CUED 7540: Learning Analytics II
By the end of this lesson, you will be able to:
- Perform basic analytics techniques.
- Create datasets manually and save them.
- Conduct descriptive and predictive analytics.
- Interpret and visualize your data.
Instead of loading an existing dataset, we’ll manually create our own dataset and save it as a file. This hands-on practice will help you understand the structure of data in R and the importance of data management.
Setup
Let’s start by loading the necessary libraries. If you encounter any errors, revisit our first module for guidance.
# Load necessary libraries
# If you get error messages here, check our first module.
library(dplyr)
Attaching package: 'dplyr'The following objects are masked from 'package:stats':
filter, lagThe following objects are masked from 'package:base':
intersect, setdiff, setequal, unionlibrary(ggplot2)
library(tidyr)
library(readr)Task 1: Simulate data for 40 students’ time spent on a learning management system (LMS) over 16 weeks. The data will represent the number of hours each student spends on the LMS each week. Currently, we have 15 weeks of data. Your task is to generate data for the final week, Week 16. Then we will save the dataset as a CSV file.
# Creating a dataset called `data2` with simulated data for 40 students for our exercise this week.
# The first column, 'Student_ID', generates a unique ID for each student by
# combining the word "Student" with numbers 1 through 40.
#
# The subsequent columns, 'Week_1' through 'Week_16', represent data for 16 weeks.
#
# Each week’s column contains 40 random values, sampled from the range 6 to 20,
# representing hypothetical time spent (in hours) on the learning management system by each student during that week.
set.seed(42) # Setting seed for reproducibility
data2 <- data.frame (
Student_ID = paste("Student", 1:40, sep = "_"),
Week_1 = sample(6:20, 40, replace = TRUE),
Week_2 = sample(6:20, 40, replace = TRUE),
Week_3 = sample(6:20, 40, replace = TRUE),
Week_4 = sample(6:20, 40, replace = TRUE),
Week_5 = sample(6:20, 40, replace = TRUE),
Week_6 = sample(6:20, 40, replace = TRUE),
Week_7 = sample(6:20, 40, replace = TRUE),
Week_8 = sample(6:20, 40, replace = TRUE),
Week_9 = sample(6:20, 40, replace = TRUE),
Week_10 = sample(6:20, 40, replace = TRUE),
Week_11 = sample(6:20, 40, replace = TRUE),
Week_12 = sample(6:20, 40, replace = TRUE),
Week_13 = sample(6:20, 40, replace = TRUE),
Week_14 = sample(6:20, 40, replace = TRUE),
Week_15 = sample(6:20, 40, replace = TRUE),
Week_16 = sample(6:20, 40, replace = TRUE)# TYPE YOUR CODE TO COMPLETE
)
# Saving the dataset as a CSV file.
# I named the file '40_students_LMS_time_spent.csv'. You can name the file differently if you'd like.
write.csv(data2, "40_students_LMS_time_spent.csv", row.names = FALSE)
# Inspect the first few rows of the dataset
# TYPE YOUR CODE "40_students_LMS_time_spent.csb"
head(data2) Student_ID Week_1 Week_2 Week_3 Week_4 Week_5 Week_6 Week_7 Week_8 Week_9
1 Student_1 6 20 18 17 16 20 20 17 9
2 Student_2 10 11 15 18 19 16 19 20 9
3 Student_3 6 15 14 6 10 15 17 18 20
4 Student_4 14 13 18 17 6 14 20 14 18
5 Student_5 15 9 17 14 11 17 6 9 12
6 Student_6 9 9 9 14 6 11 18 14 6
Week_10 Week_11 Week_12 Week_13 Week_14 Week_15 Week_16
1 11 18 18 7 19 15 15
2 20 11 9 11 8 18 12
3 14 11 15 14 20 19 19
4 15 17 7 13 20 11 13
5 13 18 12 16 7 6 18
6 7 12 6 11 15 16 13# Creating a dataset called `data2` with simulated data for 40 students for our exercise this week.
# The first column, 'Student_ID', generates a unique ID for each student by
# combining the word "Student" with numbers 1 through 40.
#
# The subsequent columns, 'Week_1' through 'Week_16', represent data for 16 weeks.
#
# Each week’s column contains 40 random values, sampled from the range 6 to 20,
# representing hypothetical time spent (in hours) on the learning management system by each student during that week.
set.seed(42) # Setting seed for reproducibility
data2 <- data.frame (
Student_ID = paste("Student", 1:40, sep = "_"),
Week_1 = sample(6:20, 40, replace = TRUE),
Week_2 = sample(6:20, 40, replace = TRUE),
Week_3 = sample(6:20, 40, replace = TRUE),
Week_4 = sample(6:20, 40, replace = TRUE),
Week_5 = sample(6:20, 40, replace = TRUE),
Week_6 = sample(6:20, 40, replace = TRUE),
Week_7 = sample(6:20, 40, replace = TRUE),
Week_8 = sample(6:20, 40, replace = TRUE),
Week_9 = sample(6:20, 40, replace = TRUE),
Week_10 = sample(6:20, 40, replace = TRUE),
Week_11 = sample(6:20, 40, replace = TRUE),
Week_12 = sample(6:20, 40, replace = TRUE),
Week_13 = sample(6:20, 40, replace = TRUE),
Week_14 = sample(6:20, 40, replace = TRUE),
Week_15 = sample(6:20, 40, replace = TRUE),
Week_16 = sample(6:20, 40, replace = TRUE)# TYPE YOUR CODE TO COMPLETE
)
# Saving the dataset as a CSV file.
# I named the file '40_students_LMS_time_spent.csv'. You can name the file differently if you'd like.
write.csv(data2, "40_students_LMS_time_spent.csv", row.names = FALSE)
# Inspect the first few rows of the dataset
# TYPE YOUR CODE "40_students_LMS_time_spent.csb"
head(data2) Student_ID Week_1 Week_2 Week_3 Week_4 Week_5 Week_6 Week_7 Week_8 Week_9
1 Student_1 6 20 18 17 16 20 20 17 9
2 Student_2 10 11 15 18 19 16 19 20 9
3 Student_3 6 15 14 6 10 15 17 18 20
4 Student_4 14 13 18 17 6 14 20 14 18
5 Student_5 15 9 17 14 11 17 6 9 12
6 Student_6 9 9 9 14 6 11 18 14 6
Week_10 Week_11 Week_12 Week_13 Week_14 Week_15 Week_16
1 11 18 18 7 19 15 15
2 20 11 9 11 8 18 12
3 14 11 15 14 20 19 19
4 15 17 7 13 20 11 13
5 13 18 12 16 7 6 18
6 7 12 6 11 15 16 13Once your data is created and saved as a CSV file, you should see the new file in your Files Pane.
Reflect & Respond
Question: Why do you think it’s important to be able to manually create and save datasets?
Now that we have our dataset, let’s conduct some basic analytics to better understand our data.
Task 2: Calculate summary statistics for each week and store them in a new object. Use the summary() function followed by (data2[, -1]) to analyze your dataset.
# Summary statistics for each week
summary_stats <- summary.default(data2[, -1])
# summary() function calculates summary statistics (such as minimum, maximum, median, mean, etc.)
# data2[, -1]: excluding the first column (-1), which is typically the Student_ID column. summary_stats
summary_stats Length Class Mode
Week_1 40 -none- numeric
Week_2 40 -none- numeric
Week_3 40 -none- numeric
Week_4 40 -none- numeric
Week_5 40 -none- numeric
Week_6 40 -none- numeric
Week_7 40 -none- numeric
Week_8 40 -none- numeric
Week_9 40 -none- numeric
Week_10 40 -none- numeric
Week_11 40 -none- numeric
Week_12 40 -none- numeric
Week_13 40 -none- numeric
Week_14 40 -none- numeric
Week_15 40 -none- numeric
Week_16 40 -none- numericQuestion: What insights do you gain from the summary results?
Task 3: Calculate the all students’ average time spent per week. Use colMeans() function.
# Calculate the average time spent per week
average_time <- colMeans(data2[, -1])
# The colMeans() function computes the mean for each column in the data2 dataframe, excluding the first column (-1), which is typically the Student_ID column.
average_time Week_1 Week_2 Week_3 Week_4 Week_5 Week_6 Week_7 Week_8 Week_9 Week_10
12.325 10.750 12.525 14.275 13.175 13.225 13.600 13.050 13.050 12.750
Week_11 Week_12 Week_13 Week_14 Week_15 Week_16
13.475 12.125 12.900 13.700 13.750 13.650 colMeans(data2[, -1]) Week_1 Week_2 Week_3 Week_4 Week_5 Week_6 Week_7 Week_8 Week_9 Week_10
12.325 10.750 12.525 14.275 13.175 13.225 13.600 13.050 13.050 12.750
Week_11 Week_12 Week_13 Week_14 Week_15 Week_16
13.475 12.125 12.900 13.700 13.750 13.650 Question: How would you interpret these results?
Question: If some weeks show significantly higher or lower time spent, what actions would you take as an instructor or course designer?
Task 4: Calculate each individual’s average time spent across 16 weeks. Use rowMeans() function and add it to data2.
# Calculate the mean time spent for each student across all 16 weeks
# The rowMeans() function calculates the mean for each row (i.e., each student)
data2$Semester_Average <- rowMeans(data2[, 2:17])
# rowMeans(data2[, 2:17]): This function calculates the mean of each row across columns 2 to 17, which correspond to the weekly time spent values for each student. The result is stored in the 'Mean_TimeSpent' column.
# Inspect the first few rows to see the new column with mean time spent
head(data2) Student_ID Week_1 Week_2 Week_3 Week_4 Week_5 Week_6 Week_7 Week_8 Week_9
1 Student_1 6 20 18 17 16 20 20 17 9
2 Student_2 10 11 15 18 19 16 19 20 9
3 Student_3 6 15 14 6 10 15 17 18 20
4 Student_4 14 13 18 17 6 14 20 14 18
5 Student_5 15 9 17 14 11 17 6 9 12
6 Student_6 9 9 9 14 6 11 18 14 6
Week_10 Week_11 Week_12 Week_13 Week_14 Week_15 Week_16 Semester_Average
1 11 18 18 7 19 15 15 15.3750
2 20 11 9 11 8 18 12 14.1250
3 14 11 15 14 20 19 19 14.5625
4 15 17 7 13 20 11 13 14.3750
5 13 18 12 16 7 6 18 12.5000
6 7 12 6 11 15 16 13 11.0000data2 Student_ID Week_1 Week_2 Week_3 Week_4 Week_5 Week_6 Week_7 Week_8 Week_9
1 Student_1 6 20 18 17 16 20 20 17 9
2 Student_2 10 11 15 18 19 16 19 20 9
3 Student_3 6 15 14 6 10 15 17 18 20
4 Student_4 14 13 18 17 6 14 20 14 18
5 Student_5 15 9 17 14 11 17 6 9 12
6 Student_6 9 9 9 14 6 11 18 14 6
7 Student_7 7 11 14 10 7 10 9 11 16
8 Student_8 15 7 16 19 20 15 6 13 19
9 Student_9 6 18 8 16 7 6 6 6 10
10 Student_10 20 17 18 14 19 6 6 18 11
11 Student_11 13 10 10 15 11 10 17 11 9
12 Student_12 12 9 17 13 11 8 7 16 7
13 Student_13 9 7 13 18 11 19 20 14 15
14 Student_14 14 13 19 12 20 19 13 11 14
15 Student_15 10 7 10 11 11 17 20 15 16
16 Student_16 19 8 17 6 9 15 8 11 17
17 Student_17 9 13 11 18 17 6 10 11 11
18 Student_18 15 12 7 19 20 10 18 9 15
19 Student_19 7 6 7 10 7 8 17 12 14
20 Student_20 20 10 13 14 15 11 6 11 20
21 Student_21 8 15 6 12 12 15 19 20 12
22 Student_22 14 7 7 15 17 20 8 15 15
23 Student_23 14 11 10 16 19 20 17 18 8
24 Student_24 16 11 19 15 17 18 20 10 14
25 Student_25 9 7 13 15 15 16 10 16 16
26 Student_26 10 9 12 13 14 9 20 20 8
27 Student_27 20 8 13 6 6 15 13 10 17
28 Student_28 18 11 10 16 7 6 11 7 10
29 Student_29 10 10 9 14 13 16 12 14 9
30 Student_30 9 7 14 18 13 16 15 11 15
31 Student_31 7 12 9 14 7 19 12 6 11
32 Student_32 17 11 12 8 14 9 20 19 14
33 Student_33 13 15 15 20 17 9 14 6 11
34 Student_34 8 15 7 6 16 9 14 16 16
35 Student_35 15 13 16 19 18 16 14 17 6
36 Student_36 6 10 18 19 19 6 8 7 19
37 Student_37 15 6 10 20 19 14 7 12 16
38 Student_38 13 6 11 11 7 6 10 7 10
39 Student_39 19 12 8 13 17 19 20 15 17
40 Student_40 16 9 11 20 7 18 17 15 10
Week_10 Week_11 Week_12 Week_13 Week_14 Week_15 Week_16 Semester_Average
1 11 18 18 7 19 15 15 15.3750
2 20 11 9 11 8 18 12 14.1250
3 14 11 15 14 20 19 19 14.5625
4 15 17 7 13 20 11 13 14.3750
5 13 18 12 16 7 6 18 12.5000
6 7 12 6 11 15 16 13 11.0000
7 12 17 7 20 6 18 19 12.1250
8 12 10 8 10 13 15 16 13.3750
9 19 20 19 19 20 15 18 13.3125
10 17 7 6 15 9 15 8 12.8750
11 10 12 19 20 10 16 15 13.0000
12 8 18 15 6 10 18 8 11.4375
13 15 15 10 14 11 20 7 13.6250
14 14 19 18 15 18 6 12 14.8125
15 14 11 7 6 19 20 9 12.6875
16 10 7 8 17 9 13 10 11.5000
17 7 17 8 11 16 9 10 11.5000
18 8 8 15 6 14 11 16 12.6875
19 7 6 7 16 13 15 15 10.4375
20 16 20 15 14 12 17 16 14.3750
21 19 18 9 9 15 16 19 14.0000
22 20 9 14 8 17 9 15 13.1250
23 16 16 15 16 15 13 6 14.3750
24 9 14 18 10 19 14 10 14.6250
25 13 11 12 11 12 20 19 13.4375
26 10 15 6 18 16 13 11 12.7500
27 13 12 19 16 12 17 15 13.2500
28 11 8 9 10 11 8 12 10.3125
29 9 17 11 15 14 8 15 12.2500
30 10 7 8 19 16 13 14 12.8125
31 9 14 17 9 7 10 17 11.2500
32 16 17 8 7 19 12 17 13.7500
33 15 15 11 12 14 8 17 13.2500
34 6 14 17 9 17 15 18 12.6875
35 16 8 14 14 20 10 7 13.9375
36 19 20 19 14 6 15 20 14.0625
37 17 19 15 9 11 12 10 13.2500
38 6 12 12 14 12 8 6 9.4375
39 18 8 8 16 18 18 16 15.1250
40 9 11 14 19 8 18 13 13.4375Task 5: Calculate the average time spent from week 1 to week 5.
# Now, complete the code to calculate the mean time spent for each student ONLY from week 1 to week 5. Save the result to a variable named 'early_semester'
# Revise the code to choose from week 1 to week 5.
# COMPLETE THE CODE BELOW
early_semester <- rowMeans(data2[,2:6])
# Inspect the first few rows to see the new column with mean time spent of the first 5 weeks
#TYPE YOUR CODE
head(early_semester)[1] 15.4 14.6 10.2 13.6 13.2 9.4# head(rowMeans(data2[,2:6]))
summary(rowMeans(data2[,2:6])) Min. 1st Qu. Median Mean 3rd Qu. Max.
7.40 10.90 12.40 12.61 14.40 17.60 Question: How are these newly added variables bring you some insight? What new insights do these variables provide?
Visualizing data helps to better understand and communicate your findings. Let’s start with some basic visualizations.
Task 6: Create a boxplot to visualize the distribution of time spent per week using ‘average_time_table’.
However, we first need to calculate the average time spent per week.
# Generate a Table of Average Time Spent
# Creating a table of the average time spent per week
average_time_table <- data.frame(
Week = colnames(data2[,2:17]),
Average_Time_Spent = average_time
)
average_time_table Week Average_Time_Spent
Week_1 Week_1 12.325
Week_2 Week_2 10.750
Week_3 Week_3 12.525
Week_4 Week_4 14.275
Week_5 Week_5 13.175
Week_6 Week_6 13.225
Week_7 Week_7 13.600
Week_8 Week_8 13.050
Week_9 Week_9 13.050
Week_10 Week_10 12.750
Week_11 Week_11 13.475
Week_12 Week_12 12.125
Week_13 Week_13 12.900
Week_14 Week_14 13.700
Week_15 Week_15 13.750
Week_16 Week_16 13.650# Create a boxplot of 'Average Time Spent' by 'Week'
ggplot(average_time_table, aes(x = Week, y = Average_Time_Spent)) +
# Add the boxplot to visualize the distribution of average time spent across different weeks
geom_boxplot() +
# Add titles and labels to the plot
labs(title = "Boxplot of Average Time Spent/Week", x = "Week", y = "Average Time Spent")
If you want to see the full image in a new tab.Task 7: Create a bar plot with the same variables.
Experiment with different numbers, colors, and text for the parameters (e.g., fill, color, size, face, title, x, y).
ggplot(average_time_table, aes(x = Week, y = Average_Time_Spent)) +
geom_bar(stat = "identity", fill = "purple", color = "black") + #geom_bar(): creating bar plot
labs(title = "Bar Plot of Average Time Spent per Week",
x = "Week",
y = "Average Time Spent (Hours)") +
theme_minimal() +
theme(
plot.title = element_text(size = 20, face = "bold", hjust = 0.5),
axis.title.x = element_text(size = 14, face = "bold"),
axis.title.y = element_text(size = 14, face = "bold"),
axis.text.x = element_text(size = 12, angle = 45, hjust = 1),
axis.text.y = element_text(size = 12)
)
Question: What differences do you notice between the boxplot and the bar plot? Explain as much as you can.
Question: Question: What changes did you make to the visualization? Why?
Task 8: Create a bar plot to visualize the mean time spent across 16 weeks for each student from data2. This time we use data2, not average_time_table, because the variables & values that we want to use to create the bar plot is in the data2.
# Bar plot to compare Mean_TimeSpent for 40 students
ggplot(data2, aes(x = Student_ID, y = Semester_Average)) +
geom_bar(stat = "identity", fill = "orchid", color = "black") +
labs(title = "Comparison of Mean Time Spent by 40 Students",
x = "Student ID",
y = "Mean Time Spent (Hours)") +
theme_minimal() +
theme(
axis.text.x = element_text(angle = 90, hjust = 1, size = 8),
plot.title = element_text(size = 16, face = "bold", hjust = 0.5),
axis.title.x = element_text(size = 14, face = "bold"),
axis.title.y = element_text(size = 14, face = "bold")
)
# AGAIN, CHANGE VALUES FOR THE PARAMETERS.Great work! Now we want to know more about the overall distribution of mean time spent, providing insight into the general pattern and frequency of time spent across all students.
Task 9: To understand the overall distribution of mean time spent, create a histogram.
# Histogram of Mean_TimeSpent
ggplot(data2, aes(x = Semester_Average)) +
geom_histogram(binwidth = 1, fill = "skyblue", color = "black") +
labs(title = "Histogram of Mean Time Spent by 40 Students",
x = "Mean Time Spent (Hours)",
y = "Frequency") +
theme_minimal() +
theme(
plot.title = element_text(size = 16, face = "bold", hjust = 0.5),
axis.title.x = element_text(size = 12, face = "bold"),
axis.title.y = element_text(size = 12, face = "bold")
)
Question: Which plot do you find more insightful, the bar plot, box plot, or histogram? Why?
Task 10: If you are interested in the trends of each student’s time spent from week 1 to week 16, a line plot can be helpful.
# Reshape the data for easier plotting
data_long <- data2 %>%
pivot_longer(cols = starts_with("Week"), names_to = "Week", values_to = "TimeSpent")
# Create a line plot for each student's weekly TimeSpent
ggplot(data_long, aes(x = Week, y = TimeSpent, group = Student_ID, color = Student_ID)) +
geom_line() +
labs(title = "Weekly Time Spent by Each Student",
x = "Week",
y = "Time Spent (Hours)") +
theme_minimal() +
theme(
plot.title = element_text(size = 16, face = "bold", hjust = 0.5),
axis.title.x = element_text(size = 12, face = "bold"),
axis.title.y = element_text(size = 12, face = "bold"),
axis.text.x = element_text(angle = 45, hjust = 1),
legend.position = "none" # Hides the legend to reduce clutter
)
Question: What do you think about the analytics result?
Task 11: To better interpret the analytics, let’s focus on a subset of students and create a line plot.
# Select 5 specific students
selected_students <- data2 %>%
filter(Student_ID %in% c("Student_2", "Student_12", "Student_22", "Student_32", "Student_39")) #TYPE YOUR CODE
# Reshape the data for easier plotting
data_long_selected <- selected_students %>%
pivot_longer(cols = starts_with("Week"), names_to = "Week", values_to = "TimeSpent")
# Create a line plot for the selected students
ggplot(data_long_selected, aes(x = Week, y = TimeSpent, group = Student_ID, color = Student_ID)) +
geom_line(size = 1.2) +
geom_point(size = 2) +
labs(title = "Weekly Time Spent by Selected Students",
x = "Week",
y = "Time Spent (Hours)") +
theme_minimal() +
theme(
plot.title = element_text(size = 16, face = "bold", hjust = 0.5),
axis.title.x = element_text(size = 12, face = "bold"),
axis.title.y = element_text(size = 12, face = "bold"),
axis.text.x = element_text(angle = 45, hjust = 1),
legend.title = element_blank(), # Hides the legend title for simplicity
legend.position = "top" # Position the legend at the top for better visibility
)Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
ℹ Please use `linewidth` instead.
Question: Pick 3-6 students you are particularly interested in comparing. Update the R code above (Task 11 chunk) with your selected students. What insights do you gain from this more focused analysis?
Now, let’s explore relationships between variables in our dataset data (we used this in the first module). For example, you may want to see if there is a relationship between the time spent on the LMS (TimeSpent_hours) and students’ final grades (FinalGradeCEMS).
In this case we can visualize two variables together to grasp the possible relationship. Then compute the correlation between two variables,
Load data
#import/load the dataset
data <- read.csv ("data/sci-online-classes.csv") # COMPLETE THE CODE WITH THE FUNCTION NAME (read_csv) & THE FILE NAME (sci-online-classes.csv).
# Inspect your data
str(data)'data.frame': 603 obs. of 30 variables:
$ student_id : int 43146 44638 47448 47979 48797 51943 52326 52446 53447 53475 ...
$ course_id : chr "FrScA-S216-02" "OcnA-S116-01" "FrScA-S216-01" "OcnA-S216-01" ...
$ total_points_possible: int 3280 3531 2870 4562 2207 4208 4325 2086 4655 1710 ...
$ total_points_earned : int 2220 2672 1897 3090 1910 3596 2255 1719 3149 1402 ...
$ percentage_earned : num 0.677 0.757 0.661 0.677 0.865 ...
$ subject : chr "FrScA" "OcnA" "FrScA" "OcnA" ...
$ semester : chr "S216" "S116" "S216" "S216" ...
$ section : int 2 1 1 1 1 3 1 1 1 2 ...
$ Gradebook_Item : chr "POINTS EARNED & TOTAL COURSE POINTS" "ATTEMPTED" "POINTS EARNED & TOTAL COURSE POINTS" "POINTS EARNED & TOTAL COURSE POINTS" ...
$ Grade_Category : logi NA NA NA NA NA NA ...
$ FinalGradeCEMS : num 93.5 81.7 88.5 81.9 84 ...
$ Points_Possible : int 5 10 10 5 438 5 10 10 443 5 ...
$ Points_Earned : num NA 10 NA 4 399 NA NA 10 425 2.5 ...
$ Gender : chr "M" "F" "M" "M" ...
$ q1 : int 5 4 5 5 4 NA 5 3 4 NA ...
$ q2 : int 4 4 4 5 3 NA 5 3 3 NA ...
$ q3 : int 4 3 4 3 3 NA 3 3 3 NA ...
$ q4 : int 5 4 5 5 4 NA 5 3 4 NA ...
$ q5 : int 5 4 5 5 4 NA 5 3 4 NA ...
$ q6 : int 5 4 4 5 4 NA 5 4 3 NA ...
$ q7 : int 5 4 4 4 4 NA 4 3 3 NA ...
$ q8 : int 5 5 5 5 4 NA 5 3 4 NA ...
$ q9 : int 4 4 3 5 NA NA 5 3 2 NA ...
$ q10 : int 5 4 5 5 3 NA 5 3 5 NA ...
$ TimeSpent : num 1555 1383 860 1599 1482 ...
$ TimeSpent_hours : num 25.9 23 14.3 26.6 24.7 ...
$ TimeSpent_std : num -0.181 -0.308 -0.693 -0.148 -0.235 ...
$ int : num 5 4.2 5 5 3.8 4.6 5 3 4.2 NA ...
$ pc : num 4.5 3.5 4 3.5 3.5 4 3.5 3 3 NA ...
$ uv : num 4.33 4 3.67 5 3.5 ...# Display the first few rows of the dataset
# COMPLETE THE CODE
(data) student_id course_id total_points_possible total_points_earned
1 43146 FrScA-S216-02 3280 2220
2 44638 OcnA-S116-01 3531 2672
3 47448 FrScA-S216-01 2870 1897
4 47979 OcnA-S216-01 4562 3090
5 48797 PhysA-S116-01 2207 1910
6 51943 FrScA-S216-03 4208 3596
7 52326 AnPhA-S216-01 4325 2255
8 52446 PhysA-S116-01 2086 1719
9 53447 FrScA-S116-01 4655 3149
10 53475 FrScA-S116-02 1710 1402
11 53475 FrScA-S216-01 1209 977
12 54066 OcnA-S116-01 4641 3429
13 54282 OcnA-S116-02 3581 2777
14 54342 OcnA-S116-02 3256 2876
15 54346 OcnA-S116-01 4471 3773
16 54434 PhysA-S116-01 3228 2506
17 54567 OcnA-S216-02 3871 3286
18 55078 FrScA-S216-01 7000 4212
19 55140 PhysA-S116-01 1245 945
20 55283 FrScA-S116-01 5356 4596
21 56152 AnPhA-S116-02 3323 2468
22 57188 AnPhA-S116-02 11918 8260
23 57188 FrScA-S216-01 2205 1446
24 57224 FrScA-S116-03 4546 3772
25 57489 PhysA-S116-01 2970 2050
26 57981 OcnA-S116-01 3587 2879
27 58168 AnPhA-S216-01 4079 3327
28 58178 OcnA-S116-01 3940 3348
29 60186 AnPhA-S116-01 3014 2520
30 61357 FrScA-S116-02 1857 1491
31 61941 FrScA-S116-01 2281 1937
32 61965 BioA-S116-01 2576 2288
33 62157 FrScA-S116-02 2822 2262
34 62175 OcnA-S216-01 3169 2249
35 62576 PhysA-S116-01 2215 1931
36 62752 PhysA-S116-01 3318 2453
37 62754 PhysA-S116-01 3342 2532
38 64930 FrScA-T116-01 2439 1977
39 65116 FrScA-S216-01 4320 2326
40 65627 AnPhA-S116-02 3133 2519
41 66508 AnPhA-T116-01 2185 1542
42 66508 PhysA-T116-01 3277 2575
43 66689 FrScA-S216-01 3390 2738
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516 95264 AnPhA-S216-02 8682 7206
517 95266 PhysA-S216-01 3518 2916
518 95283 AnPhA-S216-01 5514 4224
519 95283 PhysA-S216-01 898 749
520 95360 FrScA-S216-01 12777 10590
521 95368 OcnA-S216-02 2488 1580
522 95375 OcnA-S216-02 2321 1921
523 95377 AnPhA-S216-02 3205 2633
524 95449 FrScA-S216-01 9564 6708
525 95476 FrScA-S216-02 8212 7150
526 95485 FrScA-S216-01 1825 1525
527 95504 OcnA-S216-01 5548 4610
528 95533 OcnA-S216-01 2858 2266
529 95545 AnPhA-S216-01 3056 2514
530 95578 PhysA-S216-01 12844 10342
531 95594 AnPhA-S216-01 2907 2327
532 95601 AnPhA-S216-01 11718 8820
533 95618 AnPhA-S216-01 7052 5040
534 95620 AnPhA-S216-01 2671 2147
535 95621 FrScA-S216-01 3267 1968
536 95624 OcnA-S216-02 6536 4764
537 95632 FrScA-S216-01 2666 1599
538 95633 FrScA-S216-01 8874 7110
539 95634 AnPhA-S216-01 5508 4466
540 95658 BioA-S216-01 3362 2775
541 95684 FrScA-S216-01 4317 3373
542 95707 BioA-S216-01 3912 2196
543 95725 OcnA-S216-01 5083 3586
544 95726 FrScA-S216-01 3216 2892
545 95738 OcnA-S216-01 11716 8974
546 95743 FrScA-S216-01 4010 2234
547 95770 OcnA-S216-01 3249 2753
548 95868 OcnA-S216-02 5286 3332
549 95896 FrScA-S216-01 3244 2453
550 95915 AnPhA-S216-01 3843 2491
551 95919 AnPhA-S216-02 3741 3230
552 95919 FrScA-S216-02 3212 2692
553 95921 OcnA-S216-02 2075 1479
554 95923 FrScA-S216-02 8196 6030
555 95925 FrScA-S216-02 4989 3972
556 95957 AnPhA-S216-01 4580 3626
557 95989 FrScA-S216-01 3242 2587
558 95991 FrScA-S216-01 7638 5427
559 96027 PhysA-S216-01 2981 2534
560 96048 FrScA-S216-04 3384 2630
561 96082 FrScA-S216-02 2459 1713
562 96090 PhysA-S216-01 2377 1793
563 96121 OcnA-S216-01 3300 2401
564 96134 FrScA-S216-02 5566 4522
565 96142 FrScA-S216-02 9198 5574
566 96189 FrScA-S216-02 2245 1676
567 96228 AnPhA-S216-01 2707 1990
568 96280 FrScA-S216-02 2847 2350
569 96345 OcnA-S216-01 6343 5295
570 96373 OcnA-S216-01 4780 3770
571 96374 OcnA-S216-01 3795 3268
572 96412 OcnA-S216-01 3098 2265
573 96414 FrScA-S216-02 2343 1860
574 96433 FrScA-S216-02 1260 973
575 96472 PhysA-S216-01 2107 1693
576 96590 PhysA-S216-01 2984 2318
577 96640 AnPhA-S216-01 3742 2999
578 96671 OcnA-S216-01 3361 2737
579 96677 AnPhA-S216-01 1427 1247
580 96680 AnPhA-S216-01 2832 2055
581 96689 OcnA-S216-01 3623 2863
582 96690 AnPhA-S216-01 4804 4309
583 96720 AnPhA-S216-01 3333 2530
584 96756 OcnA-S216-01 3820 2711
585 96769 FrScA-S216-02 1290 801
586 96808 PhysA-S216-01 3412 2330
587 96826 AnPhA-S216-02 6134 5044
588 96841 FrScA-S216-02 5394 4510
589 96853 AnPhA-S216-01 7539 6435
590 96854 AnPhA-S216-01 7068 5648
591 96856 OcnA-S216-01 9630 8110
592 96867 PhysA-S216-01 4165 3309
593 96871 AnPhA-S216-02 3012 2560
594 96950 BioA-S216-01 6190 4970
595 96959 AnPhA-S216-01 2946 1898
596 96994 AnPhA-S216-01 2150 1565
597 97006 OcnA-S216-01 3922 3209
598 97150 PhysA-S216-01 2710 1803
599 97265 PhysA-S216-01 3101 2078
600 97272 OcnA-S216-01 2872 1733
601 97374 BioA-S216-01 8586 6978
602 97386 BioA-S216-01 2761 1937
603 97441 FrScA-S216-02 2607 2205
percentage_earned subject semester section
1 0.6768293 FrScA S216 2
2 0.7567261 OcnA S116 1
3 0.6609756 FrScA S216 1
4 0.6773345 OcnA S216 1
5 0.8654282 PhysA S116 1
6 0.8545627 FrScA S216 3
7 0.5213873 AnPhA S216 1
8 0.8240652 PhysA S116 1
9 0.6764769 FrScA S116 1
10 0.8198830 FrScA S116 2
11 0.8081059 FrScA S216 1
12 0.7388494 OcnA S116 1
13 0.7754817 OcnA S116 2
14 0.8832924 OcnA S116 2
15 0.8438828 OcnA S116 1
16 0.7763321 PhysA S116 1
17 0.8488763 OcnA S216 2
18 0.6017143 FrScA S216 1
19 0.7590361 PhysA S116 1
20 0.8581031 FrScA S116 1
21 0.7427024 AnPhA S116 2
22 0.6930693 AnPhA S116 2
23 0.6557823 FrScA S216 1
24 0.8297404 FrScA S116 3
25 0.6902357 PhysA S116 1
26 0.8026206 OcnA S116 1
27 0.8156411 AnPhA S216 1
28 0.8497462 OcnA S116 1
29 0.8360982 AnPhA S116 1
30 0.8029079 FrScA S116 2
31 0.8491890 FrScA S116 1
32 0.8881988 BioA S116 1
33 0.8015592 FrScA S116 2
34 0.7096876 OcnA S216 1
35 0.8717833 PhysA S116 1
36 0.7393008 PhysA S116 1
37 0.7576302 PhysA S116 1
38 0.8105781 FrScA T116 1
39 0.5384259 FrScA S216 1
40 0.8040217 AnPhA S116 2
41 0.7057208 AnPhA T116 1
42 0.7857797 PhysA T116 1
43 0.8076696 FrScA S216 1
44 0.8326180 AnPhA S116 1
45 0.8724526 OcnA S116 1
46 0.7866495 AnPhA S116 1
47 0.7513492 AnPhA S116 1
48 0.6528436 AnPhA S216 1
49 0.7506112 PhysA S216 1
50 0.8406072 FrScA S216 1
51 0.7379237 AnPhA S116 1
52 0.8404539 FrScA S116 2
53 0.7118338 OcnA S116 1
54 0.7038934 OcnA S216 1
55 0.6179710 FrScA S116 1
56 0.6431784 OcnA S116 2
57 0.7684839 BioA S116 1
58 0.8462532 FrScA S116 2
59 0.8267752 FrScA S216 1
60 0.7312745 FrScA S116 1
61 0.8172943 FrScA S216 1
62 0.8037603 FrScA S216 1
63 0.6400839 FrScA S216 4
64 0.7908193 AnPhA S216 1
65 0.8044547 BioA S116 1
66 0.7652530 FrScA S116 1
67 0.8365759 FrScA S116 3
68 0.6581774 PhysA S216 1
69 0.9106405 AnPhA S116 2
70 0.7404535 BioA S116 1
71 0.8498223 AnPhA S116 1
72 0.8048246 BioA S116 1
73 0.8540988 FrScA S216 1
74 0.7838002 FrScA S216 1
75 0.8249110 BioA S116 1
76 0.6810155 AnPhA S216 1
77 0.7960265 FrScA T116 1
78 0.8804598 FrScA S116 3
79 0.7886179 PhysA S116 1
80 0.7461598 AnPhA S216 2
81 0.6034927 AnPhA T116 1
82 0.7674055 PhysA S116 1
83 0.7662116 PhysA S116 1
84 0.7864924 OcnA S216 1
85 0.6772349 AnPhA S216 1
86 0.7321063 AnPhA S216 1
87 0.6213420 AnPhA S216 1
88 0.8215042 FrScA S116 1
89 0.6274027 OcnA S116 1
90 0.6556962 AnPhA S116 2
91 0.8586686 AnPhA S216 1
92 0.7953853 AnPhA S116 1
93 0.5794621 FrScA S216 2
94 0.7522804 FrScA S216 2
95 0.7879435 BioA S116 1
96 0.7968111 FrScA S216 1
97 0.7421416 FrScA S116 1
98 0.8390585 FrScA S116 2
99 0.7521441 FrScA S116 3
100 0.8364512 FrScA S216 2
101 0.8576465 FrScA S216 1
102 0.6760111 OcnA S216 2
103 0.5669219 PhysA S216 1
104 0.8176744 AnPhA S216 1
105 0.7737854 OcnA S216 2
106 0.9010346 FrScA S116 3
107 0.8104686 PhysA S116 1
108 0.6042309 AnPhA S116 2
109 0.7626427 PhysA S116 1
110 0.7940320 PhysA S116 1
111 0.6848711 AnPhA T116 1
112 0.7328817 OcnA T116 1
113 0.7749496 OcnA S216 1
114 0.8468553 PhysA T116 1
115 0.8227311 AnPhA T116 1
116 0.6059037 AnPhA T116 1
117 0.7874801 OcnA T116 1
118 0.7635002 OcnA T116 1
119 0.6555195 OcnA T116 1
120 0.5824345 AnPhA T116 1
121 0.8089987 AnPhA T116 1
122 0.5163258 BioA T116 1
123 0.8229665 OcnA S216 1
124 0.7217322 FrScA S216 1
125 0.7080068 AnPhA S216 1
126 0.7229048 AnPhA S116 1
127 0.7275711 FrScA S116 2
128 0.7475097 FrScA S216 1
129 0.5504144 FrScA S216 1
130 0.8370176 BioA S116 1
131 0.7840000 FrScA S116 1
132 0.5293441 FrScA S216 3
133 0.8468327 OcnA S116 1
134 0.8231033 PhysA S116 1
135 0.7947611 OcnA S116 2
136 0.6349206 AnPhA S116 1
137 0.7629705 FrScA S116 1
138 0.9067001 FrScA S116 1
139 0.6746503 FrScA S116 1
140 0.7309906 FrScA S116 1
141 0.7746558 FrScA S116 1
142 0.8307221 OcnA S116 2
143 0.8733276 OcnA S116 2
144 0.8192149 PhysA S116 1
145 0.8181818 FrScA S116 1
146 0.8324236 FrScA S116 2
147 0.7817319 FrScA S116 3
148 0.7574328 FrScA S116 3
149 0.7811077 FrScA S116 1
150 0.8393919 AnPhA S116 1
151 0.8645367 FrScA S216 1
152 0.6678922 FrScA S216 1
153 0.7313117 FrScA S216 1
154 0.7732200 OcnA S116 1
155 0.7064516 FrScA S116 1
156 0.5400926 FrScA S116 1
157 0.6344125 FrScA S116 1
158 0.5239989 FrScA S116 1
159 0.7043000 FrScA S216 1
160 0.8612790 FrScA S116 2
161 0.8465460 FrScA S116 1
162 0.7944162 FrScA S116 1
163 0.7770346 FrScA S116 1
164 0.7397045 FrScA S116 1
165 0.7117766 FrScA S116 2
166 0.7022242 FrScA S116 3
167 0.7446581 FrScA S116 3
168 0.8772920 FrScA S116 3
169 0.7498177 FrScA S116 3
170 0.8689474 FrScA S116 1
171 0.8261403 FrScA S116 1
172 0.8285182 FrScA S216 1
173 0.8668852 AnPhA S116 1
174 0.7831858 AnPhA S116 1
175 0.8413820 FrScA S216 4
176 0.5857217 BioA S116 1
177 0.8605814 FrScA S116 3
178 0.7491657 FrScA S116 1
179 0.6783560 FrScA S116 1
180 0.8552712 PhysA S116 1
181 0.5617701 PhysA S116 1
182 0.7743796 AnPhA S116 1
183 0.7883321 FrScA S216 4
184 0.5683276 BioA S116 1
185 0.5145842 AnPhA S116 1
186 0.7651475 FrScA S116 1
187 0.8098160 BioA S116 1
188 0.8089054 BioA S116 1
189 0.8509554 AnPhA S116 1
190 0.7925659 BioA S116 1
191 0.7645895 OcnA S116 2
192 0.7771606 BioA S116 1
193 0.5621370 BioA S116 1
194 0.5558799 FrScA S216 1
195 0.8609113 OcnA S216 1
196 0.9040148 FrScA S216 1
197 0.8883415 AnPhA S116 1
198 0.8267507 AnPhA S216 1
199 0.8279027 FrScA S116 1
200 0.6550793 AnPhA S116 1
201 0.5252680 AnPhA S116 1
202 0.8762292 FrScA S116 1
203 0.6610797 AnPhA S116 1
204 0.7435424 AnPhA S116 1
205 0.8272553 OcnA S216 1
206 0.8177504 FrScA S116 3
207 0.7026749 AnPhA S116 2
208 0.8066879 FrScA S116 1
209 0.8091805 FrScA S116 1
210 0.8093248 OcnA S216 1
211 0.8000000 FrScA S216 1
212 0.8438178 OcnA S116 1
213 0.8634937 PhysA S116 1
214 0.7810876 FrScA S116 1
215 0.7660079 FrScA S116 1
216 0.8525122 AnPhA S116 1
217 0.6447993 AnPhA S116 1
218 0.6830519 AnPhA S116 1
219 0.8336093 AnPhA S116 1
220 0.7431641 FrScA S116 1
221 0.7961743 OcnA S216 1
222 0.8712600 OcnA S116 1
223 0.8102012 AnPhA S116 1
224 0.7506523 FrScA S116 1
225 0.7980456 AnPhA S116 1
226 0.6914653 AnPhA S116 1
227 0.9075404 AnPhA S116 1
228 0.7099812 FrScA S216 1
229 0.7681651 AnPhA S116 1
230 0.7153156 AnPhA S116 1
231 0.8300313 FrScA S216 1
232 0.8234165 OcnA S216 1
233 0.8629664 FrScA S116 1
234 0.7061404 BioA S116 1
235 0.6988072 AnPhA S116 1
236 0.5572218 AnPhA S116 1
237 0.7734807 FrScA S116 3
238 0.6878762 FrScA S116 2
239 0.7888676 FrScA S116 1
240 0.6723439 OcnA S116 2
241 0.8745511 OcnA S216 2
242 0.8829590 AnPhA S116 2
243 0.8594005 FrScA S116 1
244 0.6261023 OcnA S116 1
245 0.8320380 FrScA S116 1
246 0.8091631 FrScA S116 1
247 0.8047753 FrScA S116 1
248 0.8810313 FrScA S116 1
249 0.6277372 FrScA S116 1
250 0.8193741 FrScA S216 1
251 0.7980467 OcnA S116 1
252 0.8675159 FrScA S116 3
253 0.7223315 AnPhA S216 1
254 0.6339361 OcnA S116 1
255 0.8617754 OcnA S116 2
256 0.6135242 FrScA S116 1
257 0.7924217 FrScA S216 1
258 0.8631934 FrScA S116 1
259 0.7506718 AnPhA S116 1
260 0.7792666 BioA S116 1
261 0.7076077 FrScA S116 1
262 0.5971763 OcnA S116 2
263 0.7779307 FrScA S116 1
264 0.7427973 AnPhA S116 1
265 0.8651472 PhysA S116 1
266 0.7997502 OcnA S116 2
267 0.7350405 FrScA S116 1
268 0.6796910 FrScA S116 1
269 0.5828356 FrScA S116 1
270 0.8439451 FrScA S116 1
271 0.6982186 BioA S116 1
272 0.8655440 FrScA S116 1
273 0.8556409 OcnA S216 1
274 0.7729266 BioA T116 1
275 0.8895164 FrScA T116 1
276 0.7387013 FrScA S116 1
277 0.4956245 OcnA S216 1
278 0.6930456 FrScA S216 1
279 0.8244174 AnPhA T116 1
280 0.7566069 FrScA T116 1
281 0.6482934 FrScA S116 1
282 0.4664474 FrScA S116 1
283 0.5702479 FrScA S116 1
284 0.8456486 FrScA S116 1
285 0.7955193 OcnA T116 1
286 0.6817634 OcnA S116 1
287 0.3383576 FrScA S216 2
288 0.7457108 FrScA S216 2
289 0.6133471 AnPhA S116 1
290 0.8652344 AnPhA S116 1
291 0.7767897 FrScA S116 4
292 0.7566778 PhysA S116 1
293 0.7236905 AnPhA S116 1
294 0.8823276 AnPhA S116 1
295 0.8549757 OcnA S116 2
296 0.5983537 OcnA S116 2
297 0.6713518 FrScA S116 1
298 0.7082592 OcnA T116 1
299 0.7643747 PhysA S116 1
300 0.8180404 OcnA S116 3
301 0.7106330 FrScA S216 4
302 0.8367552 OcnA T116 1
303 0.8452555 PhysA S116 1
304 0.7711757 FrScA S116 3
305 0.8389373 AnPhA S216 1
306 0.8365606 OcnA S116 1
307 0.7786164 OcnA S216 1
308 0.7522398 PhysA S116 1
309 0.8037242 FrScA S116 1
310 0.7407407 FrScA S116 1
311 0.7980692 OcnA S216 1
312 0.8178121 FrScA S116 1
313 0.8710069 BioA S116 1
314 0.8741889 BioA S216 1
315 0.8395891 FrScA S216 1
316 0.8727915 AnPhA S216 1
317 0.7776405 FrScA S116 3
318 0.7678461 AnPhA S116 1
319 0.8586842 OcnA S216 2
320 0.8449481 OcnA T116 1
321 0.6767330 OcnA S216 2
322 0.6082343 FrScA S116 3
323 0.8249092 FrScA S116 3
324 0.8378632 FrScA S216 1
325 0.7027518 OcnA S216 1
326 0.8055441 FrScA S216 1
327 0.8520575 OcnA S116 1
328 0.8098071 OcnA S216 2
329 0.6502173 FrScA S116 3
330 0.8219585 FrScA S116 3
331 0.8247557 FrScA S116 3
332 0.6316789 AnPhA S216 2
333 0.7712073 AnPhA T116 1
334 0.6947963 AnPhA T116 1
335 0.8393621 OcnA S116 1
336 0.8041417 FrScA S116 1
337 0.7667057 AnPhA S116 1
338 0.7265792 FrScA S116 3
339 0.7959739 FrScA S116 3
340 0.7918182 FrScA S116 3
341 0.7895008 AnPhA S116 1
342 0.7609367 PhysA S116 1
343 0.6716270 BioA S116 1
344 0.8502475 FrScA S216 1
345 0.6381853 FrScA S216 1
346 0.7780762 FrScA S216 1
347 0.8511546 FrScA S116 3
348 0.7764449 FrScA S116 3
349 0.6381012 PhysA S116 1
350 0.7690092 PhysA S116 1
351 0.8886267 OcnA S116 1
352 0.7363344 FrScA S216 1
353 0.8494670 OcnA S116 1
354 0.6226619 PhysA S116 1
355 0.8573684 AnPhA S116 1
356 0.7835473 FrScA S216 2
357 0.8041237 FrScA S216 1
358 0.8421569 OcnA S116 2
359 0.5161150 FrScA S116 1
360 0.7435766 FrScA S116 3
361 0.7386861 FrScA S116 3
362 0.6212603 BioA S116 1
363 0.7962010 FrScA S116 3
364 0.6115274 FrScA S216 1
365 0.7196908 AnPhA S116 1
366 0.8560351 PhysA S116 1
367 0.6793313 PhysA S116 1
368 0.7286130 FrScA S116 3
369 0.8252132 FrScA S116 3
370 0.7720096 AnPhA S116 2
371 0.7882914 FrScA S216 1
372 0.6980228 AnPhA S116 2
373 0.7418364 AnPhA S116 2
374 0.6923225 AnPhA S116 2
375 0.6131534 AnPhA S116 2
376 0.8260870 AnPhA S116 2
377 0.8318130 BioA S116 1
378 0.8406852 FrScA S116 1
379 0.7644320 BioA S116 1
380 0.7737364 AnPhA T116 1
381 0.8047138 OcnA S116 1
382 0.7774135 FrScA S116 3
383 0.4987294 FrScA S216 1
384 0.7897866 FrScA S216 1
385 0.5310493 FrScA S116 3
386 0.8375949 OcnA S116 1
387 0.8000000 FrScA S116 3
388 0.8091770 OcnA S116 1
389 0.6814632 AnPhA S116 2
390 0.7033809 AnPhA S116 2
391 0.8188552 FrScA S216 1
392 0.8185438 AnPhA S116 2
393 0.6991826 BioA S116 1
394 0.6418625 FrScA S116 4
395 0.6646685 OcnA S216 1
396 0.7603597 PhysA S116 1
397 0.7641739 PhysA S116 1
398 0.6213712 AnPhA S116 2
399 0.8359348 BioA S116 1
400 0.8416916 BioA S116 1
401 0.6453640 OcnA S216 2
402 0.7404009 AnPhA S216 2
403 0.7506163 FrScA S116 1
404 0.8962176 AnPhA S116 2
405 0.6565332 FrScA S116 4
406 0.8267796 FrScA S216 1
407 0.8184569 OcnA S216 2
408 0.7511346 BioA S116 1
409 0.7242308 AnPhA S216 1
410 0.7863661 AnPhA S116 2
411 0.7656878 AnPhA S116 2
412 0.8045817 AnPhA S216 1
413 0.8385246 FrScA S116 4
414 0.8567007 FrScA S116 2
415 0.7709022 BioA S116 1
416 0.5442937 FrScA S216 2
417 0.7812402 FrScA S116 1
418 0.6678591 FrScA S116 4
419 0.7066066 FrScA S216 2
420 0.8542668 AnPhA S116 2
421 0.7529158 PhysA S116 1
422 0.8221437 FrScA S216 2
423 0.7559897 BioA S116 1
424 0.8372999 AnPhA S116 2
425 0.7696039 BioA S116 1
426 0.7715517 PhysA S116 1
427 0.8486088 AnPhA S116 2
428 0.7209220 OcnA S116 1
429 0.5211207 AnPhA S116 2
430 0.7061550 AnPhA S116 2
431 0.7798324 AnPhA S116 2
432 0.7140131 OcnA S116 1
433 0.7892285 PhysA S116 1
434 0.6817536 AnPhA S116 2
435 0.7206911 FrScA S216 2
436 0.6490861 OcnA S116 2
437 0.7656184 FrScA S216 1
438 0.7765432 FrScA S116 1
439 0.7651277 BioA S116 1
440 0.7448753 AnPhA S116 2
441 0.8637128 FrScA S116 1
442 0.7775773 BioA S116 1
443 0.6873742 PhysA S116 1
444 0.6525157 FrScA S116 3
445 0.7643289 BioA S116 1
446 0.7016358 BioA S216 1
447 0.8446175 BioA S116 1
448 0.7049069 PhysA S116 1
449 0.5827650 PhysA S116 1
450 0.8601679 PhysA S116 1
451 0.6453346 PhysA S116 1
452 0.4977503 PhysA S116 1
453 0.5973488 PhysA S116 1
454 0.9010251 PhysA S116 1
455 0.6895728 PhysA S116 1
456 0.7045603 PhysA S116 1
457 0.6384414 PhysA S116 1
458 0.6863133 FrScA S216 1
459 0.7835017 FrScA S216 1
460 0.6384814 FrScA S216 1
461 0.8527919 FrScA S216 1
462 0.8655622 PhysA S216 1
463 0.8022541 AnPhA S216 2
464 0.8971932 OcnA S216 2
465 0.6354100 AnPhA S216 1
466 0.8330798 PhysA S216 1
467 0.8125647 FrScA S216 1
468 0.8150414 FrScA S216 1
469 0.5797329 FrScA S216 1
470 0.8474402 OcnA S216 1
471 0.7998819 OcnA S216 1
472 0.7749248 OcnA S216 2
473 0.8181818 FrScA S216 1
474 0.6681953 FrScA S216 1
475 0.6751055 FrScA S216 1
476 0.6659108 FrScA S216 3
477 0.7902477 FrScA S216 1
478 0.8205190 FrScA S216 1
479 0.6046512 FrScA S216 1
480 0.7311018 FrScA S216 1
481 0.7672209 FrScA S216 1
482 0.8001703 FrScA S216 1
483 0.8217576 AnPhA S216 2
484 0.7511424 AnPhA S216 2
485 0.7251562 AnPhA S216 2
486 0.6848086 OcnA S216 2
487 0.7203871 OcnA S216 2
488 0.7457865 FrScA S216 1
489 0.7865069 OcnA S216 1
490 0.6680692 OcnA S216 1
491 0.7680205 OcnA S216 1
492 0.8631222 FrScA S216 1
493 0.7451548 AnPhA S216 1
494 0.8339719 OcnA S216 1
495 0.8063478 OcnA S216 1
496 0.8558442 FrScA S216 1
497 0.8261812 AnPhA S216 1
498 0.6585624 FrScA S216 1
499 0.7510917 AnPhA S216 1
500 0.8452700 FrScA S216 1
501 0.8558422 AnPhA S216 1
502 0.8410596 OcnA S216 2
503 0.7936428 AnPhA S216 2
504 0.7732507 AnPhA S216 2
505 0.7354716 OcnA S216 1
506 0.7999220 PhysA S216 1
507 0.8411829 FrScA S216 1
508 0.5766224 AnPhA S216 1
509 0.5033686 AnPhA S216 2
510 0.7740131 AnPhA S216 2
511 0.7887943 FrScA S216 1
512 0.8325150 OcnA S216 1
513 0.6373359 AnPhA S216 1
514 0.8160414 AnPhA S216 2
515 0.5275134 FrScA S216 1
516 0.8299931 AnPhA S216 2
517 0.8288800 PhysA S216 1
518 0.7660501 AnPhA S216 1
519 0.8340757 PhysA S216 1
520 0.8288331 FrScA S216 1
521 0.6350482 OcnA S216 2
522 0.8276605 OcnA S216 2
523 0.8215289 AnPhA S216 2
524 0.7013802 FrScA S216 1
525 0.8706771 FrScA S216 2
526 0.8356164 FrScA S216 1
527 0.8309301 OcnA S216 1
528 0.7928621 OcnA S216 1
529 0.8226440 AnPhA S216 1
530 0.8052009 PhysA S216 1
531 0.8004816 AnPhA S216 1
532 0.7526882 AnPhA S216 1
533 0.7146909 AnPhA S216 1
534 0.8038188 AnPhA S216 1
535 0.6023875 FrScA S216 1
536 0.7288862 OcnA S216 2
537 0.5997749 FrScA S216 1
538 0.8012170 FrScA S216 1
539 0.8108206 AnPhA S216 1
540 0.8254015 BioA S216 1
541 0.7813296 FrScA S216 1
542 0.5613497 BioA S216 1
543 0.7054889 OcnA S216 1
544 0.8992537 FrScA S216 1
545 0.7659611 OcnA S216 1
546 0.5571072 FrScA S216 1
547 0.8473376 OcnA S216 1
548 0.6303443 OcnA S216 2
549 0.7561652 FrScA S216 1
550 0.6481915 AnPhA S216 1
551 0.8634055 AnPhA S216 2
552 0.8381071 FrScA S216 2
553 0.7127711 OcnA S216 2
554 0.7357247 FrScA S216 2
555 0.7961515 FrScA S216 2
556 0.7917031 AnPhA S216 1
557 0.7979642 FrScA S216 1
558 0.7105263 FrScA S216 1
559 0.8500503 PhysA S216 1
560 0.7771868 FrScA S216 4
561 0.6966246 FrScA S216 2
562 0.7543122 PhysA S216 1
563 0.7275758 OcnA S216 1
564 0.8124326 FrScA S216 2
565 0.6060013 FrScA S216 2
566 0.7465479 FrScA S216 2
567 0.7351311 AnPhA S216 1
568 0.8254303 FrScA S216 2
569 0.8347785 OcnA S216 1
570 0.7887029 OcnA S216 1
571 0.8611331 OcnA S216 1
572 0.7311168 OcnA S216 1
573 0.7938540 FrScA S216 2
574 0.7722222 FrScA S216 2
575 0.8035121 PhysA S216 1
576 0.7768097 PhysA S216 1
577 0.8014431 AnPhA S216 1
578 0.8143410 OcnA S216 1
579 0.8738612 AnPhA S216 1
580 0.7256356 AnPhA S216 1
581 0.7902291 OcnA S216 1
582 0.8969609 AnPhA S216 1
583 0.7590759 AnPhA S216 1
584 0.7096859 OcnA S216 1
585 0.6209302 FrScA S216 2
586 0.6828839 PhysA S216 1
587 0.8223019 AnPhA S216 2
588 0.8361142 FrScA S216 2
589 0.8535615 AnPhA S216 1
590 0.7990945 AnPhA S216 1
591 0.8421599 OcnA S216 1
592 0.7944778 PhysA S216 1
593 0.8499336 AnPhA S216 2
594 0.8029079 BioA S216 1
595 0.6442634 AnPhA S216 1
596 0.7279070 AnPhA S216 1
597 0.8182050 OcnA S216 1
598 0.6653137 PhysA S216 1
599 0.6701064 PhysA S216 1
600 0.6034123 OcnA S216 1
601 0.8127184 BioA S216 1
602 0.7015574 BioA S216 1
603 0.8457998 FrScA S216 2
Gradebook_Item Grade_Category FinalGradeCEMS
1 POINTS EARNED & TOTAL COURSE POINTS NA 93.4537246
2 ATTEMPTED NA 81.7018425
3 POINTS EARNED & TOTAL COURSE POINTS NA 88.4875847
4 POINTS EARNED & TOTAL COURSE POINTS NA 81.8525963
5 POINTS EARNED & TOTAL COURSE POINTS NA 84.0000000
6 POINTS EARNED & TOTAL COURSE POINTS NA NA
7 POINTS EARNED & TOTAL COURSE POINTS NA 83.5882656
8 POINTS EARNED & TOTAL COURSE POINTS NA 97.7777778
9 POINTS EARNED & TOTAL COURSE POINTS NA 96.1187215
10 POINTS EARNED & TOTAL COURSE POINTS NA NA
11 POINTS EARNED & TOTAL COURSE POINTS NA 81.0383747
12 ATTEMPTED NA 93.9045226
13 POINTS EARNED & TOTAL COURSE POINTS NA 93.4003350
14 POINTS EARNED & TOTAL COURSE POINTS NA 64.7822446
15 ATTEMPTED NA 51.0921273
16 POINTS EARNED & TOTAL COURSE POINTS NA 93.0625000
17 POINTS EARNED & TOTAL COURSE POINTS NA 65.8425461
18 POINTS EARNED & TOTAL COURSE POINTS NA 97.7426637
19 POINTS EARNED & TOTAL COURSE POINTS NA 73.7847222
20 POINTS EARNED & TOTAL COURSE POINTS NA NA
21 POINTS EARNED & TOTAL COURSE POINTS NA 94.1248000
22 POINTS EARNED & TOTAL COURSE POINTS NA 80.7344000
23 POINTS EARNED & TOTAL COURSE POINTS NA 76.9751693
24 POINTS EARNED & TOTAL COURSE POINTS NA 87.0936073
25 POINTS EARNED & TOTAL COURSE POINTS NA 94.7916667
26 ATTEMPTED NA 66.6901173
27 POINTS EARNED & TOTAL COURSE POINTS NA 96.5216000
28 ATTEMPTED NA 92.6817420
29 POINTS EARNED & TOTAL COURSE POINTS NA 86.2720000
30 POINTS EARNED & TOTAL COURSE POINTS NA NA
31 POINTS EARNED & TOTAL COURSE POINTS NA 94.2922374
32 POINTS EARNED & TOTAL COURSE POINTS NA 77.6569892
33 POINTS EARNED & TOTAL COURSE POINTS NA 70.6210046
34 POINTS EARNED & TOTAL COURSE POINTS NA 73.7738693
35 POINTS EARNED & TOTAL COURSE POINTS NA 94.4444444
36 POINTS EARNED & TOTAL COURSE POINTS NA 93.7777778
37 POINTS EARNED & TOTAL COURSE POINTS NA 96.3402778
38 POINTS EARNED & TOTAL COURSE POINTS NA 83.2328767
39 POINTS EARNED & TOTAL COURSE POINTS NA 93.2279910
40 POINTS EARNED & TOTAL COURSE POINTS NA 81.4872000
41 POINTS EARNED & TOTAL COURSE POINTS NA NA
42 OutcomeDefinition.Total.title NA 93.8888889
43 POINTS EARNED & TOTAL COURSE POINTS NA 98.6455982
44 POINTS EARNED & TOTAL COURSE POINTS NA 93.7536000
45 ATTEMPTED NA 99.3299832
46 POINTS EARNED & TOTAL COURSE POINTS NA 91.2016000
47 POINTS EARNED & TOTAL COURSE POINTS NA 59.8197328
48 POINTS EARNED & TOTAL COURSE POINTS NA 46.0720000
49 POINTS EARNED & TOTAL COURSE POINTS NA 89.8611111
50 POINTS EARNED & TOTAL COURSE POINTS NA 91.4221219
51 POINTS EARNED & TOTAL COURSE POINTS NA 83.8149328
52 POINTS EARNED & TOTAL COURSE POINTS NA 83.4132420
53 ATTEMPTED NA 90.7035176
54 POINTS EARNED & TOTAL COURSE POINTS NA 90.9597990
55 POINTS EARNED & TOTAL COURSE POINTS NA 92.4657534
56 POINTS EARNED & TOTAL COURSE POINTS NA 94.5795645
57 POINTS EARNED & TOTAL COURSE POINTS NA 87.2440860
58 POINTS EARNED & TOTAL COURSE POINTS NA 64.7602740
59 POINTS EARNED & TOTAL COURSE POINTS NA 83.0699774
60 POINTS EARNED & TOTAL COURSE POINTS NA 93.6073059
61 POINTS EARNED & TOTAL COURSE POINTS NA 91.1963883
62 POINTS EARNED & TOTAL COURSE POINTS NA 94.6952596
63 OutcomeDefinition.Total.title NA 93.1715576
64 POINTS EARNED & TOTAL COURSE POINTS NA 85.4714656
65 POINTS EARNED & TOTAL COURSE POINTS NA NA
66 POINTS EARNED & TOTAL COURSE POINTS NA 93.3789954
67 POINTS EARNED & TOTAL COURSE POINTS NA 95.3767123
68 POINTS EARNED & TOTAL COURSE POINTS NA 78.1250000
69 POINTS EARNED & TOTAL COURSE POINTS NA 95.9600000
70 POINTS EARNED & TOTAL COURSE POINTS NA 91.5053763
71 POINTS EARNED & TOTAL COURSE POINTS NA 93.6400000
72 POINTS EARNED & TOTAL COURSE POINTS NA 90.2365591
73 POINTS EARNED & TOTAL COURSE POINTS NA 88.7133183
74 POINTS EARNED & TOTAL COURSE POINTS NA 14.4469526
75 POINTS EARNED & TOTAL COURSE POINTS NA 83.9602151
76 POINTS EARNED & TOTAL COURSE POINTS NA 77.2789328
77 POINTS EARNED & TOTAL COURSE POINTS NA 90.8675799
78 POINTS EARNED & TOTAL COURSE POINTS NA 87.5296804
79 POINTS EARNED & TOTAL COURSE POINTS NA 71.6708333
80 POINTS EARNED & TOTAL COURSE POINTS NA 96.1600000
81 POINTS EARNED & TOTAL COURSE POINTS NA 95.3392000
82 POINTS EARNED & TOTAL COURSE POINTS NA 93.6180556
83 POINTS EARNED & TOTAL COURSE POINTS NA 95.4166667
84 POINTS EARNED & TOTAL COURSE POINTS NA NA
85 POINTS EARNED & TOTAL COURSE POINTS NA 92.2000000
86 POINTS EARNED & TOTAL COURSE POINTS NA 95.8608000
87 POINTS EARNED & TOTAL COURSE POINTS NA 74.4392000
88 POINTS EARNED & TOTAL COURSE POINTS NA 92.4657534
89 ATTEMPTED NA 88.9162479
90 POINTS EARNED & TOTAL COURSE POINTS NA 81.2720000
91 POINTS EARNED & TOTAL COURSE POINTS NA 40.2389328
92 POINTS EARNED & TOTAL COURSE POINTS NA 73.1706672
93 POINTS EARNED & TOTAL COURSE POINTS NA NA
94 POINTS EARNED & TOTAL COURSE POINTS NA 82.2799097
95 POINTS EARNED & TOTAL COURSE POINTS NA 93.8172043
96 POINTS EARNED & TOTAL COURSE POINTS NA 92.4379232
97 POINTS EARNED & TOTAL COURSE POINTS NA 88.3561644
98 POINTS EARNED & TOTAL COURSE POINTS NA 75.4611872
99 POINTS EARNED & TOTAL COURSE POINTS NA 90.5958904
100 POINTS EARNED & TOTAL COURSE POINTS NA 93.0022573
101 POINTS EARNED & TOTAL COURSE POINTS NA 91.4221219
102 POINTS EARNED & TOTAL COURSE POINTS NA 63.9832496
103 POINTS EARNED & TOTAL COURSE POINTS NA 99.0277778
104 POINTS EARNED & TOTAL COURSE POINTS NA 76.1040000
105 POINTS EARNED & TOTAL COURSE POINTS NA 57.2495812
106 POINTS EARNED & TOTAL COURSE POINTS NA 92.9223744
107 POINTS EARNED & TOTAL COURSE POINTS NA 96.4097222
108 POINTS EARNED & TOTAL COURSE POINTS NA 91.8208000
109 POINTS EARNED & TOTAL COURSE POINTS NA 95.4861111
110 POINTS EARNED & TOTAL COURSE POINTS NA 90.9722222
111 POINTS EARNED & TOTAL COURSE POINTS NA 72.9920000
112 POINTS EARNED & TOTAL COURSE POINTS NA 94.4656616
113 POINTS EARNED & TOTAL COURSE POINTS NA 90.9463987
114 OutcomeDefinition.Total.title NA 97.6388889
115 POINTS EARNED & TOTAL COURSE POINTS NA 86.1648000
116 POINTS EARNED & TOTAL COURSE POINTS NA 83.5525328
117 POINTS EARNED & TOTAL COURSE POINTS NA 22.6800670
118 POINTS EARNED & TOTAL COURSE POINTS NA 90.8056951
119 POINTS EARNED & TOTAL COURSE POINTS NA 82.0318258
120 POINTS EARNED & TOTAL COURSE POINTS NA 82.5520000
121 POINTS EARNED & TOTAL COURSE POINTS NA 85.3376000
122 POINTS EARNED & TOTAL COURSE POINTS NA 73.8182796
123 POINTS EARNED & TOTAL COURSE POINTS NA 88.3031826
124 POINTS EARNED & TOTAL COURSE POINTS NA 81.7155756
125 POINTS EARNED & TOTAL COURSE POINTS NA 94.8261328
126 POINTS EARNED & TOTAL COURSE POINTS NA 86.8912000
127 POINTS EARNED & TOTAL COURSE POINTS NA NA
128 POINTS EARNED & TOTAL COURSE POINTS NA 89.0519187
129 POINTS EARNED & TOTAL COURSE POINTS NA 93.6794582
130 POINTS EARNED & TOTAL COURSE POINTS NA 93.3494624
131 POINTS EARNED & TOTAL COURSE POINTS NA 15.0684932
132 POINTS EARNED & TOTAL COURSE POINTS NA 76.2946429
133 ATTEMPTED NA 17.2227806
134 POINTS EARNED & TOTAL COURSE POINTS NA 3.0555556
135 POINTS EARNED & TOTAL COURSE POINTS NA 93.9279732
136 POINTS EARNED & TOTAL COURSE POINTS NA 90.9157328
137 POINTS EARNED & TOTAL COURSE POINTS NA 94.7488585
138 POINTS EARNED & TOTAL COURSE POINTS NA 92.9223744
139 POINTS EARNED & TOTAL COURSE POINTS NA 49.0867580
140 POINTS EARNED & TOTAL COURSE POINTS NA 72.1461187
141 POINTS EARNED & TOTAL COURSE POINTS NA 86.3013699
142 POINTS EARNED & TOTAL COURSE POINTS NA 79.4991625
143 POINTS EARNED & TOTAL COURSE POINTS NA NA
144 POINTS EARNED & TOTAL COURSE POINTS NA 98.0555556
145 POINTS EARNED & TOTAL COURSE POINTS NA 90.1826484
146 POINTS EARNED & TOTAL COURSE POINTS NA 65.1780822
147 POINTS EARNED & TOTAL COURSE POINTS NA 71.2511415
148 POINTS EARNED & TOTAL COURSE POINTS NA 96.6050228
149 POINTS EARNED & TOTAL COURSE POINTS NA 96.3470320
150 POINTS EARNED & TOTAL COURSE POINTS NA 91.6549328
151 POINTS EARNED & TOTAL COURSE POINTS NA 83.0699774
152 POINTS EARNED & TOTAL COURSE POINTS NA 83.7471783
153 POINTS EARNED & TOTAL COURSE POINTS NA 84.9887133
154 ATTEMPTED NA 79.0971524
155 POINTS EARNED & TOTAL COURSE POINTS NA 86.9863014
156 POINTS EARNED & TOTAL COURSE POINTS NA 100.0000000
157 POINTS EARNED & TOTAL COURSE POINTS NA 64.9885845
158 POINTS EARNED & TOTAL COURSE POINTS NA NA
159 POINTS EARNED & TOTAL COURSE POINTS NA 67.7200903
160 POINTS EARNED & TOTAL COURSE POINTS NA 87.1986301
161 POINTS EARNED & TOTAL COURSE POINTS NA NA
162 POINTS EARNED & TOTAL COURSE POINTS NA 49.3150685
163 POINTS EARNED & TOTAL COURSE POINTS NA 96.8036530
164 POINTS EARNED & TOTAL COURSE POINTS NA 42.6940639
165 POINTS EARNED & TOTAL COURSE POINTS NA 32.5913242
166 POINTS EARNED & TOTAL COURSE POINTS NA 89.8424658
167 POINTS EARNED & TOTAL COURSE POINTS NA 91.4109589
168 POINTS EARNED & TOTAL COURSE POINTS NA 86.5205479
169 POINTS EARNED & TOTAL COURSE POINTS NA 68.2648402
170 POINTS EARNED & TOTAL COURSE POINTS NA 96.8036530
171 POINTS EARNED & TOTAL COURSE POINTS NA 89.4977169
172 POINTS EARNED & TOTAL COURSE POINTS NA 91.1963883
173 POINTS EARNED & TOTAL COURSE POINTS NA 52.1712000
174 POINTS EARNED & TOTAL COURSE POINTS NA 75.1296000
175 OutcomeDefinition.Total.title NA 86.2076749
176 POINTS EARNED & TOTAL COURSE POINTS NA 7.5806452
177 POINTS EARNED & TOTAL COURSE POINTS NA 85.8744292
178 POINTS EARNED & TOTAL COURSE POINTS NA 85.6164384
179 POINTS EARNED & TOTAL COURSE POINTS NA 83.7899543
180 POINTS EARNED & TOTAL COURSE POINTS NA 95.1388889
181 POINTS EARNED & TOTAL COURSE POINTS NA 85.9305556
182 POINTS EARNED & TOTAL COURSE POINTS NA 81.6224000
183 OutcomeDefinition.Total.title NA 91.5056433
184 POINTS EARNED & TOTAL COURSE POINTS NA 88.7849462
185 POINTS EARNED & TOTAL COURSE POINTS NA 91.2928000
186 POINTS EARNED & TOTAL COURSE POINTS NA 89.9543379
187 POINTS EARNED & TOTAL COURSE POINTS NA 75.1118280
188 POINTS EARNED & TOTAL COURSE POINTS NA 75.0827957
189 POINTS EARNED & TOTAL COURSE POINTS NA 71.7376000
190 POINTS EARNED & TOTAL COURSE POINTS NA 72.8494624
191 POINTS EARNED & TOTAL COURSE POINTS NA 79.1122278
192 POINTS EARNED & TOTAL COURSE POINTS NA 45.7666667
193 POINTS EARNED & TOTAL COURSE POINTS NA 92.9430107
194 POINTS EARNED & TOTAL COURSE POINTS NA 84.6501129
195 POINTS EARNED & TOTAL COURSE POINTS NA 71.8090452
196 POINTS EARNED & TOTAL COURSE POINTS NA 72.9119639
197 POINTS EARNED & TOTAL COURSE POINTS NA 35.0608000
198 POINTS EARNED & TOTAL COURSE POINTS NA 93.5386672
199 POINTS EARNED & TOTAL COURSE POINTS NA 97.2602740
200 POINTS EARNED & TOTAL COURSE POINTS NA 95.0208000
201 POINTS EARNED & TOTAL COURSE POINTS NA 89.8133328
202 POINTS EARNED & TOTAL COURSE POINTS NA 85.6164384
203 POINTS EARNED & TOTAL COURSE POINTS NA 96.8144000
204 POINTS EARNED & TOTAL COURSE POINTS NA 83.4938672
205 POINTS EARNED & TOTAL COURSE POINTS NA 73.1038526
206 POINTS EARNED & TOTAL COURSE POINTS NA 68.6552511
207 POINTS EARNED & TOTAL COURSE POINTS NA 81.5237328
208 POINTS EARNED & TOTAL COURSE POINTS NA 91.7808219
209 POINTS EARNED & TOTAL COURSE POINTS NA 95.4337900
210 POINTS EARNED & TOTAL COURSE POINTS NA NA
211 POINTS EARNED & TOTAL COURSE POINTS NA 87.8103837
212 ATTEMPTED NA 90.8676717
213 POINTS EARNED & TOTAL COURSE POINTS NA 85.7361111
214 POINTS EARNED & TOTAL COURSE POINTS NA 81.2785388
215 POINTS EARNED & TOTAL COURSE POINTS NA 98.1735160
216 POINTS EARNED & TOTAL COURSE POINTS NA 89.5072000
217 POINTS EARNED & TOTAL COURSE POINTS NA 68.6629328
218 POINTS EARNED & TOTAL COURSE POINTS NA 85.6208000
219 POINTS EARNED & TOTAL COURSE POINTS NA 93.7024000
220 POINTS EARNED & TOTAL COURSE POINTS NA 91.0958904
221 POINTS EARNED & TOTAL COURSE POINTS NA 92.0351759
222 ATTEMPTED NA 88.7202680
223 POINTS EARNED & TOTAL COURSE POINTS NA 92.1949328
224 POINTS EARNED & TOTAL COURSE POINTS NA 95.4337900
225 POINTS EARNED & TOTAL COURSE POINTS NA 92.6074672
226 POINTS EARNED & TOTAL COURSE POINTS NA 80.0656000
227 POINTS EARNED & TOTAL COURSE POINTS NA 87.4408000
228 POINTS EARNED & TOTAL COURSE POINTS NA 93.6794582
229 POINTS EARNED & TOTAL COURSE POINTS NA 25.5928000
230 POINTS EARNED & TOTAL COURSE POINTS NA 75.5392000
231 POINTS EARNED & TOTAL COURSE POINTS NA 87.1331828
232 POINTS EARNED & TOTAL COURSE POINTS NA 82.7152429
233 POINTS EARNED & TOTAL COURSE POINTS NA 79.4520548
234 POINTS EARNED & TOTAL COURSE POINTS NA 83.1666667
235 POINTS EARNED & TOTAL COURSE POINTS NA 19.8400000
236 POINTS EARNED & TOTAL COURSE POINTS NA 79.8506672
237 POINTS EARNED & TOTAL COURSE POINTS NA 49.1301370
238 POINTS EARNED & TOTAL COURSE POINTS NA 61.2283105
239 POINTS EARNED & TOTAL COURSE POINTS NA 95.8904110
240 POINTS EARNED & TOTAL COURSE POINTS NA 60.4020101
241 POINTS EARNED & TOTAL COURSE POINTS NA 90.0770519
242 POINTS EARNED & TOTAL COURSE POINTS NA 85.9093344
243 POINTS EARNED & TOTAL COURSE POINTS NA 95.6621005
244 ATTEMPTED NA 94.6147404
245 POINTS EARNED & TOTAL COURSE POINTS NA 99.0867580
246 POINTS EARNED & TOTAL COURSE POINTS NA 96.3470320
247 POINTS EARNED & TOTAL COURSE POINTS NA 90.1826484
248 POINTS EARNED & TOTAL COURSE POINTS NA 87.5570776
249 POINTS EARNED & TOTAL COURSE POINTS NA 83.3333333
250 POINTS EARNED & TOTAL COURSE POINTS NA 89.8419865
251 ATTEMPTED NA NA
252 POINTS EARNED & TOTAL COURSE POINTS NA 80.3652968
253 POINTS EARNED & TOTAL COURSE POINTS NA 83.6240000
254 ATTEMPTED NA 73.0787270
255 POINTS EARNED & TOTAL COURSE POINTS NA 68.2579564
256 POINTS EARNED & TOTAL COURSE POINTS NA 88.0136986
257 POINTS EARNED & TOTAL COURSE POINTS NA 73.2505643
258 POINTS EARNED & TOTAL COURSE POINTS NA 78.7671233
259 POINTS EARNED & TOTAL COURSE POINTS NA 91.3120000
260 POINTS EARNED & TOTAL COURSE POINTS NA 6.6935484
261 POINTS EARNED & TOTAL COURSE POINTS NA 60.2739726
262 POINTS EARNED & TOTAL COURSE POINTS NA 8.0402010
263 POINTS EARNED & TOTAL COURSE POINTS NA 88.5844749
264 POINTS EARNED & TOTAL COURSE POINTS NA 77.3104000
265 POINTS EARNED & TOTAL COURSE POINTS NA 97.5000000
266 POINTS EARNED & TOTAL COURSE POINTS NA 80.8375209
267 POINTS EARNED & TOTAL COURSE POINTS NA 92.6940639
268 POINTS EARNED & TOTAL COURSE POINTS NA 65.9817352
269 POINTS EARNED & TOTAL COURSE POINTS NA 71.0045662
270 POINTS EARNED & TOTAL COURSE POINTS NA 55.0228311
271 POINTS EARNED & TOTAL COURSE POINTS NA 90.0806452
272 POINTS EARNED & TOTAL COURSE POINTS NA 96.1187215
273 POINTS EARNED & TOTAL COURSE POINTS NA 76.2043551
274 POINTS EARNED & TOTAL COURSE POINTS NA 82.7021505
275 POINTS EARNED & TOTAL COURSE POINTS NA 89.7648402
276 POINTS EARNED & TOTAL COURSE POINTS NA 96.8036530
277 POINTS EARNED & TOTAL COURSE POINTS NA 93.4773869
278 POINTS EARNED & TOTAL COURSE POINTS NA 95.4853273
279 POINTS EARNED & TOTAL COURSE POINTS NA 83.1264000
280 POINTS EARNED & TOTAL COURSE POINTS NA 94.5045662
281 POINTS EARNED & TOTAL COURSE POINTS NA 93.3789954
282 POINTS EARNED & TOTAL COURSE POINTS NA 81.7351598
283 POINTS EARNED & TOTAL COURSE POINTS NA 86.0730594
284 POINTS EARNED & TOTAL COURSE POINTS NA 69.6347032
285 POINTS EARNED & TOTAL COURSE POINTS NA 83.4472362
286 ATTEMPTED NA 86.6951424
287 POINTS EARNED & TOTAL COURSE POINTS NA NA
288 POINTS EARNED & TOTAL COURSE POINTS NA 93.0022573
289 POINTS EARNED & TOTAL COURSE POINTS NA 71.6757328
290 POINTS EARNED & TOTAL COURSE POINTS NA 70.6074672
291 POINTS EARNED & TOTAL COURSE POINTS NA 83.1712329
292 POINTS EARNED & TOTAL COURSE POINTS NA 97.7222222
293 POINTS EARNED & TOTAL COURSE POINTS NA 81.9629328
294 POINTS EARNED & TOTAL COURSE POINTS NA 88.7024000
295 POINTS EARNED & TOTAL COURSE POINTS NA 84.9212730
296 POINTS EARNED & TOTAL COURSE POINTS NA 95.9631491
297 POINTS EARNED & TOTAL COURSE POINTS NA 98.6301370
298 POINTS EARNED & TOTAL COURSE POINTS NA 92.1206030
299 POINTS EARNED & TOTAL COURSE POINTS NA 58.5347222
300 POINTS EARNED & TOTAL COURSE POINTS NA 54.5352381
301 OutcomeDefinition.Total.title NA 92.6072235
302 POINTS EARNED & TOTAL COURSE POINTS NA 68.9380235
303 POINTS EARNED & TOTAL COURSE POINTS NA 96.8055556
304 POINTS EARNED & TOTAL COURSE POINTS NA 68.0342466
305 POINTS EARNED & TOTAL COURSE POINTS NA 84.2160000
306 ATTEMPTED NA 81.0653266
307 POINTS EARNED & TOTAL COURSE POINTS NA 56.9681742
308 POINTS EARNED & TOTAL COURSE POINTS NA 26.8055556
309 POINTS EARNED & TOTAL COURSE POINTS NA NA
310 POINTS EARNED & TOTAL COURSE POINTS NA 78.3105023
311 POINTS EARNED & TOTAL COURSE POINTS NA NA
312 POINTS EARNED & TOTAL COURSE POINTS NA 92.6940639
313 POINTS EARNED & TOTAL COURSE POINTS NA 36.5741935
314 POINTS EARNED & TOTAL COURSE POINTS NA NA
315 POINTS EARNED & TOTAL COURSE POINTS NA 91.8735892
316 POINTS EARNED & TOTAL COURSE POINTS NA 71.6544000
317 POINTS EARNED & TOTAL COURSE POINTS NA 65.5639269
318 POINTS EARNED & TOTAL COURSE POINTS NA 87.1808000
319 POINTS EARNED & TOTAL COURSE POINTS NA 83.5845896
320 POINTS EARNED & TOTAL COURSE POINTS NA 35.7453936
321 POINTS EARNED & TOTAL COURSE POINTS NA 65.0368509
322 POINTS EARNED & TOTAL COURSE POINTS NA 81.9794521
323 POINTS EARNED & TOTAL COURSE POINTS NA 67.9178082
324 POINTS EARNED & TOTAL COURSE POINTS NA 90.9706546
325 POINTS EARNED & TOTAL COURSE POINTS NA 90.7688442
326 POINTS EARNED & TOTAL COURSE POINTS NA 69.6388262
327 ATTEMPTED NA 76.5879397
328 POINTS EARNED & TOTAL COURSE POINTS NA 69.8040201
329 POINTS EARNED & TOTAL COURSE POINTS NA 76.3082192
330 POINTS EARNED & TOTAL COURSE POINTS NA 11.1529680
331 POINTS EARNED & TOTAL COURSE POINTS NA 75.2831050
332 POINTS EARNED & TOTAL COURSE POINTS NA NA
333 POINTS EARNED & TOTAL COURSE POINTS NA 85.7936000
334 POINTS EARNED & TOTAL COURSE POINTS NA 87.6208000
335 ATTEMPTED NA 95.0083752
336 POINTS EARNED & TOTAL COURSE POINTS NA 87.6712329
337 POINTS EARNED & TOTAL COURSE POINTS NA 95.1040000
338 POINTS EARNED & TOTAL COURSE POINTS NA 90.6506849
339 POINTS EARNED & TOTAL COURSE POINTS NA 92.4657534
340 POINTS EARNED & TOTAL COURSE POINTS NA NA
341 POINTS EARNED & TOTAL COURSE POINTS NA 83.2053328
342 POINTS EARNED & TOTAL COURSE POINTS NA 68.0555556
343 POINTS EARNED & TOTAL COURSE POINTS NA 61.3172043
344 POINTS EARNED & TOTAL COURSE POINTS NA 90.5191874
345 POINTS EARNED & TOTAL COURSE POINTS NA NA
346 POINTS EARNED & TOTAL COURSE POINTS NA 82.3927765
347 POINTS EARNED & TOTAL COURSE POINTS NA 86.2945206
348 POINTS EARNED & TOTAL COURSE POINTS NA 93.5936073
349 POINTS EARNED & TOTAL COURSE POINTS NA 76.8750000
350 POINTS EARNED & TOTAL COURSE POINTS NA 92.3750000
351 ATTEMPTED NA 93.8324958
352 POINTS EARNED & TOTAL COURSE POINTS NA NA
353 ATTEMPTED NA 81.8978225
354 POINTS EARNED & TOTAL COURSE POINTS NA 71.5972222
355 POINTS EARNED & TOTAL COURSE POINTS NA 75.6416000
356 POINTS EARNED & TOTAL COURSE POINTS NA 90.7449210
357 POINTS EARNED & TOTAL COURSE POINTS NA 68.6230248
358 POINTS EARNED & TOTAL COURSE POINTS NA 96.2981575
359 POINTS EARNED & TOTAL COURSE POINTS NA 73.5159817
360 POINTS EARNED & TOTAL COURSE POINTS NA 76.9703196
361 POINTS EARNED & TOTAL COURSE POINTS NA 86.6004566
362 POINTS EARNED & TOTAL COURSE POINTS NA 64.2354839
363 POINTS EARNED & TOTAL COURSE POINTS NA 94.3036530
364 POINTS EARNED & TOTAL COURSE POINTS NA 91.4221219
365 POINTS EARNED & TOTAL COURSE POINTS NA 73.4533328
366 POINTS EARNED & TOTAL COURSE POINTS NA 77.4305556
367 POINTS EARNED & TOTAL COURSE POINTS NA 70.7361111
368 POINTS EARNED & TOTAL COURSE POINTS NA 63.8515982
369 POINTS EARNED & TOTAL COURSE POINTS NA 62.7328767
370 POINTS EARNED & TOTAL COURSE POINTS NA 71.8320000
371 POINTS EARNED & TOTAL COURSE POINTS NA 45.5981941
372 POINTS EARNED & TOTAL COURSE POINTS NA 81.1226672
373 POINTS EARNED & TOTAL COURSE POINTS NA 79.3941328
374 POINTS EARNED & TOTAL COURSE POINTS NA 81.7482672
375 POINTS EARNED & TOTAL COURSE POINTS NA 94.9274672
376 POINTS EARNED & TOTAL COURSE POINTS NA 88.8896000
377 POINTS EARNED & TOTAL COURSE POINTS NA 78.8666667
378 POINTS EARNED & TOTAL COURSE POINTS NA 91.0958904
379 POINTS EARNED & TOTAL COURSE POINTS NA 82.3333333
380 POINTS EARNED & TOTAL COURSE POINTS NA 73.8816000
381 ATTEMPTED NA 77.5561139
382 POINTS EARNED & TOTAL COURSE POINTS NA NA
383 POINTS EARNED & TOTAL COURSE POINTS NA 89.6162528
384 POINTS EARNED & TOTAL COURSE POINTS NA 52.3702032
385 POINTS EARNED & TOTAL COURSE POINTS NA 67.9566210
386 ATTEMPTED NA 89.1289782
387 POINTS EARNED & TOTAL COURSE POINTS NA 88.5205479
388 ATTEMPTED NA 74.9095477
389 POINTS EARNED & TOTAL COURSE POINTS NA 91.9120000
390 POINTS EARNED & TOTAL COURSE POINTS NA 79.8400000
391 POINTS EARNED & TOTAL COURSE POINTS NA 88.4875847
392 POINTS EARNED & TOTAL COURSE POINTS NA 5.0400000
393 POINTS EARNED & TOTAL COURSE POINTS NA 0.0000000
394 POINTS EARNED & TOTAL COURSE POINTS NA NA
395 POINTS EARNED & TOTAL COURSE POINTS NA 1.8006700
396 POINTS EARNED & TOTAL COURSE POINTS NA 92.7083333
397 POINTS EARNED & TOTAL COURSE POINTS NA 76.1388889
398 POINTS EARNED & TOTAL COURSE POINTS NA 60.9642672
399 POINTS EARNED & TOTAL COURSE POINTS NA 36.3440860
400 POINTS EARNED & TOTAL COURSE POINTS NA 99.7580645
401 POINTS EARNED & TOTAL COURSE POINTS NA 97.3701842
402 POINTS EARNED & TOTAL COURSE POINTS NA 90.0016000
403 POINTS EARNED & TOTAL COURSE POINTS NA 64.3835616
404 POINTS EARNED & TOTAL COURSE POINTS NA 82.1541328
405 POINTS EARNED & TOTAL COURSE POINTS NA 96.1803653
406 POINTS EARNED & TOTAL COURSE POINTS NA 81.6027088
407 POINTS EARNED & TOTAL COURSE POINTS NA 70.2177554
408 POINTS EARNED & TOTAL COURSE POINTS NA 96.2634409
409 POINTS EARNED & TOTAL COURSE POINTS NA 84.9536000
410 POINTS EARNED & TOTAL COURSE POINTS NA 84.0224000
411 POINTS EARNED & TOTAL COURSE POINTS NA 29.6533328
412 POINTS EARNED & TOTAL COURSE POINTS NA 47.0544000
413 POINTS EARNED & TOTAL COURSE POINTS NA 65.3538813
414 POINTS EARNED & TOTAL COURSE POINTS NA 85.3835616
415 POINTS EARNED & TOTAL COURSE POINTS NA 6.7473118
416 POINTS EARNED & TOTAL COURSE POINTS NA 61.1738149
417 POINTS EARNED & TOTAL COURSE POINTS NA 65.9817352
418 POINTS EARNED & TOTAL COURSE POINTS NA 90.2283105
419 POINTS EARNED & TOTAL COURSE POINTS NA 69.9774266
420 POINTS EARNED & TOTAL COURSE POINTS NA 81.8309328
421 POINTS EARNED & TOTAL COURSE POINTS NA 95.1388889
422 POINTS EARNED & TOTAL COURSE POINTS NA 70.5417607
423 POINTS EARNED & TOTAL COURSE POINTS NA 92.9032258
424 POINTS EARNED & TOTAL COURSE POINTS NA 35.8320000
425 POINTS EARNED & TOTAL COURSE POINTS NA 78.5494624
426 POINTS EARNED & TOTAL COURSE POINTS NA 81.5277778
427 POINTS EARNED & TOTAL COURSE POINTS NA 84.9893328
428 ATTEMPTED NA 73.4874372
429 POINTS EARNED & TOTAL COURSE POINTS NA 92.8824000
430 POINTS EARNED & TOTAL COURSE POINTS NA 87.2928000
431 POINTS EARNED & TOTAL COURSE POINTS NA 28.4800000
432 ATTEMPTED NA 96.4623116
433 POINTS EARNED & TOTAL COURSE POINTS NA 93.9583333
434 POINTS EARNED & TOTAL COURSE POINTS NA 82.6117328
435 POINTS EARNED & TOTAL COURSE POINTS NA 91.6478555
436 POINTS EARNED & TOTAL COURSE POINTS NA 86.7671692
437 POINTS EARNED & TOTAL COURSE POINTS NA 75.1693002
438 POINTS EARNED & TOTAL COURSE POINTS NA 93.3789954
439 POINTS EARNED & TOTAL COURSE POINTS NA 93.4806452
440 POINTS EARNED & TOTAL COURSE POINTS NA 91.8528000
441 POINTS EARNED & TOTAL COURSE POINTS NA 84.6461187
442 POINTS EARNED & TOTAL COURSE POINTS NA 91.9086021
443 POINTS EARNED & TOTAL COURSE POINTS NA 67.4930556
444 POINTS EARNED & TOTAL COURSE POINTS NA 7.2031963
445 POINTS EARNED & TOTAL COURSE POINTS NA 5.6989247
446 POINTS EARNED & TOTAL COURSE POINTS NA 0.5347594
447 POINTS EARNED & TOTAL COURSE POINTS NA 3.0107527
448 POINTS EARNED & TOTAL COURSE POINTS NA 93.8888889
449 POINTS EARNED & TOTAL COURSE POINTS NA 96.5972222
450 POINTS EARNED & TOTAL COURSE POINTS NA 98.1944444
451 POINTS EARNED & TOTAL COURSE POINTS NA 98.0555556
452 POINTS EARNED & TOTAL COURSE POINTS NA 94.2361111
453 POINTS EARNED & TOTAL COURSE POINTS NA 92.9166667
454 POINTS EARNED & TOTAL COURSE POINTS NA 94.1666667
455 POINTS EARNED & TOTAL COURSE POINTS NA 98.6111111
456 POINTS EARNED & TOTAL COURSE POINTS NA 98.1944444
457 POINTS EARNED & TOTAL COURSE POINTS NA 92.8472222
458 POINTS EARNED & TOTAL COURSE POINTS NA 93.6794582
459 POINTS EARNED & TOTAL COURSE POINTS NA 85.8916479
460 POINTS EARNED & TOTAL COURSE POINTS NA 95.0338601
461 POINTS EARNED & TOTAL COURSE POINTS NA 90.9706546
462 POINTS EARNED & TOTAL COURSE POINTS NA 90.4444444
463 POINTS EARNED & TOTAL COURSE POINTS NA NA
464 POINTS EARNED & TOTAL COURSE POINTS NA 87.0938024
465 POINTS EARNED & TOTAL COURSE POINTS NA 35.6920000
466 POINTS EARNED & TOTAL COURSE POINTS NA 96.9444444
467 POINTS EARNED & TOTAL COURSE POINTS NA 90.2934537
468 POINTS EARNED & TOTAL COURSE POINTS NA 91.8735892
469 POINTS EARNED & TOTAL COURSE POINTS NA 89.0519187
470 POINTS EARNED & TOTAL COURSE POINTS NA 56.9949749
471 POINTS EARNED & TOTAL COURSE POINTS NA 93.9698492
472 POINTS EARNED & TOTAL COURSE POINTS NA 15.9095477
473 POINTS EARNED & TOTAL COURSE POINTS NA 21.8961625
474 POINTS EARNED & TOTAL COURSE POINTS NA 75.8465011
475 POINTS EARNED & TOTAL COURSE POINTS NA NA
476 POINTS EARNED & TOTAL COURSE POINTS NA 66.0379464
477 POINTS EARNED & TOTAL COURSE POINTS NA 94.1309255
478 POINTS EARNED & TOTAL COURSE POINTS NA 93.6794582
479 POINTS EARNED & TOTAL COURSE POINTS NA 85.1015801
480 POINTS EARNED & TOTAL COURSE POINTS NA 92.0993228
481 POINTS EARNED & TOTAL COURSE POINTS NA 83.1828442
482 POINTS EARNED & TOTAL COURSE POINTS NA 83.7471783
483 POINTS EARNED & TOTAL COURSE POINTS NA 33.2800000
484 POINTS EARNED & TOTAL COURSE POINTS NA 45.4000000
485 POINTS EARNED & TOTAL COURSE POINTS NA 85.3408000
486 POINTS EARNED & TOTAL COURSE POINTS NA 83.2428811
487 POINTS EARNED & TOTAL COURSE POINTS NA 84.7956449
488 POINTS EARNED & TOTAL COURSE POINTS NA 75.1693002
489 POINTS EARNED & TOTAL COURSE POINTS NA 75.9949749
490 POINTS EARNED & TOTAL COURSE POINTS NA 3.4338358
491 POINTS EARNED & TOTAL COURSE POINTS NA 81.5075377
492 POINTS EARNED & TOTAL COURSE POINTS NA 73.1376975
493 POINTS EARNED & TOTAL COURSE POINTS NA 10.6608000
494 POINTS EARNED & TOTAL COURSE POINTS NA 66.7336683
495 POINTS EARNED & TOTAL COURSE POINTS NA 96.7973199
496 POINTS EARNED & TOTAL COURSE POINTS NA 68.8487585
497 POINTS EARNED & TOTAL COURSE POINTS NA 87.3024000
498 POINTS EARNED & TOTAL COURSE POINTS NA 96.3882619
499 POINTS EARNED & TOTAL COURSE POINTS NA 70.4149328
500 POINTS EARNED & TOTAL COURSE POINTS NA 40.9706546
501 POINTS EARNED & TOTAL COURSE POINTS NA 69.6682672
502 POINTS EARNED & TOTAL COURSE POINTS NA 2.9313233
503 POINTS EARNED & TOTAL COURSE POINTS NA 73.6608000
504 POINTS EARNED & TOTAL COURSE POINTS NA 69.8808000
505 POINTS EARNED & TOTAL COURSE POINTS NA 55.7755444
506 POINTS EARNED & TOTAL COURSE POINTS NA 95.4166667
507 POINTS EARNED & TOTAL COURSE POINTS NA 95.0338601
508 POINTS EARNED & TOTAL COURSE POINTS NA 95.6208000
509 POINTS EARNED & TOTAL COURSE POINTS NA 71.5200000
510 POINTS EARNED & TOTAL COURSE POINTS NA 14.5408000
511 POINTS EARNED & TOTAL COURSE POINTS NA 76.7494357
512 POINTS EARNED & TOTAL COURSE POINTS NA 61.0418760
513 POINTS EARNED & TOTAL COURSE POINTS NA NA
514 POINTS EARNED & TOTAL COURSE POINTS NA 94.4208000
515 POINTS EARNED & TOTAL COURSE POINTS NA 92.0993228
516 POINTS EARNED & TOTAL COURSE POINTS NA NA
517 POINTS EARNED & TOTAL COURSE POINTS NA 90.5555556
518 POINTS EARNED & TOTAL COURSE POINTS NA 91.3376000
519 POINTS EARNED & TOTAL COURSE POINTS NA NA
520 POINTS EARNED & TOTAL COURSE POINTS NA 91.8735892
521 POINTS EARNED & TOTAL COURSE POINTS NA 92.2897822
522 POINTS EARNED & TOTAL COURSE POINTS NA 93.4304858
523 POINTS EARNED & TOTAL COURSE POINTS NA 76.6304000
524 POINTS EARNED & TOTAL COURSE POINTS NA 42.0993228
525 POINTS EARNED & TOTAL COURSE POINTS NA 68.1715576
526 POINTS EARNED & TOTAL COURSE POINTS NA 36.7945824
527 POINTS EARNED & TOTAL COURSE POINTS NA 42.4154104
528 POINTS EARNED & TOTAL COURSE POINTS NA 22.9731993
529 POINTS EARNED & TOTAL COURSE POINTS NA 72.3008000
530 POINTS EARNED & TOTAL COURSE POINTS NA 90.5555556
531 POINTS EARNED & TOTAL COURSE POINTS NA 40.4533328
532 POINTS EARNED & TOTAL COURSE POINTS NA 84.4474672
533 POINTS EARNED & TOTAL COURSE POINTS NA 66.7525328
534 POINTS EARNED & TOTAL COURSE POINTS NA 72.8880000
535 POINTS EARNED & TOTAL COURSE POINTS NA 95.4853273
536 POINTS EARNED & TOTAL COURSE POINTS NA 87.1273032
537 POINTS EARNED & TOTAL COURSE POINTS NA 61.8510158
538 POINTS EARNED & TOTAL COURSE POINTS NA 66.9300226
539 POINTS EARNED & TOTAL COURSE POINTS NA 76.5749312
540 POINTS EARNED & TOTAL COURSE POINTS NA 82.2994652
541 POINTS EARNED & TOTAL COURSE POINTS NA 0.9029345
542 POINTS EARNED & TOTAL COURSE POINTS NA 88.5775401
543 POINTS EARNED & TOTAL COURSE POINTS NA 68.4405360
544 POINTS EARNED & TOTAL COURSE POINTS NA 94.5823928
545 POINTS EARNED & TOTAL COURSE POINTS NA NA
546 POINTS EARNED & TOTAL COURSE POINTS NA 95.9367946
547 POINTS EARNED & TOTAL COURSE POINTS NA 91.9681742
548 POINTS EARNED & TOTAL COURSE POINTS NA 39.4103853
549 POINTS EARNED & TOTAL COURSE POINTS NA 75.5079007
550 POINTS EARNED & TOTAL COURSE POINTS NA 74.1874672
551 POINTS EARNED & TOTAL COURSE POINTS NA 86.5349328
552 POINTS EARNED & TOTAL COURSE POINTS NA 94.6388262
553 POINTS EARNED & TOTAL COURSE POINTS NA 80.9782245
554 POINTS EARNED & TOTAL COURSE POINTS NA 89.6162528
555 POINTS EARNED & TOTAL COURSE POINTS NA 90.7449210
556 POINTS EARNED & TOTAL COURSE POINTS NA 67.9248000
557 POINTS EARNED & TOTAL COURSE POINTS NA 85.4401806
558 POINTS EARNED & TOTAL COURSE POINTS NA 82.3927765
559 POINTS EARNED & TOTAL COURSE POINTS NA 74.4791667
560 OutcomeDefinition.Total.title NA 70.8532731
561 POINTS EARNED & TOTAL COURSE POINTS NA 52.5959368
562 POINTS EARNED & TOTAL COURSE POINTS NA 11.0277778
563 POINTS EARNED & TOTAL COURSE POINTS NA 81.2864322
564 POINTS EARNED & TOTAL COURSE POINTS NA 89.7291196
565 POINTS EARNED & TOTAL COURSE POINTS NA 90.8577878
566 POINTS EARNED & TOTAL COURSE POINTS NA 88.4875847
567 POINTS EARNED & TOTAL COURSE POINTS NA 91.0640000
568 POINTS EARNED & TOTAL COURSE POINTS NA 81.0383747
569 POINTS EARNED & TOTAL COURSE POINTS NA 63.1457286
570 POINTS EARNED & TOTAL COURSE POINTS NA 80.2730318
571 POINTS EARNED & TOTAL COURSE POINTS NA 77.1524288
572 POINTS EARNED & TOTAL COURSE POINTS NA 72.4137353
573 POINTS EARNED & TOTAL COURSE POINTS NA 61.6252822
574 POINTS EARNED & TOTAL COURSE POINTS NA 93.4537246
575 POINTS EARNED & TOTAL COURSE POINTS NA 62.2083333
576 POINTS EARNED & TOTAL COURSE POINTS NA 15.4166667
577 POINTS EARNED & TOTAL COURSE POINTS NA 6.3360000
578 POINTS EARNED & TOTAL COURSE POINTS NA 32.7001675
579 POINTS EARNED & TOTAL COURSE POINTS NA 5.2000000
580 POINTS EARNED & TOTAL COURSE POINTS NA 52.5504000
581 POINTS EARNED & TOTAL COURSE POINTS NA 82.6683417
582 POINTS EARNED & TOTAL COURSE POINTS NA 64.8128000
583 POINTS EARNED & TOTAL COURSE POINTS NA 7.8800000
584 POINTS EARNED & TOTAL COURSE POINTS NA 91.1390285
585 POINTS EARNED & TOTAL COURSE POINTS NA 59.5936795
586 POINTS EARNED & TOTAL COURSE POINTS NA 93.7500000
587 POINTS EARNED & TOTAL COURSE POINTS NA 88.4080000
588 POINTS EARNED & TOTAL COURSE POINTS NA 92.5507901
589 POINTS EARNED & TOTAL COURSE POINTS NA 85.4277328
590 POINTS EARNED & TOTAL COURSE POINTS NA 85.1189328
591 POINTS EARNED & TOTAL COURSE POINTS NA 13.0284757
592 POINTS EARNED & TOTAL COURSE POINTS NA 90.6250000
593 POINTS EARNED & TOTAL COURSE POINTS NA 81.1482656
594 POINTS EARNED & TOTAL COURSE POINTS NA 91.8181818
595 POINTS EARNED & TOTAL COURSE POINTS NA 67.6608000
596 POINTS EARNED & TOTAL COURSE POINTS NA 86.8074672
597 POINTS EARNED & TOTAL COURSE POINTS NA 68.1507538
598 POINTS EARNED & TOTAL COURSE POINTS NA 62.5486111
599 POINTS EARNED & TOTAL COURSE POINTS NA 84.5694444
600 POINTS EARNED & TOTAL COURSE POINTS NA 84.2395325
601 POINTS EARNED & TOTAL COURSE POINTS NA 12.3529412
602 POINTS EARNED & TOTAL COURSE POINTS NA 54.1582888
603 POINTS EARNED & TOTAL COURSE POINTS NA 23.1376975
Points_Possible Points_Earned Gender q1 q2 q3 q4 q5 q6 q7 q8 q9 q10
1 5 NA M 5 4 4 5 5 5 5 5 4 5
2 10 10.0000 F 4 4 3 4 4 4 4 5 4 4
3 10 NA M 5 4 4 5 5 4 4 5 3 5
4 5 4.0000 M 5 5 3 5 5 5 4 5 5 5
5 438 399.0000 F 4 3 3 4 4 4 4 4 NA 3
6 5 NA F NA NA NA NA NA NA NA NA NA NA
7 10 NA M 5 5 3 5 5 5 4 5 5 5
8 10 10.0000 F 3 3 3 3 3 4 3 3 3 3
9 443 425.0000 F 4 3 3 4 4 3 3 4 2 5
10 5 2.5000 M NA NA NA NA NA NA NA NA NA NA
11 12 12.0000 M NA NA NA NA NA NA NA NA NA NA
12 10 6.0000 M 4 5 3 5 5 5 5 4 5 4
13 5 5.0000 F 3 3 3 3 4 3 3 3 2 4
14 10 10.0000 F 5 3 5 5 5 5 5 5 2 5
15 220 10.0000 F NA NA NA NA NA NA NA NA NA NA
16 30 21.0000 F 4 2 2 4 4 4 4 4 2 4
17 10 10.0000 F 4 4 3 5 4 4 5 4 4 4
18 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
19 5 3.0000 F 4 3 3 4 4 3 3 4 2 3
20 635 586.3700 F 4 2 3 4 3 3 3 4 3 4
21 30 NA F 3 2 4 4 5 3 4 5 3 3
22 10 8.0000 F 3 4 3 5 4 4 4 3 3 3
23 30 27.0000 F NA NA NA NA NA NA NA NA NA NA
24 443 323.0000 F 4 2 3 5 5 4 3 5 3 4
25 5 NA F 3 2 2 4 4 4 3 4 4 3
26 10 10.0000 F 4 4 3 4 4 4 3 5 3 4
27 15 11.0000 F 5 5 5 NA 5 5 5 5 4 5
28 10 7.5000 F 4 4 2 4 4 4 4 4 4 4
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603 208.6664 3.477773e+00 -1.1742931835 4.400000 4.000000 2.000000Task 12: To explore the relationship between two variables (e.g., TimeSpent_hours and FinalGradeCEMS), create a scatter plot with a regression line. This will help us visualize how one variable might predict another.
Complete the ggplot() code by placing the predicting variable (TimeSpent_hours) on the x-axis and the predicted variable (FinalGradeCEMS) on the y-axis.
# Create a scatter plot of TimeSpent +
ggplot(data2, aes(x= 'TimeSpent', y= 'FinalGradeCEMS')) + # TYPE YOUR CODE# TYPE YOUR CODE
geom_point(color = "blue", size = 3, alpha = 0.6) +
geom_smooth(method = "lm", color = "red", se = TRUE) + # This line will add a linear regression line
labs(title = "Scatter Plot of Time Spent vs. Final Grade with Regression Line",
x = "TimeSpent",
y = "FinalGradeCEMS") +
theme_minimal() +
theme(
plot.title = element_text(size = 16, face = "bold", hjust = 0.5),
axis.title.x = element_text(size = 12, face = "bold"),
axis.title.y = element_text(size = 12, face = "bold")
)Warning in geom_point(color = "blue", size = 3, alpha = 0.6): All aesthetics have length 1, but the data has 40 rows.
ℹ Please consider using `annotate()` or provide this layer with data containing
a single row.Warning in geom_smooth(method = "lm", color = "red", se = TRUE): All aesthetics have length 1, but the data has 40 rows.
ℹ Please consider using `annotate()` or provide this layer with data containing
a single row.`geom_smooth()` using formula = 'y ~ x'
Reflect & Respond
Question: What do you expect the scatter plot to reveal about the relationship between the time spent on the LMS and the final grade? Write down your hypothesis before running the code.
Task 13: After visualizing the data, let’s quantify the relationship by computing the correlation between TimeSpent_hours and FinalGradeCEMS.
# Compute the correlation
correlation <- cor(data$TimeSpent, data$FinalGradeCEMS,, use = "complete.obs")
# Display the correlation
correlation[1] 0.3654121Question: With the scatterplot and correlation analysis results in mind, what insights can you draw about the relationship between time spent and final grades? Remember, this is not a traditional statistics course, so focus on interpreting the data in context.
Congratulations, you’ve completed the second module!
To receive full score, you will need to render this document and publish via a method such as: Quarto Pub, Posit Cloud, RPubs , GitHub Pages, or other methods. Once you have shared a link to you published document with me and I have reviewed your work, you will be officially done with the current module.
Complete the following steps to submit your work for review by:
First, change the name of the author: in the YAML header at the very top of this document to your name. The YAML header controls the style and feel for knitted document but doesn’t actually display in the final output.
Next, click the “Render” button in the toolbar above to “render” your R Markdown document to a HTML file that will be saved in your R Project folder. You should see a formatted webpage appear in your Viewer tab in the lower right pan or in a new browser window. Let me know if you run into any issues with rendering.
Finally, publish. To do publish, follow the step from the link
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Once I have checked your link, you will be notified!