University of Nevada Las Vegas Mathematical Equations Exam Practice

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uvthlfff

Mathematics

University of Nevada Las Vegas

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Hello? Can you help me do these 21 questions of math please?

You also need to use excel files to finish these questions too.

You may only use Excel and this Word document.

You will put all of your answers and support in THIS Word file. This means do not use the words “look at my Excel file” for the answer. The evaluator will not be looking at your Excel file except in rare circumstances where an answer does not make sense and the Excel file is being used to evaluate partial credit. In other words, “Excel file consulted = less than full points on question.”

When asked to put mathematical equations, you may either put in actual mathematical equations or approximate mathematical equations (e.g., B0 or β0 are acceptable)

Round all answers to 2 decimal places.

Save often. Submitting the correct and completed file is your own responsibility.

When you complete your exam submit your Word and Excel documents within the Canvas quiz

so I will need the excel file too

I attached files

one file is for the paper of questions, the other one is for data

Unformatted Attachment Preview

You may only use Excel and this Word document on this exam. You will put all of your answers and support in THIS Word file. This means do not use the words “look at my Excel file” for the answer. The evaluator will not be looking at your Excel file except in rare circumstances where an answer does not make sense and the Excel file is being used to evaluate partial credit. In other words, “Excel file consulted = less than full points on question.” When asked to put mathematical equations, you may either put in actual mathematical equations or approximate mathematical equations (e.g., B0 or β0 are acceptable) Round all answers to 2 decimal places. Save often. Submitting the correct and completed file is your own responsibility. When you complete your exam submit your Word and Excel documents within the Canvas quiz. 1. What is the average number of courses a student takes each semester? (5 points) 2. Create a histogram table and bar chart of the prior term’s GPA. The histogram should have bins with a width of 0.5. That is from 0 to 0.5, 0.5 to 1, etc. Copy and paste it below. (10 points) 3. The school promotes that the average ACT score is 25 among its students. Statistically evaluate this claim using the data available in this course. Explain. (10 points) 4. What is the average final exam score of individuals who attend less than 75% of their classes? (5 points) 5. What is the average final exam score of individuals who attend at least 75% of their classes? (5 points) 6. Are these numbers (from questions 4 and 5) statistically different from each other? Write a null hypothesis and test it. Explain. (10 points) 7. How many times did the class meet? (5 points) Model 1: 𝑓𝑖𝑛𝑎𝑙 𝑒𝑥𝑎𝑚 𝑠𝑐𝑜𝑟𝑒 = 𝛽0 + 𝛽1 (𝑝𝑐𝑡 ℎ𝑜𝑚𝑒𝑤𝑜𝑟𝑘 𝑡𝑢𝑟𝑛𝑒𝑑 𝑖𝑛) + 𝛽2 (𝑐𝑙𝑎𝑠𝑠𝑒𝑠 𝑚𝑖𝑠𝑠𝑒𝑑) + 𝑢 8. Estimate Model 1 (write out estimated model). Include the regression output below. If you encounter an error, evaluate and fix the cause of the error in order to make your model run (e.g., perfect collinearity, missing data, etc.): (10 points) 9. Fully interpret 𝛽̂0 and its significance in this model (5 points) 10. Fully interpret 𝛽̂1 and its significance in this model (5 points) 11. Fully interpret 𝛽̂2 and its significance in this model (5 points) 12. You decide to add the dummy variable freshman to your model and check for omitted variable bias. (Do not actually add it to your model. This is a hypothetical exercise and the hypothetical may not accurately describe the data.) “Class missed” positively correlates with freshman. Also, freshman negatively correlates with test score. When freshman is omitted, do you expect the coefficient on Class Missed to be too high or too low? Showing work is required to receive any points. (5 points) Model 2: 𝑓𝑖𝑛𝑎𝑙 𝑒𝑥𝑎𝑚 𝑠𝑐𝑜𝑟𝑒 = 𝛽0 + 𝛽1 (𝑝𝑐𝑡 ℎ𝑜𝑚𝑒𝑤𝑜𝑟𝑘 𝑡𝑢𝑟𝑛𝑒𝑑 𝑖𝑛) + 𝛽2 (𝑐𝑙𝑎𝑠𝑠𝑒𝑠 𝑚𝑖𝑠𝑠𝑒𝑑) + 𝛽3 (𝐴𝐶𝑇) + 𝛽4 (𝑝𝑟𝑖𝑜𝑟 𝐺𝑃𝐴) + 𝛽5 (𝑓𝑟𝑒𝑠ℎ𝑚𝑒𝑛) + 𝛽6 (𝑠𝑜𝑝ℎ𝑜𝑚𝑜𝑟𝑒) + 𝑢 13. Estimate Model 2 (write out estimated model). Also, include the regression output below: (10 points) 14. Does completing homework improve performance on the final exam? Explain. (5 points) 15. Does missing classes in college affect performance on the final exam? Explain. (5 points) 16. What can you conclude about the effect of being a freshman based on the test? Explain. (10 points) 17. Do students with higher GPAs do better on the exam? Explain. (5 points) 18. Judging from all of the information on the description tab, what observations have been removed? Which of these removed observations were reasonable to remove, and which were unreasonable to remove? Explain thoroughly. (5 points) Model 3: 𝑙𝑛(𝑓𝑖𝑛𝑎𝑙 𝑒𝑥𝑎𝑚 𝑠𝑐𝑜𝑟𝑒) = 𝛽0 + 𝛽1 (𝑙𝑛(𝑐𝑙𝑎𝑠𝑠𝑒𝑠 𝑎𝑡𝑡𝑒𝑛𝑑𝑒𝑑)) + 𝛽2 (𝑝𝑟𝑖𝑜𝑟 𝐺𝑃𝐴) + 𝛽3 (𝐴𝐶𝑇) + 𝛽4 (𝑝𝑒𝑟𝑐𝑒𝑛𝑡 ℎ𝑜𝑚𝑒𝑤𝑜𝑟𝑘 𝑡𝑢𝑟𝑛𝑒𝑑 𝑖𝑛) + 𝑢 19. Estimate Model 3 (write out estimated model) and include the regression output below (10 points) 20. How would you interpret the coefficient on the classes attended variable (both coefficient and significance)? (5 points) 21. How would you interpret the coefficient of the ACT variable (both coefficient and significance)? (5 points) General Comments Data set contains final exam scores and student information for a single course. The primary purpose of our model will be to predict final exam scores based on student attributes and behavior. Students who dropped the course or did not show for the final have been excluded from the data set. Variable classes attend current term GPA prior GPA ACT final exam score Percent of classes attended Percent of homework turned in Missed classes class courses Comment Number of times the student attended class. GPA in current term, including this class. Prior semester's student GPA. Students who have no prior GPA have been excluded from Score on ACT exam prior to entering into college. Score on final exam in the class. Number of classes attend divided by number of classes held. Number of homeworks submitted divided by number of homeworks required. Number of times the student missed class Year in school. Only freshman, sophomore, and juniors take this course. Number of courses each student is taking. Part-time students have been removed from the PA have been excluded from the data set (i.e., first semester students and transfer students). classes attend current term GPA prior GPA 27 1.67 26 2.33 29 2.38 32 2.55 32 3.05 30 2.81 31 2.05 29 2.25 27 2.25 27 1.88 24 2 30 3.21 25 2.14 31 2.86 30 2.92 26 2.15 29 3.3 29 2.73 32 3.54 28 2.25 29 1.38 22 3.04 29 2.96 26 2 27 2.38 32 2.43 26 2.15 28 2.5 30 2.5 27 1.5 18 2.43 29 2.87 23 3.36 24 1.5 31 2.38 28 1.88 32 2 24 3.35 30 2.89 29 3.64 31 2.79 32 2.86 32 3.19 32 2.61 26 2.5 25 2 ACT 2.19 2.2 2 2.57 2.84 1.98 2.5 2.28 2.11 1.74 2.13 2.29 2.12 3.46 2.56 2.96 2.39 2.3 2.94 2.39 1.92 2.48 2.8 1.8 2.02 2.59 1.93 2.38 2.21 1.98 2.6 2.74 1.83 2.1 2.3 2.54 2.45 2.12 2.43 3.08 2.67 2.41 3.13 2.66 2.1 2.27 13 14 15 15 15 15 15 15 15 15 15 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 final exam score 15 20 19 20 24 28 16 26 25 27 26 27 22 27 20 20 27 24 22 19 16 24 23 26 21 21 27 28 29 23 29 30 30 24 25 20 29 29 28 31 21 29 23 31 21 22 31 20 26 27 21 17 31 31 31 26 31 28 30 31 27 29 28 32 32 28 27 29 26 32 31 30 30 25 25 25 21 28 27 27 32 29 20 25 19 21 24 25 32 26 29 31 28 2.13 1.75 1.65 2.39 1.83 0.821 3.15 2.16 2.5 3.15 3.28 2.5 1.5 3 2.29 2.21 2.31 2.9 3.07 2.33 1.82 2.43 2.23 2.82 2.25 2.77 2.65 2.63 1 2.12 2.04 2 2.25 2.47 2.55 2.45 1.3 2.29 0.85 0.545 2.64 2.92 4 2.04 2.27 3.04 2.23 2.3 1.98 2.26 2.29 2.03 1.75 3.02 1.98 2.42 2.95 2.46 0.857 2.43 2.98 2.73 2.28 2.42 2.19 2.9 2.36 2.26 1.34 1.83 2.71 2.66 2.78 2.57 2.2 2.31 2.13 2.5 2.17 2.61 2.9 2.46 2.44 1.58 2.36 1.84 1.98 2.09 2.27 3.07 2.75 2.1 3.29 2.67 17 17 17 17 17 17 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 19 19 19 19 19 19 19 20 22 30 30 22 22 25 26 26 27 34 30 32 22 26 26 19 24 23 22 17 21 21 29 25 27 25 25 22 24 23 21 24 27 24 23 21 23 26 23 21 28 35 26 21 32 22 28 30 28 28 30 31 31 26 24 23 29 32 28 25 28 25 26 32 28 32 31 28 32 32 30 29 31 28 25 21 28 31 21 27 28 28 20 29 32 16 14 31 30 28 29 23 31 3.08 1.38 3.19 2.29 2.31 2.79 2.13 2.9 3.19 2 2.38 3.57 3.04 2.25 3.5 2.3 3 2.68 2.5 3 1.93 2.54 3.57 2.69 2.81 2.19 2.96 2.11 1.54 2.36 2.33 3.11 1.5 2.64 1.77 2.5 2.39 2.75 1.65 0.462 1.17 2.04 2.1 1.96 2.76 1.6 2.67 2.59 2.55 2.3 2.46 2.36 2.57 2.63 2.6 2.62 2.15 2.74 2.84 2.94 2.2 2.59 2.04 2.92 1.66 2.43 2.96 2.3 2.39 3.54 2.38 2.41 1.8 3.02 2.69 2.68 2.2 2.42 2.74 2.39 2.56 1.89 2.25 2.61 2.91 2.41 1.95 1.84 2.61 2.33 2.48 2.12 2.18 2.57 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 20 20 20 20 20 20 27 17 22 19 30 31 14 24 34 17 25 26 27 24 29 21 24 23 23 26 21 22 26 19 20 19 25 19 22 22 17 24 24 19 17 22 23 22 25 22 28 27 23 21 29 27 20 30 27 25 32 27 31 25 28 27 27 30 29 32 25 30 28 28 28 32 31 21 31 25 31 30 29 32 30 30 32 31 23 29 27 23 28 30 29 22 17 27 28 28 20 24 30 23 2.7 2.71 2.38 2.77 2.38 3 2.94 2.63 2.21 2.11 1.8 2.39 3.43 2.25 2.43 3.46 2.15 3.14 2.85 3 1.93 2.85 2.46 2.8 2.5 2.85 2.9 3.64 3.04 3.75 1.75 2.97 1.77 1.75 1.93 2.13 2.75 3.16 1.71 1.68 2.12 2.5 2.31 2.47 2.88 2.85 2.5 3.02 2.15 2.92 2.53 2.22 2.89 2.94 2.41 2.39 2.14 2.61 2.45 3.29 2.09 1.93 2 2 2.02 1.91 1.5 2.38 2.38 2.58 2.92 2.65 2.75 3.25 2.5 3.36 2.56 2.21 2.62 1.94 2.2 2.45 2.63 2.37 2.84 2.13 2.15 2.21 2.62 1.88 2.06 3.05 3.35 2.36 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 28 24 20 29 22 26 30 25 26 23 30 25 22 25 17 35 23 20 27 22 28 29 21 22 24 28 25 32 23 29 23 34 26 26 31 23 24 26 21 24 19 23 24 27 31 28 26 25 30 19 16 19 27 30 28 11 27 25 25 27 16 28 9 18 25 29 31 27 26 28 25 22 32 28 27 28 26 23 29 31 23 27 25 27 24 32 25 27 27 31 29 31 30 30 2.92 1.79 1.79 2.75 3.12 2.63 2.39 2.25 2.05 2.23 0.75 2.13 2.65 1.65 3.5 2 1.14 1.63 3 2.33 2.56 2.86 3.32 2.68 2.68 3.25 2.9 2.13 3.23 2.75 3.4 2.12 3.13 1.79 3.11 2.04 3 2.64 2.9 2.41 1.89 0.692 2.96 2.54 3.34 3.05 3.38 2.68 2.44 1.82 2.06 1.6 2.14 2.5 2.52 2.27 1.96 2.12 2.35 3.26 2.23 3.65 1.95 2.11 2.01 2.73 2.43 2.78 2.34 2.8 2.38 1.74 3.28 2.43 2.58 2.95 2.95 2.35 2.46 2.67 1.68 2.84 2.39 2.81 2.27 2.7 2.75 1.97 1.74 2.68 2.26 3.21 2.83 3 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 27 14 25 22 33 21 23 24 22 20 22 30 29 22 29 26 18 27 26 19 26 28 21 23 29 26 22 17 26 25 27 18 30 19 31 22 30 22 23 23 21 19 24 24 28 19 16 31 31 30 32 26 28 31 32 27 27 30 19 28 32 27 28 23 29 28 30 27 19 24 27 28 29 29 9 30 25 19 20 27 10 26 29 25 32 30 30 28 21 29 31 28 31 32 2.9 2.6 3.25 3.04 1.77 2.64 3.18 3.5 2.07 3 2.71 3.29 2.46 2.78 2.32 1.96 2.25 1.07 3.08 1.54 1.77 2.38 1.35 1.36 2.75 2.71 1.62 0.321 3.1 1.6 0.567 1.5 2.86 0.8 2 2.38 3.27 2.71 2.86 2.81 2.04 2.31 3.34 3.55 3.21 2.94 3.5 2.3 2.66 3 3 1.38 2.46 2.48 3.57 2.3 2.3 2.66 2.67 2.74 1.86 2.35 2.04 2.24 1.32 2.17 1.94 2.54 2.17 1.89 1.79 2.22 2.52 2.57 1.79 2.35 2.49 1.74 2.29 3.13 1.8 2.12 2.33 2.93 2.28 2.87 2.55 2.47 2.17 3.42 3.31 2.8 2.4 2.83 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 22 22 22 22 22 22 22 22 22 22 22 22 22 16 25 27 28 21 26 27 32 25 30 23 35 30 34 27 17 24 16 26 10 24 22 22 22 26 22 25 26 19 19 23 21 11 17 34 22 27 28 35 25 23 23 24 28 22 22 27 26 31 24 32 32 24 29 26 28 29 26 30 29 22 29 26 32 27 27 30 28 24 32 24 32 27 28 3 23 23 28 27 28 29 19 31 30 26 28 18 26 20 20 25 21 24 29 2.04 3.12 2.97 2.82 2.75 2.1 3 3.2 2.81 2.81 2 2.5 2.9 2.54 2.1 2.68 3.88 2.31 2.64 3.1 1.18 2.92 3.27 2.73 3.66 2.3 2.68 2.08 2.67 3.14 2.05 2.18 2.13 2.82 2.12 3.27 1.88 2.5 2.74 2.81 2.65 1.27 1.36 3.03 1.85 3 2.43 2.12 2.96 2.37 3.13 2.94 2.08 2.94 2.97 2.35 3.25 2.77 2.43 2.66 2.84 1.95 2.46 3.23 2.23 2.27 2.63 2.16 3.1 2.95 1.96 3.61 1.98 1.67 1.85 2.31 3.21 2.59 2.44 2.03 1.96 2.16 3.05 2.11 2.86 2.95 2.28 2.65 1.98 1.91 2.34 2.85 1.81 2.48 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 32 29 31 19 24 30 24 29 22 30 19 19 29 33 30 24 30 22 19 25 29 24 30 22 30 27 31 23 27 24 24 22 19 26 31 32 24 23 26 24 27 22 21 25 21 30 22 17 25 18 18 17 21 19 10 18 12 13 15 16 27 32 25 31 17 31 25 32 23 32 31 26 25 32 31 32 31 29 26 28 31 27 25 27 27 32 32 29 27 19 26 32 31 32 1.68 1.96 2.15 1.75 2.38 2.54 2.65 0.625 2.1 1.14 1.96 0.923 2.2 3.19 3.68 2.33 3.65 2.1 2.31 3.33 2.88 2.62 3.65 2.79 3.36 3.41 3.56 3.14 3.1 2.4 3.12 2.5 3.21 3.46 3 1.89 2.67 2.5 3.68 3.38 2.65 3.63 1.63 2.38 3.09 2.4 3.54 1.98 2 2.19 2.19 2.39 1.88 1.55 2.01 2.51 1.84 2.06 1.48 2 2.64 3.32 2.39 2.63 2.32 2.78 3.05 2.82 1.9 3.49 2.36 1.78 2.92 3.52 3.32 2.94 2.69 2.41 2.86 2.54 2.38 1.91 2.8 1.76 2.37 3.6 3.29 2.64 2.18 2.46 2.43 2.59 3.02 3.32 22 22 22 22 22 22 22 22 22 22 22 22 22 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 13 28 32 21 24 30 34 24 21 17 25 19 29 28 34 27 31 27 24 30 19 29 31 27 34 24 31 22 25 28 28 25 25 30 29 25 26 23 31 29 19 29 24 26 33 27 32 29 31 27 22 28 28 30 25 29 28 31 27 28 30 31 31 29 30 28 25 28 27 25 26 24 30 30 29 28 26 24 23 23 29 23 21 25 26 17 17 24 12 16 19 10 16 24 3.16 2.91 1.69 3.42 2.65 2.96 3.13 0.625 2.89 2.15 3.55 2.69 2.96 1.94 3.77 3.43 2.5 2 2.69 3.38 3.15 2.73 2.37 3 2.69 1.61 2.88 1.96 2.43 2.5 2.54 2.86 2.68 2 2.31 0.792 2.38 2.92 2.07 1.32 1.76 2.32 1.85 1.25 1 1.81 2.25 3.25 2.67 2.61 2.51 2.77 2.76 2.68 2.22 3.05 2.28 3.25 2.16 2.8 2.66 3.53 3.5 2.71 2.07 2.84 3.39 2.91 1.85 2.46 2.6 2.12 2.05 2.37 2.56 3.21 2.07 1.88 2.17 2.7 2.91 3.45 1.65 2.15 3 2.05 1.48 2.12 2.58 2.24 2.18 1.41 1.98 2.06 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 24 26 28 20 26 28 31 29 24 25 27 27 25 32 20 28 26 26 19 21 25 26 25 32 23 28 18 30 16 26 22 24 28 21 20 25 23 28 25 24 22 26 20 22 22 20 25 26 32 31 28 27 30 25 24 29 30 31 23 30 28 24 31 29 27 32 18 28 27 28 23 31 25 29 32 29 30 30 29 31 23 26 28 30 30 24 32 26 21 13 19 15 21 25 24 2.5 2.11 3.12 2.23 3.8 1.97 1.79 2.73 2.96 3.62 1.71 2.77 2.44 2.77 2.11 4 2.97 2.79 2.67 2.5 3.7 2.88 3.7 3.5 2.56 2.85 3.86 2.9 2.83 3.27 2.42 3.11 2.46 2.75 3.17 3 3 2.35 2.96 1.9 2.08 2.46 2.13 3.05 2.85 3.04 2.63 2.62 1.96 3.21 2.13 3.11 2.07 1.74 2.55 2.34 3.48 2.89 2.53 2.11 2.83 2.76 3.7 3.1 2.75 2.63 2.51 3.31 2.97 2.82 3.23 2.71 2.39 3.93 3.09 2.8 2.62 3.01 2.83 2.48 3.1 3.02 2.46 2.86 2.54 2.7 2.49 1.99 3.04 2.64 2.44 2.19 3.17 3.39 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 19 22 22 26 29 24 25 27 25 32 22 29 22 32 26 39 25 25 24 28 31 27 34 28 24 29 34 22 25 28 26 25 28 26 27 30 29 30 30 20 23 24 27 32 31 26 27 23 17 27 25 14 19 10 15 27 11 17 32 25 31 31 32 24 31 29 31 29 30 27 28 31 32 24 28 32 32 31 27 31 26 30 30 28 25 26 28 30 29 32 32 30 32 30 2.33 2 1.95 2.59 1.8 2.05 1.6 0.6 2.93 0 1.8 2.77 2.5 3.54 2.89 4 2.26 3.05 2.86 3.59 2.97 2.59 3.73 3.18 3.27 3 2.07 3.04 3.4 3.34 4 3.04 3.25 3.54 3.15 4 2.69 2.63 2.73 2.88 3.77 2.65 4 2.97 2.96 3.07 2.63 2.61 2.64 2.75 2.92 1.19 2.29 2.29 1.67 2.03 1.74 1.96 2.29 2.63 3.45 2.81 3.93 2.04 2.9 2.76 3.25 2.82 2.45 3.2 2.76 2.47 3.18 2.62 2.68 3.16 3.14 3.7 1.99 3.5 3.37 3.49 2.24 2.5 2.84 3.09 2.82 3.53 2.27 3.81 2.88 3.18 2.42 2.54 24 24 24 24 24 24 24 24 24 24 24 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 19 24 30 28 29 22 17 22 28 27 25 21 23 31 23 35 28 27 27 30 28 29 37 26 34 33 21 24 29 27 35 26 30 31 18 35 28 22 22 21 27 17 36 30 28 26 26 31 31 22 30 22 20 25 20 18 14 24 29 23 27 27 32 18 24 28 27 25 24 12 29 24 25 14 2 12 29 30 29 28 24 25 29 28 31 21 29 28 28 27 32 21 30 25 2.79 3.77 2.73 2.61 1.54 2.88 2.5 1.11 2.17 1.11 2.32 3.19 2.65 3.42 2.11 3.22 1.85 2.85 1.46 1.23 3.29 2.38 2 2.5 2.14 2.86 0.867 0 1.23 3.23 3.14 2.63 3.71 2.63 3.63 3.71 2.59 3.75 2.46 3.31 3.64 3.23 3.25 3.07 2.7 3.25 2.79 3.13 3.78 3.52 2.02 1.9 1.95 2.93 2.58 2.25 1.2 2.1 3.5 1.25 3.13 2.16 3.17 1.43 2.5 2.32 2.71 2.9 2.67 1.43 2.76 2.59 2.61 1.63 2.25 2.51 2.93 3.61 2.55 2 3.3 3.64 3.61 2.79 3.53 2.25 3.27 3.69 3.28 2.63 2.89 2.8 3.88 3.48 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 31 34 26 24 18 26 29 28 36 18 30 32 29 24 31 28 27 31 32 26 35 21 24 29 25 25 23 20 21 25 24 25 34 25 32 31 28 31 24 27 31 29 30 31 22 32 26 28 27 27 29 15 31 30 30 23 31 18 24 25 27 17 15 24 28 5 12 29 31 26 31 23 26 31 32 26 30 27 29 26 31 29 29 15 27 29 26 29 31 30 31 26 29 29 2.8 3 3.29 2.62 1.62 3.21 3.13 3.5 2.27 2.69 2.8 3.37 3.1 2.25 2.63 2.5 2.4 3.3 0.667 0.333 3.58 3.22 3.46 3.21 3.04 2.62 3.36 3.21 3.25 3.62 3.31 3.5 3.04 3.86 3.46 2.69 2.63 3.21 3.89 3.88 3.41 3.88 3.71 2.41 3.66 3.41 2.97 3.91 2.83 2.58 2.66 2.08 2.68 2.91 2.98 2.53 3.02 2.86 2.95 2.87 2.6 1.35 2.03 3.05 3.54 1.6 2.47 3.39 3.59 3.54 3.2 2.48 3.11 2.62 3.02 2.15 3.8 2.19 3.04 2.56 3.05 3.49 2.86 2.48 3.24 3.66 3.08 3.48 3.59 3.22 2.48 2.86 2.98 3.07 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 29 27 33 23 19 32 29 27 21 29 25 28 20 31 23 24 19 33 23 23 33 25 29 30 30 24 28 18 32 31 26 28 30 34 29 25 26 22 28 36 26 35 37 25 30 35 25 31 26 20 18 25 6 5 21 18 15 26 16 9 4 32 24 23 25 32 30 30 27 29 25 30 29 32 31 27 29 27 17 30 23 26 23 30 22 24 28 27 25 9 6 10 22 29 2.61 1.79 1.83 1.81 2.35 2.31 1.77 1.88 3.11 1.25 2.64 1.23 1.35 0.45 3.5 3 3.13 3 3.73 3.54 3.6 2.97 3.58 2.96 3.5 3.5 4 3.7 3.29 4 3.62 2.65 3.71 3.23 1.7 3.35 3.27 3.88 1.75 2.68 2.33 2.39 1.43 2.13 1.53 0.7 3.8 2.73 2.73 2.53 2.75 2.53 1.8 1.91 2.27 3.33 1.75 2.02 2.95 1.52 2.14 3.02 3.19 3.34 3.29 3.22 3.48 3.36 3.15 2.79 2.93 3.28 3.59 3.9 3.41 2.02 3.84 3.1 2.67 3.5 3.12 2.12 3.5 3.72 3.88 2.52 2.48 3.07 2.42 2.03 2.94 2.02 2.07 3.36 27 27 27 27 27 27 27 27 27 27 27 27 27 27 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 29 23 24 27 27 31 28 25 20 32 28 29 24 30 25 32 20 26 30 32 29 21 27 30 35 33 35 38 34 30 37 32 26 35 30 26 26 30 33 25 27 28 23 25 29 32 28 31 32 24 28 30 23 26 19 23 28 29 30 30 17 10 32 30 26 29 15 10 24 32 16 3.81 3.25 3.4 4 3.03 3.62 2.18 3.25 3.75 3.21 4 3.47 2.18 1.21 3.86 3.95 2.62 2.75 1.35 2.5 3.53 3.73 2.53 3.43 3.57 3.66 3.92 3.6 3.28 2.95 2.85 3.06 3.45 3.45 2.97 2.49 2.05 3.87 3.81 2.98 2.98 1.59 2.25 2.31 3.81 2.89 29 29 29 29 29 29 29 29 30 30 30 30 30 30 31 31 31 31 31 31 32 32 32 34 30 26 37 31 36 23 25 33 31 36 35 24 29 34 36 22 35 21 35 32 38 29 Percent of classes attended Percent of homework turned in 84.375 81.25 90.625 100 100 93.75 96.875 90.625 84.375 84.375 75 93.75 78.125 96.875 93.75 81.25 90.625 90.625 100 87.5 90.625 68.75 90.625 81.25 84.375 100 81.25 87.5 93.75 84.375 56.25 90.625 71.875 75 96.875 87.5 100 75 93.75 90.625 96.875 100 100 100 81.25 78.125 Missed classes 87.5 75 100 100 100 100 100 87.5 87.5 87.5 62.5 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 62.5 37.5 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 5 6 3 0 0 2 1 3 5 5 8 2 7 1 2 6 3 3 0 4 3 10 3 6 5 0 6 4 2 5 14 3 9 8 1 4 0 8 2 3 1 0 0 0 6 7 class sophomore junior freshmen freshmen sophomore freshmen sophomore freshmen sophomore freshmen junior junior sophomore sophomore sophomore sophomore freshmen freshmen freshmen junior freshmen junior sophomore sophomore sophomore sophomore freshmen junior freshmen freshmen sophomore junior freshmen sophomore sophomore sophomore sophomore junior freshmen sophomore freshmen sophomore freshmen sophomore junior sophomore courses 6 5 6 4 6 4 4 4 4 4 4 5 4 5 6 5 5 6 4 4 5 4 4 4 4 6 4 5 6 4 5 4 4 6 5 6 4 6 4 6 4 5 4 5 4 4 96.875 62.5 81.25 84.375 65.625 53.125 96.875 96.875 96.875 81.25 96.875 87.5 93.75 96.875 84.375 90.625 87.5 100 100 87.5 84.375 90.625 81.25 100 96.875 93.75 93.75 78.125 78.125 78.125 65.625 87.5 84.375 84.375 100 90.625 62.5 78.125 59.375 65.625 75 78.125 100 81.25 90.625 96.875 87.5 87.5 87.5 75 75 50 12.5 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 75 75 62.5 62.5 50 37.5 100 100 100 100 100 100 100 1 12 6 5 11 15 1 1 1 6 1 4 2 1 5 3 4 0 0 4 5 3 6 0 1 2 2 7 7 7 11 4 5 5 0 3 12 7 13 11 8 7 0 6 3 1 4 junior freshmen freshmen freshmen junior freshmen freshmen freshmen sophomore sophomore junior sophomore junior sophomore sophomore sophomore freshmen sophomore sophomore sophomore sophomore freshmen sophomore sophomore sophomore sophomore sophomore junior sophomore sophomore freshmen junior freshmen junior freshmen sophomore sophomore sophomore junior freshmen sophomore sophomore sophomore sophomore sophomore freshmen freshmen 5 4 5 5 6 6 5 5 4 4 6 4 5 5 5 4 4 4 5 5 5 4 4 5 5 6 5 4 5 5 4 4 5 6 4 4 5 5 5 4 6 5 5 5 4 6 6 87.5 93.75 87.5 87.5 93.75 96.875 96.875 81.25 75 71.875 90.625 100 87.5 78.125 87.5 78.125 81.25 100 87.5 100 96.875 87.5 100 100 93.75 90.625 96.875 87.5 78.125 65.625 87.5 96.875 65.625 84.375 87.5 87.5 62.5 90.625 100 50 43.75 96.875 93.75 87.5 90.625 71.875 96.875 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 75 75 62.5 62.5 50 100 100 100 100 100 100 4 2 4 4 2 1 1 6 8 9 3 0 4 7 4 7 6 0 4 0 1 4 0 0 2 3 1 4 7 11 4 1 11 5 4 4 12 3 0 16 18 1 2 4 3 9 1 sophomore sophomore sophomore sophomore sophomore sophomore junior freshmen freshmen sophomore junior sophomore junior freshmen freshmen sophomore junior freshmen freshmen sophomore freshmen freshmen sophomore sophomore sophomore freshmen sophomore sophomore sophomore sophomore freshmen freshmen sophomore freshmen freshmen junior sophomore sophomore freshmen junior junior sophomore freshmen sophomore freshmen sophomore sophomore 4 5 5 5 5 6 4 5 5 4 4 4 5 6 6 6 5 5 5 4 6 4 6 5 4 5 5 6 5 6 5 5 4 4 5 4 6 5 4 4 6 5 4 5 4 4 4 93.75 84.375 78.125 100 84.375 96.875 78.125 87.5 84.375 84.375 93.75 90.625 100 78.125 93.75 87.5 87.5 87.5 100 96.875 65.625 96.875 78.125 96.875 93.75 90.625 100 93.75 93.75 100 96.875 71.875 90.625 84.375 71.875 87.5 93.75 90.625 68.75 53.125 84.375 87.5 87.5 62.5 75 93.75 71.875 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 75 75 2 5 7 0 5 1 7 4 5 5 2 3 0 7 2 4 4 4 0 1 11 1 7 1 2 3 0 2 2 0 1 9 3 5 9 4 2 3 10 15 5 4 4 12 8 2 9 sophomore sophomore junior junior junior sophomore junior sophomore sophomore sophomore junior sophomore sophomore sophomore junior freshmen sophomore sophomore sophomore freshmen sophomore freshmen sophomore sophomore freshmen junior junior sophomore sophomore freshmen junior sophomore sophomore sophomore sophomore freshmen freshmen sophomore sophomore sophomore junior sophomore freshmen freshmen sophomore sophomore sophomore 6 6 4 6 5 5 5 4 5 6 5 4 4 4 4 6 5 5 6 5 4 5 4 5 5 5 5 4 5 5 4 4 6 6 6 5 6 4 4 4 4 5 4 4 4 4 6 78.125 93.75 59.375 50 59.375 84.375 93.75 87.5 34.375 84.375 78.125 78.125 84.375 50 87.5 28.125 56.25 78.125 90.625 96.875 84.375 81.25 87.5 78.125 68.75 100 87.5 84.375 87.5 81.25 71.875 90.625 96.875 71.875 84.375 78.125 84.375 75 100 78.125 84.375 84.375 96.875 90.625 96.875 93.75 93.75 75 75 75 75 75 75 75 75 75 62.5 62.5 50 50 50 50 37.5 37.5 25 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 7 2 13 16 13 5 2 4 21 5 7 7 5 16 4 23 14 7 3 1 5 6 4 7 10 0 4 5 4 6 9 3 1 9 5 7 5 8 0 7 5 5 1 3 1 2 2 sophomore sophomore sophomore sophomore freshmen sophomore freshmen junior freshmen sophomore sophomore sophomore junior freshmen freshmen freshmen sophomore junior sophomore sophomore junior junior freshmen freshmen sophomore sophomore sophomore sophomore sophomore sophomore junior sophomore sophomore sophomore sophomore sophomore freshmen sophomore freshmen junior freshmen sophomore sophomore sophomore sophomore junior sophomore 5 6 4 4 4 5 6 5 5 6 5 4 5 4 4 5 5 5 5 4 4 6 4 5 4 6 4 6 5 4 5 6 6 4 4 5 4 4 6 4 5 4 5 4 4 5 5 96.875 96.875 93.75 100 81.25 87.5 96.875 100 84.375 84.375 93.75 59.375 87.5 100 84.375 87.5 71.875 90.625 87.5 93.75 84.375 59.375 75 84.375 87.5 90.625 90.625 28.125 93.75 78.125 59.375 62.5 84.375 31.25 81.25 90.625 78.125 100 93.75 93.75 87.5 65.625 90.625 96.875 87.5 96.875 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 75 75 75 75 62.5 62.5 62.5 62.5 62.5 50 50 50 37.5 25 12.5 100 100 100 100 100 100 100 100 100 100 100 100 100 1 1 2 0 6 4 1 0 5 5 2 13 4 0 5 4 9 3 4 2 5 13 8 5 4 3 3 23 2 7 13 12 5 22 6 3 7 0 2 2 4 11 3 1 4 1 0 sophomore sophomore freshmen sophomore freshmen sophomore junior sophomore sophomore sophomore sophomore sophomore sophomore freshmen freshmen sophomore sophomore freshmen freshmen freshmen freshmen freshmen freshmen freshmen sophomore freshmen junior junior freshmen junior freshmen junior sophomore sophomore sophomore sophomore sophomore sophomore freshmen sophomore freshmen freshmen sophomore sophomore sophomore freshmen sophomore 4 5 5 5 4 5 5 5 4 5 5 5 4 5 6 4 5 4 5 6 5 5 4 4 5 5 6 4 4 5 6 4 6 5 5 4 5 5 4 5 4 5 5 4 5 5 4 81.25 96.875 75 100 100 75 90.625 81.25 87.5 90.625 81.25 93.75 90.625 68.75 90.625 81.25 100 84.375 84.375 93.75 87.5 75 100 75 100 84.375 87.5 9.375 71.875 71.875 87.5 84.375 87.5 90.625 59.375 96.875 93.75 81.25 87.5 56.25 81.25 62.5 62.5 78.125 65.625 75 90.625 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 75 75 75 75 75 75 6 1 8 0 0 8 3 6 4 3 6 2 3 10 3 6 0 5 5 2 4 8 0 8 0 5 4 29 9 9 4 5 4 3 13 1 2 6 4 14 6 12 12 7 11 8 3 sophomore sophomore freshmen sophomore sophomore sophomore freshmen junior junior sophomore junior sophomore junior sophomore junior freshmen junior sophomore freshmen sophomore sophomore sophomore sophomore sophomore sophomore junior freshmen sophomore sophomore sophomore sophomore freshmen sophomore freshmen sophomore sophomore sophomore junior junior sophomore sophomore sophomore junior sophomore junior sophomore sophomore 4 6 5 5 5 6 4 5 5 4 4 5 5 4 5 4 5 5 4 4 5 6 4 4 5 5 6 5 6 6 4 5 4 4 5 5 4 4 6 5 4 4 5 4 5 4 4 53.125 78.125 56.25 56.25 53.125 65.625 59.375 31.25 56.25 37.5 40.625 46.875 50 84.375 100 78.125 96.875 53.125 96.875 78.125 100 71.875 100 96.875 81.25 78.125 100 96.875 100 96.875 90.625 81.25 87.5 96.875 84.375 78.125 84.375 84.375 100 100 90.625 84.375 59.375 81.25 100 96.875 100 75 75 62.5 62.5 62.5 62.5 62.5 50 50 37.5 37.5 12.5 12.5 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 15 7 14 14 15 11 13 22 14 20 19 17 16 5 0 7 1 15 1 7 0 9 0 1 6 7 0 1 0 1 3 6 4 1 5 7 5 5 0 0 3 5 13 6 0 1 0 sophomore freshmen sophomore sophomore sophomore freshmen freshmen sophomore junior sophomore junior freshmen sophomore sophomore sophomore sophomore sophomore sophomore sophomore sophomore sophomore freshmen junior freshmen sophomore junior sophomore sophomore junior freshmen junior sophomore freshmen sophomore freshmen sophomore freshmen freshmen sophomore sophomore sophomore junior sophomore freshmen junior sophomore junior 5 6 5 6 5 5 5 5 4 5 4 4 4 5 5 5 4 5 6 4 6 6 5 5 5 4 6 4 4 5 5 4 6 4 5 5 6 4 5 5 5 5 6 4 4 6 4 90.625 96.875 84.375 68.75 87.5 87.5 93.75 78.125 90.625 87.5 96.875 84.375 87.5 93.75 96.875 96.875 90.625 93.75 87.5 78.125 87.5 84.375 78.125 81.25 75 93.75 93.75 90.625 87.5 81.25 75 71.875 71.875 90.625 71.875 65.625 78.125 81.25 53.125 53.125 75 37.5 50 59.375 31.25 50 75 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 75 75 75 75 75 75 75 75 62.5 62.5 62.5 62.5 62.5 62.5 50 50 37.5 37.5 12.5 100 3 1 5 10 4 4 2 7 3 4 1 5 4 2 1 1 3 2 4 7 4 5 7 6 8 2 2 3 4 6 8 9 9 3 9 11 7 6 15 15 8 20 16 13 22 16 8 sophomore freshmen junior junior sophomore freshmen freshmen junior sophomore freshmen sophomore sophomore junior freshmen sophomore sophomore sophomore sophomore sophomore sophomore freshmen freshmen sophomore sophomore sophomore sophomore freshmen freshmen freshmen sophomore freshmen freshmen sophomore junior sophomore freshmen freshmen sophomore freshmen sophomore sophomore sophomore sophomore junior freshmen freshmen freshmen 5 6 4 4 4 4 4 4 4 4 5 4 5 6 4 5 4 5 4 6 6 4 6 5 5 5 4 5 5 6 4 5 5 5 4 6 4 5 6 6 5 5 5 6 4 6 4 100 96.875 87.5 84.375 93.75 78.125 75 90.625 93.75 96.875 71.875 93.75 87.5 75 96.875 90.625 84.375 100 56.25 87.5 84.375 87.5 71.875 96.875 78.125 90.625 100 90.625 93.75 93.75 90.625 96.875 71.875 81.25 87.5 93.75 93.75 75 100 81.25 65.625 40.625 59.375 46.875 65.625 78.125 75 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 87.5 87.5 75 75 75 75 75 0 1 4 5 2 7 8 3 2 1 9 2 4 8 1 3 5 0 14 4 5 4 9 1 7 3 0 3 2 2 3 1 9 6 4 2 2 8 0 6 11 19 13 17 11 7 8 junior sophomore sophomore freshmen sophomore sophomore freshmen sophomore sophomore sophomore sophomore sophomore junior sophomore sophomore junior sophomore sophomore freshmen junior sophomore junior sophomore sophomore junior sophomore sophomore sophomore sophomore sophomore junior sophomore junior junior sophomore junior sophomore junior sophomore sophomore junior sophomore junior junior freshmen sophomore junior 4 5 5 4 4 4 4 6 6 5 4 4 4 5 4 6 4 6 5 5 5 4 4 4 5 5 4 4 6 5 6 5 6 5 6 4 4 5 5 6 5 6 4 4 4 5 6 71.875 53.125 84.375 78.125 43.75 59.375 31.25 46.875 84.375 34.375 53.125 100 78.125 96.875 96.875 100 75 96.875 90.625 96.875 90.625 93.75 84.375 87.5 96.875 100 75 87.5 100 100 96.875 84.375 96.875 81.25 93.75 93.75 87.5 78.125 81.25 87.5 93.75 90.625 100 100 93.75 100 93.75 75 75 75 62.5 62.5 50 50 37.5 37.5 12.5 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 9 15 5 7 18 13 22 17 5 21 15 0 7 1 1 0 8 1 3 1 3 2 5 4 1 0 8 4 0 0 1 5 1 6 2 2 4 7 6 4 2 3 0 0 2 0 2 junior sophomore freshmen sophomore freshmen freshmen sophomore sophomore sophomore sophomore sophomore sophomore sophomore sophomore sophomore sophomore junior sophomore sophomore sophomore sophomore sophomore junior freshmen junior sophomore freshmen junior sophomore sophomore sophomore sophomore sophomore sophomore sophomore sophomore freshmen sophomore sophomore junior junior sophomore sophomore junior sophomore sophomore freshmen 5 4 5 5 5 4 6 5 6 5 5 6 5 5 5 4 6 5 4 4 6 6 4 6 5 4 4 6 5 5 6 5 5 4 5 4 5 5 4 6 4 5 5 4 5 5 4 96.875 96.875 68.75 93.75 68.75 62.5 78.125 62.5 56.25 43.75 75 90.625 71.875 84.375 84.375 100 56.25 75 87.5 84.375 78.125 75 37.5 90.625 75 78.125 43.75 6.25 37.5 90.625 93.75 90.625 87.5 75 78.125 90.625 87.5 96.875 65.625 90.625 87.5 87.5 84.375 100 65.625 93.75 78.125 100 100 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 75 75 75 75 75 75 75 75 62.5 62.5 62.5 62.5 37.5 37.5 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 1 1 10 2 10 12 7 12 14 18 8 3 9 5 5 0 14 8 4 5 7 8 20 3 8 7 18 30 20 3 2 3 4 8 7 3 4 1 11 3 4 4 5 0 11 2 7 junior sophomore junior freshmen sophomore sophomore sophomore sophomore sophomore freshmen freshmen sophomore freshmen freshmen junior sophomore junior sophomore junior junior sophomore freshmen junior sophomore sophomore junior sophomore sophomore junior sophomore sophomore sophomore freshmen sophomore sophomore sophomore sophomore sophomore freshmen sophomore sophomore sophomore sophomore junior junior sophomore sophomore 4 5 6 5 5 6 6 6 5 4 4 4 5 4 6 5 4 6 5 5 4 5 4 5 4 5 5 5 6 5 4 4 4 4 5 5 5 5 4 6 5 4 4 4 4 5 5 87.5 84.375 84.375 90.625 46.875 96.875 93.75 93.75 71.875 96.875 56.25 75 78.125 84.375 53.125 46.875 75 87.5 15.625 37.5 90.625 96.875 81.25 96.875 71.875 81.25 96.875 100 81.25 93.75 84.375 90.625 81.25 96.875 90.625 90.625 46.875 84.375 90.625 81.25 90.625 96.875 93.75 96.875 81.25 90.625 90.625 100 100 87.5 87.5 87.5 87.5 87.5 87.5 75 75 75 75 62.5 62.5 62.5 50 25 25 12.5 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 87.5 4 5 5 3 17 1 2 2 9 1 14 8 7 5 15 17 8 4 27 20 3 1 6 1 9 6 1 0 6 2 5 3 6 1 3 3 17 5 3 6 3 1 2 1 6 3 3 freshmen junior junior sophomore sophomore sophomore sophomore sophomore sophomore junior sophomore sophomore sophomore sophomore junior sophomore sophomore junior freshmen junior sophomore sophomore sophomore freshmen sophomore sophomore freshmen sophomore sophomore sophomore freshmen freshmen sophomore junior junior sophomore sophomore sophomore sophomore junior sophomore junior sophomore sophomore sophomore sophomore sophomore 5 5 5 5 4 5 5 5 5 5 4 6 5 4 4 4 6 6 6 4 5 4 4 6 4 4 4 5 4 5 5 5 5 6 5 5 6 6 4 4 6 4 4 5 5 4 4 96.875 81.25 62.5 56.25 78.125 18.75 15.625 65.625 56.25 46.875 81.25 50 28.125 12.5 100 75 71.875 78.125 100 93.75 93.75 84.375 90.625 78.125 93.75 90.625 100 96.875 84.375 90.625 84.375 53.125 93.75 71.875 81.25 71.875 93.75 68.75 75 87.5 84.375 78.125 28.125 18.75 31.25 68.75 90.625 87.5 75 62.5 62.5 50 50 50 37.5 37.5 25 12.5 12.5 100 100 100 100 100 100 100 100 100 100 100 100 100 100 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 87.5 75 75 62.5 62.5 62.5 37.5 37.5 25 12.5 100 1 6 12 14 7 26 27 11 14 17 6 16 23 28 0 8 9 7 0 2 2 5 3 7 2 3 0 1 5 3 5 15 2 9 6 9 2 10 8 4 5 7 23 26 22 10 3 sophomore freshmen sophomore sophomore sophomore sophomore sophomore freshmen sophomore sophomore freshmen sophomore freshmen junior junior sophomore junior sophomore sophomore sophomore sophomore sophomore junior sophomore sophomore junior junior sophomore freshmen sophomore sophomore sophomore sophomore sophomore freshmen sophomore sophomore sophomore junior freshmen sophomore freshmen sophomore junior sophomore freshmen sophomore 5 5 5 5 4 5 4 5 6 6 4 4 4 5 4 6 6 5 4 4 5 4 6 4 6 4 5 6 4 5 5 5 4 6 5 6 4 4 5 5 4 4 5 4 5 4 5 100 75 87.5 93.75 71.875 81.25 59.375 71.875 87.5 90.625 93.75 93.75 53.125 31.25 100 93.75 81.25 90.625 46.875 31.25 75 100 50 100 100 100 100 100 100 87.5 62.5 100 100 100 100 62.5 100 100 75 75 50 37.5 100 87.5 87.5 0 8 4 2 9 6 13 9 4 3 2 2 15 22 0 2 6 3 17 22 8 0 16 sophomore sophomore sophomore sophomore sophomore freshmen sophomore junior junior sophomore junior sophomore junior freshmen sophomore sophomore freshmen sophomore sophomore sophomore junior sophomore sophomore 4 4 4 4 5 6 5 6 4 5 5 4 4 4 5 5 6 5 5 5 6 4 5
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Explanation & Answer

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General Comments
Data set contains final exam scores and student information for a single course.
The primary purpose of our model will be to predict final exam scores based on student attributes and behavior.
Students who dropped the course or did not show for the final have been excluded from the data set.
Variable
classes attend
current term GPA
prior GPA
ACT
final exam score
Percent of classes attended
Percent of homework turned in
Missed classes
class
courses

Comment
Number of times the student attended class.
GPA in current term, including this class.
Prior semester's student GPA. Students who have no prior GPA have been excluded from
Score on ACT exam prior to entering into college.
Score on final exam in the class.
Number of classes attend divided by number of classes held.
Number of homeworks submitted divided by number of homeworks required.
Number of times the student missed class
Year in school. Only freshman, sophomore, and juniors take this course.
Number of courses each student is taking. Part-time students have been removed from the

PA have been excluded from the data set (i.e., first semester students and transfer students).

classes attend current term GPA prior GPA
27
1,67
26
2,33
29
2,38
32
2,55
32
3,05
30
2,81
31
2,05
29
2,25
27
2,25
27
1,88
24
2
30
3,21
25
2,14
31
2,86
30
2,92
26
2,15
29
3,3
29
2,73
32
3,54
28
2,25
29
1,38
22
3,04
29
2,96
26
2
27
2,38
32
2,43
26
2,15
28
2,5
30
2,5
27
1,5
18
2,43
29
2,87
23
3,36
24
1,5
31
2,38
28
1,88
32
2
24
3,35
30
2,89
29
3,64
31
2,79
32
2,86
32
3,19
32
2,61
26
2,5
25
2

ACT
2,19
2,2
2
2,57
2,84
1,98
2,5
2,28
2,11
1,74
2,13
2,29
2,12
3,46
2,56
2,96
2,39
2,3
2,94
2,39
1,92
2,48
2,8
1,8
2,02
2,59
1,93
2,38
2,21
1,98
2,6
2,74
1,83
2,1
2,3
2,54
2,45
2,12
2,43
3,08
2,67
2,41
3,13
2,66
2,1
2,27

13
14
15
15
15
15
15
15
15
15
15
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17

final exam score
15
20
19
20
24
28
16
26
25
27
26
27
22
27
20
20
27
24
22
19
16
24
23
26
21
21
27
28
29
23
29
30
30
24
25
20
29
29
28
31
21
29
23
31
21
22

31
20
26
27
21
17
31
31
31
26
31
28
30
31
27
29
28
32
32
28
27
29
26
32
31
30
30
25
25
25
21
28
27
27
32
29
20
25
19
21
24
25
32
26
29
31
28

2,13
1,75
1,65
2,39
1,83
0,821
3,15
2,16
2,5
3,15
3,28
2,5
1,5
3
2,29
2,21
2,31
2,9
3,07
2,33
1,82
2,43
2,23
2,82
2,25
2,77
2,65
2,63
1
2,12
2,04
2
2,25
2,47
2,55
2,45
1,3
2,29
0,85
0,545
2,64
2,92
4
2,04
2,27
3,04
2,23

2,3
1,98
2,26
2,29
2,03
1,75
3,02
1,98
2,42
2,95
2,46
0,857
2,43
2,98
2,73
2,28
2,42
2,19
2,9
2,36
2,26
1,34
1,83
2,71
2,66
2,78
2,57
2,2
2,31
2,13
2,5
2,17
2,61
2,9
2,46
2,44
1,58
2,36
1,84
1,98
2,09
2,27
3,07
2,75
2,1
3,29
2,67

17
17
17
17
17
17
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
18
19
19
19
19
19
19
19

20
22
30
30
22
22
25
26
26
27
34
30
32
22
26
26
19
24
23
22
17
21
21
29
25
27
25
25
22
24
23
21
24
27
24
23
21
23
26
23
21
28
35
26
21
32
22

28
30
28
28
30
31
31
26
24
23
29
32
28
25
28
25
26
32
28
32
31
28
32
32
30
29
31
28
25
21
28
31
21
27
28
28
20
29
32
16
14
31
30
28
29
23
31

3,08
1,38
3,19
2,29
2,31
2,79
2,13
2,9
3,19
2
2,38
3,57
3,04
2,25
3,5
2,3
3
2,68
2,5
3
1,93
2,54
3,57
2,69
2,81
2,19
2,96
2,11
1,54
2,36
2,33
3,11
1,5
2,64
1,77
2,5
2,39
2,75
1,65
0,462
1,17
2,04
2,1
1,96
2,76
1,6
2,67

2,59
2,55
2,3
2,46
2,36
2,57
2,63
2,6
2,62
2,15
2,74
2,84
2,94
2,2
2,59
2,04
2,92
1,66
2,43
2,96
2,3
2,39
3,54
2,38
2,41
1,8
3,02
2,69
2,68
2,2
2,42
2,74
2,39
2,56
1,89
2,25
2,61
2,91
2,41
1,95
1,84
2,61
2,33
2,48
2,12
2,18
2,57

19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
19
20
20
20
20
20
20

27
17
22
19
30
31
14
24
34
17
25
26
27
24
29
21
24
23
23
26
21
22
26
19
20
19
25
19
22
22
17
24
24
19
17
22
23
22
25
22
28
27
23
21
29
27
20

30
27
25
32
27
31
25
28
27
27
30
29
32
25
30
28
28
28
32
31
21
31
25
31
30
29
32
30
30
32
31
23
29
27
23
28
30
29
22
17
27
28
28
20
24
30
23

2,7
2,71
2,38
2,77
2,38
3
2,94
2,63
2,21
2,11
1,8
2,39
3,43
2,25
2,43
3,46
2,15
3,14
2,85
3
1,93
2,85
2,46
2,8
2,5
2,85
2,9
3,64
3,04
3,75
1,75
2,97
1,77
1,75
1,93
2,13
2,75
3,16
1,71
1,68
2,12
2,5
2,31
2,47
2,88
2,85
2,5

3,02
2,15
2,92
2,53
2,22
2,89
2,94
2,41
2,39
2,14
2,61
2,45
3,29
2,09
1,93
2
2
2,02
1,91
1,5
2,38
2,38
2,58
2,92
2,65
2,75
3,25
2,5
3,36
2,56
2,21
2,62
1,94
2,2
2,45
2,63
2,37
2,84
2,13
2,15
2,21
2,62
1,88
2,06
3,05
3,35
2,36

20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20

28
24
20
29
22
26
30
25
26
23
30
25
22
25
17
35
23
20
27
22
28
29
21
22
24
28
25
32
23
29
23
34
26
26
31
23
24
26
21
24
19
23
24
27
31
28
26

25
30
19
16
19
27
30
28
11
27
25
25
27
16
28
9
18
25
29
31
27
26
28
25
22
32
28
27
28
26
23
29
31
23
27
25
27
24
32
25
27
27
31
29
31
30
30

2,92
1,79
1,79
2,75
3,12
2,63
2,39
2,25
2,05
2,23
0,75
2,13
2,65
1,65
3,5
2
1,14
1,63
3
2,33
2,56
2,86
3,32
2,68
2,68
3,25
2,9
2,13
3,23
2,75
3,4
2,12
3,13
1,79
3,11
2,04
3
2,64
2,9
2,41
1,89
0,692
2,96
2,54
3,34
3,05
3,38

2,68
2,44
1,82
2,06
1,6
2,14
2,5
2,52
2,27
1,96
2,12
2,35
3,26
2,23
3,65
1,95
2,11
2,01
2,73
2,43
2,78
2,34
2,8
2,38
1,74
3,28
2,43
2,58
2,95
2,95
2,35
2,46
2,67
1,68
2,84
2,39
2,81
2,27
2,7
2,75
1,97
1,74
2,68
2,26
3,21
2,83
3

20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21

27
14
25
22
33
21
23
24
22
20
22
30
29
22
29
26
18
27
26
19
26
28
21
23
29
26
22
17
26
25
27
18
30
19
31
22
30
22
23
23
21
19
24
24
28
19
16

31
31
30
32
26
28
31
32
27
27
30
19
28
32
27
28
23
29
28
30
27
19
24
27
28
29
29
9
30
25
19
20
27
10
26
29
25
32
30
30
28
21
29
31
28
31
32

2,9
2,6
3,25
3,04
1,77
2,64
3,18
3,5
2,07
3
2,71
3,29
2,46
2,78
2,32
1,96
2,25
1,07
3,08
1,54
1,77
2,38
1,35
1,36
2,75
2,71
1,62
0,321
3,1
1,6
0,567
1,5
2,86
0,8
2
2,38
3,27
2,71
2,86
2,81
2,04
2,31
3,34
3,55
3,21
2,94
3,5

2,3
2,66
3
3
1,38
2,46
2,48
3,57
2,3
2,3
2,66
2,67
2,74
1,86
2,35
2,04
2,24
1,32
2,17
1,94
2,54
2,17
1,89
1,79
2,22
2,52
2,57
1,79
2,35
2,49
1,74
2,29
3,13
1,8
2,12
2,33
2,93
2,28
2,87
2,55
2,47
2,17
3,42
3,31
2,8
2,4
2,83

21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
21
22
22
22
22
22
22
22
22
22
22
22
22
22

16
25
27
28
21
26
27
32
25
30
23
35
30
34
27
17
24
16
26
10
24
22
22
22
26
22
25
26
19
19
23
21
11
17
34
22
27
28
35
25
23
23
24
28
22
22
27

26
31
24
32
32
24
29
26
28
29
26
30
29
22
29
26
32
27
27
30
28
24
32
24
32
27
28
3
23
23
28
27
28
29
19
31
30
26
28
18
26
20
20
25
21
24
29

2,04
3,12
2,97
2,82
2,75
2,1
3
3,2
2,81
2,81
2
2,5
2,9
2,54
2,1
2,68
3,88
2,31
2,64
3,1
1,18
2,92
3,27
2,73
3,66
2,3
2,68
2,08
2,67
3,14
2,05
2,18
2,13
2,82
2,12
3,27
1,88
2,5
2,74
2,81
2,65
1,27
1,36
3,03
1,85
3
2,43

2,12
2,96
2,37
3,13
2,94
2,08
2,94
2,97
2,35
3,25
2,77
2,43
2,66
2,84
1,95
2,46
3,23
2,23
2,27
2,63
2,16
3,1
2,95
1,96
3,61
1,98
1,67
1,85
2,31
3,21
2,59
2,44
2,03
1,96
2,16
3,05
2,11
2,86
2,95
2,28
2,65
1,98
1,91
2,34
2,85
1,81
2,48

22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22
22

32
29
31
19
24
30
24
29
22
30
19
19
29
33
30
24
30
22
19
25
29
24
30
22
30
27
31
23
27
24
24
22
19
26
31
32
24
23
26
24
27
22
21
25
21
30
22

17
25
18
18
17
21
19
10
18
12
13
15
16
27
32
25
31
17
31
25
32
23
32
31
26
25
32
31
32
31
29
26
28
31
27
25
27
27
32
32
29
27
19
26
32
31
32

1,68
1,96
2,15
1,75
2,38
2,54
2,65
0,625
2,1
1,14
1,96
0,923
2,2
3,19
3,68
2,33
3,65
2,1
2,31
3,33
2,88
2,62
3,65
2,79
3,36
3,41
3,56
3,14
3,1
2,4
3,12
2,5
3,21
3,46
3
1,89
2,67
2,5
3,68
3,38
2,65
3,63
1,63
2,38
3,09
2,4
3,54

1,98
2
2,19
2,19
2,39
1,88
1,55
2,01
2,51
1,84
2,06
1,48
2
2,64
3,32
2,39
2,63
2,32
2,78
3,05
2,82
1,9
3,49
2,36
1,78
2,92
3,52
3,32
...

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