Select Page

Project Description:

The Math 140 statistics course project tests your understanding of several statistical concepts covered in
this course.
You will be assigned one categorical variable and one quantitative variable from a dataset.
Links to your assigned variables, as well as a link to the dataset, are provided below.
A rubric for the assignment is provided at the end of this document.

Composition of Project:

The statistics project is composed of five parts:

Part 1: Categorical Data Analysis (20 points)

Part 2: One-Population Proportion Bootstrap Confidence Interval (45 points)

Part 3: Quantitative Data Analysis (30 points)

Part 4: One Population Mean Bootstrap Confidence Interval (45 points)

Part 5: ANOVA (Analysis of Variance) Randomization Hypothesis Test (60 points)

Project due date:

The project is due by 11:59 pm. on June 2nd and is worth 200 points total.

Acceptable Project Submission:

The project is to be submitted into Canvas as either a Microsoft Word document or as a pdf file.

Important links:

-The ANOVA project directions:

ANOVA Project.pdf

-The dataset from Excel:

math_075_140_combined_survey_data_fall_2015.xlsx

-The list of each students choice for categorical and quantitative variable:

Student Project Datasets.docx

-The template for the project:

Math 140 Course Project Template.docx

-An example completed project (note that there are a few mistakes deliberately placed into the example
project – these are problem spots past students have encountered):

Math 140 Course Project (Jason Moss).pdf

Rubric:

A B C D
Explanation Gives a complete response with a detailed explanation. Gives a good solid response
with clear explanation. Gives an some response with explanation. Gives unclear explanation.
Demonstrated Knowledge Shows complete understanding of the questions and processes. Shows
substantial understanding of the questions and processes. Shows some partial understanding of
the questions and processes. Shows little to no understanding of the questions and processes.
Requirements Meets or exceeds all the requirements of the problem. Meets or just meets the
requirements of the problem. Meets some of the requirements of the problem. Meets few or
no requirements of the problem.

Math 140 ANOVA Project
Categorical / Quantitative Analysis

Data Directions:

Open the Math 075/140 Combined Survey Data Fall 2015. Data Link.

This data was taken from statistics students (math 140) and pre-stat students (math 075) in the Fall 2015
semester.

There are 36 columns of data to choose from. Pick one categorical data set (column of words) and one
quantitative data set (numerical measurement data) from the 075/140 combined survey data.

Part 1: Categorical Data Analysis

Directions:

Go to “One Categorical Variable” under the “Descriptive Statistics and Graphs” menu in StatKey. StatKey
Link.

Click on “Edit Data” and Copy and Paste the categorical data into StatKey. Click on “raw data” and
“header row” and push ok.

On Project Report:

• Copy and paste the Bar Chart and the Summary Statistics (counts and proportions) into
your project report. It should look like this but the numbers will be different.

Part 2. One-Population Proportion Bootstrap Confidence Interval

Directions:

In your categorical summary statistics you have multiple counts and a total. Pick one categorical variable
to make a proportion confidence interval for. Use just the count for that one variable and the total.

Go to “CI for Single Proportion” under the “Bootstrap Confidence Interval” menu in StatKey. StatKey Link.

Click on “Edit Data”. Put in the count and total you selected. Push OK.

On Project Report:

• Copy and Paste the “Original Sample” printout (count, sample size, proportion) on the top
right of the page into your project report. It should look like this. Do not use the one that says
“randomization sample”. Only give the one that says “original sample”.

http://teachoutcoc.org/files/math_075_140_combined_survey_data_fall_2015.xlsx

http://www.lock5stat.com/StatKey/descriptive_1_cat/descriptive_1_cat.html

http://www.lock5stat.com/StatKey/descriptive_1_cat/descriptive_1_cat.html

http://www.lock5stat.com/StatKey/bootstrap_1_cat/bootstrap_1_cat.html

Math 140 ANOVA Project
Categorical / Quantitative Analysis

Click “Generate 1000 Samples” a few times to make the bootstrap distribution. Now click on “Two-Tail” to
make the 95% confidence interval.

On Project Report:

• Copy and Paste your 95% two-tailed Bootstrap distribution into your project report. It
should look like this, though the numbers at the bottom will be different.

• Give the lower limit of the confidence interval on the lower box in the left tail of your

bootstrap. Write it as both a proportion and percentage.
• Give the upper limit of the confidence interval on the lower box in the right tail of your

bootstrap. Write it as both a proportion and percentage.
• Write a sentence in context explaining what the bootstrap distribution tells you about the

population percentage for your variable.

Part 3. Quantitative Data Analysis

Directions:

Go to “One Quantitative Variable” under the “Descriptive Statistics and Graphs” menu in StatKey.
StatKey Link.

Click on “Edit Data” and Copy and Paste the quantitative data into StatKey. Do not paste the title. If you
do paste the data with the title, delete the title. Uncheck the boxes for “identifier” and “header row” and
push ok.

On Project Report:

• Copy and paste the Histogram. It should look like this but the shape may be different.

• Copy and paste the Dot Plot. It should look like this but the shape may be different.

http://www.lock5stat.com/StatKey/descriptive_1_quant/descriptive_1_quant.html

Math 140 ANOVA Project
Categorical / Quantitative Analysis

• Copy and paste the Box Plot. It should look like this but the box and outliers will be different.

• Copy and paste the Summary Statistics (Sample Size, Mean, Standard Deviation, Min, Q1,

Median, Q3 and Max) on the right side of the page into your project report. It should look
like this but the numbers will be different.

• Calculate the Interquartile range (IQR) = Q3 – Q1.
• What is the shape of the data?
• Which average is most accurate, the mean or the median?
• Which spread is most accurate, the standard deviation or the IQR?
• List ALL of the outliers listed on the Box Plot.

Part 4. One-population mean or median bootstrap confidence interval

Directions:

In your quantitative summary statistics you picked either the mean or the median as your best average. If
you picked the mean as your average, then you will be making a bootstrap confidence interval for the
mean average. If you picked the median as your average, then you will be making a bootstrap
confidence interval for the median average.

Go to “CI for Single Mean, Median, Std Dev” under the “Bootstrap Confidence Interval” menu in StatKey.
StatKey Link.

Click on “Edit Data” and Copy and Paste the quantitative data into StatKey. Do not paste the title. Or if
you do paste the data with the title, delete the title. Uncheck the boxes for “identifier” and “header row”
and push ok.

One Project Report:

• Copy and paste the “Original Sample” printout (dot plot, sample size, mean, median,
standard deviation) on the top right of the page into your project report. It should look like
this but your numbers will be different. Do not past the “bootstrap sample” by mistake. Only the
one that says “original sample”.

http://www.lock5stat.com/StatKey/bootstrap_1_quant/bootstrap_1_quant.html

Math 140 ANOVA Project
Categorical / Quantitative Analysis

Under “Bootstrap Dot Plot of”, click on “Mean” or “Median”. Do not do both.

Click “Generate 1000 Samples” a few times to make the bootstrap distribution. Now click on “Two-Tail” to
make the 95% confidence interval.

On Project Report:

• Copy and Paste your 95% two-tailed Bootstrap distribution into your project report. It
should look like one of these but the numbers at the bottom will be different. Do not put both
mean and median bootstraps. Only one.

• Give the lower limit of the confidence interval in the lower box in the left tail of your

bootstrap distribution.
• Give the upper limit of the confidence interval in the lower box in the right tail of your

bootstrap distribution.
• Write a sentence in context explaining what the bootstrap distribution tells you about the

population mean or population median for your variable.

Part 5: ANOVA Randomization Hypothesis Test

Directions:

Test the claim that there is a relationship between your categorical variable and your quantitative variable.
Use the following null and alternative hypothesis. The number of options in your categorical data will
determine the number of groups in your ANOVA test. If your categorical data has two options, then the
null will be µ1 = µ2. If your data has three options, then the null will be µ1 = µ2 = µ3. If your categorical
data has 6 options then your null will be µ1 = µ2 = µ3 = µ4 = µ5 = µ6 .

0 : µ1 = µ2 = µ3 = µ4 = … (The categorical and quantitative variables are not related.)

: at least one is ≠ (The categorical and quantitative variables are related.) CLAIM

On Project Report:

• Write your null and alternative hypothesis. Is your claim that the categorical and
quantitative data is related (Ha) or not related (Ho).

Copy and paste your categorical column of data and the quantitative column of data next to each other in
either excel or pages. The categorical column should be on the left.

Go to the “ANOVA for Difference in Means” under the “More Advanced Randomization Tests” menu.
StatKey Link.

http://www.lock5stat.com/StatKey/advanced_1_quant_1_cat/advanced_1_quant_1_cat.html

Math 140 ANOVA Project
Categorical / Quantitative Analysis

Click on “Edit Data” and Copy and Paste the two columns of data (categorical on left and quantitative on
the right) into StatKey. Do not paste the titles. If you do paste the data with the titles, delete the titles.
Uncheck the box for “header row” and push ok.

On Project Report:

• Copy and Paste the “Original Sample Statistics” ANOVA printout in the top right of the
page into your Project report. It should show the F-test statistic from your data, and the
sample size, mean and standard deviations for all your groups. It should look like this but
the numbers will be different. Do not copy and past the “randomization sample” by mistake. Only
the one that says “original sample”.

• Check the following assumptions.

Random Sample or Representative? Since this data was a census from 1 semester, you can
assume it is representative of all stat students at COC in all semesters.
Sample sizes for each group at least 30? See the original sample statistics printout.
Are individual stat students independent of each other?
Are the sample standard deviations for each group close? See the original sample statistics
printout. No standard deviation for 1 group should be more than twice as large as the standard
deviations for any other group.

• Give the F-test statistic from your data.

You will now be creating two simulated F-distributions. One to calculate the critical value and tail.
Another to calculate the P-value. Click on “Generate 1000 Samples” a few times to create the simulated
F-distribution.

Directions for calculating the Critical Value and tail. Click on “Right-Tail”. Change the right-tail proportion
(upper box in distribution) to 0.05. This corresponds to a 5% significance level. The number at the
bottom is the Critical Value and the start of the right tail.

On Project Report:

• Copy and past the simulated F-distribution that has 0.05 in the right tail and the Critical
Value into your Project report. It should look like this but the critical value at the bottom will be
different.

• Does the real F-test statistic listed on “Original Sample Statistics” fall in the tail

determined by the 5% significance level and the Critical Value?
• Does the sample data significantly disagree with the null hypothesis or not significantly

disagree?

Directions for calculating the P-value. Use the same distribution you have already created. Click on
“Right-Tail”. On the lower box where your Critical Value was, type in the actual F-test statistic listed under

Math 140 ANOVA Project
Categorical / Quantitative Analysis

“Original Sample Statistics”. Once you put in the F-test statistic into the bottom box in the right tail, the
upper box is the P-value.

On Project Report:

• Copy and past the simulated F-distribution that has the F-test statistic in the lower box of
the right tail and the P-value in the upper box of your right tail into your Project report. It
should look like this but the test stat and P-value will be different.

• What is your P-value? Write it as a proportion and a percentage.
• Is your P-value lower or higher than your 5% significance level?
• If the null hypothesis was true, could the sample data have occurred because of sampling

variability (random chance) or is it unlikely to be sampling variability?
• Should we reject the null hypothesis (low P-value) or fail to reject the null hypothesis (high

P-value).
• Assuming the sample data met the assumptions, would your P-value be considered

significant evidence (low P-value) or not significant evidence (high P-value)?
• Write the standard conclusion sentence in context for your test addressing evidence and

the claim that your categorical and quantitative variable are related.

Math 140 Course Project
College of the Canyons
Spring 2022

Student Name:
Due Date: June 2, 2022

Part 1: Categorical Data Analysis

Part 2: One-Population Proportion Bootstrap Confidence Interval

Part 3: Quantitative Data Analysis

Part 4: One-Population Mean or Median Bootstrap Confidence Interval

Part 5: ANOVA Randomization Hypothesis Test

2

Sheet1

Student Level Campus Which Gender do you Identify most with Age (in years)? Month of your birthday? Weight (in pounds)? Height (in INCHES)? Natural color of your hair Do you require prescription glasses or contact lenses? Approximately many hours do you work in a typical week? Approximately how many hours do you sleep a night (on average) on a WEEKDAY? Approximately how many HOURS per WEEK (on average) do you exercise? What type of transportation do you take to campus? Approximately how many minutes does it take you to get to campus? How many units are you planning to enroll in this semester? What is your College of the Canyons GPA? Approximately how many units have you completed at College of the Canyons? Did you attend high school in Santa Clarita Valley? Do you live at home with your parents? How much money (on average) does your cell phone bill cost PER MONTH (in dollars)? Do you text while you drive? Have you been involved a car accident (as the driver) within the past two years? Do you smoke cigarettes? If you smoke cigarettes, approximately how many (on average) do you smoke PER WEEK? Do you smoke e-cigarettes? Approximately how many alcoholic beverages do you drink (on average) in a WEEK? With which political party do you identify? On a scale of 1-10 how intimidated of math are you? Which social media do you use the most? Do you typically eat breakfast? On average, how much do you spend on a meal when you eat out? How many times per week do you eat at a restaurant (fast food, fine dining, etc.)? Do you have at least one tattoo? How many different US states (not including California) have you visited? Approximately how many minutes a day, on average, do you spend on social media? How many people live in your household (including yourself)?

Statistics Canyon Country Campus Female 18 8 130 63 Black No 0 6 1 Drive alone 10 18 3.5 0 Yes Yes 80 Yes No No No 0 Independent 6 Snapchat No 10 3 No 9 150 5

Statistics Canyon Country Campus Female 17 11 140 65 Brown Yes 20 8 5 Dropped off by someone 20 13 0 0 No Yes 35 No No No No 0 Other 2 Other Yes 12 3 No 2 0 4

Statistics Canyon Country Campus Male 21 3 169 70 Brown No 15 6 12 Drive alone 35 15 3.2 40 No Yes 48 No No No 0 No 0 Independent 2 Facebook Yes 10 2 No 31 10 7

Statistics Canyon Country Campus Female 21 3 134 68 Brown No 20 7 4 Drive alone 25 16 0 Yes Yes 0 No No No No 0 Republican 10 Instagram Yes 12 7 No 10 300 5

Statistics Canyon Country Campus Male 19 5 180 72 Black Yes 8 8 5 Drive alone 5 12 2.9 32 No No 45 No No No No 0 Democratic 3 Facebook Yes 20 1 Yes 5 60 6

Statistics Canyon Country Campus Female 19 3 120 64 Brown No 30 8 4 Drive alone 30 16 3.33 12 No Yes 0 No No No 0 No 1 Democratic 7 Instagram Yes 10 5 No 6 60 3

Statistics Canyon Country Campus Male 22 1 155 71 Black No 40 4 0 Drive alone 1 13 3.2 80 Yes Yes 70 No No No No 6 Independent 4 Other No 10 2 No 4 90 6

Statistics Canyon Country Campus Female 20 5 138 64 Black No 15 4 20 Drive alone 10 12 3.5 40 Yes No 0 Yes Yes No 0 Yes 0 Democratic 2 Facebook No 40 2 Yes 30 120 2

Statistics Canyon Country Campus Male 21 12 210 72 Brown No 45 12 Drive alone 30 8 2.7 48 No Yes 10 Yes No No 0 No 5 Democratic 7 Facebook No 10 2 No 5 15 5

Statistics Canyon Country Campus Female 23 11 135 64 Brown Yes 0 6 3 Drive alone 30 7 2 60 No No 80 Yes No No No 0 Other 10 Facebook No 20 4 No 2 90 5

Statistics Canyon Country Campus Female 19 12 107 61 Black No 0 6 3 Carpool 5 12 4 40 Yes Yes 0 No No No 0 No 0 Other 10 Snapchat Yes 10 1 No 9 360 4

Statistics Canyon Country Campus Female 17 11 125 64 Brown Yes 40 7 4 Drive alone 15 14 0 0 No Yes 0 No No No No 0 Republican 4 Twitter Yes 12 5 No 3 60 4

Statistics Canyon Country Campus Female 18 11 105 64 Blond(e) No 25 7 0 Drive alone 5 11 3.5 35 Yes Yes 90 No No No No 0 Independent 6 Snapchat Yes 6 3 No 1 120 3

Statistics Canyon Country Campus Female 19 12 120 66 Brown No 40 8 5 Drive alone 20 12 3.2 0 No Yes 0 Yes Yes No No 1 Independent 5 Instagram Yes 15 5 Yes 4 60 4

Statistics Canyon Country Campus Female 21 12 105 62 Black Yes 0 7 5 Drive alone 10 8 3 70 Yes Yes 35 Yes Yes No 0 No 5 Independent 8 Twitter Yes 20 4 Yes 10 120 5

Statistics Canyon Country Campus Male 20 4 203 74 Black Yes 0 5 18 Carpool 27 11 0 0 No Yes 0 Yes No No No 0 Republican 1 Snapchat Yes 10 8 No 1 55 7

Statistics Canyon Country Campus Male 18 1 160 73 Brown No 20 9 5 Drive alone 30 16 0 Yes Yes 0 No No No No 0 Democratic 5 Instagram Yes 8 2 Yes 3 30 6

Statistics Canyon Country Campus Female 47 10 176 65 Black Yes 20 8 1 Carpool 6 10 3.87 62 No No 435 No No No 0 No 3 Other 3 Facebook Yes 30 1 No 5 1 3

Statistics Canyon Country Campus Male 18 2 165 70 Brown No 14 7 12 Drive alone 15 14 4 3 No Yes 100 Yes No No No 0 Democratic 5 Snapchat No 10 3 No 10 60 6

Statistics Canyon Country Campus Male 19 5 165 67 Black Yes 29 7 5 Drive alone 15 16 3.3 35 No Yes 0 Yes No No 0 No 0 Independent 5 Instagram Yes 10 2 No 5 45 5

Statistics Canyon Country Campus Female 18 9 130 65 Blond(e) No 30 7 2 Carpool 30 10 3 13 No Yes 0 Yes Yes No Yes 5 Other 2 Instagram No 15 4 No 6 60 4

Statistics Canyon Country Campus Male 19 7 160 73 Brown No 20 8 15 Drive alone 30 15 3.3 15 No No 0 Yes No No 0 No 3 Republican 5 Snapchat Yes 10 10 No 15 120 1

Statistics Canyon Country Campus Male 19 6 160 68 Brown Yes 25 7 2 Drive alone 5 13 3 20 Yes Yes 0 No No No 0 No 0 Republican 4 Other No 9 4 No 2 30 3

Statistics Canyon Country Campus Female 20 12 145 64 Black Yes 7 10 Drive alone 30 12 3.5 60 No Yes 0 Yes No No No 1 Democratic 8 Instagram No 10 2 No 3 100 4

Statistics Canyon Country Campus Female 48 4 120 60 Black No 20 6 3 Drive alone 5 4 3.58 68 No No 150 No No No 0 No 0 Democratic 10 Facebook No 3 0 No 3 30 2

Statistics Canyon Country Campus Male 19 1 206 73 Black No 33 7 5 Drive alone 5 13 19 Yes Yes 95 Yes No No No 5 Democratic 4 Snapchat Yes 15 2 No 4 60 5

Statistics Canyon Country Campus Male 28 7 265 68 Black No 0 6 49 Drive alone 35 10 2.9 29 No No 50 Yes No No No Democratic 4 Facebook Yes 10 2 No 4 3 1

Statistics Canyon Country Campus Female 19 5 160 77 Brown Yes 0 6 12 Drive alone 60 16 3 27 No Yes 50 No No No 0 No 0 Independent 7 Snapchat Yes 7 2 No 3 90 4

Statistics Canyon Country Campus Female 19 8 167 66 Brown Yes 0 7 3 Drive alone 10 13 3.79 35 Yes Yes 0 No No No 0 No 0 Democratic 6 Instagram Yes 20 3 No 1 120 4

Statistics Canyon Country Campus Female 23 12 110 62 Brown Yes 25 7 6 Drive alone 30 12 2.3 80 No Yes 0 No No No 0 No 0 Other 5 Instagram Yes 7.5 1 No 0 45 5

Statistics Canyon Country Campus Female 25 11 149 67 Brown No 32 5 3 Drive alone 30 7 2.9 70 Yes Yes 0 Yes Yes No 0 No 5 Independent 9 Facebook Yes 15 3 Yes 9 0 4

Statistics Canyon Country Campus Female 23 5 198 Brown Yes 23 7 4 Drive alone 15 15 2

Statistics Canyon Country Campus Male 22 9 261 71 Black No 40 7 16 Drive alone 15 13 2.58 48 No Yes 55 Yes No No No 5 Democratic 3 Snapchat Yes 20 2 No 4 150 5

Statistics Canyon Country Campus Male 18 7 145 71 Brown No 0 6 10 Drive alone 10 12 3 20 Yes Yes 0 No Yes No 10 Republican 1 Twitter No 8 7 No 4 180 4

Statistics Canyon Country Campus Female 35 5 138 60 Black Yes 18 8 2.5 Drive alone 15 10 4 9 No No 190 No Yes No 0 Other 7 Instagram Yes 10 5 No 2 30 6

Statistics Canyon Country Campus Male 20 7 166 66 Black No 22 6 10 Drive alone 8 10 2.75 68 Yes Yes 0 No No No 0 No 0 Democratic 8 Instagram No 10 3 No 5 45 5

Statistics Canyon Country Campus Male 21 8 280 76 Black Yes 24 6 4 Drive alone 10 16 3.2 15 Yes Yes 50 Yes No No 0 No 4 Democratic 4 Twitter No 7 1 No 7 65 3

Statistics Canyon Country Campus Female 19 4 150 65 Brown No 20 7 4 Carpool 25 17 3 48 Yes Yes 50 Yes No No No 0 Other 10 Instagram No 10 1 Yes 8 120 4

Statistics Canyon Country Campus Female 20 5 135 62 Black No 30 7 1 Drive alone 15 10 3 34 No Yes 0 No No No 0 No 0 Other 4 Instagram Yes 10 2 No 4 40 2

Statistics Canyon Country Campus Female 21 6 110 60 Black Yes 40 7 12 Drive alone 40 12 0 0 No Yes 80 No No No No 1 Democratic 4 Twitter Yes 12 6 Yes 2 60 4

Statistics Canyon Country Campus Female 20 9 170 70 Brown No 12 6 6 Drive alone 25 7 1.8 18 No Yes 120 Yes Yes No No 1 Other 10 Snapchat No 10 2 No 0 60 5

Statistics Canyon Country Campus Male 24 3 175 75 Brown No 15 9 9 Drive alone 10 11 3.75 110 Yes Yes 45 Yes No No Yes 6 Republican 4 Snapchat Yes 8 3 No 4 5 4

Statistics Canyon Country Campus Male 24 10 275 72 Black No 0 7 8 Drive alone 30 4 4 3 No Yes 0 No Yes No 0 No 2 Independent 6 Instagram Yes 10 1 No 7 10 5

Statistics Canyon Country Campus Female 18 2 125 61 Black Yes 24 6 2 Drive alone 20 14 2.67 9 No Yes 0 No No No 0 No 0 Democratic 5 Twitter No 10 5 Yes 9 120 5

Statistics Canyon Country Campus Male 18 12 185 74 Blond(e) No 45 7 9 Drive alone 10 15 3.75 0 Yes Yes 50 Yes No No 0 Yes 0 Republican 4 Snapchat Yes 10 4 No 6 45 4

Statistics Canyon Country Campus Male 19 9 220 69 Black No 0 7 2 Drive alone 20 13 2.56 50 No Yes 200 Yes No No No 2 Other 3 Snapchat No 12 3 No 2 60 6

Statistics Canyon Country Campus Female 18 3 145 64 Other No 0 9 9 Drive alone 9 15 3 3 Yes Yes 0 No No No 0 No 0 Republican 2 Instagram Yes 9 1 No 9 180 3

Statistics Canyon Country Campus Male 17 8 170 70 Brown Yes 0 9 6 Carpool 15 10 4 6 Yes Yes 0 No No No No 0 Democratic 3 Snapchat Yes 15 3 No 6 300 3

Statistics Canyon Country Campus Female 23 9 125 63 Brown No 40 6 1 Drive alone 40 10 3.3 67 No No 176 No No No 0 No 0 Independent 10 Instagram No 25 1 Yes 5 90 2

Statistics Canyon Country Campus Female 24 8 160 62 Black Yes 12 6 10 Drive alone 35 8 2.7 4 No Yes 85 Yes No No 0 No 3 Other 10 Snapchat Yes 15 4 No 2 400 5

Statistics Canyon Country Campus Female 18 6 145 63 Brown No 10 8 6 Drive alone 20 13 0 No Yes 0 No No No 0 No 0 Democratic 7 Twitter Yes 10 1 No 1 60 4

Statistics Canyon Country Campus Female 20 8 115 64 Brown Yes 15 8 8 Drive alone 15 12 3.5 12 Yes Yes 0 No Yes No 0 No 5 7 Instagram Yes 15 14 Yes 7 240 4

Statistics Canyon Country Campus Female 21 5 125 64 Brown No 8 9 Drive alone 5 12 3 40 Yes Yes 35 No No No 0 No 0 Independent 6 Facebook No 20 2 No 2 60 3

Statistics Canyon Country Campus Female 18 11 118 63 Brown 18 8 1 Drive alone 20 13 4.5 0 Yes Yes 100 No Yes No No 0 Democratic 9 Twitter No 15 1 No 7 120 3

Statistics Canyon Country Campus Female 18 12 115 66 Brown No 0 7 8 Drive alone 15 13 0 Yes Yes 0 No Yes No 0 No 0 Democratic 5 Facebook Yes 15 5 No 4 60 4

Statistics Canyon Country Campus Male 20 12 185 72 Brown No 100 8 5 Drive alone 25 18 2.7 6 Yes Yes 15 Yes No No 0 No 40 Independent 7 Instagram No 10 2 Yes 4 60 4

Statistics Canyon Country Campus Female 21 8 150 Black Yes 30 4 20 Drive alone 30 11 2.9 58 No Yes 40 Yes Yes No 0 No 1 Other 5 Snapchat No 20 1 Yes 5 3

Statistics Canyon Country Campus Female 27 2 190 84 Brown No 35 6.5 7 Drive alone 90 7 3 9 No Yes 89 Yes No No No 4 Democratic 6 Instagram No 11 7 No 6 3 5

Statistics Canyon Country Campus Female 25 8 126 60 Black No 30 6 4 Drive alone 20 7 3.2 12 Yes Yes 35 No No No No 0 Independent 3 Other Yes 25 2 No 1 30 5

Statistics Valencia Campus Female 24 6 156 67 Brown No 10 8 4 Drive alone 15 9 3.4 75 No Yes 40 No No No 0 No 0 Other 5 Instagram Yes 20 0 Yes 49 30 6

Statistics Valencia Campus Female 18 10 130 70 Red No 7 8 9 Drive alone 15 11 3.8 38 Yes Yes 0 No Yes No No 3 Other 1 Instagram No 10 2 No 4 190 6

Statistics Valencia Campus Female 20 12 130 65 Brown No 28 7 4 Drive alone 15 10 3.83 40 Yes Yes 30 No No Yes No 1 Democratic 4 Facebook No 8 1 Yes 4 30 5

Statistics Valencia Campus Female 19 9 145 74 Brown Yes 0 6 0 Drive alone 15 12 2.4 60 Yes Yes 90 Yes No No No 0 Republican 7 Instagram No 10 3 Yes 1 5 5

Statistics Valencia Campus Male 22 3 170 69 Brown Yes 38 7 4 Drive alone 4 14 3 50 Yes Yes 0 Yes No No 0 No 0 Other 9 Instagram No 10 5 No 6 60 3

Statistics Valencia Campus Female 21 2 121 62 Black No 0 5 4 Drive alone 25 11 3.3 26 Yes No 80 Yes Yes No 0 No 0 Republican 5 Snapchat Yes 6 4 No 2 120 4

Statistics Valencia Campus Male 19 8 160 73 Black Yes 28 6

Statistics Valencia Campus Male 20 5 170 70 Red No 0 8 3 Drive alone 10 16 2.8 50 Yes Yes 25 No No No 0 No 0 Republican 3 Twitter Yes 12 2 No 5 2 3

Statistics Valencia Campus Female 18 9 135 65 Brown Yes 20 9 18 Drive alone 8 17 3.2 50 Yes Yes 0 No Yes 0 No 0 Republican 5 Snapchat Yes 9 3 No 3 180 4

Statistics Valencia Campus Female 22 8 105 60 Brown No 14 7 20 Drive alone 20 16 3.7 65 No No 120 No No No 0 No 0 Independent 5 Facebook Yes 15 0 No 2 60 4

Statistics Valencia Campus Male 19 1 153 72 Brown No 40 6 40 Bicycle 40 15 2.98 51 Yes Yes 60 No No No No 0 Other 3 Instagram Yes 20 1 No 3 60 4

Statistics Valencia Campus Male 23 11 175 74 Blond(e) Yes 40 6 7 Drive alone 30 12 3.66 82 Yes Yes 0 No Yes Yes 2 No 5 Other 4 Instagram Yes 20 5 Yes 10 120 5

Statistics Valencia Campus Female 29 5 135 68 Brown Yes 30 8 5 Drive alone 15 7 2.79 74 No No 65 No No No No 0 Republican 5 Instagram Yes 0 0 Yes 20 5 2

Statistics Valencia Campus Female 19 10 140 64 Brown No 36 6 5 Drive alone 20 14 3.4 55 No Yes 0 Yes No No No 2 Republican 3 Instagram Yes 15 2 Yes 13 60 5

Statistics Valencia Campus Female 20 4 130 67 Brown Yes 15 8 4 Carpool 15 13 3.82 86 Yes Yes 0 Yes No No 0 No 1 Republican 5 Instagram Yes 15 4 No 1 45 3

Statistics Valencia Campus Male 20 10 160 66 Black Yes 0 7 5 Drive alone 20 12 3.46 40 Yes Yes 50 No No No 0 No 0 Democratic 7 Facebook No 10 2 No 40 100 3

Statistics Valencia Campus Female 21 7 150 61 Brown Yes 20 11 14 Drive alone 10 11 2.7 49 Yes Yes 0 Yes No No 0 Yes 1 Democratic 10 Instagram Yes 20 3 No 5 20 5

Statistics Valencia Campus Female 23 12 152 61 Blond(e) Yes 48 8 1 Drive alone 20 15 2.8 52 No No 70 No No No No 0 Other 2 Other Yes 15 2 Yes 3 90 7

Statistics Valencia Campus Female 19 10 125 67 Blond(e) No 40 9 45 10 3.6 28 No Yes 0 Yes Yes Yes 0 No 0 Other 4 Other No 10 2 No 5 240 4

Statistics Valencia Campus Female 29 5 240 70 Brown 40 7 0 Drive alone 15 10 1.8 42 No Yes 107 Yes No No 0 No 0 Republican 8 Instagram Yes 8 4 Yes 11 120 4

Statistics Valencia Campus Female 20 10 115 64 Blond(e) 18 7 0 Drive alone 30 16 2.4 46 Yes Yes 0 Yes Yes No 0 No 1 Independent 3 Instagram No 20 5 Yes 6 200 2

Statistics Valencia Campus Female 19 4 150 62 Brown Yes 43.5 7 4 Drive alone 12 14 3.5 60 Yes Yes 30 No No No 0 No 0 Democratic 5 Instagram Yes 10 3 No 5 180 4

Statistics Valencia Campus Female 24 3 123 68 Brown No 16 7 0 Drive alone 45 12 3 90 No Yes 0 Yes Yes Yes 3 No 3 Republican 10 Instagram No 22 3 No 4 180 3

Statistics Valencia Campus Male 22 5 175 71 Blond(e) Yes 0 7 5 Drive alone 15 15 3.14 50 Yes Yes No Yes No No 1 Independent 8 Facebook Yes 1 No 6 20 4

Statistics Valencia Campus Female 20 10 100 62 Brown No 40 6 10 Drive alone 15 13 3 60 Yes Yes 45 No No No No Other 6 Snapchat No 5 1 No 2 60 4

Statistics Valencia Campus Male 22 7 265 70 Black Yes 8 8 6 Drive alone 11 10 3.3 80 Yes Yes 0 Yes Yes No 0 No 25 Democratic 10 Instagram No 20 4 No 1 35 4

Statistics Valencia Campus Female 26 7 250 66 Blond(e) No 0 8 0 Drive alone 65 4 3.5 0 No Yes 0 No Yes No No 0 Independent 10 Other No 8 1 No 2 60 2

Statistics Valencia Campus Male 19 10 160 65 Black No 0 9 5 Dropped off by someone 8 12 3 65 No No 60 No No No No 0 Independent 4 Snapchat Yes 7 2 No 8 60 5

Statistics Valencia Campus Female 22 5 227 65 Black No 40 8 7 Drive alone 10 12 2.9 48 No Yes 0 No No No No 0 Other 7 Snapchat Yes 27 4 No 3 447 5

Statistics Valencia Campus Female 39 6 185 62 Black No 19 7 5 Carpool 45 9 3 48 No No 125 No No No No 0 Democratic 7 Facebook No 15 1 Yes 4 120 8

Statistics Valencia Campus Female 49 4 155 66 Brown Yes 4 6 14 Drive alone 30 7 2.8 120 No 0 No No No 0 No 0 Republican 9 Facebook Yes 16 0 No 4 1 4

Statistics Valencia Campus Male 20 12 170 64 Black Yes 40 6 6 Dropped off by someone 20 7 3.35 63 Yes Yes 0 No No No No 0 Other 5 Facebook Yes 6 2 No 1 30 4

Statistics Valencia Campus Female 21 9 135 63 Brown Yes 24 5 1 Drive alone 12 12 3.21 51 Yes No 85 Yes Yes No No 0 Democratic 8 Instagram No 15 6 Yes 7 120 6

Statistics Valencia Campus Female 25 4 130 66 Brown No 8 8 Drive alone 15 7 2.7 60 Yes Yes 0 Yes No No No 3 Democratic 8 Instagram Yes 12 1 Yes 15 120 4

Statistics Valencia Campus 30

Statistics Valencia Campus Female 20 4 130 62.5 Brown Yes 15 9 6 Drive alone 15 16 3 30 Yes Yes 30 Yes Yes No 0 No 2 Republican 6 Instagram No 10 3 No 25 1.5 4

Statistics Valencia Campus Male 19 4 160 75 Black No 40 8 15 Drive alone 5 10 3.4 45 Yes Yes 250 Yes No No 0 No

Statistics Valencia Campus Female 30 10 140 63 Blond(e) Yes 25 5 6 Drive alone 15 12 3.2 62 No No 112 No No Yes 50 Yes 5 Republican 1 Facebook Yes 15 3 Yes 20 5 4

Statistics Valencia Campus Male 19 1 170 75 Blond(e) Yes 50 8 14 Drive alone 5 16 4 16 Yes Yes 0 Yes No No 0 Democratic 3 Instagram Yes 12 6 Yes 20 120 6

Statistics Valencia Campus Female 26 5 175 66 Black Yes 45 5 8 Carpool 30 7 2.6 53 No No 200 Yes No No No 0 Independent 6 Facebook No 10 2 Yes 1 120 5

Statistics Valencia Campus Male 23 6 165 70 Black No 50 3 25 Carpool 30 12 2.2 120 No No 40 No Yes No No 1 Independent 10 Facebook Yes 15 5 No 3 25 2

Statistics Valencia Campus Male 29 10 185 68 Black Yes 45 6 6 Drive alone 45 13 2.85 94 No No 85 No No No 0 No 12 Democratic 1 Instagram No 10 2 Yes 13 10 2

Statistics Valencia Campus Female 22 10 145 66 Brown Yes 45 7 3 Drive alone 3 7 3.4 60 Yes Yes 0 Yes Yes Yes 20 No 6 Other 7 Other Yes 12 3 Yes 4 0 4

Statistics Valencia Campus Female 19 5 145 64 Brown Yes 40 6 5 Drive alone 20 10 3.3 14 No No 110 No No No 0 No 4 Democratic 4 Instagram Yes 12 4 Yes 3 120 1

Statistics Valencia Campus Female 25 9 200 63 Brown Yes 34 8 5 Drive alone 15 4 2.4 63 Yes No 0 Yes No No No 2 Other 5 Facebook No 10 3 Yes 9 120 2

Statistics Valencia Campus Male 25 7 230 69 Black Yes 8 6 4 Drive alone 30 4 3 40 No Yes 0 No No No No 0 Independent 4 Facebook Yes 5 5 No 3 5 4

Statistics Valencia Campus Male 18 1 205 73 Blond(e) No 0 7 14 Drive alone 12 16 4 0 Yes Yes 0 No No No No 0 Independent 1 Twitter Yes 10 3 No 3

Statistics Valencia Campus Male 19 7 155 69 Black Yes 40 8 6 Drive alone 15 18 3.56 45 Yes Yes 0 Yes Yes No No 0 Democratic 10 Snapchat Yes 10 3 No 40 120 4

Statistics Valencia Campus Female 27 125 64 Brown Yes 12 6 5 Drive alone 30 10 3 No No 85 Yes No No No Democratic 9 Instagram No 10 3 Yes 3 60 4

Statistics Valencia Campus Male 18 3 178 75 Red No 0 7 6 Drive alone 20 13 3.7 0 Yes Yes 0 No Yes No No 0 Independent 2 Twitter Yes 10 4 No 3 60 4

Statistics Valencia Campus Female 18 3 100 61 Blond(e) No 40 9 1 Dropped off by someone 5 13 3.7 9 Yes Yes 0 No No No 0 No 0 Democratic 2 Snapchat No 8 1 No 16 60 3

Statistics Valencia Campus Female 26 3 102 62 Brown Yes 30 8 2 Drive alone 30 12 3.87 60 No No 100 No No No No 1 Democratic 3 Facebook Yes 50 2 No 2 30 2

Statistics Valencia Campus Female 27 7 108 55 Brown Yes 30 6 0 Drive alone 40 8 2.65 96 No Yes 130 Yes No No No 4 Democratic 9 Snapchat No 15 3 No 6 70 2

Statistics Valencia Campus Male 22 7 133 70 Black No 20 7 2 Carpool 30 12 3.4 60 No Yes 150 Yes No No No 0 Democratic 1 Instagram No 10 3 No 1 2 3

Statistics Valencia Campus Male 19 1 225 72 Black No 40 8 9 Drive alone 15 16 3.78 32 Yes Yes 0 No No Yes 40 No 0 Independent 4 Other No 5 3 No 2 30 5

Statistics Valencia Campus Female 28 12 130 62 Black Yes 28 5 0 Drive alone 15 18 3.5 24 No Yes 150 No Yes No 0 No 0 Democratic 1 Facebook No 10 3 Yes 2 10 6

Statistics Valencia Campus Female 23 6 145 63 Brown Yes 40 6 2 Drive alone 15 12 2 3 Yes Yes 60 Yes No No No 3 Democratic 3 Snapchat No 10 3 No 0 2 5

Statistics Valencia Campus Male 25 11 195 72 Brown Yes 25 6 4 Drive alone 45 8 1.9 35.5 No No 350 Yes No No No 0 Democratic 4 Instagram No 15 8 Yes 3 120 2

Statistics Valencia Campus Female 26 7 130 64 Brown No 20 8 7 Drive alone 15 13 3.95 18 No No 80 Yes No No No 2 Independent 10 Facebook No 7 3 Yes 1 30 6

Statistics Valencia Campus Female 21 12 110 60 Brown No 5 7 6 Drive alone 5 12 3.6 50 No No 0 No Yes No No 1 Other 8 Snapchat Yes 10 3 Yes 6 10 6

Statistics Valencia Campus Male 18 4 160 74 Blond(e) No 40 5 36 Drive alone 15 19 4 0 Yes Yes 70 Yes No No No 0 Republican 2 Snapchat Yes 10 14 No 10 120 5

Statistics Valencia Campus Female 28 9 170 65 Brown Yes 40 7 2 Drive alone 35 7 3 20 No Yes 96 No Yes No No 2 Democratic 6 Instagram Yes 30 1 Yes 5 30 5

Statistics Valencia Campus Female 26 5 201 67 Brown No 40 8 7 Drive alone 40 6 2.6 63 No Yes 75 Yes No No 0 No 4 Democratic 6 Facebook Yes 8 3 No 3 10 6

Statistics Valencia Campus Female 31 4 200 64 Brown No 15 6 2 Drive alone 20 12 3.2 98 Yes Yes 140 Yes No Yes 8 No 6 Other 7 Facebook No 15 1 Yes 12 45 3

Statistics Canyon Country Campus 53 8 165 Brown Yes 0 6 3 Drive alone 40 3 3.07 14 No No 45 No No Yes 60 No 0 Independent 5 Facebook Yes 7 2 No 20 5 2

Statistics Valencia Campus Female 17 9 142 62 Brown Yes 40 5 3 Drive alone 4 14 4 0 Yes Yes 300 No No No No 0 Democratic 5 Other No 7 2 No 9 60 4

Statistics Valencia Campus Male 24 11 170 70 Black Yes 16 6 6 Drive alone 20 12 3.32 54 No Yes 80 Yes No No 0 No 0 Democratic 7 Instagram Yes 10 2 No 3 60 6

Statistics Valencia Campus Male 19 4 190 68 Black Yes 60 7 3 Dropped off by someone 30 15 Yes Yes 0 No No No No Independent 8 Snapchat No 5 1 No 1 180

Statistics Valencia Campus Female 17 12 125 64 Black Yes 30 6 3 Drive alone 15 11 3.8 55 Yes Yes 0 No No No 0 No 0 Independent 3 Snapchat Yes 8 1 No 10 120 4

Statistics Valencia Campus Female 21 3 105 61 Brown Yes 40 7 2 Drive alone 20 7 3.5 70 No Yes 0 No No No No 2 Democratic 4 Twitter Yes 15 3 No 4 300 4

Statistics Valencia Campus Female 26 6 108 64 Brown No 0 7 3 Drive alone 10 4 2.9 64 Yes No 200 Yes No No No 0 Republican Instagram No 10 14 Yes 5 60 2

Statistics Valencia Campus Male 20 7 170 70 Black No 0 8 10 Drive alone 18 15 3 30 Yes Yes 0 No No No 0 Yes 0 Democratic 1 Facebook Yes 8 2 No 3 60 6

Statistics Valencia Campus Female 18 8 115 61 Black Yes 30 6 0 Drive alone 15 12 3.12 12 Yes Yes 0 No Yes No No 0 Democratic 7 Snapchat No 20 1 No 1 60 4

Statistics Valencia Campus Female 19 7 200 67 Blond(e) No 0 6 10 Drive alone 15 18 4 4 Yes Yes 0 No No No 0 No 0 Republican 6 Snapchat Yes 15 1 No 11 30 2

Statistics Valencia Campus Female 20 1 170 68 Black No 60 5 1 Drive alone 15 12 3 0 Yes Yes 0 No No No No 0 Democratic 5 Other Yes 10 1 No 3 60 5

Statistics Valencia Campus Male 23 12 185 72 Brown No 16 7 10 Drive alone 30 14 2.8 60 No Yes 0 No No No No 5 Independent 7 Instagram Yes 10 1 No 6 120 3

Statistics Valencia Campus Female 21 3 130 62 Brown Yes 37 7 3 Drive alone 10 13 3.6 50 Yes Yes 50 No No No No 0 Democratic 5 Facebook Yes 15 1 No 5 120 5

Statistics Valencia Campus Female 37 11 130 60 Black No 0 7 2 Drive alone 12 3 70 No Yes 200 No No No No 1 Republican 6 Facebook Yes 10 2 No 2 120 4

Statistics Valencia Campus Male 19 9 215 73 Brown No 8 5 0 Dropped off by someone 18 8 3.61 23 Yes Yes 0 No No No No 0 Other 1 Other No 8 4 No 5 300 8

Statistics Valencia Campus Male 19 3 165 71 Blond(e) No 40 7 15 Drive alone 6 15 2 10 Yes Yes 0 Yes No No No 10 Republican 2 Snapchat No 10 3 No 5 60 3

Statistics Valencia Campus Male 20 10 125 71 Black Yes 6 6 Drive alone 5 12 4 26 Yes Yes 0 Yes No No 0 No 8 Democratic 5 Snapchat No 8 4 No 2 30 5

Statistics Valencia Campus Female 36 10 123 61 Brown Yes 40 6 59 Drive alone 15 4 3.7 67 Yes Yes 70 Yes No No No 0 Other Facebook Yes 10 5 Yes 5 1 5

Statistics Valencia Campus Male 32 9 195 68 Black No 55 5 0 Carpool 15 14 2.36 45 Yes No 31.5 Yes No No 0 No 1 Democratic 6 Facebook No 18 10 No 1 4 4

Statistics Valencia Campus Male 42 8 170 69 Black No 30 6 3 Drive alone 10 10 3.1 42 No No 187 Yes No No No 6 Independent 5 Facebook No 12 2 Yes 42 30 7

Statistics Valencia Campus Female 22 9 121 63 Brown No 30 8 5 Drive alone 15 12 3.2 40 No Yes 50 No No No No 2 Independent 7 Snapchat Yes 10 1 No 5 60 5

Statistics Valencia Campus Female 20 7 130 62 Brown Yes 0 7 5 Public transportation 30 10 3 5 Yes Yes 160 No No No 0 No 0 Other 7 Snapchat No 8 0 No 2 20 4

Statistics Valencia Campus Male 18 5 130 66 Brown No 24 7 49 Public transportation 615 11 4 Yes Yes 0 No No No 0 No 0 Democratic 7 Instagram Yes 10 1 No 18 60 7

Statistics Valencia Campus Female 20 5 105 64 Black Yes 25 6 2 Drive alone 20 16 3.5 36 Yes Yes 40 No No No Yes 0 Independent 3 Facebook No 20 5 No 3 180 4

Statistics Valencia Campus Female 21 2 115 63 Brown Yes 20 7 3 Drive alone 40 16 3 25 No No 0 Yes No No No 6 Other 7 Snapchat No 10 5 Yes 10 60 1

Statistics Valencia Campus Female 18 4 119 62 Brown No 0 7 2 Dropped off by someone 20 13 3.5 20 Yes Yes 63 No No No 0 No 0 Democratic 3 Twitter Yes 10 1 Yes 1 60 2

Statistics Valencia Campus Male 17 11 210 68 Black No 10 7 8 Drive alone 20 13 4 6 No Yes 35 No No No No 0 Other 3 Other Yes 10 1 No 0 6 8

Statistics Valencia Campus Female 22 8 125 61 Brown Yes 16 6 1 Drive alone 30 10 3 8 No Yes 0 No No No No 0 Democratic 5 Facebook Yes 15 3 No 3 30 5

Statistics Valencia Campus Male 19 4 138 68 Brown No 0 6 1.5 Dropped off by someone 15 16 3.48 52 Yes Yes 0 No No No 0 No 0 Democratic 3 Twitter No 12 6 No 4 45 6

Statistics Valencia Campus Male 26 2 87 65 Black No 9 14 8 1.498 3 No Yes 0 No No No No 0 Other 4 Facebook Yes 2.5 1 No 3 0 7

Statistics Valencia Campus Male 18 12 158 67 Black No 37 8 12 Drive alone 7 14 Yes Yes 0 No No No 0 No 0 Democratic 4 Instagram Yes 10 2 No 8 30 5

Statistics Valencia Campus Female 18 11 140 67 Blond(e) Yes 5 6 5 Public transportation 60 13 0 Yes Yes 0 No No No 0 No 0 Republican 5 Snapchat No 10 4 Yes 7 240 4

Statistics Valencia Campus Male 18 6 180 64 Black Yes 20 8 4 Public transportation 40 13 0 Yes Yes 19 No No No No 0 Democratic 5 Snapchat Yes 5 2 No 9 300 5

Statistics Valencia Campus Male 26 6 178 70 Black No 0 6 7 Drive alone 20 7 3.6 66 No Yes 40 No No No 0 No 1 Other 1 Instagram Yes 15 1 No 9 15 3

Statistics Valencia Campus Male 20 12 110 64 Brown No 23 8 4 Drive alone 20 13 3 30 No Yes 0 Yes No No No 2 Republican 1 Other Yes 15 3 No 1 20 4

Statistics Valencia Campus Male 18 12 130 69 Black No 33 7 10 Dropped off by someone 7 16 0 Yes Yes 0 No No No No 1 Republican 4 Snapchat Yes 15 2 No 4 600 5

Statistics Valencia Campus Male 17 12 122 64 Brown No 12 8 5 Drive alone 15 15 4 3 Yes Yes 230 Yes Yes Yes 1 Yes 2 Independent 3 Twitter No 13 5 No 21 120 5

Statistics Valencia Campus Male 20 8 165 73 Brown Yes 40 7 0 Drive alone 20 13 3.5 12 Yes Yes 0 No No No No 0 Other 8 Instagram Yes 9 6 No 33 90 4

Statistics Canyon Country Campus Female 43 3 175 62 Brown Yes 0 7 4 Drive alone 20 8 3.45 No No 120 No No No No 1 Republican 2 Facebook Yes 10 1 Yes 8 15 3

Statistics Canyon Country Campus Female 21 1 135 67 Brown No 3 7 2 Drive alone 29 13 3 30 No Yes 109 Yes Yes No No 2 Democratic 7 Instagram Yes 5 1 Yes 1 2 4

Statistics Valencia Campus Male 24 1 155 67 Brown Yes 30 7 0 Drive alone 20 10 3.17 62 Yes Yes 0 No No No No 0 Republican 8 Facebook Yes 7 1 No 2 60 4

Statistics Valencia Campus Female 47 8 130 60 Blond(e) Yes 20 6 7 Drive alone 45 4 3.6 98 No No 140 No No No 0 No 3 Republican 5 Facebook Yes 10 4 Yes 17 30 2

Statistics Valencia Campus Male 20 3 150 71 Brown No 25 7 3 Drive alone 30 11 2.6 52 No Yes 0 Yes No No 0 No 1 Independent 4 Instagram Yes 7 4 No 3 60 6

Statistics Valencia Campus Female 20 4 170 71 Blond(e) No 5 6 4 Drive alone 20 13 3.9 36 Yes Yes 75 Yes Yes No No 1 Independent 8 Twitter Yes 14 2 No 11 120 2

Statistics Canyon Country Campus Female 53 8 167 64 Brown Yes 0 7 3 Drive alone 40 3 3.07 13 No No 45 No No Yes 60 No 1 Independent 5 Facebook Yes 6 1 No 15 5 2

Statistics Canyon Country Campus Female 21 9 150 63 Brown Yes 25 6 0 Drive alone 20 15 3 56 Yes Yes 97 No No No No 0 Democratic 8 Other No 0 0 No 1 12 2

Statistics Canyon Country Campus Female 20 9 155 62 Brown Yes 25 6 3 Dropped off by someone 10 3.75 45 Yes Yes 190 No No No No 2 Democratic 3 Instagram Yes 15 3 No 2 120 5

Statistics Canyon Country Campus Female 20 12 140 65 Brown Yes 20 8 4 Drive alone 15 11 3.5 35 Yes Yes 60 No No No No 4 Republican 4 Instagram Yes 15 4 Yes 2 60 4

Statistics Canyon Country Campus Male 20 10 190 74 Black No 25 7 4 Drive alone 30 11 2.78 50 No Yes 0 Yes No No No 0 Democratic 3 Twitter No 10 5 No 3 60 4

Statistics Canyon Country Campus Male 21 5 165 73 Brown Yes 10 6 12 Drive alone 10 12 3.89 84 Yes Yes 50 Yes Yes No No 0 Republican 1 Instagram Yes 10 3 No 18 30 4

Statistics Canyon Country Campus Female 21 8 125 60 Brown No 25 7.5 4 Drive alone 10 11 3 55 Yes Yes 80 No No No 0 No 0 Democratic 9 Instagram Yes 15 1 No 3 60 5

Statistics Canyon Country Campus Male 20 5 150 72 Brown Yes 20 7 4 Drive alone 30 12 3.7 50 Yes Yes 50 No No No No 0 Democratic 3 Instagram Yes 6 1 No 9 25 3

Statistics Canyon Country Campus Male 19 1 150 73 Brown No 30 6 5 Drive alone 10 13 3.17 54 Yes Yes 30 No No Yes 1 No 1 Independent 4 Snapchat No 10 5 No 5 45 6

Statistics Canyon Country Campus 23 4 150 70 Black No 40 7 2 Drive alone 5 12 2.8 65 Yes No 150 Yes No No No 0 Democratic 5 Facebook No 10 3 No 1 60 4

Statistics Canyon Country Campus Female 19 4 135 61 Brown Yes 60 6 7 Drive alone 5 15 3.2 60 Yes Yes 0

Statistics Canyon Country Campus Female 25 1 200 55 Black Yes 27 6 3 Drive alone 40 7 2 60 No No 140 Yes No No No 1 Other 6 Facebook No 15 2 Yes 8 80 2

Statistics Canyon Country Campus Male 20 9 150 65 Brown No 72 7 8 Drive alone 10 16 3.1 38 Yes Yes 20 Yes No No No 0 Democratic 3 Instagram Yes 5 2 No 3 150 3

Statistics Canyon Country Campus Female 29 7 245 65 Brown Yes 28 6 4 Drive alone 30 4 2.7 96 No No 126 No No No No 0 Democratic 9 Instagram Yes 10 2 Yes 5 90 1

Statistics Canyon Country Campus Male 21 9 196 74 Black No 30 7 5 Drive alone 5 18 2.8 52 Yes Yes 152 Yes No No 0 No 2 Democratic 4 Instagram Yes 12 5 No 2 180 5

Statistics Canyon Country Campus Female 20 10 125 65 Brown Yes 16 6 11 Drive alone 20 14 2.85 40 No Yes 79 Yes No No No 0 Other 7 Instagram No 12 1 Yes 5 20 3

Statistics Canyon Country Campus Female 20 7 120 62 Brown No 25 9 8 Drive alone 30 12 3.7 60 No Yes 90 No No No No 0 Democratic 5 Instagram Yes 10 5 No 5 30 3

Statistics Female 21 1 140 64 Brown Yes 10 6 12 Drive alone 30 11 3.6 59 Yes Yes 30 Yes No No No 7 Independent 5 Instagram Yes 20 2 Yes 5 3 4

Statistics Canyon Country Campus Female 21 5 180 67 Brown No 40 8 2 Drive alone 15 4 2.7 60 Yes Yes 0 No Yes No No 2 Other 9 Instagram Yes 7 1 No 3 100 4

Statistics Canyon Country Campus Male 20 6 175 72 Brown No 27 6 3 Drive alone 8 13 3.74 30 Yes Yes 30 Yes No Yes 2 Yes 5 Other 3 Snapchat Yes 6 3 No 4 30 4

Statistics Canyon Country Campus Male 20 10 128 71 Black No 0 7 3 Drive alone 12 10 3.7 59 Yes Yes 45 No No No No 0 Democratic 5 Instagram Yes 5 3 No 1 60 5

Statistics Canyon Country Campus Female 32 4 179 66 Brown No 0 6 5 Drive alone 60 14 3.6 14 No No 500 No No No No 0 Democratic 5 Instagram No 10 1 No 4 20 6

Statistics Canyon Country Campus Female 29 8 135 65 Brown No 22 7 7 Drive alone 30 8 3.3 150 Yes No 40 No Yes No 0 No 0 Other 1 Facebook Yes 5 4 No 5 8 2

Statistics Female 19 9 95 61 Brown No 20 7 0 Drive alone 16 12 4 48 Yes Yes 36 Yes Yes No 0 No 0 Democratic 4 Instagram Yes 20 3 No 2 60 3

Statistics Canyon Country Campus Female 21 5 140 50 Brown No 30 8 5 Drive alone 40 11 2.4 36 No Yes 0 No Yes No 0 No 4 Democratic 8 Snapchat Yes 15 4 Yes 6 120 4

Statistics Valencia Campus Male 26 7 210 70 Black Yes 15 6 6 Drive alone 30 10 3.4 94 No No 50 Yes No No 0 No 2 Other 8 Facebook Yes 15 4 No 2 2 2

Statistics Canyon Country Campus Female 21 8 130 64 Black No 8 7 5 Drive alone 15 10 3 60 No Yes 80 Yes No No No 2 Democratic 6 Snapchat Yes 50 2 Yes 12 200 3

Statistics Canyon Country Campus Female 19 11 115 50 Brown No 0 6 7 Drive alone 28 12 3 53 Yes Yes 0 No No No 0 No 0 Democratic 6 Instagram Yes 10 1 No 5 65 3

Statistics Canyon Country Campus Female 23 10 178 63 Brown Yes 0 8 4 Drive alone 60 15 2.7 60 No No 80 No No No No 0 Independent 5 Snapchat Yes 15 3 Yes 1 180 4

Statistics Canyon Country Campus Female 51 9 105 62 Blond(e) Yes 12 7 14 Drive alone 25 9 4 30 Yes No 300 No No No No 0 Republican 4 Other Yes 10 0 No 7 0 4

Statistics Canyon Country Campus Male 28 11 184 69 Black No 20 6 3 Carpool 15 13 3.44 98 No No 100 No No No 0 No 5 Independent 2 Other No 10 1 Yes 13 0 2

Statistics Canyon Country Campus Female 18 10 160 66 Brown Yes 30 8 1 Drive alone 20 15 3.7 42 Yes Yes 40 No No No No 1 Other 7 Twitter Yes 8 2 No 8 180 4

Statistics Canyon Country Campus Female 21 12 175 60 Brown No 10 3 4 Drive alone 10 13 3.5 70 Yes No 125 No No No 0 No 2 Independent 3 Instagram Yes 10 4 No 7 120 3

Statistics Canyon Country Campus Male 21 5 135 66 Brown No 20 8 14 Drive alone 60 15 2.8 65 No Yes 0 Yes No No 0 No 1 Republican 5 Instagram Yes 15 2 No 4 180 4

Statistics Canyon Country Campus Female 20 7 120 66 Other No 0 8 6 Drive alone 35 10 3.7 40 No No 0 No No No 0 No 0 Other 3 Other No 6 2 No 35 0 4

Statistics Canyon Country Campus Female 19 11 170 62 Black Yes 32 7 7 Carpool 45 14 3.7 55 No Yes 0 No No No 0 No 2 Independent 7 Twitter Yes 10 3 Yes 4 30 4

Statistics Canyon Country Campus Female 19 10 140 64 Brown No 10 6 7 Carpool 15 13 3.2 30 Yes No 0 Yes No No 0 No 0 Republican 5 Instagram No 10 10 Yes 10 60 5

Statistics Canyon Country Campus Male 20 1 180 71 Brown No 12 7 7 Drive alone 25 12 3.15 56 Yes Yes 0 Yes No No No 0 Democratic 7 Facebook Yes 10 1 No 7 60 4

Statistics Canyon Country Campus Female 19 3 125 64 Blond(e) No 30 5 10 Drive alone 15 14 3.4 24 Yes Yes 55 No Yes No No 0 Independent 10 Twitter Yes 15 5 No 4 45 4

Statistics Canyon Country Campus Female 19 8 110 62 Red No 30 7 7 Drive alone 15 8 3.7 60 Yes Yes 0 No No 0 No 0 Democratic 5 Instagram Yes 10 1 Yes 5 120 4

Statistics Canyon Country Campus Female 20 9 140 64 Brown No 10 7 5 Carpool 20 12 3 60 Yes Yes 0 Yes No No 0 No 0 Republican 3 Snapchat No 12 5 No 4 10 5

Statistics Canyon Country Campus Male 19 9 265 71 Blond(e) No 20 8 8 Drive alone 25 11 2.5 50 No Yes 0 No No No 0 No 0 Independent 3 Twitter No 10 4 No 15 60 3

Statistics Canyon Country Campus Female 20 4 125 66 Brown No 0 6 2 Drive alone 8 13 3.8 28 Yes Yes 80 No No No 0 No 0 Democratic 7 Instagram No 10 4 No 3 180 4

Statistics Canyon Country Campus Male 20 3 194 72 Blond(e) No 15 6 13 Drive alone 12 16 4 9 Yes Yes 0 Yes No No 0 No 0 Independent 1 Instagram Yes 10 5 No 30 30 6

Statistics Canyon Country Campus Male 18 10 135 75 Brown No 50 7 4 Drive alone 25 12 3 30 No Yes 0 No Yes No 0 No 0 Democratic 6 Instagram No 10 2 No 2 60 3

Statistics Canyon Country Campus Male 22 3 120 64 Black No 20 7 5 Drive alone 20 11 2.5 40 Yes Yes 85 No No No No 0 Other Instagram No 10 4 No 2 30 4

Statistics Canyon Country Campus Female 20 6 125 62 Blond(e) No 30 8 6 Drive alone 17 11 2.9 50 Yes Yes 0 Yes No No 0 No 4 Democratic 6 Snapchat Yes 12 3 No 4 180 3

Statistics Canyon Country Campus Female 19 2 135 65 Blond(e) Yes 13 6 7 Drive alone 15 18 3.5 35 Yes Yes 50 Yes No No 0 No 0 Republican 5 Twitter No 10 3 No 10 120 6

Statistics Canyon Country Campus Male 19 7 135 68 Black No 0 8 1 Drive alone 10 14 4 46 Yes Yes 60 No No No No 0 Independent 7 Twitter Yes 20 5 No 11 80 4

Statistics Canyon Country Campus Female 18 9 110 67 Brown Yes 24 6 5 Carpool 45 13 3.5 35 No Yes 0 No No No 0 No 0 Democratic 5 Snapchat No 6 2 No 7 60 4

Statistics Valencia Campus Female 20 8 110 60 Brown Yes 24 7 5 Drive alone 15 13 2.66 34 Yes Yes 69 Yes Yes Yes 6 No 2 Other 4 Snapchat Yes 7 2 Yes 2 90 6

Statistics Valencia Campus Male 20 11 169 70 Black Yes 25 6 0 Dropped off by someone 10 14 3.6 83 Yes Yes 0 No No No 0 No 0

Statistics Valencia Campus Female 19 3 125 66 Brown No 0 7 0 Drive alone 10 14 3.3 40 Yes Yes 0 Yes Yes No 0 No 1 Democratic 4 Twitter No 8 2 Yes 3 60 4

Statistics Valencia Campus Female 21 11 135 62 Brown No 0 6 6 Drive alone 45 12 0 No Yes 135 No No No No 2 Other 8 Facebook Yes 15 2 No 5 360 5

Statistics Valencia Campus Male 20 2 115 71 Brown Yes 0 7 3 Drive alone 25 12 3.32 70 Yes Yes 0 No No No 0 No 0 Independent 6 Facebook Yes 8 2 No 12 10 4

Statistics Valencia Campus Female 20 8 130 Black No 35 7 15 Drive alone 20 16 3 31 No No 0 No No No 0 No 0 Republican 5 Facebook Yes 5 No 1 1 3

Statistics Male 55 5 180 67 Black Yes 30 7 7 Drive alone 45 No No 66 No No No No 0 Independent 1 Other No 20 1 No 5 5

Statistics Valencia Campus Female 23 3 127 Blond(e) No 21 6 6 Drive alone 15 12 3.5 60 Yes Yes 0 No No No No 2 Republican 5 Instagram No 10 1 No 5 60 4

Statistics Valencia Campus Female 20 9 160 64 Brown Yes 20 6 4 Drive alone 15 14 2.9 32 Yes No 50 No No No No 0 Democratic 10 Instagram Yes 10 1 No 0 190 3

Statistics Valencia Campus Female 20 1 115 63 Brown No 20 7 6 Carpool 20 13 3 51 No Yes 0 No No No 0 No 0 Democratic 5 Facebook Yes 10 1 No 3 90 7

Statistics Valencia Campus Male 19 9 164 70 Black No 20 7 10 Drive alone 10 9 3.9 72 Yes Yes 0 Yes No No No 10 Democratic 1 Twitter Yes 10 2 No 6 120 4

Statistics Valencia Campus Female 19 8 145 64 Brown Yes 9 0 Dropped off by someone 20 14 3.24 26 Yes Yes 0 No No No 0 No 0 Republican 3 Instagram Yes 10 4 Yes 3 300 7

Statistics 20

Statistics Valencia Campus Male 26 5 160 71 Black No 0 8 5 Drive alone 35 6 0 0 Yes Yes 80 Yes Yes No 0 No 7 Other 2 Instagram Yes 6 1 No 7 25 3

Statistics Valencia Campus Female 28 9 175 69 Brown Yes 16 6 5 Drive alone 15 11 3.6 112 Yes No 118 No Yes No No 0 Other 5 Instagram Yes 15 1 Yes 9 60 4

Statistics Valencia Campus Male 21 5 175 73 Blond(e) Yes 0 8 6 Drive alone 5 16 2.9 45 Yes Yes 60 No No Yes 60 Yes 30 Republican 6 Snapchat No 8 6 No 10 60 4

Statistics Valencia Campus Female 16 5 125 66 Brown Yes 15 6 5 Dropped off by someone 15 11 4 35 Yes Yes 0 No No No No 0 Democratic 7 Instagram Yes 20 2 No 7 60 3

Statistics Valencia Campus Female 19 2 140 67 Brown No 7 7 16 Drive alone 10 13 3.5 110 Yes Yes 30 No No No No 3 Republican 8 Snapchat Yes 10 4 No 6 30 4

Statistics Valencia Campus Female 21 3 62 Black Yes 0 7 3 Carpool 40 13 2.7 No Yes 30 No Yes No No 0 Republican 5 Snapchat Yes 8 4 No 2 180 5

Statistics Valencia Campus Male 17 12 125 65 Black Yes 30 6 3 Drive alone 6 17 3.5 8 Yes Yes 0 No No No 0 No 0 Democratic 1 Facebook Yes 10 1 No 6 60 5

Statistics Valencia Campus Male 22 8 210 71 Brown Yes 40 6 7 Drive alone 15 4 3.2 70 No Yes 50 Yes No No 0 No 2 Democratic 3 Instagram Yes 15 1 No 2 120 3

Statistics Valencia Campus Male 28 5 185 72 Brown No 25 7 0 Drive alone 15 11 2.8 85 Yes Yes 100 Yes No No Yes 0 Other 1 Other No 8 6 Yes 9 0 3

Statistics Valencia Campus Male 25 4 171 69 Brown Yes 20 6 10 Drive alone 15 15 3.6 63 Yes No 120 Yes Yes No 0 No 0 Republican 4 Instagram Yes 10 6 No 8 3 5

Statistics Valencia Campus Male 19 7 170 67 Brown Yes 0 5 15 Drive alone 25 15 3.5 40 No Yes 80 Yes Yes No 0 No 0 Democratic 1 Instagram No 15 4 No 8 200 4

Statistics Valencia Campus Female 24 7 120 67.2 Brown Yes 21 5 7 Drive alone 15 12 3 48 Yes Yes 0 No No No No 1 Other 7 Other Yes 8 2 No 3 420 2

Statistics Valencia Campus Female 19 10 89 58 Brown No 30 7 5 30 15 2.5 30 No Yes 0 No Yes No 0 No 0 Democratic 5 Snapchat Yes 13 5 Yes 6 120 3

Statistics Valencia Campus Male 22 10 155 69 Brown No 25 4 10 Drive alone 45 16 3.7 59 No No 80 Yes Yes No No 5 Democratic 6 Snapchat No 8 5 No 3 60 3

Statistics Valencia Campus Female 21 3 150 66 Brown No 30 5 6 Drive alone 15 13 3 50 Yes Yes 0 No Yes Yes 10 No 6 Democratic 7 Facebook No 10 No 5 20 5

Statistics Valencia Campus Female 19 5 130.8 62 Brown Yes 0 7 8 Drive alone 15 11 3.78 35 Yes Yes 55 No Yes No No 0 Other 3 Snapchat Yes 8 2 No 2 20 4

Statistics Valencia Campus Male 17 5 400 60 Red Yes 0 2 0 Dropped off by someone 60 2 1.9 0 Yes Yes 0 No No Yes 10 No 1 Independent 10 Snapchat Yes 10 4 No 1 90 5

Statistics Valencia Campus Male 24 12 200 69 Brown Yes 8 6 5 Drive alone 30 13 3.64 40 Yes Yes 50 No No No 0 No 1 Republican 4 Facebook Yes 10 1 Yes 6 60 4

Statistics Valencia Campus Male 22 12 185 67 Black No 20 5 7 Carpool 35 12 2.75 67 Yes Yes 40 No No No No 10 Independent 3 Instagram No 10 3 Yes 3 65 6

Statistics Valencia Campus Female 22 3 115 62 Brown Yes 24 7 1 Drive alone 15 7 3.5 70 Yes Yes 45 Yes No No

Statistics Valencia Campus Female 22 5 122 65 Blond(e) Yes 45 5 4 Drive alone 45 10 3.15 50 No Yes 45 Yes No No No 4 Other 8 Snapchat Yes 8 2 Yes 6 120 6

Statistics Valencia Campus Male 26 5 235 78 Blond(e) No 0 7 14 Drive alone 10 13 3 102 Yes No 0 No No No 0 No 15 Republican 7 Other Yes 10 7 Yes 9 0 2

Statistics Valencia Campus Female 19 8 100 63 Brown Yes 0 5 0 Drive alone 20 16 4 55 Yes Yes 0 Yes Yes No 0 No 0 Republican 10 Snapchat No 15 3 No 30 60 3

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 0 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 36 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Female 23 11 115 60 Brown Yes 0 6 8 Drive alone 13 8 64 Yes Yes 50 Yes No Yes 6 No 5 Other 4 Instagram No 10 1 No 1 2 5

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 0 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 0 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Female 17 2 135 60 Black Yes 36 6 8 Dropped off by someone 25 11 3 24 Yes Yes 50 No No No 0 No 0 Democratic 8 Other Yes 20 1 No 2 15 4

Statistics Valencia Campus Female 23 11 115 60 Brown Yes 0 6 8 Drive alone 13 8 64 Yes Yes 50 Yes No Yes 6 No 5 Other 4 Instagram No 10 1 No 1 2 5

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 0 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 0 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 0 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 0 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Male 18 12 175 73 Blond(e) No 0 9 7 Walk 10 15 3.5 28 No No 60 No No No 0 No 10 Other 1 Facebook Yes 10 2 No 1 4 4

Statistics Valencia Campus Female 17 2 135 60 Black Yes 36 6 8 Dropped off by someone 25 11 3 24 Yes Yes 50 No No No 0 No 0 Democratic 8 Other Yes 20 1 No 2 15 4

Statistics Valencia Campus Female 23 11 115 60 Brown Yes 36 6 8 Drive alone 13 8 64 Yes Yes 50 Yes No Yes 6 No 5 Other 4 Instagram No 10 1 No 1 2 5

Statistics Valencia Campus Female 23 11 115 60 Brown Yes 36 6 8 Drive alone 13 8 64 Yes Yes 50 Yes No Yes 6 No 5 Other 4 Instagram No 10 1 No 1 2 5

Statistics Valencia Campus Female 23 11 115 60 Brown Yes 36 6 8 Drive alone 13 8 64 Yes Yes 50 Yes No Yes 6 No 5 Other 4 Instagram No 10 1 No 1 2 5

Statistics Valencia Campus Female 23 11 115 60 Brown Yes 40 6 8 Drive alone 13 8 64 Yes Yes 50 Yes No Yes 6 No 5 Other 4 Instagram No 10 1 No 1 2 5

Statistics Valencia Campus Female 45 9 155 65 Black No 36 7 5 Drive alone 15 7 3 90 No No 100 Yes Yes No No 1 Democratic 1 Facebook No 8 2 Yes 4 1 1

Statistics Valencia Campus Female 23 11 115 60 Brown Yes 0 6 8 Drive alone 13 8 64 Yes Yes 50 Yes No Yes 6 No 5 Other 4 Instagram No 10 1 No 1 2 5

Statistics Valencia Campus Male 19 6 186 74 Brown No 24 9 18 Drive alone 5 13 3.6 34 Yes Yes 30 No No No 0 No 0 Republican 1 Snapchat Yes 5 1 No 9 60 4

Statistics Valencia Campus Male 18 4 170 74 Blond(e) No 49 7 12 Drive alone 10 16 0 0 Yes Yes 0 No No No No 0 Republican 7 Twitter Yes 15 3 No 20 60 6

Statistics Valencia Campus Female 25 5 95 62 Brown Yes 0 8 10 Drive alone 45 4 2.6 90 Yes Yes 50 No Yes No 0 No 0 Republican 10 Snapchat Yes 3 0 No 2 60 5

Statistics Valencia Campus Female 36 7 135 66 Brown Yes 30 4 3 Drive alone 10 7 2.8 45 No No 150 No Yes No 0 No 0 Independent 7 Facebook No 40 2 No 6 30 6

Statistics Valencia Campus Female 22 11 155 67 Brown No 3 6 2 Drive alone 12 11 2.21 70 No No 0 Yes Yes No No 1 Republican 4 No 15 5 No 7 1 2

Statistics Valencia Campus Female 17 3 125.5 63 Blond(e) No 40 5 5 Drive alone 15 8 3.5 70 Yes Yes 30 No No No No 3 Independent 9 Facebook Yes 15 3 No 11 30 6

Statistics Valencia Campus Female 24 3 145 62 Brown Yes 32 6 18 Drive alone 15 10 2.75 60 Yes Yes 170 No Yes No No 2 Other 6 Instagram No 10 3 No 1 120 4

Statistics Valencia Campus Male 21 7 198 71 Brown Yes 25 7 4 Drive alone 20 4 2.7 70 Yes Yes 0 Yes Yes No 0 Yes 3 Republican 4 Snapchat No 12 3 No 23 60 3

Statistics Valencia Campus Female 20 12 120 64 Brown No 40 8 8 Drive alone 4 12 3 54 Yes Yes No 0 No 2 Other 7 Instagram No 8 3 Yes 3 4 5

Statistics Valencia Campus Male 24 5 185 71 Black No 20 5 10 Drive alone 60 6 2.5 50 No No 60 No Yes No No 6 Other 6 Instagram Yes 10 1 Yes 6 30 1

Statistics Valencia Campus Male 21 12 142 69 Black No 28 6 4 Drive alone 20 13 3.81 59 Yes Yes 60 No No No Yes 4 Independent 3 Instagram Yes 13 9 No 40 1 3

Statistics Valencia Campus Male 21 9 140 70 Brown Yes 25 7 4 Drive alone 15 8 2.9 60 Yes Yes 0 No No No No 0 Other 6 Instagram Yes 12 0 No 1 120 4

Statistics Valencia Campus Female 21 10 180 65 Blond(e) Yes 10 7 3 Drive alone 15 9 3.5 75 Yes Yes 0 No No No No 0 Other 1 Facebook No 8 2 No 18 120 4

Statistics Valencia Campus Female 22 1 194 62 Black Yes 26 8 0 Drive alone 60 11 3.4 49 No Yes 150 Yes Yes No 0 No 0 Democratic 10 Instagram Yes 6 4 No 2 120 3

Statistics Valencia Campus Female 22 7 171 74 Brown Yes 0 8 8 Drive alone 10 13 3.15 70 Yes Yes 15 Yes No No No 3 Other 1 Other Yes 8 2 No 5 1 4

Statistics Valencia Campus Female 29 5 180 65 Black Yes 18 8 7 Dropped off by someone 15 15 3.5 59 Yes Yes 0 No No No No 0 Democratic 5 Facebook No 0 3 No 5 30 4

Statistics Valencia Campus Male 20 11 190 72 Brown No 40 6 1 Drive alone 8 13 2.9 52 Yes Yes 40 No No No 0 No 0 Other 8 Instagram No 10 5 No 1 120 2

Statistics Valencia Campus Female 22 1 115 62 Black No 33 6 10 Drive alone 20 7 3.3 50 Yes Yes 25 Yes No Yes 3 No 5 Independent 4 Facebook Yes 8 2 No 2 1 10

Statistics Valencia Campus Female 20 9 128 62 Brown Yes 25 8 1 Carpool 5 11 3.7 60 Yes Yes 0 Yes No No 0 No 2 Other 5 Snapchat No 15 2 Yes 8 120 4

Statistics Valencia Campus Male 22 9 175 67 Brown No 55 6 10 Drive alone 55 13 3.5 70 No Yes 65 No No No No 5 Independent 6 Snapchat No 15 5 No 5 60 5

Statistics Valencia Campus Male 25 7 185 77 Red Yes 35 7 5 Drive alone 10 4 3.5 65 Yes Yes 50 Yes Yes Yes 140 No 0 Other 1 Facebook Yes 10 4 Yes 6 60 3

Statistics Valencia Campus Female 21 11 170 67 Brown No 40 6 5 Drive alone 15 13 3 80 Yes Yes 100 Yes No No 0 No 5 Democratic 6 Instagram No 5 3 Yes 4 65 5

Statistics Valencia Campus Male 23 5 240 71 Black Yes 40 8 14 Drive alone 15 12 3 60 Yes Yes 50 No No Yes 0.5 No 10 Independent 5 Instagram No 20 5 No 15 60 5

Statistics Valencia Campus Female 24 2 140 63 Black No 50 7 0 Drive alone 30 11 2.98 50 No Yes 85 No No No No 1 Democratic 2 Instagram Yes 15 4 No 5 120 3

Statistics Valencia Campus Male 28 7 170 69 Black No 0 6.5 7 Drive alone 8 4 3 100 Yes No 220 No No No No 3 Other 3 Instagram No 10 7 No 4 1 9

Statistics Valencia Campus Male 21 2 195 70 Blond(e) No 40 6 25 Drive alone 10 14 2.75 50 Yes Yes 70 Yes Yes No 0 No 1 Republican 4 Facebook No 15 1 No 4 30 7

Statistics Valencia Campus Female 22 2 108 60 Brown No 5 7 2 Drive alone 15 5 2.89 No Yes 115 Yes Yes No No 3 Independent 5 Instagram No 10 1 No 4 420 7

Statistics Valencia Campus Male 21 2 175 70 Black Yes 20 8 10 Drive alone 10 9 2.95 60 No Yes 0 No Yes No 0 No 1 Other 4 Snapchat Yes 10 4 No 3 30 5

Statistics Valencia Campus Female 21 6 135 66 Brown No 40 6 4 Carpool 20 17 2.5 45 No Yes 30 No No No 0 No 0 Democratic 3 Snapchat No 10 3 No 2 30 3

Statistics Valencia Campus Female 21 6 150 65 Brown Yes 40 6 5 Drive alone 30 8 3 50 Yes Yes 70 No No No No 1 Other 7 Instagram No 30 2 No 4 90 4

Statistics Valencia Campus Female 26 4 100 60 Brown No 40 7 5 Drive alone 15 4 0 0 No No 70 Yes No No No Republican 5 Instagram Yes 10 4 No 12 60 2

Statistics Valencia Campus Male 26 8 185 70 Brown Yes 20 6 6 Drive alone 10 4 3.5 58 No Yes 100 Yes No No No 5 Other 3 Instagram Yes 6 1 Yes 2 60 3

Statistics Valencia Campus Female 23 5 214 64 Brown Yes 33 6 3 Drive alone 20 15 3.5 45 Yes 80 No Yes No 0 No 0 Democratic 2 Other Yes 8 3 No 0 0 2

Statistics Valencia Campus Female 20 10 165 70.5 Brown Yes 20 6 7 Drive alone 50 12 3 250 No Yes 0 No Yes No 0 No 0 Other 5 Instagram No 10 5 Yes 16 180 5

Statistics Valencia Campus Female 20 12 110 62 Brown No 45 6 2 Drive alone 10 12 3.9 25 Yes Yes 80 Yes Yes No No 0 Other 5 Snapchat No 20 3 No 3 1 4

Statistics Valencia Campus Male 31 9 196 74 Black No 24 6 45 Drive alone 50 17 3.7 64 Yes No 65 No No No No 1 Independent 6 Other No 10 6 Yes 12 20 1

Statistics Valencia Campus Female 21 9 107 60 Black No 0 6 6 Drive alone 10 13 3 90 Yes Yes 0 No No No No 2 Other 5 Snapchat No 10 4 No 8 30 5

Statistics Valencia Campus Male 16 9 150 74 Brown Yes 10 2 Dropped off by someone 30 7 3.25 35 Yes Yes 0 No No No 0 No 0 Democratic 6 Facebook Yes 6 3 No 5 10 5

Statistics Canyon Country Campus Female 21 5 143 Brown Yes 0 6 4 Drive alone 30 10 2 27 No Yes 90 Yes No No No 0 Republican 5 Instagram Yes 15 2 No 4 300 4

Statistics Canyon Country Campus Male 20 12 238 73 Brown Yes 15 8 3 Drive alone 30 16 2.98 45 Yes Yes 0 Yes No No No 0 Other 5 Facebook No 10 3 No 0 1 5

Statistics Valencia Campus Male 20 11 205 66 Brown No 20 6 0 Carpool 5 14 2.8 25 Yes Yes 70 Yes No Yes 30 No 5 Democratic 5 Facebook No 15 2 No 6 60 5

Statistics Valencia Campus Male 20 2 165 70 Black Yes 24 6 5 Drive alone 20 14 3

Statistics Valencia Campus Female 20 10 120 68 Brown Yes 25 7

Statistics Valencia Campus Male 20 12 165 70 Black Yes 0 6 0 Drive alone 25 14 2.9 55 No No 33 Yes Yes No No 0 Democratic 9 Instagram No 10 3 No 3 180 3

Statistics Valencia Campus Male 20 1 175 72 Black No 20 5 0 Carpool 45 14 2.7 30 No Yes 0 Yes Yes Yes 100 No 40 Independent 10 Facebook Yes 10 8 No 40 200 3

Statistics Valencia Campus Female 22 11 135 63 Brown No 24 6 5 Drive alone 25 12 3 30 No Yes 70 No No No No 0 Independent 5 Instagram Yes 15 1 No 1 500 5

Statistics Valencia Campus Female 20 1 130 63 Brown Yes 25 6 12 Drive alone 45 16 2.6 42 No No 0 Yes Yes Yes 1 No 12 Independent 1 Twitter No 20 3 Yes 3 120 9

Statistics Valencia Campus Male 20 11 210 70 Black No 7 8 4 Drive alone 45 14 3.4 45 No Yes 60 No Yes No 0 No 0 Independent 7 Snapchat No 10 2 No 6 30 4

Statistics Valencia Campus Female 19 5 115 62 Blond(e) Yes 17 7 1 Drive alone 15 12 3.3 37 Yes Yes 0 No No No No 0 Republican 5 Instagram No 10 2 No 3 3 5

Statistics Valencia Campus Female 19 7 118 65 Other Yes 30 7 3 Drive alone 20 16 3.4 23 Yes Yes 0 No No No No 0 Independent 7 Instagram No 12 5 Yes 7 3 3

Statistics Valencia Campus Male 20 12 150 70 Black No 40 7 15 Carpool 15 9 2.5 25 Yes Yes 200 No Yes No 0 No 0 Republican 1 Instagram No 8 3 No 5 80 5

Statistics Valencia Campus Female 25 3 120 61 Brown Yes 24 5 3 Drive alone 5 10 3 45 No No 100 Yes Yes No No Independent 8 Instagram No 10 3 Yes 2 90 6

Statistics Valencia Campus Female 19 3 130 66 Brown Yes 30 6 3 Drive alone 15 14 3 28 Yes Yes 112 No No No 0 No 0 Democratic 10 Twitter No 10 2 Yes 1 90 2

Statistics Valencia Campus Female 20 2 120 63 Brown No 21 6 5 Carpool 15 13 3.25 50 Yes Yes 100 No Yes No No 0 Democratic 3 Instagram Yes 10 4 Yes 1 80 3

Statistics Valencia Campus Female 20 12 105 62 Blond(e) Yes 15 4 10 Drive alone 15 17 3.4 58 No No 120 Yes No No No 5 Democratic 8 Instagram Yes 15 3 No 5 45 3

Statistics Valencia Campus Male 19 11 146 66 Black Yes 12 8 5 Drive alone 10 15 3.1 15 Yes Yes 21 No No No No 21 Other 4 Twitter Yes 7 2 No 5 30 4

Statistics Valencia Campus Male 18 10 165 75 Brown No 0 8 35 Drive alone 5 14 3.2 30 No Yes 100 Yes Yes No No 0 Other 10 Snapchat Yes 10 10 No 5 120 4

Statistics Valencia Campus Male 20 7 180 72 Brown No 0 8 35 Walk 15 15 3.63 30 No No 50 No No No No 0 Democratic 4 Snapchat Yes 20 2 No 5 120 4

Statistics Female 20 1 Black No 20 6 2 Public transportation 40 17 3.6 25 No No 35 No No No No 0 Other 5 Instagram Yes 1 0 No 0 5 4

Statistics Valencia Campus Female 19 4 120 66 Blond(e) No 20 7 10 Drive alone 45 14 4 38 No Yes 350 Yes Yes No 0 No 4 Republican 3 Instagram Yes 15 3 No 6 2 6

Statistics Valencia Campus Female 20 3 113 59 Brown No 22.5 6 45 Carpool 40 8 3 45 No Yes 112 No Yes No No Republican 10 Instagram Yes 9 1 Yes 3 120 5

Statistics Valencia Campus Female 18 10 110 62.5 Brown No 20 6.5 2 Carpool 15 13 2.8 17 No Yes 60 Yes No No No 0 Other 7 Snapchat Yes 20 4 No 16 244 2

Statistics Valencia Campus Female 19 7 300 Brown No 20 4 2 Carpool 15 12 3.76 24 Yes Yes 250 No Yes No No 2 Republican 4 Twitter No

Statistics Valencia Campus Female 19 7 300 Brown No 24 4 2 Carpool 15 12 3.76 24 Yes Yes 250 No Yes No No 2 Republican 4 Twitter No

Statistics Valencia Campus Male 18 9 164 67 Black Yes 0 8 3 Drive alone 9 15 2.6 43.5 Yes Yes 0 No No No No 0 Democratic 7 Instagram Yes 30 5 No 3 120 3

Statistics Valencia Campus Male 20 9 131 66 Black Yes 0 7 3 Public transportation 10 13 3.2 27 No No 31 No No No No Other 5 Instagram No 9 3 No 0 120 4

Statistics Valencia Campus Male 18 9 172 73 Black Yes 7 10 Drive alone 40 14 3.8 12 No Yes 0 Yes No No No 0 Democratic 2 Snapchat No 10 1 No 4 100 4

pre-stat Canyon Country Campus Female 20 4 144 68 Brown Yes 25 49 7 Drive alone 30 12 2.7 39 No Yes 70 No Yes No 0 No 0 Democratic 10 Twitter Yes 10 1 Yes 2 120 5

pre-stat Canyon Country Campus Female 46 8 145 74 Red Yes 8 8 4 Drive alone 15 12 15 No No 75 No No No 0 No 4 Other 6 Facebook Yes 20 1 No 0 1 2

pre-stat Canyon Country Campus Female 19 3 120 59 Black No 4 5 2 Drive alone 25 15 4 41 No Yes 0 No No No No 0 Democratic 7 Instagram Yes 16 4 No 8 45 3

pre-stat Canyon Country Campus Female 50 10 135 68 Blond(e) Yes 20 7 3 Drive alone 40 13 3.33 54 No No 60 No No No No 1 Democratic 8 Facebook Yes 8 1 Yes 7 5 4

pre-stat Canyon Country Campus Male 22 1 155 67 Black Yes 25 6 15.5 Drive alone 45 15 3.18 41 No No 43 No Yes No No 0 Other 4 Facebook Yes 10 4 No 14 10 4

pre-stat Canyon Country Campus Female 25 6 125 65 Brown No 15 7 6 Drive alone 45 13 3 50 No No 0 Yes No Yes 3 No 6 Other 6 Snapchat Yes 10 4 Yes 8 90 2

pre-stat Valencia Campus Male 18 10 180 66 Brown No 12 7 7 Public transportation 30 14 1.94 24 Yes Yes 0 No No No No 0 Other 3 Facebook Yes 15 0 No 5 30 4

pre-stat Valencia Campus Male 20 5 155 68 Brown No 30 6 4 Drive alone 10 14 2.12 40 Yes Yes 40 Yes Yes No 0 No 0 Republican 3 Snapchat Yes 15 7 No 2 60 3

pre-stat Valencia Campus Male 19 6 172 68 Brown No 12 6 24 Drive alone 5 12 3.5 18 No Yes 0 No No No No 0 Republican 7 Twitter Yes 10 1 No 6 30 3

pre-stat Valencia Campus Female 19 5 135 61 Brown No 0 7 5 Dropped off by someone 15 15 3.6 30 No Yes 0 No No No 0 No 0 Democratic 7 Other Yes 10 2 No 3 0 6

pre-stat Valencia Campus Female 17 10 149 65 Brown Yes 2 8 10 Carpool 10 9 3.52 40 Yes Yes 0 No Yes No No 0 Republican 5 Other Yes 0 1 No 15 60 6

pre-stat Valencia Campus Female 18 11 106 62 Brown No 30 8 2 Drive alone 20 12 2.5 21 Yes Yes 50 No No No No 0 Democratic 7 Instagram No 10 3 No 2 60 8

pre-stat Valencia Campus Male 19 4 165 67 Brown No 0 8 12 Drive alone 20 12 0 0 Yes Yes 0 No No No 0 No 0 Democratic 1 Instagram Yes 5 1 No 2 20 5

pre-stat Valencia Campus Male 18 12 250 73 Black Yes 0 9 48 Drive alone 20 17 0 0 Yes Yes 158 No No No No 0 Democratic 2 Instagram Yes 20 2 Yes 2 20 5

pre-stat Valencia Campus Female 20 6 103 57 Black Yes 30 7 5 Drive alone 50 12 2.3 30 No Yes 0 No No No No 0 Republican 7 Twitter Yes 9 3 No 4 30 4

pre-stat Valencia Campus Female 18 8 110 50 Brown Yes 24 7 6 Carpool 30 11 0 0 No Yes 70 No No No No 0 Other 6 Twitter Yes 10 2 No 0 120 8

pre-stat Valencia Campus Female 27 2 200 60 Brown Yes 0 6 3 Drive alone 15 17 4 30 No No 215 No No No No 0 Independent 7 Facebook No 10 3 Yes 0 2 2

pre-stat Valencia Campus Female 23 5 109 63 Brown Yes 0 8 2 Carpool 30 15 3.6 30 No No 0 No No No No 0 Republican 8 Instagram Yes 10 2 No 3 15 6

pre-stat Valencia Campus Male 38 4 190 69 Brown No 20 5 3 Drive alone 30 13 3 30 No No 100 Yes No No No 3 Other 5 Instagram Yes 15 3 Yes 10 20 4

pre-stat Valencia Campus Male 20 8 170 69 Brown Yes 40 5 0 Drive alone 20 12 2.8 12 No No 60 No No No 0 No 0 Independent 1 Facebook Yes 6 3 No 4 30 2

pre-stat Valencia Campus Female 19 1 114 62 Brown No 16 6 12 Drive alone 15 14 3.1 36 No Yes 0 Yes Yes No 0 No 0 Independent 8 Snapchat No 10 3 No 5 100 6

pre-stat Valencia Campus Female 18 9 120 65 Brown No 12 7 2 Carpool 15 16 3 30 Yes Yes 0 No No No 0 No 0 Democratic 7 Twitter Yes 10 2 No 5 100 4

pre-stat Valencia Campus Male 18 3 270 70 Brown No 0 7 36 Drive alone 20 20 0 2 No Yes 45 No No No No 0 Democratic 5 Instagram Yes 20 2 No 0 60 6

pre-stat Valencia Campus Male 19 1 185 75 Blond(e) No 25 6 36 Drive alone 10 18 3 8 Yes Yes 50 No No No 0 No 0 Other 10 Twitter Yes 15 3 Yes 20 60 3

pre-stat Valencia Campus Male 19 6 168 68 Brown Yes 19 7 10 Drive alone 25 16 3 0 Yes Yes 30 No No No 0 No 0 Republican 4 Instagram Yes 15 3 Yes 0 60 5

pre-stat Valencia Campus Female 23 5 190 63 Brown No 0 4 7 Drive alone 20 12 3.2 21 No No 101 No No No No 0 Independent 5 Yes 20 2 No 2 0 6

pre-stat Canyon Country Campus Male 40 10 225 75 Brown Yes 35 4 10 Drive alone 50 12 3.8 18 No Yes 85 No No No No 2 Democratic 2 Facebook Yes 20 5 No 9 30 3

pre-stat Canyon Country Campus Male 20 6 170 67 Black Yes 20 7 3 Drive alone 25 9 2.9 47 No Yes 40 No No No No 0 Independent 3 Facebook No 50 1 No 7 10 4

pre-stat Canyon Country Campus Male 22 2 275 72 Brown Yes 25 7 5 Drive alone 20 16 3.7 40 Yes Yes 0 No No No No 6 Republican 5 Twitter Yes 10 8 Yes 22 30 4

pre-stat Canyon Country Campus Female 19 8 133 68 Blond(e) No 25 8 8 Drive alone 24 16 3 60 No Yes 50 No No No 0 No 0 Independent 9 Twitter Yes 15 3 No 12 120 5

pre-stat Canyon Country Campus Female 48 5 140 62 Brown Yes 0 8 7 Drive alone 15 9 3.4 56 No No 200 No No No No 0 Democratic 5 Facebook Yes 20 2 Yes 2 30 3

pre-stat Canyon Country Campus Female 55 5 160 61 Brown Yes 20 8 0 Drive alone 25 10 3 15 No No 100 No No No No 0 Republican 10 Other No 20 1 No 3 0 1

pre-stat Canyon Country Campus Female 19 10 150 66 Brown No 22 7 4 Drive alone 30 15 3.5 24 No Yes 50 No No No 0 No 0 Democratic 4 Snapchat No 8 2 Yes 6 60 4

pre-stat Canyon Country Campus Male 18 5 185 72 Black No 25 8 10 Drive alone 15 12 0 0 Yes Yes 0 Yes No Yes 140 No 0 Democratic 5 Other Yes 10 1 No 2 120 4

pre-stat Canyon Country Campus Female 20 12 118 67 Brown No 27 8 4 Drive alone 10 12 2.6 55 Yes Yes 0 Yes No No No 1 Democratic 7 Instagram Yes 7 3 No 2 60 4

pre-stat Canyon Country Campus Female 19 6 120 65 Black Yes 0 9 10 Drive alone 20 15 0 0 No Yes 80 No No No 0 No 0 Democratic 5 Instagram Yes 10 4 No 3 60 4

pre-stat Canyon Country Campus Female 33 8 250 72 Brown Yes 20 7 5 Drive alone 50 9 3.12 11 No No 0 No No No 0 No 0 Other 3 Facebook No 30 5 Yes 7 60 4

pre-stat Canyon Country Campus Female 21 3 130 64 Black Yes 0 7 15 Drive alone 30 16 2.6 48 No Yes 0 No Yes No No 7 Democratic 5 Facebook No 15 4 No 5 3 5

pre-stat Canyon Country Campus Male 20 8 145 52 Brown No 0 4 10 Drive alone 7 19 3.25 35 No Yes 85 No No No No 5 Republican 1 Facebook Yes 10 3 No 25 45 4

pre-stat Canyon Country Campus Female 20 12 94 60 Black No 32 6 2 Drive alone 30 18 2.5 58 No Yes 64 Yes No No 0 No 0 Democratic 7 Twitter No 15 1 No 3 300 5

pre-stat Canyon Country Campus Female 17 9 90 63 Brown Yes 0 6 5 Walk 20 15 3.75 9 Yes Yes 45 No No No 0 No 0 Independent 7 Twitter Yes 7 2 No 5 120 3

pre-stat Canyon Country Campus Female 52 6 140 69 Other Yes 30 8 5 Drive alone 15 9 0 0 No No 30 No No No 0 No 0 Democratic 8 Instagram Yes 10 2 No 4 2 3

pre-stat Canyon Country Campus Male 18 11 190 70 Brown Yes 10 7 7 Drive alone 20 18 3.4 30 No Yes 0 Yes Yes No 0 No 1 Democratic 5 Snapchat No 15 5 No 4 90 6

pre-stat Canyon Country Campus Male 23 1 150 65 Brown No 30 8 12 Drive alone 20 5 3 70 Yes Yes 0 No No No No 5 Republican 8 Instagram Yes 10 2 No 20 150 4

pre-stat Canyon Country Campus Female 25 12 157 61 Brown No 25 6 4 Drive alone 8 18 2.4 57 No Yes 90 Yes No No No 3 Democratic 10 Instagram Yes 20 3 No 10 180 4

pre-stat Canyon Country Campus Male 30 8 220 70 Blond(e) No 60 5 10 Other 45 8 3 40 No No 45 No No No 0 No 2 Democratic 8 Facebook Yes 10 2 Yes 7 30 4

pre-stat Valencia Campus Male 18 5 155 68 Black Yes 35 7 5 Dropped off by someone 15 15 0 0 No Yes 200 No No No 0 Yes 0 Independent 4 Snapchat No 20 2 No 5 15 6

pre-stat Valencia Campus Female 22 3 140 68 Brown Yes 30 6 6 Drive alone 30 18 3.83 30 Yes Yes 0 No No No 0 No 10 Other 8 Instagram Yes 10 5 No 10 30 5

pre-stat Valencia Campus Female 20 6 125 64 Blond(e) No 0 8 5 Drive alone 5 18 3.08 15 Yes No 0 Yes No No No 0 Other 4 Instagram No 20 3 Yes 10 3 2

pre-stat Valencia Campus Female 18 8 115 67 Blond(e) No 0 8 2 Drive alone 60 12 0 0 No Yes 50 No No No 0 No 0 Democratic 4 Snapchat No 5 2 No 2 60 6

pre-stat Valencia Campus Female 17 10 105 61 Brown Yes 15 7 3 Drive alone 10 18 0 0 Yes Yes 70 No No No 0 No 0 Democratic 7 Twitter Yes 15 3 No 12 60 5

pre-stat Valencia Campus Male 24 5 330 75 Brown No 30 5 10 Drive alone 15 13 2.67 90 Yes No 30 Yes No Yes 140 0 Other 5 Instagram No 8 2 Yes 30 10 2

pre-stat Valencia Campus Female 22 5 165 67 Brown Yes 25 7 4 Drive alone 20 18 3.5 24 Yes Yes 75 Yes No Yes 10 Yes 1 Other 3 Instagram Yes 10 1 Yes 5 120 5

pre-stat Valencia Campus Female 18 8 140 70 Blond(e) No 0 8 25 Drive alone 10 19 0 0 Yes Yes 0 No No No No 0 Republican 7 Twitter Yes 12 4 No 6 60 3

pre-stat Valencia Campus Male 23 3 180 72 Blond(e) No 25 6 16 Drive alone 20 18 3.5 21 No Yes 212 No No No Yes 2 Independent 5 Snapchat Yes 7 4 Yes 14 60 3

pre-stat Valencia Campus Female 20 9 105 64 Brown Yes 30 7 5 Drive alone 10 12 3.49 82 No Yes 0 No No No 0 No 0 Democratic 7 Instagram No 12 4 No 2 60 2

pre-stat Valencia Campus Male 18 8 155 65 Black Yes 20 6 7 Drive alone 15 13 3 0 No Yes 0 No No No 0 No 0 Independent 10 Snapchat Yes 5 1 No 0 55 4

pre-stat Valencia Campus Female 22 11 116 62 Brown Yes 25 5 6 Drive alone 5 11 2.4 49 Yes Yes 100 No Yes No 0 No 3 Independent 8 Instagram No 25 4 Yes 3 60 3

pre-stat Valencia Campus Female 18 5 135 62 Brown No 22 5 7 Drive alone 20 15 0 0 Yes Yes 0 Yes No No 0 Yes 1 Democratic 7 Twitter No 10 5 No 7 120 4

pre-stat Valencia Campus Female 18 7 114 59 Black Yes 30 8 4 Drive alone 20 12 0 0 No Yes 0 No No No 0 No 0 Other 3 Twitter No 6 4 No 3 120 5

pre-stat Valencia Campus Male 19 5 315 75 Brown No 36 7 36 Carpool 55 15 2.7 33 No Yes 0 Yes Yes No 0 No 2 Democratic 7 Twitter No 10 2 No 15 120 4

pre-stat Valencia Campus Female 21 4 110 60 Brown Yes 25 6 5 Drive alone 15 12 2.5 70 No Yes 0 Yes Yes No 0 No 2 Other 5 Snapchat No 10 1 Yes 6 60 3

pre-stat Valencia Campus Male 29 3 160 71 Brown No 20 6 8 Drive alone 7 19 3.25 75 Yes No 250 Yes No No No 4 Other 5 Other No 30 5 Yes 11 0 4

pre-stat Valencia Campus Male 24 8 170 65 Brown Yes 22 7 4 Drive alone 30 12 0 0 No Yes 40 No No No No 2 Republican 5 Snapchat No 9 2 No 1 15 3

pre-stat Valencia Campus Female 17 9 120 58 Brown No 10 6 5 Dropped off by someone 15 15 2.5 25 No Yes 30 No No No No 0 Republican 7 Snapchat Yes 3.45 0 No 2 160 5

pre-stat Valencia Campus Female 18 2 228 64 Black Yes 0 6 7 Drive alone 20 18 2.52 53 No Yes 0 No No No Yes 0 Democratic 8 Instagram No 5 1 Yes 8 90 5

pre-stat Valencia Campus Female 18 12 210 63 Brown Yes 20 7 7 Carpool 50 18 0 0 No Yes 0 No No No 0 No 0 Democratic 5 Twitter Yes 10 2 No 2 120 3

pre-stat Valencia Campus Female 18 3 180 65 Brown Yes 12 6 5 Drive alone 35 12 0 0 No Yes 80 No Yes No 0 No 0 Democratic 3 Twitter No 8 1 Yes 2 30 4

pre-stat Valencia Campus Male 21 5 260 74 Black No 36 7 36 Carpool 45 21 2.98 45 No Yes 0 Yes No No 0 No 0 Republican 7 Snapchat No 5 6 No 25 15 5

pre-stat Valencia Campus Female 19 8 127 63 Black Yes 9 8 12 Dropped off by someone 15 16 3.8 17 No Yes 0 No No No No 0 Democratic 8 Snapchat Yes 30 2 No 2 100 4

pre-stat Valencia Campus Male 18 2 129 57 Black No 0 9 5 Drive alone 30 15 3.5 6 Yes Yes 0 No No No 0 No 0 Democratic 3 Twitter No 10 3 No 5 20 5

pre-stat Valencia Campus Male 21 1 185 74 Brown No 24 8 25 Drive alone 5 10 2.79 50 Yes Yes 0 No No No No 2 Republican 8 Instagram Yes 5 4 No 15 60 5

pre-stat Valencia Campus Male 19 4 200 74 Brown No 24 7 6 Drive alone 15 15 2.57 25 Yes Yes 0 No No No 0 No 0 Democratic 7 Instagram No 8 6 No 8 60 4

pre-stat Valencia Campus Female 18 12 127 64 Brown No 19 4 3 Public transportation 35 16 0 0 No Yes 30 No No No 0 No 0 Democratic 4 Other No 8 2 No 1 5 4

pre-stat Valencia Campus Male 24 9 165 71 Black Yes 32 7 10 Drive alone 80 14 2.8 80 No Yes 180 No No No 0 No 3 Other 8 Instagram Yes 15 2 No 7 60 4

pre-stat Valencia Campus Male 19 11 196 72 Black No 40 5 8 Drive alone 25 15 3.3 36 No Yes 98 Yes Yes No No 1 Republican 10 Snapchat 10 2 No 1 60 3

pre-stat Valencia Campus Female 20 7 167 66 Blond(e) No 15 9 4 Drive alone 15 13 3.7 24 No Yes 25 No No No No 0 Other 3 Facebook Yes 15 2 No 2 30 6

pre-stat Valencia Campus Female 18 6 130 62 Brown No 0 9 2 Drive alone 20 12 4 0 No Yes 0 No No No 0 No 0 Republican 10 Snapchat Yes 40 3 No 0 1 4

pre-stat Valencia Campus Female 23 7 125 63 Brown No 30 8 1 Drive alone 35 14 0 0 No Yes 40 No Yes 0 No 0 Democratic 2 Instagram Yes 20 3 Yes 10 30 5

pre-stat Valencia Campus Male 18 12 140 68 Brown Yes 0 3 7 Drive alone 15 14 0 0 Yes Yes 40 No No Yes 0.25 No 0 Democratic 8 Instagram Yes 10 2 Yes 4 60 4

pre-stat Valencia Campus Male 20 4 130 66 Brown No 24 6 2 Drive alone 15 12 2.57 18 Yes Yes 0 No No No No 0 Democratic 8 Other No 7 1 No 10 180 6

pre-stat Valencia Campus Male 21 6 160 72 Black Yes 24 6 5 Drive alone 8 18 3.4 32 Yes Yes 110 No No No No 1 Republican 6 Other No 6.49 3 No 6 3 5

pre-stat Valencia Campus Male 20 1 184 69 Black Yes 30 6 30 Dropped off by someone 20 19 3.2 30 Yes Yes 250 No No 0 No 0 Democratic 10 Snapchat No 10 2 No 14 120 5

pre-stat Valencia Campus Female 19 12 115 60 Brown Yes 0 8 14 Carpool 20 12 2.8 30 No Yes 100 No Yes No 0 No 0 Other 6 Twitter Yes 10 1 No 3 10 4

pre-stat Valencia Campus Female 19 4 150 68 Brown No 0 8 0 Dropped off by someone 10 12 4 24 Yes Yes 0 No No No 0 No 0 Independent 7 Facebook Yes 12 1 No 2 15 4

pre-stat Valencia Campus Male 18 1 165 72 Red Yes 30 7 8 Drive alone 15 15 3.5 0 Yes Yes 65 No No No No 0 Other 5 Facebook No 8 8 No 10 15 4

pre-stat Valencia Campus Female 17 9 170 62 Brown Yes 10 7 4 Drive alone 45 14 0 No Yes 0 No No No No 0 Republican 7 Snapchat Yes 10 3 No 2 120 4

pre-stat Valencia Campus Male 22 1 200 72 Brown Yes 20 7 5 Drive alone 22 13 3.2 30 No Yes 15 No Yes No No 0 Independent 6 Facebook No 8 2 No 3 120 4

pre-stat Valencia Campus Male 23 8 210 65 Brown Yes 0 4 10 Drive alone 46 14 3.4 6 No No 112 No No No No 2 Democratic 3 Facebook No 15 2 Yes 4 60 2

pre-stat Valencia Campus Female 22 10 140 62 Black Yes 15 6 10 Drive alone 30 15 2.5 46 No Yes 57 Yes No No 0 No 0 Democratic 10 Instagram Yes 10 7 Yes 2 20 6

pre-stat Valencia Campus Male 24 7 170 65 Black No 24 4 4 Drive alone 12 16 0 0 Yes No 150 No Yes Yes 20 No 4 Republican 2 Facebook Yes 25 4 Yes 25 30 4

pre-stat Valencia Campus Male 20 1 225 71 Brown Yes 40 6 4 Drive alone 15 11 2 8 Yes Yes 0 No No No No 0 Republican 5 Facebook No 6 5 No 2 240 6

pre-stat Valencia Campus Male 18 8 173 73 Brown No 15 44 10 Drive alone 20 11 0 0 Yes Yes 0 Yes Yes No 0 No 0 Independent 2 Instagram Yes 6 2 No 1 80 4

pre-stat Valencia Campus Male 18 5 180 76 Brown Yes 5 7 5 Drive alone 35 14 0 No Yes 0 No No No No 0.1 Democratic 8 Instagram Yes 0 0.5 No 5 30 2

pre-stat Valencia Campus Male 18 10 110 66 Brown Yes 25 7 4 Dropped off by someone 30 13 0 Yes Yes 0 No No No No 0 Democratic 6 Instagram Yes 8 3 No 7 240 6

pre-stat Valencia Campus Male 19 12 150 72 Brown Yes 30 6 7 Drive alone 20 15 3.2 No Yes 0 Yes No No No 4 Independent 7 Snapchat Yes 10 7 No 4 60 4

pre-stat Valencia Campus Male 18 6 200 72 Black No 0 5 1 Drive alone 15 12 0 0 Yes Yes 0 No No No 0 No 0 Independent 5 Other No 7 2 No 6 30 4

pre-stat Valencia Campus Male 19 8 134 56 Brown Yes 0 9 5 Drive alone 15 12 0 Yes Yes 0 No No No 0 No 0 Democratic 3 Twitter Yes 6 3 No 3 90 4

pre-stat Valencia Campus Male 18 7 150 68 Blond(e) No 24 6 12 Drive alone 20 14 3.5 0 Yes Yes 25 No No No No 0 Republican 5 Twitter Yes 8 2 No 4 30 4

pre-stat Valencia Campus Male 18 8 150 68 Black Yes 24 7 4 Drive alone 20 14 2.7 0 No Yes 40 No No No 0 No 0 Democratic 8 Twitter Yes 20 4 No 2 10 2

pre-stat Valencia Campus Male 25 10 215 86 Brown Yes 40 7 5 Drive alone 15 8 2.4 32 Yes No 64 No No No No 0 Other 5 Other No 7 1 No 4 0 2

pre-stat Valencia Campus Male 18 7 155 72 Blond(e) Yes 30 7 10 Drive alone 10 14 0 0 Yes Yes 50 No No No 0 No 0 Republican 5 Snapchat Yes 10 2 No 14 20 3

pre-stat Valencia Campus Female 18 5 110 60 Brown No 15 6 4 Carpool 25 11 3.4 0 No Yes 0 No No No No 0 Republican 7 Instagram Yes 10 3 No 5 60 4

pre-stat Valencia Campus Male 19 7 155 54 Black No 0 7 17 Drive alone 10 11 2.73 17 No Yes 179 No No No No 0 Democratic 4 Twitter Yes 8 2 No 0 9 4

pre-stat Valencia Campus Male 17 9 156 70 Blond(e) Yes 12 10 8 Drive alone 30 15 4 0 No Yes 0 No No No 0 No 2 Democratic 4 Snapchat Yes 15 2 No 7 120 4

pre-stat Valencia Campus Male 18 3 200 69 Brown Yes 0 8 20 Drive alone 20 5 0 0 Yes Yes 109 No Yes No No 0 Democratic 5 Instagram Yes 15 3 No 3 60 3

pre-stat Valencia Campus Female 18 7 125 60 Brown Yes 30 6 20 Public transportation 30 8 3 0 Yes No 100 No No No 0 No 0 Democratic 8 Snapchat Yes 9 2 No 0 90 5

pre-stat Valencia Campus Male 21 3 166 74 Blond(e) No 0 8 36 Drive alone 17 11 2.38 29 Yes Yes 110 No No No No 0 Republican 1 Facebook Yes 26.5 3 No 6 35 7

pre-stat Valencia Campus Male 18 6 160 67 Black No 0 8 7 Public transportation 80 14 3 0 Yes Yes 0 No No No No 0 Independent 8 Snapchat Yes 15 2 No 1 60 6

pre-stat Valencia Campus Male 18 10 130 67 Black Yes 0 7 25 Drive alone 8 14 3.2 0 No Yes 0 No No No 0 No 0 Independent 5 Snapchat Yes 6 1 No 2 60 5

pre-stat Valencia Campus Male 18 3 185 73 Blond(e) No 0 7 12 Drive alone 10 14 0 0 Yes Yes 0 No No No 0 No 0 Republican 3 Twitter Yes 10 2 No 6 180 4

pre-stat Valencia Campus Male 19 8 220 59 Black No 20 8 4 Carpool 20 16 2.54 22 Yes Yes 45 Yes No No 0 No 0 Democratic 8 Snapchat No 12 2 No 3 8 5

pre-stat Valencia Campus Female 19 11 135 75 Brown No 30 8 5 Carpool 10 15 3 60 No Yes 160 No No No No 0 Independent 5 Instagram Yes 20 2 Yes 2 60 7

pre-stat Valencia Campus Female 18 7 170 72 Brown No 0 7 6 Drive alone 20 12 0 0 Yes Yes 50 No No No 0 No 0 Other 3 Instagram Yes 10 1 No 1 100 6

pre-stat Valencia Campus Male 21 8 217 72 Black No 25 6 5 Drive alone 15 10 2.5 31 No Yes 0 No No No No 4 Independent 7 Instagram Yes 70 4 No 5 100 5

pre-stat Valencia Campus Male 19 6 136 70 Black No 20 7 15 Drive alone 20 14 4 0 No Yes 35 Yes No No No 0 Democratic 6 Snapchat Yes 12 3 No 1 100 2

pre-stat Valencia Campus Male 18 10 170 67 Black Yes 16 8 4 Dropped off by someone 20 12 2.5 0 Yes Yes 45 No No No No 0 Independent 5 Instagram Yes 7 1 No 2 120 5

pre-stat Valencia Campus Male 18 2 145 71 Brown No 20 6 10 Dropped off by someone 7 15 0 Yes Yes 40 Yes No No 0 Yes 2 Other 9 Snapchat Yes 10 4 No 6 300 7

pre-stat Valencia Campus Female 18 2 145 66 Brown No 6 8 5 Dropped off by someone 20 11 3 0 Yes Yes 0 No No No No 0 Other 7 Facebook Yes 20 1 No 1 15 5

pre-stat Valencia Campus Female 23 8 120 60 Black Yes 28 6 10 Drive alone 30 12 2.6 65 No Yes 0 No No No No 0 Republican 8 Snapchat Yes 10 3 No 10 90 5

pre-stat Canyon Country Campus Male 18 2 155 65 Black Yes 20 6 10 Drive alone 15 12 4 3 Yes Yes 0 No No No No 0 Democratic 3 Twitter Yes 6 4 No 1 60 5

pre-stat Canyon Country Campus Female 19 5 120 60 Brown No 0 7 6 Drive alone 25 16 3.8 27 No Yes 0 No No No No 1 Independent 6 Other Yes 8 1 No 12 120 4

pre-stat Canyon Country Campus Female 18 12 140 67 Black No 25 6 10 Carpool 45 11 2.68 0 No Yes 45 No No No 0 No 0 Democratic 5 Twitter Yes 10 3 No 3 90 7

pre-stat Canyon Country Campus Male 18 8 180 72 Black No 40 6 10 Drive alone 15 14 0 Yes Yes 35 Yes No No No 0 Independent 8 Instagram Yes 30 3 No 0 100 5

pre-stat Canyon Country Campus Male 18 9 177 71 Brown No 0 9 5 Public transportation 20 11 0 No No 0 No No No 0 No 0 Independent 5 Instagram Yes 10 2 No 8 60 1

pre-stat Valencia Campus Male 20 2 200 76 Red No 25 6 10 Drive alone 15 12 3.6 32 Yes No 50 No No No No 0 Democratic 7 Facebook Yes 10 4 Yes 6 60 3

pre-stat Valencia Campus Male 17 9 187 92 Brown Yes 4 5 4 Dropped off by someone 10 9 2.9 25 Yes Yes 200 No No No 0 No 0 Other 6 Twitter Yes 15 3 No 5 20 5

pre-stat Valencia Campus Female 20 2 140 60 Brown No 40 7 3 Drive alone 25 15 3.2 45 No Yes 90 Yes Yes No No 0 Independent 10 Twitter Yes 10 4 No 2 60 3

pre-stat Valencia Campus Female 19 7 134 61 Black Yes 0 6 1 Carpool 45 12 3.1 34 No Yes 0 No Yes No 0 No 0 Democratic 10 Facebook No 5 2 No 1 180 4

pre-stat Valencia Campus Male 26 2 125 69 Brown Yes 12 7 0 Drive alone 15 13 3.95 50 No Yes 100 No No No No 4 Other 5 Other Yes 15 2 Yes 15 60 2

pre-stat Valencia Campus Female 20 6 140 68 Brown Yes 30 7 0 Drive alone 20 11 3.3 40 Yes Yes 0 Yes No No 0 No 3 Independent 10 Snapchat Yes 10 7 No 2 120 4

pre-stat Valencia Campus Female 29 5 130 63 Blond(e) No 30 6 4 Drive alone 5 14 3 40 No No 50 No No No Yes 0 Democratic 6 Facebook Yes 10 3 Yes 12 10 3

pre-stat Valencia Campus Male 19 6 225 75 Brown Yes 85 6 6 Drive alone 50 12 2.8 25 No Yes 80 Yes No No No 0 Independent 10 Twitter No 15 4 No 1 60 5

pre-stat Valencia Campus Female 24 12 150 62 Black Yes 8 8 2 Drive alone 15 12 3.48 50 Yes No 34 No No No No 0 Democratic 2 Facebook Yes 20 2 Yes 3 30 4

pre-stat Valencia Campus Female 56 12 190 65 Brown Yes 14 6 5 Drive alone 15 6 4 150 No Yes 65 No Yes No 0 No 0 Independent 5 Twitter Yes 3 2 No 30 5 2

pre-stat Valencia Campus Male 18 12 145 67 Brown Yes 0 7.5 5 Drive alone 12 18 0 Yes Yes 0 No No No No 0 Republican 9 Twitter Yes 10 5 No 8 120 5

pre-stat Valencia Campus Male 18 3 170 67 Black No 8 7 3 Dropped off by someone 12 12 3 0 Yes Yes 30 No No No 0 No 0 Other 8 Facebook Yes 8 1 No 1 180 4

pre-stat Valencia Campus Male 21 3 165 72 Black No 0 7 6 Drive alone 15 17 3 40 No Yes 0 No No No 0 No 2 Democratic 1 Twitter Yes 10 5 No 3 90 3

pre-stat Valencia Campus Female 18 12 160 58 Brown Yes 15.5 8 3 Dropped off by someone 50 14 3.69 13 No Yes 0 No No No No 0 Democratic 10 Instagram Yes 20 1 No 0 300 3

pre-stat Valencia Campus Female 18 4 110 65 Brown Yes 15 6.5 12 Public transportation 25 14 4.2 0 Yes Yes 0 No No No 0 No 0 Other 7 Twitter Yes 10 1 No 1 3 10

pre-stat Valencia Campus Female 20 6 105 60 Brown No 30 8 0 Public transportation 15 14 2.6 31 Yes Yes 35 No No No No 0 Independent 5 Instagram Yes 25 3 No 5 60 6

pre-stat Valencia Campus Female 18 7 160 82 Brown No 8 7 8 Drive alone 20 12 3.8 0 Yes 0 No No No No 0 Other 8 Instagram Yes 8 3 No 8 90 5

pre-stat Valencia Campus Female 20 2 130 60 Black Yes 32 6 0 Drive alone 20 14 3 10 Yes Yes 250 Yes No Yes 5 No 0 Other 8 Facebook No 10 2 No 3 180 5

pre-stat Valencia Campus Female 20 8 168 67 Brown Yes 22 6 6 Drive alone 30 14 2.75 45 No Yes 80 No Yes No 0 No 0 Republican 10 Snapchat No 20 1 No 1 4 6

pre-stat Valencia Campus Female 18 5 115 54 Brown No 17 8 6 Drive alone 24 15 3.5 0 Yes Yes 45 No No No No 0 Republican 5 Twitter Yes 10 3 No 3 100 4

pre-stat Canyon Country Campus Female 19 2 120 65 Black Yes 0 7 3 Drive alone 60 18 3.2 48 No Yes 70 No Yes No No 1 Democratic 5 Instagram No 14 1 No 0 8 5

pre-stat Canyon Country Campus Male 21 9 240 72 Black Yes 15 7 8 Drive alone 12 12 2.3 72 Yes Yes 0 No No No No Other 5 Instagram Yes 15 2 No 8 30 3

pre-stat Canyon Country Campus Female 18 3 130 63 Brown No 0 9 4 Drive alone 20 14 0 0 No Yes 0 No No No 0 No 0 Democratic 5 Snapchat Yes 10 3 No 7 120 4

pre-stat Canyon Country Campus Female 19 9 130 66 Brown Yes 25 8 14 Drive alone 12 15 0 0 Yes Yes 0 No No No No 0 Democratic 3 Instagram Yes 10 2 No 7 60 5

pre-stat Canyon Country Campus Male 18 5 150 69 Black Yes 0 8 6 Drive alone 45 14 0 0 No Yes 0 No No No No 0 Independent 5 Twitter No 10 3 No 2 45 8

pre-stat Canyon Country Campus Male 18 8 145 75 Brown No 21 7 72 Drive alone 15 14 0 0 No Yes 60 No No No 0 No 0 Democratic 5 Snapchat Yes 15 1 No 1 60 6

pre-stat Canyon Country Campus Female 20 11 125 64 Blond(e) No 30 7 2 Drive alone 10 11 2.7 64 Yes Yes 80 Yes No No No 0 Republican Instagram Yes 10 2 No 7 120 4

pre-stat Canyon Country Campus Female 20 11 125 64 Blond(e) No 30 7 2 Drive alone 10 11 2.7 64 Yes Yes 80 Yes No No No 0 Republican Instagram Yes 10 2 No 7 120 4

pre-stat Canyon Country Campus Male 21 2 215 76 Brown No 36 6 6 Drive alone 20 9 0 1 No 120 Yes No No No 0 Independent 2 Snapchat No 25 4 No 2 20 5

pre-stat Valencia Campus Female 18 10 118 60 Brown No 20 8 3 Dropped off by someone 10 9 3.5 0 Yes Yes 30 No No No No 0 Democratic 7 Instagram Yes 10 3 No 3 30 4

pre-stat Canyon Country Campus Male 20 11 150 67.2 Black Yes 0 8 2 Drive alone 40 9 3 30 No Yes 175 No No No 0 No 0 Republican 1 Facebook Yes 10 1 No 10 2 4

pre-stat Canyon Country Campus Female 18 10 135 62 Brown Yes 5 6 4 Drive alone 30 14 2.5 30 No Yes 0 No No No 0 No 0 Democratic 10 Instagram No 20 1 No 2 2 4

pre-stat Canyon Country Campus Male 18 5 150 68 Black No 20 8 3 Drive alone 10 12 0 0 Yes Yes 25 No No No 0 No 5 Democratic 4 Twitter No 6 10 No 3 30 2

pre-stat Canyon Country Campus Male 20 11 170 67 Black No 29 7 6 Drive alone 45 14 2.8 40 No Yes 53 No No No No 1 Republican 6 Instagram Yes 7 4 No 1 60 7

pre-stat Canyon Country Campus Male 18 10 143 69 Brown Yes 0 8 6 Drive alone 6 12 0 0 Yes Yes 50 No No No No 0 Republican 5 Twitter No 20 4 No 6 60 3

pre-stat Canyon Country Campus Female 23 1 125 66 Brown Yes 40 4 0 Drive alone 25 9 2.56 78 Yes No 92 No Yes Yes 21 No 2 Other 7 Facebook No 15 2 No 1 1 6

pre-stat Canyon Country Campus Male 18 4 190 71 Brown No 0 8 20 Carpool 15 8 0 0 No No 35 No No Yes 20 No 0 Republican 5 Twitter No 10 0 No 4 60 2

pre-stat Canyon Country Campus Male 21 12 184 72 Brown Yes 32 7 3 Drive alone 10 11 3 72 Yes Yes 30 No No No 0 Yes 1 Republican 8 Facebook No 15 2 No 8 10 4

pre-stat Canyon Country Campus Female 52 8 195 66 Blond(e) Yes 0 8 4 Drive alone 20 11 2.5 50 No No 100 No Yes 0 No 0 Republican 3 Facebook Yes 15 2 No 25 30 2

pre-stat Canyon Country Campus Male 22 9 175 74 Black Yes 40 7 14 Drive alone 10 16 3 65 Yes Yes 100 Yes No No No 3 Democratic 10 Instagram Yes 8 2 No 4 60 6

pre-stat Canyon Country Campus Female 18 2 112 63 Other No 0 6 4 Public transportation 60 8 0 0 Yes Yes 0 No No Yes 13 No 0 Independent 4 Other Yes 6 0 No 5 100 6

pre-stat Canyon Country Campus Male 29 11 250 72 Brown No 0 4 5 Other 60 14.5 5 No No 0 Yes Yes Yes 20 Yes 30 Independent 4 Facebook No 8 4 Yes 48 60 3

pre-stat Canyon Country Campus Male 46 1 190 71 Brown No 40 7 3 Other 30 5 0 0 No No 260 Yes No No No 1 Republican 9 Other Yes 10 3 No 5 0 4

pre-stat Canyon Country Campus Male 17 10 165 73 Brown No 0 7 9 Drive alone 10 12 0 Yes Yes 0 No No No No 0 Republican 1 Twitter Yes 10 6 No 8 10 5

pre-stat Canyon Country Campus Female 17 11 100 61.5 Brown No 0 5 2 Public transportation 60 15 0 Yes Yes 0 No No Yes 20 Yes 0 Democratic 8 Twitter No 15 2 No 3 60 5

pre-stat Canyon Country Campus Female 17 11 112 62 Black No 28 7 3 Drive alone 7 14 0 10 Yes Yes 0 No No No No 0 Republican 10 Instagram No 8 2 No 3 120 4

pre-stat Canyon Country Campus Male 20 10 150 69 Brown No 24 6 6 Drive alone 25 7.5 0 0 No No 0 No Yes No No 0 Democratic 4 Snapchat No 10 2 No 3 60 4

pre-stat Canyon Country Campus Female 22 7 120 62 Black Yes 4 5 10 Drive alone 30 11 3.5 80 No Yes 0 No No No No 0 Democratic 5 Snapchat No 9 6 No 5 200 4

pre-stat Canyon Country Campus Male 19 11 140 71 Black Yes 40 8 4 Carpool 45 13 2 18 No Yes 110 No No No No 0 Democratic 5 Instagram Yes 10 2 No 2 30 5

pre-stat Canyon Country Campus Female 19 1 115 62 Brown Yes 40 7 0 Drive alone 40 12 3 18 No No 110 No No No No 0 Independent 6 Facebook No 15 3 No 2 30 5

pre-stat Canyon Country Campus Male 19 9 180 74 Brown No 20 6 8 Drive alone 20 15 3.5 32 Yes Yes 0 Yes No No 0 No 0 Democratic 3 Other Yes 10 2 No 3 0 5

pre-stat Canyon Country Campus Female 18 2 140 64 Brown Yes 8 7 2 Carpool 15 14 0 Yes Yes 0 No No No No 0 Republican 7 Snapchat Yes 7 2 No 2 30 4

pre-stat Canyon Country Campus Female 21 11 100 60 Black Yes 24 6.5 1 Drive alone 10 8 3 24 Yes No 45 No No No 0 No 0 Independent 6 Facebook Yes 1 1 No 1 45 4

pre-stat Canyon Country Campus Female 21 12 130 66 Blond(e) Yes 16 7 3 Drive alone 60 11 3.69 48 No No 0 Yes Yes Yes 20 No 0 Democratic 7 Twitter No 7 7 Yes 15 180 2

pre-stat Canyon Country Campus Male 18 3 160 71 Brown No 0 7 8 Drive alone 12 14 0 Yes Yes 0 Yes Yes No 0 No 0 Republican 5 Snapchat Yes 10 4 No 6 60 4

pre-stat Canyon Country Campus Female 22 7 135 62 Red No 20 7 5 Drive alone 30 12 3 75 No Yes 0 No Yes No No 1 Other 3 Instagram No 8 3 No 2 75 3

pre-stat Canyon Country Campus Female 19 12 125 63 Blond(e) No 30 6 14 Carpool 20 16 3 15 Yes Yes 100 No Yes No No 0 Independent 6 Snapchat Yes 10 3 No 10 120 3

pre-stat Canyon Country Campus Female 24 4 125 46 Brown Yes 40 7 5 Drive alone 25 11 5 No Yes 80 No No No No 2 Democratic 7 Snapchat No 8 3 Yes 1 30 4

pre-stat Canyon Country Campus Female 18 9 145 64 Blond(e) Yes 30 8 13 Drive alone 75 2 0 0 No Yes 0 No No No 0 No 0 Other 5 Facebook Yes 6 3 Yes 7 60 3

pre-stat Canyon Country Campus Male 24 12 150 64 Black Yes 20 7 1 Public transportation 20 12 4 4 No No 0 No No No No 0 Other 10 Snapchat No 10 0 No 4 30 4

pre-stat Valencia Campus Female 34 9 150 65 Black Yes 20 7 2 Drive alone 20 13 3.31 58 No No 80 No No No No 0 Democratic 5 Yes 15 1 Yes 9 0 3

pre-stat Canyon Country Campus Male 21 4 185 70 Brown No 40 8 6 Drive alone 25 13 2.8 42 Yes Yes 50 No No No No 0 Other 7 Other No 25 3 No 5 0 3

pre-stat Canyon Country Campus Female 22 8 102 62 Brown No 50 6 14 Dropped off by someone 30 18 3.1 79 No Yes 0 No Yes No No 5 Republican 5 Other No 60 1 Yes 4 5 3

pre-stat Canyon Country Campus Female 18 9 102 59 Brown Yes 10 7 0 Drive alone 15 14 3.09 23 No Yes 0 No No Yes 50 Yes 0 Other 10 Instagram No 10 1 Yes 0 60 2

pre-stat Canyon Country Campus Male 19 11 160 69 Brown No 25 5 8 Drive alone 30 14 2.8 45 No Yes 0 Yes Yes No No 0 Republican 7 Twitter No 10 2 No 2 200 6

pre-stat Canyon Country Campus Female 20 7 120 64 Brown Yes 15 7 5 Drive alone 15 11 3 35 No Yes 50 No No No No 0 Democratic 6 Instagram Yes 10 3 No 4 60 2

pre-stat Canyon Country Campus Female 18 3 165 60 Brown Yes 15 7 4 Dropped off by someone 15 11 0 Yes Yes 40 No No No 0 No 0 Other 5 Instagram No 10 2 No 2 90 4

pre-stat Canyon Country Campus Male 34 5 195 70 Blond(e) No 45 8 6 Drive alone 7 14 3.33 12 No No 150 Yes No No No 6 Republican 7 Facebook Yes 15 5 Yes 14 30 3

pre-stat Canyon Country Campus Female 21 12 130 63 Brown No 15 6 15 Carpool 15 15 2.5 50 Yes Yes 0 Yes No No No 3 Republican 5 Instagram No 15 1 No 8 120 9

pre-stat Canyon Country Campus Male 18 1 171 66 Brown Yes 0 8 6 Public transportation 6 12 0 Yes Yes 375 No No No No 0 Independent 8 Instagram No 8 1 No 2 20 2

pre-stat Canyon Country Campus Female 19 5 110 62 Brown Yes 40 7 5 Drive alone 15 12 3 60 Yes Yes 60 No No No 0 No 0 Other 4 Snapchat No 10 1 No 2 1 8

pre-stat Canyon Country Campus Male 18 6 250 73 Red Yes 25 6 7 Drive alone 10 14 0 0 Yes Yes 0 Yes No No No 0 Independent 6 Snapchat No 10 5 No 3 80 3

pre-stat Canyon Country Campus Male 17 9 185 71 Black Yes 15 7 5 Dropped off by someone 10 12 0 0 Yes Yes 220 No No No No 0 Democratic 8 Twitter Yes 11 5 No 3 120 3

pre-stat Canyon Country Campus Female 18 3 120 51 Brown No 21 6 8 25 15 0 No Yes 60 Yes No No No 0 Democratic 4 Snapchat No 15 1 No 7 45 6

pre-stat Canyon Country Campus Male 18 9 155 69 Black No 0 8 1 Drive alone 30 12 2.5 30 No Yes 0 No No No Yes 0 Democratic 6 Instagram No 15 5 No 0 200 5

pre-stat Canyon Country Campus Female 22 11 176 62 Brown Yes 30 6 10 Drive alone 25 12 2.5 18 No Yes 120 Yes Yes No No 1 Democratic 5 Snapchat Yes 50 1 No 2 30 4

pre-stat Canyon Country Campus Male 21 6 195 74 Black No 20 6 5 Public transportation 10 12 3 30 Yes Yes 75 No No No No 0 Independent 5 Instagram Yes 35 1 No 1 30 1

pre-stat Canyon Country Campus Male 23 9 200 72 Brown No 40 6 10 Drive alone 10 11 2.5 30 Yes Yes 70 No No No No 5 Democratic 7 Instagram Yes 10 1 No 2 60 4

pre-stat Canyon Country Campus Female 18 6 155 65 Brown No 20 6 1 Drive alone 25 14 3 0 No 200 No No No No 0 Democratic 10 Instagram No 15 1 No 4 120 4

pre-stat Canyon Country Campus Female 18 2 255 70 Brown No 28 5 8 Drive alone 30 15 0 No Yes 0 No No Yes 3 Yes 0 Other 5 Snapchat No 3 2 No 1 30 5

pre-stat Canyon Country Campus Female 28 6 185 63 Brown No 35 7 9 Drive alone 75 12 2.2 33 No No 200 Yes No No 0 No 0 Democratic 10 Instagram Yes 20 1 No 6 40 2

pre-stat Canyon Country Campus Male 17 9 150 72 Brown No 10 9 5 Carpool 30 14 0 0 No Yes 0 No No No No 0 Democratic 5 Snapchat Yes 10 1 No 1 40 6

pre-stat Canyon Country Campus Female 18 6 110 62 Blond(e) No 8 7 3 Carpool 5 12 2.2 0 Yes Yes 0 No No No No 0 Other 3 Twitter No 10 7 No 4 120 4

pre-stat Canyon Country Campus Male 21 3 199 57 Brown Yes 0 7 6 Drive alone 15 16 2.34 25 Yes Yes 0 No Yes Yes 1 No 1 Independent 5 Snapchat No 10 1 No 6 60 6

pre-stat Canyon Country Campus Female 34 3 125 64 Blond(e) No 40 6 1 Drive alone 45 17 3.62 90 No No 110 No No Yes 140 Yes 3 Other 3 Facebook No 10 5 No 20 30 3

pre-stat Canyon Country Campus Female 19 5 144 68 Brown Yes 22 8 1 Carpool 30 13 2.85 6 No Yes 0 No No No No 0 Democratic 10 Snapchat Yes 10 3 No 2 30 6

pre-stat Canyon Country Campus Female 17 10 150 75 Blond(e) No 0 7 5 Drive alone 15 11 0 5 Yes Yes 0 No No No No 0 Republican 8 Instagram Yes 15 1 No 8 60 4

pre-stat Canyon Country Campus Male 19 11 220 69 Brown No 25 9 12 Drive alone 60 14 0 0 No Yes 0 No Yes No No 0 Independent 8 Twitter Yes 6 2 No 2 85 3

pre-stat Canyon Country Campus Male 18 8 130 67 Brown No 0 9 2 Drive alone 5 14 0 0 Yes Yes 0 No No No 0 No 0 Other 6 Instagram Yes 10 5 No 1 60 4

pre-stat Canyon Country Campus Male 21 11 150 72 Blond(e) Yes 20 7 6 Drive alone 30 11 3.2 85 No Yes 0 No Yes No 0 No 0 Independent 8 Facebook No 10 3 No 11 120 4

pre-stat Canyon Country Campus Female 21 6 100 64 Brown No 12 8 8 Dropped off by someone 10 14 3 45 Yes Yes 0 No No No No 2 Other 10 Other Yes 12 2 No 5 200 4

pre-stat Canyon Country Campus Female 29 8 151 66 Black Yes 40 5 2 Drive alone 45 5 2.89 0 No No 15 No No No No 4 Democratic 7 Other No 15 4 Yes 0 2 3

pre-stat Canyon Country Campus Female 19 11 98 58 Brown No 6 49 6 Carpool 15 12 2.5 23 No Yes 80 No No No No 0 Democratic 8 Twitter No 10 3 Yes 1 4 3

pre-stat Valencia Campus Female 18 9 122 60 Brown Yes 20 6 3 Carpool 15 8 2 23 Yes Yes 0 No No No No 0 Democratic 10 Snapchat Yes 10 5 No 4 60 5

pre-stat Valencia Campus Male 19 7 125 68 Brown Yes 30 8 5 Drive alone 5 14 2 24 Yes Yes 0 No No No 0 No 0 Democratic 10 Other Yes 9 4 No 4 60 4

pre-stat Valencia Campus Female 26 9 145 60 Blond(e) No 25 6 5 Drive alone 10 11 3 60 Yes Yes 85 No No No No 1 Democratic 10 Instagram Yes 20 6 3 120 3

pre-stat Valencia Campus Male 21 3 190 74 Black No 29 7 13 Walk 25 15 2.7 15 No Yes 80 Yes No No No 15 Other 1 Instagram No 20 9 Yes 1 200 3

pre-stat Valencia Campus Male 19 12 205 71 Blond(e) Yes 35 7 20 Carpool 60 17 0 0 No Yes 90 No No No 0 No 0 Republican 6 Twitter No 9 1 No 6 35 4

pre-stat Valencia Campus Female 20 7 120 62 Brown Yes 0 7 3 Drive alone 30 14 2.93 44 No Yes 90 Yes No No 0 No 0 Democratic 6 Other Yes 7 1 No 2 15 4

pre-stat Valencia Campus Male 22 2 185 72 Black No 40 5 8 Bicycle 45 14 0 0 No No 30 No No Yes 4 No 0 Republican 4 Facebook Yes 8 3 No 8 60 5

pre-stat Valencia Campus Male 18 6 155 72 Brown No 17 7 4 Drive alone 5 14 3 28 Yes No 0 No Yes No No 0 Democratic 3 Instagram No 7 5 No 15 2 1

pre-stat Valencia Campus Male 18 8 160 69 Brown No 0 6 14 Drive alone 15 17 0 0 Yes Yes 0 Yes No No 0 No 0 Democratic 3 Twitter Yes 8 3 No 7 60 4

pre-stat Valencia Campus Male 19 4 275 74 Blond(e) No 4 6 5 Drive alone 6 14 0 35 No Yes 50 No Yes No No 0 Independent 6 Instagram No 12 3 No 10 45 4

pre-stat Valencia Campus Female 20 4 100 63 Brown Yes 20 7 2 Drive alone 10 9 2.7 48 Yes Yes 0 No No No No 0 Democratic 5 Snapchat Yes 7 4 Yes 3 60 5

pre-stat Valencia Campus Male 18 12 180 74 Brown No 15 7 20 Drive alone 10 20 0 0 Yes Yes 60 No No No No 0 Democratic 5 Twitter Yes 20 3 No 4 120 4

pre-stat Valencia Campus Female 24 6 130 64 Blond(e) No 30 7 3 Drive alone 20 5 3 130 Yes Yes 0 No No Yes 40 No 0 Independent 10 Instagram No 7 5 No 3 30 5

pre-stat Valencia Campus Female 26 3 95 61 Brown Yes 0 3 7 Drive alone 30 5 2.96 60 No Yes 5 No No No No 0 Democratic 10 No 2 0 Yes 6 0 5

pre-stat Valencia Campus Male 19 12 132.5 64 Brown Yes 20 5 20 Public transportation 120 14 3 30 No No 0 No No No 0 No 0 Democratic 10 Instagram No 15 2 No 5 120 3

pre-stat Valencia Campus Male 18 5 185 81 Brown No 12 9 36 Drive alone 15 17 4 4 Yes Yes 0 Yes No No No 15 Democratic 1 Twitter Yes 10 4 No 10 120 5

pre-stat Valencia Campus Male 18 1 175 70 Brown Yes 18 8 20 Drive alone 30 17 0 0 Yes Yes 50 Yes No No 0 No 0 Democratic 10 Twitter Yes 10 1 No 6 120 4

pre-stat Valencia Campus Male 19 2 180 80 Brown No 55 6 25 Drive alone 20 19 0 0 No Yes 0 Yes No No No 0 Republican 9 Instagram Yes 15 9 Yes 12 80 3

pre-stat Valencia Campus Female 17 9 132 63 Brown Yes 0 6 15 Dropped off by someone 20 20 0 0 No No 0 No No No 0 No 0 Other 4 Snapchat Yes 12 2 No 4 120 3

pre-stat Valencia Campus Male 21 10 142 69 Brown No 22 6 5 Dropped off by someone 20 11 0 0 No Yes 0 No No No 0 No 5 Other 4 Other Yes 7 4 Yes 3 90 4

pre-stat Valencia Campus Male 18 2 270 80 Blond(e) Yes 0 7 15 Drive alone 10 20 4 0 Yes Yes 0 No Yes No 0 No 0 Independent 6 Other No 10 5 No 7 0 4

pre-stat Valencia Campus Male 18 3 240 74 Other Yes 0 7 30 Drive alone 10 11 4 3 No No 0 Yes Yes No 0 No 0 Republican 8 Instagram No 9 4 No 5 180 3

pre-stat Valencia Campus Female 18 3 120 72 Brown No 0 9 2 Dropped off by someone 20 15 0 0 Yes Yes 0 No No No 0 No 0 Democratic 6 Twitter Yes 20 2 No 9 25 3

pre-stat Valencia Campus Female 37 3 117 62 Black No 20 7 6 Drive alone 5 9 2.5 25 Yes No 50 No No No 0 No 3 Other 7 Facebook Yes 10 1 No 1 60 2

pre-stat Valencia Campus Male 20 7 205 70 Blond(e) No 20 6 36 Drive alone 10 17 3.7 20 Yes Yes 0 No Yes No 0 No 0 Republican 8 Instagram Yes 17 5 No 3 20 6

pre-stat Valencia Campus Male 18 11 150 76 Black No 0 7 33 Carpool 37 16.5 2 5 No Yes 0 No Yes No 0 No 0 Independent 6 Twitter No 12 5 No 3 180 3

pre-stat Valencia Campus Male 20 8 212 71 Brown Yes 0 7 36 Carpool 10 16 3.3 24 Yes Yes 0 No No No 0 No 0 Democratic 6 Snapchat Yes 8 1 No 3 5 3

pre-stat Canyon Country Campus Female 26 11 118 65 Blond(e) No 25 6 5 Drive alone 10 14 3.68 55 Yes Yes 0 No Yes No No 1 Other 8 Instagram Yes 12 3 Yes 18 20 4

pre-stat Canyon Country Campus Female 29 7 165 62 Black Yes 20 6 7 Drive alone 40 14 0 0 No No 160 No No Yes 40 No 0 Democratic 10 Facebook No 10 3 Yes 25 120 2

pre-stat Canyon Country Campus Male 24 4 230 67 Black No 36 7 10 Drive alone 40 10 2.34 96 No Yes 25 No No Yes 150 No 100 Republican 4 Other Yes 15 2 Yes 0 0 7

pre-stat Canyon Country Campus Female 20 5 150 66 Brown Yes 40 6 5 Drive alone 20 14 3.7 35 Yes No 60 No No No 0 No 0 Independent 7 Facebook Yes 8 1 Yes 2 120 4

pre-stat Canyon Country Campus Female 19 1 135 62 Brown No 35 6 15 Drive alone 10 14 4 3 Yes Yes 0 No Yes No Yes 1 Republican 2 Instagram No 6 2 Yes 4 60 3

pre-stat Canyon Country Campus Female 18 2 190 62 Black No 10 7 2 Drive alone 30 15 3 0 No No 0 No No No Yes 0 Independent 2 Facebook Yes 10 3 No 4 100 7

pre-stat Canyon Country Campus Female 21 3 105 64 Black No 21 5 3 Carpool 10 9 2.5 30 No No 80 Yes No No Yes 0 Other 4 Instagram No 25 2 Yes 5 120 3

pre-stat Canyon Country Campus Male 27 12 250 67 Brown Yes 0 3 5 Drive alone 60 13 2.02 36 No No 260 No No No No 20 Republican 8 Facebook No 12 1 Yes 5 2 4

pre-stat Canyon Country Campus Male 25 8 180 68 Black Yes 60 5 6 Drive alone 10 11 2.8 0 Yes Yes 200 Yes No No No 0 Other 10 Snapchat Yes 20 3 No 12 15 4

pre-stat Canyon Country Campus Female 18 7 130 62 Brown No 40 5 3 Drive alone 10 11 0 Yes Yes 510 No No Yes 40 No 0 Republican 4 Instagram No 10 2 No 3 120 5

pre-stat Canyon Country Campus Female 17 10 180 67 Brown Yes 12 7 5 Dropped off by someone 15 8 4 0 Yes Yes 0 No No No No 0 Democratic 6 Instagram No 10 2 No 1 200 5

pre-stat Canyon Country Campus Male 17 11 145 64 Black No 24 8 5 Drive alone 10 11 3.5 0 Yes Yes 0 No No No No 0 Other 7 Twitter Yes 15 6 No 9 120 6

pre-stat Canyon Country Campus Male 18 10 259 74 Brown Yes 25 7 14 Drive alone 20 15 0 0 Yes Yes 0 No Yes No No 0 Republican 7 Snapchat Yes 10 2 No 3 360 5

pre-stat Canyon Country Campus Female 18 1 120 62 Brown Yes 0 6 0 Dropped off by someone 8 11 0 Yes Yes 50 No No No No 1 Independent 8 Twitter Yes 10 4 Yes 7 30 5

pre-stat Canyon Country Campus Female 17 11 145 67 Blond(e) No 40 6 7 Drive alone 35 14 0 0 Yes Yes 20 No No No 0 No 0 Democratic 2 Twitter No 7 3 No 15 120 5

pre-stat Canyon Country Campus Female 25 3 125 62 Blond(e) No 20 8 15 Drive alone 15 8 2.6 60 No Yes 160 No No No 0 No 0 Independent 5 Facebook Yes 15 2 Yes 20 2 4

pre-stat Canyon Country Campus Female 18 1 116 68 Black Yes 10 6 15 Drive alone 10 14 2.8 12 Yes Yes 0 No No No Yes 0 Other 2 Twitter No 6 2 No 3 120 4

pre-stat Canyon Country Campus Female 17 5 154 71 Black No 0 8 5 Carpool 10 12 4 0 Yes Yes 0 No No No No 0 Democratic 7 Instagram Yes 7 1 No 2 70 8

pre-stat Canyon Country Campus Female 17 10 165 63 Brown No 15 7 4 Drive alone 16 17 3 6 Yes Yes 160 Yes No No No 0 Democratic 9 Snapchat Yes 13 6 No 5 120 4

pre-stat Canyon Country Campus Female 17 9 200 70 Brown Yes 20 6 4 Drive alone 20 14 0 0 No Yes 0 Yes Yes No 0 No 0 Independent 2 Instagram No 8 4 No 4 100 5

pre-stat Canyon Country Campus Female 17 11 115 65 Brown No 0 9 21 Drive alone 30 18 8 Yes Yes 0 No No No 0 No 0 Other 7 Other Yes 10 0.5 Yes 15 90 3

pre-stat Canyon Country Campus Male 26 3 225 65 Black Yes 20 6 5 Drive alone 30 11 2.75 50 No Yes 60 No No No 0 No 1 Other 5 Facebook No 6 3 No 8 100 4

pre-stat Canyon Country Campus Male 18 9 145 71 Brown No 30 6 49 Drive alone 15 12 3 0 Yes Yes 0 Yes Yes No 0 Yes 100 Republican 9 Twitter No 5 5 No 8 500 6

pre-stat Canyon Country Campus Female 21 7 135 61 Brown Yes 20 7 0 Carpool 10 12 2.5 44 No No 45 No No No No 2 Democratic 10 Snapchat No 40 3 Yes 2 4 4

pre-stat Canyon Country Campus Female 22 12 165 65 Brown No 24 6 7 Drive alone 15 14 3 40 Yes Yes 0 Yes No Yes 3 No 5 Democratic 8 Facebook Yes 15 2 No 5 60 7

pre-stat Canyon Country Campus Female 20 3 120 62 Other No 20 6 2 Drive alone 20 11 3.2 30 No Yes 0 No Yes No No 4 Other 7 Instagram No 20 8 No 10 20 5

pre-stat Canyon Country Campus Female 18 7 140 67 Brown No 10 5 12 Dropped off by someone 20 11 3 0 Yes Yes 0 No No No 0 No 0 Democratic 8 Yes 7 5 No 2 120 4

pre-stat Canyon Country Campus Male 26 8 190 72 Black Yes 15 7 5 Other 15 8 2.5 50 Yes Yes 0 No Yes No 0 No 2 Independent 4 Facebook No 10 3 No 11 120 3

pre-stat Canyon Country Campus Female 18 2 105 46 Brown No 0 7 1 Drive alone 50 11 4 0 No Yes 35 No No No 0 No 0 Democratic 8 Twitter No 30 4 No 2 60 4

pre-stat Canyon Country Campus Female 20 12 160 63 Brown Yes 20 30 3 Drive alone 30 15 3.5 6 Yes Yes 0 No No No No 0 Republican 3 Instagram No 10 1 No 6 30 4

pre-stat Canyon Country Campus Male 18 9 210 71 Black No 12 5 9 Drive alone 35 17 0 No Yes 0 No No No No 0 Independent 5 Snapchat Yes 10 3 No 6 60 8

pre-stat Valencia Campus Male 18 12 130 74 Black No 18 8 0 Skate 20 12 4 0 Yes No 45 No No No No 0 Independent 7 Other Yes 20 3 No 0 3 5

pre-stat Valencia Campus Male 18 3 150 68 Black Yes 54 7 7 Drive alone 20 15 2.8 32 Yes Yes 0 No No Yes 1 Yes 0 Independent 10 Facebook Yes 10 1 No 1 120 3

pre-stat Valencia Campus Male 20 4 155 95 Brown No 25 6 4 Drive alone 30 14 2.8 43 Yes Yes 0 Yes Yes No No 0 Independent 7 Twitter No 10 4 No 4 40 3

pre-stat Valencia Campus Female 21 4 145 65 Brown No 32 8 1 Drive alone 15 10 3.8 42 Yes Yes 0 Yes No No 0 No 6 Democratic 9 Instagram Yes 8 4 Yes 4 60 3

pre-stat Valencia Campus Female 18 2 175 66 Brown Yes 12 9 12 Drive alone 10 11 0 No Yes 0 No No No No 0 Other 7 Twitter Yes 7 2 No 4 240 4

pre-stat Valencia Campus Male 22 7 222 74 Brown Yes 30 7 14 Drive alone 2 9 3 44 Yes Yes 75 No No No Yes 10 Other 7 Instagram Yes 20 3 Yes 5 30 3

pre-stat Valencia Campus Female 22 9 120 62 Blond(e) Yes 21 5 0 Drive alone 15 17 2.5 40 No Yes 0 No Yes No 0 Yes 0 Independent 8 Instagram Yes 10 2 No 12 60 3

pre-stat Valencia Campus Female 23 9 143 69 Blond(e) No 30 7 50 Drive alone 20 12 3.5 60 No Yes 75 No No Yes 100 1 Republican 6 Instagram Yes 9 3 Yes 35 60 6

pre-stat Valencia Campus Female 20 10 130 68 Blond(e) No 20 6 2 Drive alone 45 12 2.9 25 No Yes 3.5 No Yes No 15 Yes 15 Other 7 Other Yes 3.5 3.5 No 3.5 3.5 3.5

pre-stat Valencia Campus Male 19 11 140 70 Brown No 16 7 4 Drive alone 6 16 3.25 24 Yes Yes 35 No Yes No No 0 Democratic 8 Facebook No 6 2 No 7 120 3

pre-stat Valencia Campus Female 21 10 183 69 Brown Yes 33 8 5 Drive alone 15 14 3.8 72 No Yes 50 Yes No No No 2 Other 7 Facebook Yes 10 0 Yes 6 30 5

pre-stat Valencia Campus Male 18 10 155 66 Blond(e) Yes 25 5 9 Drive alone 9 14 3.1 28 No Yes 0 No No No 0 No 0 Republican 8 Facebook No 6 12 No 6 100 6

pre-stat Valencia Campus Female 20 2 106 38 Blond(e) No 0 8 5 Drive alone 20 9 2.2 30 No Yes 0 No No No 0 No 1 Democratic 7 Facebook Yes 15 2 No 4 3 3

pre-stat Valencia Campus Male 19 6 170 68 Black No 8 8 4 Drive alone 15 17 3.3 40 No Yes 40 No Yes No No 0 Democratic 8 Twitter No 10 1 No 8 60 4

pre-stat Valencia Campus Male 21 8 125 70 Blond(e) No 25 7 7 Drive alone 30 12 3.5 46 No Yes 50 No No No No 4 Other 6 Facebook Yes 10 1 No 20 60 4

pre-stat Valencia Campus Female 27 7 140 77 Brown No 35 7 5 Drive alone 15 16 3 45 Yes No 100 No No No No 5 Independent 9 Instagram Yes 20 3 No 6 20 3

pre-stat Valencia Campus Female 17 9 165 69 Brown Yes 12 30 12 Drive alone 15 14 0 0 Yes Yes 0 No No No 0 No 0 Other 8 Snapchat Yes 10 1 Yes 5 15 4

pre-stat Valencia Campus Female 19 10 100 58 Brown Yes 16 6 2 Dropped off by someone 20 15 3 30 Yes Yes 40 No No No 0 No 0 Independent 5 Instagram Yes 3 0 No 1 30 6

pre-stat Valencia Campus Female 20 9 96 52 Brown No 35 6 1 Drive alone 20 12 2.54 24 Yes Yes 45 No No No 0 No 0 Democratic 10 Snapchat No 20 2 No 3 1 8

pre-stat Valencia Campus Female 19 11 120 65 Black Yes 15 8 5 Drive alone 45 14 3 27 No Yes 0 No No No 0 No 0 Democratic 8 Instagram Yes 10 2 No 2 60 4

pre-stat Valencia Campus Male 18 11 141 90 Black No 0 6 2 Drive alone 10 12 3 0 Yes Yes 0 No No No 0 No 0 Independent 4 Instagram No 10 1 No 2 60 5

pre-stat Valencia Campus Female 22 8 120 67 Blond(e) Yes 10 7 21 Drive alone 15 15.5 3 24 Yes Yes 0 No No No 0 No 2 Republican 8 Snapchat Yes 7 3 Yes 9 120 2

pre-stat Valencia Campus Male 20 1 176 72 Blond(e) Yes 0 9 2 Carpool 15 12 3.07 50 Yes No 0 No No No 0 No 2 Other 7 Instagram Yes 8 6 No 8 90 5

pre-stat Canyon Country Campus Female 24 6 125 64 Black Yes 20 6 5 Drive alone 20 12 3.38 69 No Yes 0 No Yes No 0 No 1 Other 4 Instagram No 25 4 No 5 60 6

pre-stat Valencia Campus Female 19 11 118 27 Blond(e) No 30 50 12 Drive alone 15 17 2.8 42 No Yes 100 Yes No No 0 No 0 Republican 8 Instagram No 8 3 Yes 8 90 3

pre-stat Valencia Campus Female 18 2 98 59 Brown Yes 25 8 0 Dropped off by someone 25 8 0 0 No Yes 0 No No No 0 No 0 Democratic 9 Instagram Yes 12 1 No 2 10 6

pre-stat Valencia Campus Female 20 12 110 48 Brown Yes 16 8 1 Walk 20 15 2.45 18 Yes Yes 0 Yes No No 0 No 0 Republican 4 Instagram No 8 2 No 2 5 4

pre-stat Valencia Campus Female 18 9 106 65 Brown No 0 5 5 Drive alone 25 14 2.5 21 No Yes 0 No No No No 5 Other 5 Snapchat No 25 7 No 5 90 4

pre-stat Valencia Campus Female 20 8 130 62 Brown No 12 6 6 Drive alone 15 11 2.05 36 Yes Yes 80 No No No 0 No 0 Democratic 10 Instagram Yes 20 3 Yes 1 6 4

pre-stat Valencia Campus Female 18 12 210 65 Blond(e) No 0 9 4 Public transportation 55 17 0 0 Yes Yes 0 No No No No 0 Other 5 Snapchat No 12.5 2 No 6 40 2

pre-stat Valencia Campus Female 24 9 200 63 Blond(e) No 45 7 2 Drive alone 25 11 2 50 No No 0 Yes No No No 3 Democratic 6 Facebook Yes 10 2 Yes 22 30 2

pre-stat Valencia Campus Female 18 1 115 64 Brown Yes 30 6 0 Drive alone 15 14 4 0 Yes Yes 0 No Yes No 0 No 0 Republican 9 Facebook No 30 2 No 6 10 5

pre-stat Valencia Campus Male 18 12 160 72 Brown Yes 0 7 6 Drive alone 20 14 0 0 Yes Yes 0 No No No 0 No 0 Independent 5 Twitter Yes 75 3 No 5 60 5

pre-stat Valencia Campus Female 46 4 175 67 Brown No 60 8 4 Drive alone 20 6 3.5 90 No No 0 No No No No 0 Democratic 9 Facebook Yes 7 2 No 5 60 5

pre-stat Valencia Campus Female 21 3 120 63.5 Brown Yes 25 7 5 Drive alone 35 11 0 0 No No 60 Yes No Yes 70 No 3 Independent 8 Facebook No 20 7 Yes 1 30 2

pre-stat Valencia Campus Male 19 8 170 72 Black No 0 7 5 Public transportation 30 18 2.6 25 No Yes 40 No No No No 0 Democratic 4 Instagram Yes 7 3 No 1 30 4

pre-stat Valencia Campus Female 18 7 115 64 Brown No 30 6 2 Drive alone 45 14 3.5 0 No Yes 80 No No No No 0 Republican 10 Snapchat No 12 4 No 4 120 5

pre-stat Valencia Campus Male 18 5 108 62 Brown No 0 7 4 Dropped off by someone 15 15 0 0 Yes Yes 0 No No No 0 No 0 Republican 3 Instagram Yes 7 5 No 10 10 4

pre-stat Valencia Campus Female 17 9 120 62 Brown No 0 5 0 Dropped off by someone 15 11 4 0 Yes Yes 0 No No No 0 No 0 Democratic 3 Twitter No 12 1 No 3 60 5

pre-stat Valencia Campus Male 18 6 223 73 Blond(e) Yes 0 5 0 Drive alone 15 17 2.8 0 No Yes 0 No No No 0 No 0 Democratic 7 Facebook No 10 3 No 7 15 4

pre-stat Valencia Campus Female 17 9 170 63 Black Yes 0 7 9 Public transportation 30 15 3.3 0 Yes Yes 55 No No No No 0 Other 2 Snapchat Yes 15 1 No 1 30 5

pre-stat Valencia Campus Female 23 10 160 65 Brown No 24 8 3 Drive alone 20 8 2.3 60 No Yes 150 No Yes No 0 No 5 Independent 6 Instagram No 10 3 No 5 60 3

pre-stat Valencia Campus Male 20 4 135 66 Black No 14 8 6 Drive alone 17 18 3.4 70 No Yes 55 No No No No 0 Democratic 1 Facebook Yes 10 1 No 2 60 6

pre-stat Valencia Campus Female 19 1 170 50 Red Yes 0 7 2 Drive alone 60 14 3.4 34 No Yes 0 No Yes No No 0 Republican 5 Snapchat No 12 1 No 9 30 3

pre-stat Valencia Campus Female 18 6 125 66 Brown No 0 7 5 Drive alone 20 17 3.7 0 No Yes 0 No No No 0 No 0 Democratic 5 Snapchat Yes 10 3 No 2 3 5

pre-stat Valencia Campus Female 18 5 124 61 Brown Yes 35 8 7 Drive alone 20 11 4.3 0 No Yes 0 No Yes No 0 No 0 Republican 6 Instagram Yes 5 2 Yes 0 1 6

pre-stat Valencia Campus Male 19 4 230 74 Blond(e) No 28 7 6 Drive alone 8 14 4 0 Yes Yes 60 No No No 0 No 0 Other 5 Snapchat Yes 10 2 No 4 30 5

pre-stat Valencia Campus Female 18 8 96 62 Brown Yes 0 8 0 Dropped off by someone 7 12 0 Yes Yes 0 No No No 0 No 0 Other 1 Instagram Yes 10 1 No 0 1 4

pre-stat Valencia Campus Male 18 8 140 66 Black No 18 6 14 Dropped off by someone 30 12 3 0 No Yes 0 No No No No 0 Democratic 4 Instagram Yes 6 0 No 0 30 7

pre-stat Valencia Campus Male 22 8 150 68 Black Yes 0 8 8 Walk 10 11 3.056 45.5 Yes Yes 0 No No No No 0 Other 5 Facebook Yes 8 1 No 0 10 3

pre-stat Valencia Campus Female 17 4 145 65 Brown Yes 2 7 4 Drive alone 15 12 4 0 Yes Yes 60 No No No 0 No 0 Democratic 4 Instagram No 15 2 No 5 60 3

pre-stat Valencia Campus Female 24 6 115 63 Blond(e) No 40 5 5 Drive alone 15 8 3 31 Yes Yes 100 No No No No 1 Other 4 Instagram No 12 5 Yes 3 30 5

pre-stat Valencia Campus Female 18 4 130 64 Brown No 21 7 5 Dropped off by someone 10 12 3 0 No Yes 60 No Yes No 0 No 0 Democratic 5 Instagram Yes 10 2 Yes 2 60 3

pre-stat Valencia Campus Female 18 8 125 62 Brown No 16 8 3 Carpool 15 12 3 12 No Yes 0 No No No 0 No 0 Other 10 Other Yes 1 2 No 3

pre-stat Valencia Campus Female 17 11 120 62 Brown Yes 0 7 12 Dropped off by someone 120 14 3.5 0 No Yes 0 No No No No 0 Independent 7 Twitter Yes 5 1 No 0 80 6

pre-stat Canyon Country Campus Female 24 1 125 66 Blond(e) Yes 16 7 8 Drive alone 5 13 2.5 60 No No 41 Yes No No 0 No 4 Other 4 Facebook Yes 10 3 Yes 4 120 4

pre-stat Canyon Country Campus Female 21 9 135 68 Brown Yes 30 8 2 Carpool 20 13 2.8 60 Yes Yes 0 No No No No 0 Democratic Instagram No 15 5 Yes 15 60 4

pre-stat Canyon Country Campus Female 21 12 150 60 Brown Yes 0 7 2 Drive alone 10 15 2.67 30 Yes Yes 0 No Yes No 0 No 0 Independent 8 Instagram Yes 12 2 No 5 8 5

pre-stat Valencia Campus Female 18 4 160 67 Brown No 0 6 2 Public transportation 15 15 3 0 No Yes 0 No No No 0 No 0 Democratic 10 Snapchat No 8 2 No 7 80 3

pre-stat Canyon Country Campus Male 19 3 220 73 Brown Yes 0 8 7 Drive alone 25 8 3 8 No Yes 60 No No No 0 No 0 Democratic 6 Instagram Yes 10 4 No 0 30 2

pre-stat Canyon Country Campus Female 19 1 128 65 Black No 30 7 8 Drive alone 12 15 2 8 No Yes 50 No No No No 0 Republican 6 Snapchat Yes 8 5 Yes 3 120 8

pre-stat Canyon Country Campus Female 19 1 100 60 Blond(e) Yes 0 5 1 Drive alone 30 13 0 0 No No 0 No Yes No No 0 Democratic 7 Facebook Yes 20 0 Yes 5 190 4

pre-stat Canyon Country Campus Female 18 8 125 64 Brown No 0 8 0 Dropped off by someone 55 15 0 0 No Yes 0 No No No No 0 Democratic 7 Twitter Yes 5 2 No 0 40 4

pre-stat Canyon Country Campus Female 17 9 180 67 Brown No 0 7 4 Drive alone 25 15 4 0 No Yes 70 No No No No 0 Democratic 4 Snapchat Yes 30 1 No 3 180 3

pre-stat Canyon Country Campus Female 18 8 120 62 Black No 0 7 4 Drive alone 18 15 0 0 Yes Yes 20 No Yes No No 0 Independent 8 Twitter Yes 5 1 No 7 60 5

pre-stat Canyon Country Campus Female 18 11 120 64 Brown No 0 9 1.5 Drive alone 20 17 3.2 40 Yes Yes 0 No No No 0 No 0 Republican 2 Snapchat Yes 15 1 No 1 120 5

pre-stat Canyon Country Campus Male 17 9 110 60 Blond(e) Yes 27 8 3 Drive alone 12 15 0 0 No Yes 40 No No No No 0 Democratic 7 Snapchat Yes 15 4 No 5 60 6

pre-stat Canyon Country Campus Female 18 1 110 63 Brown Yes 24 6 0 Drive alone 30 19 3.6 30 Yes Yes 90 Yes No No 0 No 0 Other 8 Twitter No 10 5 No 3 90 3

pre-stat Canyon Country Campus Male 18 9 145 70 Black No 0 7 6 Drive alone 60 13 0 0 No Yes 100 No No No 0 No 0 Democratic 5 Twitter Yes 5 2 Yes 1 30 7

pre-stat Canyon Country Campus Female 20 5 135 66 Brown Yes 25 7 6 Drive alone 10 14 2.97 53 Yes Yes 134.47 No Yes No No 0 Republican 7 Snapchat No 10 6 No 8 90 3

pre-stat Canyon Country Campus Male 17 9 155 69 Black No 1 5 5 Dropped off by someone 25 12 0 No Yes 0 No No No No 0 Democratic 7 Facebook Yes 20 2 No 2 210 4

pre-stat Canyon Country Campus Male 23 6 160 71 Black No 0 8 20 Bicycle 30 15 3.25 30 No No 10 No No No No 2 Other 4 Other Yes 10 3 No 0 0 4

pre-stat Canyon Country Campus Female 23 2 124 71 Brown No 25 8 0 Drive alone 50 16 3 55 No No 35 No No No No 3 Independent 8 Facebook Yes 4 5 No 30 45 2

pre-stat Canyon Country Campus Male 21 4 130 63 Brown No 50 7 3 Drive alone 17 18 3 40 Yes Yes 0 No Yes No 0 No 0 Republican 7 Facebook No 10 1 No 9 60 4

pre-stat Canyon Country Campus Female 18 6 130 67 Brown Yes 18 8 10 Dropped off by someone 25 16 2.5 0 No Yes 40 No No No 0 No 0 Democratic 6 Instagram No 15 1 No 3 35 5

pre-stat Canyon Country Campus Male 18 1 140 71 Brown No 0 8 20 Dropped off by someone 10 15 3 0 Yes Yes 0 No No Yes 2 Yes 7 Independent 4 Snapchat Yes 7 2 No 0 190 4

pre-stat Canyon Country Campus Female 23 12 128 64 Brown No 30 6 0 Drive alone 10 15 2.86 57 No No 98 Yes Yes No No 5 Other 6 Instagram No 20 0 Yes 3 700 2

pre-stat Valencia Campus Male 17 1 160 73 Brown No 14 7 4 Dropped off by someone 12 10 3 0 Yes Yes 35 No No No 0 No 0.00E+00 Democratic 7 Facebook Yes 10 1 No 1 90 5

pre-stat Valencia Campus Female 26 11 158 68 Blond(e) No 40 5 7 Drive alone 35 11 2.8 28 No No 130 No No No 0 No 1 Other 9 Instagram Yes 10 2 Yes 5 30 7

pre-stat Valencia Campus Female 20 1 120 64 Black No 29 7 7 Drive alone 20 17 0 0 No Yes 55 No No No 0 No 0 Independent 5 Twitter Yes 8 1 Yes 0 20 5

pre-stat Valencia Campus Male 19 8 180 71 Black Yes 0 6 10 Drive alone 30 18 3.5 30 No Yes 60 Yes No No No 0 Democratic 5 Snapchat No 10 3 No 3 120 5

pre-stat Valencia Campus Male 19 10 177 75 Blond(e) Yes 4 7 15 Drive alone 10 15 3 28 Yes Yes 50 No Yes No Yes 3 Democratic 2 Twitter Yes 8 1 Yes 6 120 4

pre-stat Valencia Campus Female 18 12 224 64 Brown Yes 0 8 6 Drive alone 15 11 3 11 Yes Yes 45 No No No 0 No 0 Independent 8 Snapchat Yes 10 0 No 1 120 2

pre-stat Valencia Campus Male 24 12 140 68 Black No 35 6 4 Drive alone 20 15 2 60 Yes Yes 260 No No No 0 No 3 Other 5 Instagram No 10 4 No 3 120 4

pre-stat Valencia Campus Female 18 4 135 68 Brown Yes 5 8 10 Carpool 20 12 0 0 No Yes 50 No No No No 0 Democratic 6 Snapchat Yes 25 2 No 5 70 5

pre-stat Valencia Campus 19 10 160 64 Black No 0 7 1 Drive alone 30 11 3.2 160 Yes Yes 0 No No No 0 No 0 Other 9 Other Yes 12 1 No 12 240 3

pre-stat Valencia Campus Male 18 11 260 74 Black Yes 0 8 5 Drive alone 12 15 0 0 Yes Yes 30 No No No No 0 Republican 7 Other Yes 7 5 No 7 45 4

pre-stat Valencia Campus Male 18 1 250 76 Brown No 10 5 6 Public transportation 45 15 2.6 9 Yes Yes 0 No No No No 0 Republican 2 Facebook No 20 1 No 10 4 5

pre-stat Valencia Campus Female 20 5 128 66 Brown Yes 20 7 6 Drive alone 15 15 2.8 27 Yes Yes 150 No No No No 0 Democratic 5 Twitter No 7 1 No 0 60 5

pre-stat Valencia Campus Male 17 9 153 72 Black No 0 7 4.5 Drive alone 26 9 0 0 No Yes 0 No No No No 0 Democratic 7 Other Yes 30 2 No 1 12 5

pre-stat Valencia Campus Male 18 2 140 73 Black Yes 25 7 30 Drive alone 25 4 0 0 No Yes 35 No No No No 3 Other 4 Snapchat No 15 2 No 30 120 4

pre-stat Valencia Campus Male 18 2 175 72 Black No 0 10 40 Drive alone 30 12 0 0 No Yes 0 Yes No No 0 Yes 0 Republican 1 Snapchat No 10 7 No 20 10 4

pre-stat Valencia Campus Female 18 3 120 67 Blond(e) Yes 0 17 0 Dropped off by someone 25 10 4 0 No Yes 0 No No No 0 No 0 Democratic 10 Instagram No 20 4 No 4 300 4

pre-stat Valencia Campus Male 17 11 110 63 Black Yes 0 6 0 Carpool 30 14 0 0 No Yes 0 No No No 0 No 0 Democratic 10 Facebook No 10 1 No 3 20 5

pre-stat Valencia Campus Female 18 12 133 68 Brown No 8 8 14 Drive alone 3 12 0 0 No No 0 No No No 0 Republican 3 Twitter No 10 3 No 2 60 5

pre-stat Valencia Campus Male 17 9 136 70 Blond(e) Yes 5 11 1 Drive alone 25 11 4 0 No Yes 0 No No No 0 No 0 Other 10 Other No 20 3 No 9 0 4

pre-stat Valencia Campus Female 18 7 116 67 Brown No 18 6 5 Drive alone 20 14 3.5 14 Yes Yes 0 No No No 0 No 0 Democratic 5 Snapchat No 20 3 No 3 120 5

pre-stat Valencia Campus Male 19 6 175 68 Black No 22 6 7 Drive alone 55 13 2.1 30 No Yes 55 No No No No 0 Democratic 4 Twitter Yes 15 2 No 1 2 4

pre-stat Valencia Campus Female 18 1 165 63 Brown Yes 0 6 30 Drive alone 35 12 0 12 No No 50 No No No 0 No 0 Democratic 1 Snapchat Yes 10.95 3 No 0 420 4

pre-stat Valencia Campus Female 18 12 180 64 Brown Yes 0 7.5 2 Public transportation 50 12 2.3 0 Yes Yes 0 No No No 0 No 0 Other 6 Other Yes 5 1 No 2 120 3

pre-stat Valencia Campus Male 19 3 185 74 Brown Yes 60 8 3 Drive alone 20 13.5 2.5 30 Yes Yes 200 No No No 0 No 0 Republican 7 Instagram No 10 3 No 5 90 4

pre-stat Valencia Campus Male 20 8 125 72 Brown No 0 6 28 Public transportation 3 14 3.1 0 No Yes 50 No No No 0 No 0 Democratic 6 Facebook Yes 100 5 No 1 3 4

pre-stat Valencia Campus Male 18 1 155 64 Brown No 12 8 5 Drive alone 11 12 0 0 Yes Yes 98 Yes No No Yes 0 Other 10 Snapchat Yes 15 6 No 14 3 4

pre-stat Canyon Country Campus Female 18 3 105 61.5 Brown Yes 15 8 14 Drive alone 20 13 0 Yes Yes 0 No No No 1 Republican 5 Twitter No 15 7 Yes 20 240 3

pre-stat Canyon Country Campus Female 21 6 100 62 Brown Yes 25 6 15 Drive alone 30 12 3 18 No Yes 86 Yes Yes No No 0 Democratic 7 Other No 15 4 Yes 1 0 3

pre-stat Canyon Country Campus Female 17 11 130 65 Brown No 0 8 0 Dropped off by someone 15 15 0 Yes Yes 0 No No No No 0 Democratic 5 Twitter No 5 1 No 1 60 4

pre-stat Canyon Country Campus Male 19 9 175 65 Brown No 40 7 20 Drive alone 15 15 2.8 50 Yes Yes 60 No No No Yes 0 Other 6 Instagram Yes 9 2 No 3 60 4

pre-stat Canyon Country Campus Female 29 5 180 66 Blond(e) No 24 6 10 Drive alone 7 12 3.6 36 No No 105 Yes Yes No No 3 Other 5 Instagram Yes 20 14 Yes 5 120 2

pre-stat Canyon Country Campus Male 19 3 155 68 Black No 10 8 4 Drive alone 30 18 0 0 No Yes 0 No No No No 7 Independent 6 Instagram Yes 50 4 No 15 270 4

pre-stat Canyon Country Campus Female 36 12 130 62 Brown Yes 0 5 0 Drive alone 35 9 3.2 95 No No 40 Yes No No No 0 Democratic 8 Facebook No 5 1 Yes 2 120 5

pre-stat Canyon Country Campus Male 19 11 187 65 Black No 20 6 14 Drive alone 10 16 0 0 Yes Yes 187 No No No No 0 Democratic 5 Instagram No 10 0 No 1 30 5

pre-stat Canyon Country Campus Male 23 4 200 73 Brown No 0 6 3 Dropped off by someone 20 15 3 0 No Yes 135 No No No No 0 Democratic 6 Facebook Yes 15 4 Yes 4 300 6

pre-stat Canyon Country Campus Female 20 5 161 67 Brown Yes 0 6 15 Drive alone 20 16 3.4 84 Yes Yes 0 Yes No No 0 No 2 Republican 1 Facebook Yes 15 5 Yes 10 65 5

pre-stat Canyon Country Campus Female 18 11 105 62 Brown Yes 20 6 5 Drive alone 20 15 3 0 Yes Yes 50 No No No No 0 Democratic 9 Twitter No 10 4 No 3 5 4

pre-stat Canyon Country Campus Male 31 7 155 71 Brown No 30 8 3 Drive alone 45 12 3.5 96 No No 65 Yes No No No 3 Independent 4 Facebook Yes 6 3 No 8 100 2

pre-stat Canyon Country Campus Female 25 7 350 70 Brown No 0 6 1 Drive alone 30 13 3 6 No Yes 100 Yes Yes No No 0 Democratic 7 Instagram Yes 9 4 Yes 4 12 3

pre-stat Canyon Country Campus Male 18 10 150 61 Blond(e) Yes 18 8 10 Drive alone 2 19 3.5 9 Yes Yes 300 Yes No No 0 Yes 1 Republican 4 Snapchat Yes 6 4 No 6 30 4

pre-stat Canyon Country Campus Female 36 8 180 63 Black Yes 20 8 0 Drive alone 45 11 3.3 300 No No 30 No No No 0 No 0 Democratic 10 Facebook Yes 15 5 Yes 5 30 2

pre-stat Canyon Country Campus Female 18 5 125 66 Brown No 0 7 2 Drive alone 20 15 4 0 No No 0 No No No 0 No 0 Republican 8 Snapchat No 8 3 Yes 5 6 3

pre-stat Canyon Country Campus Male 19 4 155 73 Black No 25 6 7 Carpool 18 12 2.7 45 No Yes 0 Yes Yes No 0 No 2 Independent 8 Snapchat Yes 30 5 No 4 120 4

pre-stat Valencia Campus Male 19 5 158 72 Brown No 0 6 5 Carpool 17 18 3.5 45 Yes Yes 0 Yes Yes No 0 No 5 Republican 8 Snapchat No 10 3 No 7 120 4

pre-stat Valencia Campus Male 27 1 175 64 Brown Yes 0 3 4 Dropped off by someone 7 8 3.83 57 Yes No 0 No No No No 1 Republican 6 Other No 10 7 Yes 8 0 4

pre-stat Valencia Campus Male 23 11 205 74 Brown Yes 0 8 2 Drive alone 12 8 3.625 30 Yes Yes 0 Yes Yes Yes 80 No 2 Other 8 Facebook Yes 8 3 No 40 180 3

pre-stat Valencia Campus Male 22 5 150 70 Blond(e) No 60 8 10 Drive alone 10 15 3.7 50 Yes No 100 Yes No No No 0 Republican 10 Other Yes 30 6 No 10 0 1

pre-stat Valencia Campus Female 20 12 110 60 Brown Yes 36 8 10 Drive alone 15 14 2 37 No No 0 No No No No 1 Democratic 5 Snapchat No 10 1 Yes 7 60 3

pre-stat Valencia Campus Female 18 8 130 67 Brown Yes 0 7 3 Dropped off by someone 10 15 4 5 Yes Yes 0 No No No 0 No 0 Democratic 7 Twitter Yes 10 2 No 4 1 4

pre-stat Valencia Campus Female 21 5 102 61 Brown No 10 6.5 0 Drive alone 15 11 2.4 62 Yes Yes 130 Yes No No 0 No 0 Independent 4 Instagram Yes 6 2 Yes 2 90 8

pre-stat Valencia Campus Female 25 10 145 67 Brown No 0 8 5 Drive alone 50 14 2.5 42 No Yes 0 Yes No No No 1 Independent 4 Facebook No 10 5 Yes 10 120 6

pre-stat Valencia Campus Male 22 5 117 64 Blond(e) Yes 40 9 1 Drive alone 20 10 2.6 30 No No 80 Yes Yes No No 5 Republican 10 Instagram No 25 5 No 15 15 4

pre-stat Valencia Campus Female 20 12 140 67 Blond(e) No 30 6 12 Drive alone 15 15 3 36 Yes Yes 33 Yes No No No 1 Independent 5 Twitter No 20 2 Yes 40 180 4

pre-stat Valencia Campus Female 26 12 125 64 Black Yes 40 6 0 Drive alone 30 10 2.75 100 No No 120 Yes No No No 2 Democratic 7 Instagram No 15 5 Yes 7 3 3

pre-stat Valencia Campus Female 18 10 135 64 Blond(e) Yes 26 5 20 Drive alone 8 21 3.57 42 Yes Yes 0 Yes No No No 6 Other 10 Other Yes 7.5 3 No 9 30 5

pre-stat Valencia Campus Female 20 8 135 60 Brown No 52 6 7 Drive alone 15 8 2.5 20 Yes Yes 50 No No No No 1 Republican 7 Facebook Yes 10 2 No 1 25 6

pre-stat Valencia Campus Female 23 7 147 62 Brown Yes 30 6 5 Public transportation 90 18 3 30 Yes Yes 300 No No No No 2 Republican 5 Snapchat Yes 10 5 No 20 60 5

pre-stat Valencia Campus Female 18 6 130 62 Brown Yes 15 7 4 Public transportation 30 13 4 37 Yes Yes 50 No No No 0 No 0 Independent 8 Twitter Yes 20 2 No 9 120 3

pre-stat Valencia Campus Male 18 9 140 62 Brown No 0 6 2 Drive alone 35 15 0 0 No Yes 60 No Yes No No 0 Other 3 Snapchat Yes 12 0 No 2 60 5

pre-stat Valencia Campus Male 25 3 158 65 Brown No 35 5 8 Drive alone 10 5 2 64 Yes Yes 70 Yes No No Yes 5 Democratic 10 Instagram Yes 10 2 No 2 60 3

pre-stat Valencia Campus Male 20 3 125 70 Brown No 70 7 1 Carpool 20 22 3.32 48 Yes Yes 40 No No No No 0 Other 8 Facebook Yes 10 2 No 4 2 5

pre-stat Valencia Campus Female 18 9 188 66 Black Yes 0 9 9 Public transportation 30 12 0 0 No Yes 35 No No No No 0 Democratic 7 Twitter No 15 3 No 0 120 4

pre-stat Valencia Campus Male 19 9 125 67 Black No 20 7 5 Drive alone 10 14 2.8 34 Yes Yes 100 No No No No 0 Independent 8 Twitter No 7 4 No 3 60 6

pre-stat Valencia Campus Male 21 6 207 66 Black Yes 38 6 2 Drive alone 50 14 2.8 49 No No 85.65 Yes No No No 0 Democratic 7 Facebook Yes 15 3 Yes 8 80 5

pre-stat Valencia Campus Female 24 9 127 67 Brown Yes 32.5 8 4 Drive alone 20 14 2.9 24 No No 70 Yes No No No 0 Democratic 10 Facebook Yes 6 2 No 0 60 5

pre-stat Valencia Campus Female 19 6 140 65 Brown No 0 7 3 Drive alone 30 16 3 6 No Yes 30 No No No 0 No 0 Democratic 9 Instagram Yes 10 3 No 1 180 5

pre-stat Valencia Campus Male 17 6 145 71 Brown No 0 8 5 Drive alone 15 12 2.5 62 Yes Yes 0 Yes No No 0 No 0 Republican 7 Instagram Yes 15 2 No 4 0 4

pre-stat Valencia Campus Male 19 1 180 74 Black No 0 6 5 Drive alone 15 19 0 0 Yes Yes 0 Yes No No 0 No 0 Independent 6 Twitter No 7 3 No 5 180 4

pre-stat Valencia Campus Female 53 9 125 67 Brown Yes 35 6 8 Drive alone 30 8 3.79 50 No No 300 No No No No 4 Republican 10 Facebook Yes 25 2 No 20 20 2

pre-stat Valencia Campus Female 18 12 150 66 Blond(e) No 40 8 4 Drive alone 15 14 0 0 Yes Yes 45 No Yes No 0 No 0 Independent 9 Twitter Yes 8 5 No 8 120 4

pre-stat Valencia Campus Female 21 12 90 44 Brown Yes 38 7 0 Drive alone 30 12 2.9 36 No Yes 100 No Yes No 0 No 2 Democratic 6 Instagram Yes 10 3 Yes 3 60 4

pre-stat Valencia Campus Female 18 7 98 62 Brown No 15 7 10 Carpool 15 14 0 0 Yes Yes 0 No No No No 0 Other 8 Twitter Yes 10 1 No 4 60 4

pre-stat Valencia Campus Female 18 8 122 61 Brown Yes 0 6 7 Dropped off by someone 90 15 0 0 No Yes 0 No No No 0 No 0 Other 10 Instagram No 10 1 No 2 60 4

pre-stat Valencia Campus Female 25 4 160 64 Brown Yes 45 6 4 Drive alone 25 8 2.5 30 Yes Yes 65 Yes No No No 0 Republican 6 Facebook No 10 20 Yes 9 120 2

pre-stat Valencia Campus Female 46 9 210 65 Red Yes 40 6 7 Drive alone 15 5 3.8 60 No No 130 No No No No 2 Other 10 Instagram Yes 8 3 No 2 15 4

pre-stat Valencia Campus Female 18 2 115 6.6 Blond(e) Yes 19 9 11 Drive alone 10 14 0 0 Yes Yes 90 No Yes No 0 No 0 Democratic 5 Instagram Yes 10 3 No 6 30 5

pre-stat Valencia Campus Female 45 4 140 61 Blond(e) Yes 28 16 0 Drive alone 7 5 3.27 180 No No 50 No No Yes 40 No 0 Other 2 Facebook No 20 0 No 40 60 3

pre-stat Valencia Campus Female 26 9 169 68 Black No 15 7 49 Drive alone 30 16 3.76 29 No No 74 No No No No 0 Facebook Yes 10 1 No 2 20 4

pre-stat Valencia Campus Male 25 5 150 67 Black Yes 40 6 0 Drive alone 15 11 3 40 No No 90 Yes No Yes 70 No 2 Democratic 8 Instagram No 10 2 Yes 5 60 4

pre-stat Valencia Campus Female 18 5 132 64.5 Blond(e) Yes 20 6 8 Drive alone 10 13 3.5 4 Yes Yes 0 No Yes No 0 Yes 0 Republican 5 Instagram Yes 8 5 Yes 15 2 4

pre-stat Valencia Campus Female 45 5 150 67 Blond(e) Yes 40 6 7 Drive alone 15 8 3.25 75 Yes No 275 No No No No 2 Independent 10 Facebook No 5 1 No 8 60 4

pre-stat Valencia Campus Female 22 3 134 63 Brown Yes 42 7 12 Drive alone 15 17 3.2 35 Yes Yes 0 Yes Yes No 0 No 5 Democratic 8 Instagram Yes 12 3 Yes 12 35 2

pre-stat Valencia Campus Female 43 7 120 67 Red Yes 40 7 1 Drive alone 60 8 2.5 50 No No 163 No No No No 1 Republican 10 Facebook Yes 10 3 No 5 60 4

pre-stat Valencia Campus Female 47 9 190 67 Brown Yes 40 6 1 Drive alone 20 12 3.6 67 No No 272 No No No No 0 Democratic 3 Facebook Yes 15 3 No 10 60 3

pre-stat Valencia Campus Male 21 8 155 66 Black No 40 6 6 Drive alone 15 12 2.5 40 No Yes 240 Yes Yes No No 8 Democratic 1 Snapchat No 20 3 No 1 30 4

pre-stat Valencia Campus Male 14 10 154 74 Black Yes 0 10 2 Dropped off by someone 30 12 0 0 No Yes 50 No No No 0 No 0 Other 4 Other Yes 8 2 No 4 0 4

pre-stat Valencia Campus Male 18 11 158 66 Black No 25 6 2 Drive alone 5 12 3 27 Yes Yes 0 Yes No No 0 Yes 8 Other 5 Twitter No 15 1 No 2 120 4

pre-stat Valencia Campus Female 18 5 130 67 Brown No 15 6 6 Drive alone 50 11 0 0 No Yes 0 No No No 0 No 0 Democratic 1 Snapchat No 10 2 No 10 180 4

pre-stat Valencia Campus Female 25 10 137 69 Brown No 45 6 1 Drive alone 15 12 3 24 No Yes 96 Yes No No No 4 Democratic 10 Instagram No 15 5 No 4 60 4

pre-stat Valencia Campus Female 33 3 220 62 Brown Yes 45 7 6 Drive alone 10 5 2.5 70 No No 100 Yes No No 0 No 0 Democratic 2 Snapchat Yes 10 1 Yes 3 30 5

pre-stat Valencia Campus Male 25 2 220 72 Black No 40 5 1 Drive alone 20 9 2.8 60 No No 102 Yes No No No 0 Democratic 10 Twitter Yes 0 2 No 4 30 2

pre-stat Valencia Campus Male 25 12 190 71 Brown Yes 18 5 5 Drive alone 50 14 2.3 50 No Yes 35 No No No No 3 Democratic 9 Facebook No 15 2 No 4 10 3

pre-stat Valencia Campus Female 18 6 125 67 Brown No 37 7 5 Drive alone 15 18 0 0 Yes Yes 0 No No No 0 No 0 Democratic 5 Snapchat No 8 4 No 0 150 4

pre-stat Valencia Campus Male 19 8 196 70 Black Yes 27.5 6 7 Drive alone 15 11 2.71 28 No No 0 No No No No 0 Democratic 8 Snapchat No 15 1 No 3 120 7

pre-stat Valencia Campus Female 26 9 169 68 Black No 15 7 49 Drive alone 30 16 3.76 29 No No 75 No No No No 0 Democratic 8 Facebook Yes 10 1 No 2 20 4

pre-stat Valencia Campus Male 32 3 153 86 Brown No 40 6 6 Drive alone 30 5 3.5 80 Yes No 62 Yes Yes No No 4 Independent 10 Instagram Yes 10 3 No 7 20 1

pre-stat Valencia Campus Female 29 9 115 62 Black Yes 40 6 2 Drive alone 40 3 1.4 30 No No 50 No Yes No Yes 5 Democratic 3 Facebook Yes 10 2 Yes 6 200 4

pre-stat Valencia Campus Female 43 5 135 64 Blond(e) No 40 7 2 Drive alone 15 8 3.5 49 No No 45 Yes Yes No No 1 Democratic 3 Facebook Yes 15 3 No 18 120 4

pre-stat Valencia Campus Male 41 11 200 72 Brown No 40 8 3 Drive alone 40 8 3.91 70 Yes No 90 No No No 0 No 2 Independent 5 Facebook No 10 1 Yes 17 10 4

pre-stat Valencia Campus Male 24 9 155 69 Black No 40 6 4 Drive alone 25 5 2.8 8 No Yes 60 No Yes Yes 2 Yes 4 Democratic 8 Instagram Yes 10 3 Yes 5 3 5

pre-stat Valencia Campus Male 20 10 210 71 Black No 60 7 7 Drive alone 10 11 2 15 Yes No 100 No Yes No No 0 Democratic 6 Instagram No 30 1 No 0 60 2

pre-stat Valencia Campus Female 50 7 127 82 Brown Yes 30 6 4 Drive alone 25 9 3.46 60 No No 90 No No No No 1 Republican 10 Facebook Yes 12 3 No 4 45 1

pre-stat Valencia Campus Male 26 12 206 70 Black No 45 6 6.5 Drive alone 15 6 0 0 No Yes 100 Yes No Yes 5 No 1 Republican 5 Facebook Yes 10 5 No 3 2 4

pre-stat Valencia Campus Female 18 10 144 69 Brown No 30 8 10 Drive alone 32 15 3.37 35 No Yes 0 Yes Yes No No 7 Republican 4 Snapchat Yes 20 2 Yes 38 60 4

pre-stat Valencia Campus Female 18 4 225 65 Brown Yes 0 9 0 Dropped off by someone 15 6 0 0 Yes Yes 0 No No No 0 No 0 Democratic 10 Twitter No 7 1 No 4 2 5

pre-stat Valencia Campus Female 18 3 103 63 Brown Yes 0 6 3 Dropped off by someone 10 32 0 0 Yes Yes 0 No No No No 0 Democratic 5 Snapchat No 13 4 No 3 120 5

pre-stat Valencia Campus Female 19 5 114 65 Black Yes 0 7 1 Drive alone 25 13 3.1 29 Yes Yes 0 No No No 0 No 0 Democratic 5 Instagram Yes 15 1 No 3 240 4

pre-stat Valencia Campus Male 18 4 115 63 Brown Yes 30 9 8 Drive alone 40 15 2.8 0 Yes Yes 0 No No No 0 No 0 Other 7 Other No 20 2 No 5 20 3

pre-stat Valencia Campus Female 18 11 160 62 Brown Yes 20 5 4 Drive alone 20 9 0 Yes Yes 100 No No No 0 No 0 Democratic 7 Twitter No 12 5 No 7 100 5

pre-stat Canyon Country Campus Female 20 12 135 62 Black No 26 5 0 Drive alone 45 11 3.6 30 No Yes 0 No Yes No No 3 Other 4 Twitter No 10 3 No 5 60 4

pre-stat Valencia Campus Female 21 12 150 60 Brown Yes 0 8 2 Drive alone 10 15 2.67 30 Yes Yes 0 No Yes No 0 No 0 Independent 8 Instagram Yes 11 2 No 4 60 5

pre-stat Canyon Country Campus Male 30 7 185 71 Brown Yes 0 7 5 Public transportation 45 11 3 35 No No 150 No No No 0 No 0 Democratic 3 Facebook Yes 15 2 Yes 8 30 3

pre-stat Canyon Country Campus Male 22 6 165 72 Brown No 20 6 8 Drive alone 10 15 0 Yes No 60 No Yes No No 10 Other 3 Snapchat Yes 10 5 No 10 60 3

pre-stat Canyon Country Campus Female 21 6 135 66 Brown Yes 25 6 1 Drive alone 10 15 3 48 Yes Yes 40 No No No No 3 Independent 6 Twitter Yes 10 3 Yes 0 60 4

pre-stat Canyon Country Campus Female 17 11 128 62 Brown No 20 5 6 Drive alone 10 12 3 Yes Yes 0 No No No No 0 Independent 5 Twitter No 10 2 No 3 10 4

pre-stat Canyon Country Campus Female 19 12 140 65 Brown No 9 7 5 Drive alone 13 15 3.5 0 Yes Yes 0 Yes No No No 0 Republican 7 Facebook Yes 10 4 No 5 45 4

pre-stat Canyon Country Campus Female 22 10 120 66 Brown No 35 7 0 Carpool 30 15 2.8 75 No No 40 Yes No No No 2 Democratic 5 Instagram Yes 8 1 No 6 60 4

pre-stat Canyon Country Campus Male 20 5 170 68 Brown No 0 8 2 Dropped off by someone 10 12 2.3 35 Yes Yes 0 No No No 0 No 0 Republican 7 Facebook Yes 10 2 No 14 120 4

pre-stat Canyon Country Campus Male 23 1 150 70 Brown Yes 30 9 3 Drive alone 40 15 2.5 60 No Yes 80 No No No No 0 Independent 5 Instagram Yes 7 2 No 4 40 6

pre-stat Canyon Country Campus Female 36 12 131 72 Brown Yes 0 6 0 Drive alone 40 9 3.2 90 No No 40 Yes No No 0 No 0 Democratic 5 Facebook No 5 1 Yes 2 180 5

pre-stat Canyon Country Campus Male 21 7 190 67 Brown No 25 8 6 Drive alone 5 14 3 60 Yes Yes 0 No No No 0 No 4 Republican 10 Instagram Yes 10 5 Yes 15 60 4

pre-stat Canyon Country Campus Female 27 9 64 64 Black Yes 30 4 0 Drive alone 25 15 2.8 20 No Yes 70 No No Yes 4 No 2 Democratic 10 Instagram No 8 2 No 3 400 2

pre-stat Canyon Country Campus Female 18 10 114 66 Brown Yes 35 8 6 Drive alone 16 18 3.75 36 Yes Yes 160 Yes No No 0 Yes 4 Democratic 4 Other No 10 4 Yes 14 60 5

pre-stat Canyon Country Campus Female 18 9 180 60 Black Yes 0 6 7 Dropped off by someone 45 16 2.8 30 No Yes 0 No No No 0 No 0 Democratic 6 Snapchat No 5 2 No 1 60 6

pre-stat Canyon Country Campus Female 18 10 180 64 Brown No 20 9 63 Drive alone 30 12 4 5 No Yes 30 Yes No No No 0 Republican 1 Twitter Yes 10 1 No 11 240 3

pre-stat Canyon Country Campus Female 19 7 110 60 Brown No 12 7 4 Drive alone 45 16 3.5 30 No Yes 0 Yes Yes No 0 No 1 Independent 4 Snapchat Yes 12 1 Yes 6 90 4

pre-stat Canyon Country Campus Female 22 6 125 60 Black Yes 25 8 0 Drive alone 20 18 2.8 35 No No 85 No No No No 0 Democratic 5 Facebook No 5 1 No 2 2 2

pre-stat Canyon Country Campus Male 25 8 270 69 Black No 40 6 2 Drive alone 6 17 2.89 91 Yes No 220 No Yes No 0 No 2 Democratic 1 Instagram Yes 9 0 No 15 60 7

pre-stat Canyon Country Campus Female 20 8 130 60 Brown No 15 6 4 Drive alone 20 18 3 45 No Yes 280 Yes No No No 1 Independent 5 Snapchat No 10 1 Yes 5 180 6

Sheet2

Sheet3

Student Name

Categorical Data Set

Quantitative Data Set

Abigail Aquino

Which gender do you most identify with? Column C

On average, how much do you spend on a meal when you eat out? Column AE

Daniel Brambila

Which gender do you most identify with? Column C

Approximately how many minutes a day, on average, do you spend on social media? Column AI

Ivan Cabacungan

Which gender do you most identify with? Column C

Age (in years); Column D

Rhensie Joyce Esmas

Which gender do you most identify with? Column C

Weight (in pounds); Column F

Makala Kaleo

Which gender do you most identify with? Column C

Height (in inches); Column G

Hiyam Mohammed

Which gender do you most identify with? Column C

Approximately many hours do you work in a typical week? Column J

Sara Pickard

Campus; Column B

On average, how much do you spend on a meal when you eat out? Column AE

Anthony Raya

Campus; Column B

Approximately how many minutes a day, on average, do you spend on social media? Column AI

Ny’dia Ricks

Campus; Column B

Age (in years); Column D

Hritik Sihra

Campus; Column B

Weight (in pounds); Column F

Tanner Sokanoff

Campus; Column B

Height (in inches); Column G

Jason Moss

Campus; Column B

Approximately how many HOURS per WEEK (on average) do you exercise? Column L

1

Math 140 Course Project
College of the Canyons

Spring 2022

Student Name: Jason Moss

Due Date: June 2, 2022

Part 1: Categorical Data Analysis

2

Part 2: One-Population Proportion Bootstrap Confidence Interval

The lower limit of the confidence interval from the lower box is 0.597, or 59.7%.

The upper limit of the confidence interval from the upper box is 0.663, or 66.3%.

We are 95% confident that the population proportion is between 59.7% and 66.3%.

3

Part 3: Quantitative Data Analysis

4

5

IQR = Q3 – Q1 = 8.000 – 3.000 = 5.000

The shape of the data is skewed right.

The more accurate average is the median.

The more accurate spread is the IQR.

Here are the outliers: 72, 63, 59, 50, 49, 48, 45, 40, 36, 35, 33, 30, 28, 25, 24, 21, 20, 18, 17, 16

Part 4: One-Population Mean or Median Bootstrap Confidence Interval

6

StatKey will not let you check both “first column is identifier” and “data has header row.”

7

StatKey will not let you uncheck both “first column is identifier” and “data has header row.”

8

StatKey will not let you check only “first column is identifier.”

9

You must check “data has header row.”

10

Change in project directions: Use only the mean.

The lower limit of the bootstrap confidence interval is 6.729.

The upper limit of the bootstrap confidence interval is 7.910.

We are 95% confident that the population mean average is between 6.729 and 7.910 hours.

11

Part 5: ANOVA Randomization Hypothesis Test

Assumptions:

-Yes, we have a census which represents the population.

-Yes, we have 811 > 30.

-Maybe. Independence within a group may not hold since they may know one another.

-Yes. Independence between the two classes since a student in Math 075 is not also in Math 140.

-Yes. Standard deviations are not more than twice as large as the standard deviations for any other

group.

-F = 3.046

Note: There are only two populations present. ANOVA usually is for three or more populations.

However, this should not be a problem.

H0: mu1 = mu2 (categorical variable (campus) is not related to the quantitative variable (amount of

hours of exercise in a week))

HA: at least one population mean is not equal. (categorical variable is related to the quantitative

variable) (CLAIM)

12

-F-test statistic = 3.046 < 3.870. The test statistic does not fall in the tail. -The sample data does not significantly disagree with the null hypothesis. 13 -The P-value is 8.5% (or 0.085). -The P-value is higher than the 5% significance level. -If the null hypothesis is true, and the P-value is high, then the sample data could have occurred because of sampling variability. -Since the P-value is larger than the significance level, we should fail to reject the null hypothesis. -Conclusion: There is not significant evidence to support the claim that the campus is related to the amount of hours per week that a student exercises.