Unit 2: Rtutorial

Week 6: Working with Data

In the previous R tutorial, we started to work on science classroom dataset. We applied the data intensive research steps to explore our data and investigate the relationship between students’ grades and time-spent.

Let’s remember which libraries and functions we used!

Your Turn:

Please write down one or two sentence to explain why and how we use the following libraries and functions.

1. tidyverse: A suite of R packages unified by a common philosophy, grammar, and data structure, specifically engineered for data science workflows. It facilitates the streamlining of processes from data ingestion to visualisation.

2. skimr: This package offers a comprehensive overview of datasets. It expands upon conventional summary statistics by presenting distributional characteristics and patterns of missing values in a concise format.

3. ggplot: Serves as the foundational system for generating declarative graphics within R. It facilitates the incremental construction of complex visualisations, consistent with the principles of the ‘Grammar of Graphics’.

4. read_csv(): Thisfunction is utilised for the importation of comma-separated value (CSV) files into the R statistical environment, subsequently converting them into tibble objects.

5. view(): This function initiates a spreadsheet-style data viewer within a new RStudio tab. This functionality is utilised for the manual inspection of entire datasets.

6. glimpse(): This function generates a concise, transposed summary of a data frame, facilitating rapid examination of column names, data types, and initial entries for each variable.

7. head(): This function retrieves the initial rows (by default, six) of a dataset. It provides a preliminary overview of the data structure without necessitating the display of the full dataset.

8. tail(): This function returns the concluding rows of a dataset. It is particularly valuable for identifying trailing anomalies or summary information appended to a file.

9. select(): This function is utilised to include or exclude specific columns (variables) from a dataset, based on their designated names

10. filter(): This function is employed to select specific rows (observations) that satisfy predefined logical conditions (e.g., rows where student grade > 80%).

11. arrange(): The function sorts the rows of a data frame based on values in designated columns.

12. The desc() helper function, when utilised within the arrange() function, facilitates the sorting of data in descending order, thereby overriding the default ascending order.

13. geom_histogram(): This is a layer within ggplot2 employed to generate histograms, which graphically represent the distribution of a single continuous variable.

14. geom_point(): This is a layer within ggplot2used for the creation of scatter plots. It maps two variables onto a two-dimensional plane to illustrate their relationships.

Load the Tidyverse Package

Let’s start our R code along by loading the tidyverse package.

library(tidyverse)

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.1     ✔ stringr   1.6.0
✔ ggplot2   4.0.2     ✔ tibble    3.2.1
✔ lubridate 1.9.4     ✔ tidyr     1.3.1
✔ purrr     1.0.4     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

Load the online science class data

Now, load the online science class data from the data folder and assign your data to a new object.

library(skimr)

library(readr)

data <- read.csv("data/sci-online-classes.csv")

You loaded the data, now what should we do?

Upon successful data loading, we can initiate exploratory data analysis by examining its structure and content, utilising functions such as View(), glimpse(), head(), and summary().

view(data)

glimpse(data)

Rows: 603
Columns: 30
$ student_id            <int> 43146, 44638, 47448, 47979, 48797, 51943, 52326,…
$ course_id             <chr> "FrScA-S216-02", "OcnA-S116-01", "FrScA-S216-01"…
$ total_points_possible <int> 3280, 3531, 2870, 4562, 2207, 4208, 4325, 2086, …
$ total_points_earned   <int> 2220, 2672, 1897, 3090, 1910, 3596, 2255, 1719, …
$ percentage_earned     <dbl> 0.6768293, 0.7567261, 0.6609756, 0.6773345, 0.86…
$ subject               <chr> "FrScA", "OcnA", "FrScA", "OcnA", "PhysA", "FrSc…
$ semester              <chr> "S216", "S116", "S216", "S216", "S116", "S216", …
$ section               <int> 2, 1, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, …
$ Gradebook_Item        <chr> "POINTS EARNED & TOTAL COURSE POINTS", "ATTEMPTE…
$ Grade_Category        <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ FinalGradeCEMS        <dbl> 93.45372, 81.70184, 88.48758, 81.85260, 84.00000…
$ Points_Possible       <int> 5, 10, 10, 5, 438, 5, 10, 10, 443, 5, 12, 10, 5,…
$ Points_Earned         <dbl> NA, 10.00, NA, 4.00, 399.00, NA, NA, 10.00, 425.…
$ Gender                <chr> "M", "F", "M", "M", "F", "F", "M", "F", "F", "M"…
$ q1                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 4, 3, 5, NA,…
$ q2                    <int> 4, 4, 4, 5, 3, NA, 5, 3, 3, NA, NA, 5, 3, 3, NA,…
$ q3                    <int> 4, 3, 4, 3, 3, NA, 3, 3, 3, NA, NA, 3, 3, 5, NA,…
$ q4                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 5, 3, 5, NA,…
$ q5                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 5, 4, 5, NA,…
$ q6                    <int> 5, 4, 4, 5, 4, NA, 5, 4, 3, NA, NA, 5, 3, 5, NA,…
$ q7                    <int> 5, 4, 4, 4, 4, NA, 4, 3, 3, NA, NA, 5, 3, 5, NA,…
$ q8                    <int> 5, 5, 5, 5, 4, NA, 5, 3, 4, NA, NA, 4, 3, 5, NA,…
$ q9                    <int> 4, 4, 3, 5, NA, NA, 5, 3, 2, NA, NA, 5, 2, 2, NA…
$ q10                   <int> 5, 4, 5, 5, 3, NA, 5, 3, 5, NA, NA, 4, 4, 5, NA,…
$ TimeSpent             <dbl> 1555.1667, 1382.7001, 860.4335, 1598.6166, 1481.…
$ TimeSpent_hours       <dbl> 25.91944500, 23.04500167, 14.34055833, 26.643610…
$ TimeSpent_std         <dbl> -0.18051496, -0.30780313, -0.69325954, -0.148446…
$ int                   <dbl> 5.0, 4.2, 5.0, 5.0, 3.8, 4.6, 5.0, 3.0, 4.2, NA,…
$ pc                    <dbl> 4.50, 3.50, 4.00, 3.50, 3.50, 4.00, 3.50, 3.00, …
$ uv                    <dbl> 4.333333, 4.000000, 3.666667, 5.000000, 3.500000…

head(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
  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
                       Gradebook_Item Grade_Category FinalGradeCEMS
1 POINTS EARNED & TOTAL COURSE POINTS             NA       93.45372
2                           ATTEMPTED             NA       81.70184
3 POINTS EARNED & TOTAL COURSE POINTS             NA       88.48758
4 POINTS EARNED & TOTAL COURSE POINTS             NA       81.85260
5 POINTS EARNED & TOTAL COURSE POINTS             NA       84.00000
6 POINTS EARNED & TOTAL COURSE POINTS             NA             NA
  Points_Possible Points_Earned Gender q1 q2 q3 q4 q5 q6 q7 q8 q9 q10 TimeSpent
1               5            NA      M  5  4  4  5  5  5  5  5  4   5 1555.1667
2              10            10      F  4  4  3  4  4  4  4  5  4   4 1382.7001
3              10            NA      M  5  4  4  5  5  4  4  5  3   5  860.4335
4               5             4      M  5  5  3  5  5  5  4  5  5   5 1598.6166
5             438           399      F  4  3  3  4  4  4  4  4 NA   3 1481.8000
6               5            NA      F NA NA NA NA NA NA NA NA NA  NA    3.4501
  TimeSpent_hours TimeSpent_std int  pc       uv
1     25.91944500    -0.1805150 5.0 4.5 4.333333
2     23.04500167    -0.3078031 4.2 3.5 4.000000
3     14.34055833    -0.6932595 5.0 4.0 3.666667
4     26.64361000    -0.1484470 5.0 3.5 5.000000
5     24.69666667    -0.2346629 3.8 3.5 3.500000
6      0.05750167    -1.3257521 4.6 4.0 4.000000

summary(data)

   student_id     course_id         total_points_possible total_points_earned
 Min.   :43146   Length:603         Min.   :  840         Min.   :  651      
 1st Qu.:85613   Class :character   1st Qu.: 2810         1st Qu.: 2050      
 Median :88340   Mode  :character   Median : 3583         Median : 2757      
 Mean   :86070                      Mean   : 4274         Mean   : 3245      
 3rd Qu.:92731                      3rd Qu.: 5069         3rd Qu.: 3875      
 Max.   :97441                      Max.   :15552         Max.   :12208      
                                                                             
 percentage_earned   subject            semester            section     
 Min.   :0.3384    Length:603         Length:603         Min.   :1.000  
 1st Qu.:0.7047    Class :character   Class :character   1st Qu.:1.000  
 Median :0.7770    Mode  :character   Mode  :character   Median :1.000  
 Mean   :0.7577                                          Mean   :1.376  
 3rd Qu.:0.8262                                          3rd Qu.:2.000  
 Max.   :0.9106                                          Max.   :4.000  
                                                                        
 Gradebook_Item     Grade_Category FinalGradeCEMS   Points_Possible 
 Length:603         Mode:logical   Min.   :  0.00   Min.   :  5.00  
 Class :character   NA's:603       1st Qu.: 71.25   1st Qu.: 10.00  
 Mode  :character                  Median : 84.57   Median : 10.00  
                                   Mean   : 77.20   Mean   : 76.87  
                                   3rd Qu.: 92.10   3rd Qu.: 30.00  
                                   Max.   :100.00   Max.   :935.00  
                                   NA's   :30                       
 Points_Earned       Gender                q1              q2       
 Min.   :  0.00   Length:603         Min.   :1.000   Min.   :1.000  
 1st Qu.:  7.00   Class :character   1st Qu.:4.000   1st Qu.:3.000  
 Median : 10.00   Mode  :character   Median :4.000   Median :4.000  
 Mean   : 68.63                      Mean   :4.296   Mean   :3.629  
 3rd Qu.: 26.12                      3rd Qu.:5.000   3rd Qu.:4.000  
 Max.   :828.20                      Max.   :5.000   Max.   :5.000  
 NA's   :92                          NA's   :123     NA's   :126    
       q3              q4              q5              q6       
 Min.   :1.000   Min.   :1.000   Min.   :2.000   Min.   :1.000  
 1st Qu.:3.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
 Median :3.000   Median :4.000   Median :4.000   Median :4.000  
 Mean   :3.327   Mean   :4.268   Mean   :4.191   Mean   :4.008  
 3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
 Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
 NA's   :123     NA's   :125     NA's   :127     NA's   :127    
       q7              q8              q9             q10       
 Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
 1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:4.000  
 Median :4.000   Median :4.000   Median :4.000   Median :4.000  
 Mean   :3.907   Mean   :4.289   Mean   :3.487   Mean   :4.101  
 3rd Qu.:4.750   3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000  
 Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
 NA's   :129     NA's   :129     NA's   :129     NA's   :129    
   TimeSpent       TimeSpent_hours    TimeSpent_std          int       
 Min.   :   0.45   Min.   :  0.0075   Min.   :-1.3280   Min.   :2.000  
 1st Qu.: 851.90   1st Qu.: 14.1983   1st Qu.:-0.6996   1st Qu.:3.900  
 Median :1550.91   Median : 25.8485   Median :-0.1837   Median :4.200  
 Mean   :1799.75   Mean   : 29.9959   Mean   : 0.0000   Mean   :4.219  
 3rd Qu.:2426.09   3rd Qu.: 40.4348   3rd Qu.: 0.4623   3rd Qu.:4.700  
 Max.   :8870.88   Max.   :147.8481   Max.   : 5.2188   Max.   :5.000  
 NA's   :5         NA's   :5          NA's   :5         NA's   :76     
       pc              uv       
 Min.   :1.500   Min.   :1.000  
 1st Qu.:3.000   1st Qu.:3.333  
 Median :3.500   Median :3.667  
 Mean   :3.608   Mean   :3.719  
 3rd Qu.:4.000   3rd Qu.:4.167  
 Max.   :5.000   Max.   :5.000  
 NA's   :75      NA's   :75     

Your Turn:

Examine the contents of sci_classes in your console. You should type the object name to the console and check that.

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
44       66693 AnPhA-S116-01                  3262                2716
45       66740  OcnA-S116-01                  4171                3639
46       66811 AnPhA-S116-01                  4659                3665
47       66862 AnPhA-S116-01                  5003                3759
48       67013 AnPhA-S216-01                  5064                3306
49       67102 PhysA-S216-01                  4499                3377
50       67463 FrScA-S216-01                  1581                1329
51       67508 AnPhA-S116-01                  3747                2765
52       67762 FrScA-S116-02                  2996                2518
53       67920  OcnA-S116-01                  3321                2364
54       68022  OcnA-S216-01                  2928                2061
55       68188 FrScA-S116-01                  3450                2132
56       68476  OcnA-S116-02                  8004                5148
57       68598  BioA-S116-01                  2678                2058
58       68768 FrScA-S116-02                  1548                1310
59       68795 FrScA-S216-01                  4422                3656
60       69072 FrScA-S116-01                  4339                3173
61       69182 FrScA-S216-01                  5019                4102
62       69397 FrScA-S216-01                  6808                5472
63       69544 FrScA-S216-04                  2859                1830
64       69743 AnPhA-S216-01                  6884                5444
65       69937  BioA-S116-01                  3457                2781
66       70037 FrScA-S116-01                  2688                2057
67       70068 FrScA-S116-03                  4112                3440
68       70187 PhysA-S216-01                  6518                4290
69       70192 AnPhA-S116-02                  1936                1763
70       70408  BioA-S116-01                  5028                3723
71       70532 AnPhA-S116-01                 10694                9088
72       70681  BioA-S116-01                  5472                4404
73       71110 FrScA-S216-01                  3379                2886
74       71415 FrScA-S216-01                  3284                2574
75       71434  BioA-S116-01                  2810                2318
76       71725 AnPhA-S216-01                  1812                1234
77       72287 FrScA-T116-01                  3020                2404
78       73132 FrScA-S116-03                  3480                3064
79       74551 PhysA-S116-01                  8118                6402
80       74552 AnPhA-S216-02                  5208                3886
81       76132 AnPhA-T116-01                  6986                4216
82       76133 PhysA-S116-01                  3835                2943
83       76426 PhysA-S116-01                  2930                2245
84       76443  OcnA-S216-01                  3213                2527
85       76673 AnPhA-S216-01                  7696                5212
86       76674 AnPhA-S216-01                  7824                5728
87       76840 AnPhA-S216-01                  6766                4204
88       76840 FrScA-S116-01                 11328                9306
89       76891  OcnA-S116-01                  6087                3819
90       76930 AnPhA-S116-02                  2765                1813
91       76998 AnPhA-S216-01                  5618                4824
92       77010 AnPhA-S116-01                  2297                1827
93       77067 FrScA-S216-02                  3272                1896
94       77141 FrScA-S216-02                  2083                1567
95       77169  BioA-S116-01                  3749                2954
96       77190 FrScA-S216-01                  2446                1949
97       77246 FrScA-S116-01                  3913                2904
98       77298 FrScA-S116-02                  1572                1319
99       77976 FrScA-S116-03                  4664                3508
100      77980 FrScA-S216-02                  3528                2951
101      78000 FrScA-S216-01                  2269                1946
102      78002  OcnA-S216-02                  4673                3159
103      78153 PhysA-S216-01                  6530                3702
104      78164 AnPhA-S216-01                  3225                2637
105      78241  OcnA-S216-02                  1976                1529
106      78691 FrScA-S116-03                  8892                8012
107      79128 PhysA-S116-01                  2369                1920
108      79220 AnPhA-S116-02                  2269                1371
109      79352 PhysA-S116-01                  1226                 935
110      79596 PhysA-S116-01                  1374                1091
111      79859 AnPhA-T116-01                  5896                4038
112      79893  OcnA-T116-01                  4133                3029
113      80822  OcnA-S216-01                  3968                3075
114      84632 PhysA-T116-01                  3180                2693
115      84640 AnPhA-T116-01                  2358                1940
116      84641 AnPhA-T116-01                  1931                1170
117      84645  OcnA-T116-01                  2508                1975
118      84684  OcnA-T116-01                  5074                3874
119      84685  OcnA-T116-01                  3080                2019
120      84749 AnPhA-T116-01                  4543                2646
121      84757 AnPhA-T116-01                  4534                3668
122      84794  BioA-T116-01                  2787                1439
123      84932  OcnA-S216-01                  5225                4300
124      85123 FrScA-S216-01                  2494                1800
125      85248 AnPhA-S216-01                  2935                2078
126      85249 AnPhA-S116-01                  4558                3295
127      85258 FrScA-S116-02                  3656                2660
128      85258 FrScA-S216-01                  2309                1726
129      85287 FrScA-S216-01                  5792                3188
130      85292  BioA-S116-01                  2669                2234
131      85323 FrScA-S116-01                  4000                3136
132      85348 FrScA-S216-03                  2607                1380
133      85355  OcnA-S116-01                  3173                2687
134      85390 PhysA-S116-01                  5246                4318
135      85410  OcnA-S116-02                  3474                2761
136      85411 AnPhA-S116-01                  3150                2000
137      85416 FrScA-S116-01                  1966                1500
138      85431 FrScA-S116-01                  1597                1448
139      85432 FrScA-S116-01                  5219                3521
140      85433 FrScA-S116-01                  6602                4826
141      85443 FrScA-S116-01                  3559                2757
142      85482  OcnA-S116-02                  5553                4613
143      85487  OcnA-S116-02                  3513                3068
144      85522 PhysA-S116-01                  2904                2379
145      85539 FrScA-S116-01                  3674                3006
146      85567 FrScA-S116-02                  5496                4575
147      85573 FrScA-S116-03                  3372                2636
148      85574 FrScA-S116-03                  2119                1605
149      85579 FrScA-S116-01                  2636                2059
150      85583 AnPhA-S116-01                  3026                2540
151      85583 FrScA-S216-01                  3130                2706
152      85642 FrScA-S216-01                  3264                2180
153      85644 FrScA-S216-01                  2836                2074
154      85644  OcnA-S116-01                  3413                2639
155      85649 FrScA-S116-01                  2790                1971
156      85650 FrScA-S116-01                  8206                4432
157      85651 FrScA-S116-01                  2749                1744
158      85659 FrScA-S116-01                  3521                1845
159      85659 FrScA-S216-01                  5093                3587
160      85661 FrScA-S116-02                  3143                2707
161      85662 FrScA-S116-01                  7846                6642
162      85663 FrScA-S116-01                  8668                6886
163      85665 FrScA-S116-01                  2691                2091
164      85668 FrScA-S116-01                  3181                2353
165      85698 FrScA-S116-02                  3473                2472
166      85700 FrScA-S116-03                  4406                3094
167      85701 FrScA-S116-03                  2808                2091
168      85702 FrScA-S116-03                  2836                2488
169      85704 FrScA-S116-03                  8226                6168
170      85791 FrScA-S116-01                  3800                3302
171      85792 FrScA-S116-01                  4078                3369
172      85796 FrScA-S216-01                  3219                2667
173      85865 AnPhA-S116-01                  3050                2644
174      85866 AnPhA-S116-01                  4068                3186
175      85867 FrScA-S216-04                  2547                2143
176      85889  BioA-S116-01                  3838                2248
177      85891 FrScA-S116-03                  3199                2753
178      85929 FrScA-S116-01                  7192                5388
179      85930 FrScA-S116-01                  2652                1799
180      85953 PhysA-S116-01                  6564                5614
181      85962 PhysA-S116-01                  3254                1828
182      85970 AnPhA-S116-01                  5722                4431
183      86002 FrScA-S216-04                  1337                1054
184      86067  BioA-S116-01                  4054                2304
185      86072 AnPhA-S116-01                  2297                1182
186      86105 FrScA-S116-01                  3730                2854
187      86110  BioA-S116-01                  4075                3300
188      86113  BioA-S116-01                 15092               12208
189      86119 AnPhA-S116-01                  3925                3340
190      86130  BioA-S116-01                  6672                5288
191      86133  OcnA-S116-02                 10110                7730
192      86202  BioA-S116-01                  4501                3498
193      86216  BioA-S116-01                  2583                1452
194      86229 FrScA-S216-01                  2398                1333
195      86240  OcnA-S216-01                  2919                2513
196      86251 FrScA-S216-01                  2167                1959
197      86267 AnPhA-S116-01                  3045                2705
198      86268 AnPhA-S216-01                  3013                2491
199      86271 FrScA-S116-01                  4358                3608
200      86275 AnPhA-S116-01                  5926                3882
201      86277 AnPhA-S116-01                  1306                 686
202      86280 FrScA-S116-01                  5898                5168
203      86286 AnPhA-S116-01                  4594                3037
204      86294 AnPhA-S116-01                  4878                3627
205      86296  OcnA-S216-01                 14067               11637
206      86309 FrScA-S116-03                  8428                6892
207      86314 AnPhA-S116-02                  3888                2732
208      86339 FrScA-S116-01                  3140                2533
209      86340 FrScA-S116-01                  4161                3367
210      86340  OcnA-S216-01                  3110                2517
211      86349 FrScA-S216-01                   840                 672
212      86349  OcnA-S116-01                  3227                2723
213      86353 PhysA-S116-01                  5736                4953
214      86364 FrScA-S116-01                  5774                4510
215      86365 FrScA-S116-01                  1265                 969
216      86429 AnPhA-S116-01                  4936                4208
217      86432 AnPhA-S116-01                  4634                2988
218      86446 AnPhA-S116-01                  3316                2265
219      86451 AnPhA-S116-01                  2416                2014
220      86455 FrScA-S116-01                 12288                9132
221      86455  OcnA-S216-01                  3189                2539
222      86460  OcnA-S116-01                  3643                3174
223      86476 AnPhA-S116-01                  2882                2335
224      86476 FrScA-S116-01                  2683                2014
225      86479 AnPhA-S116-01                  3070                2450
226      86484 AnPhA-S116-01                  2648                1831
227      86488 AnPhA-S116-01                  3342                3033
228      86490 FrScA-S216-01                  6372                4524
229      86492 AnPhA-S116-01                  3537                2717
230      86504 AnPhA-S116-01                  6242                4465
231      86515 FrScA-S216-01                  8631                7164
232      86527  OcnA-S216-01                  2084                1716
233      86543 FrScA-S116-01                  3189                2752
234      86580  BioA-S116-01                  4560                3220
235      86588 AnPhA-S116-01                  4024                2812
236      86608 AnPhA-S116-01                  2534                1412
237      86618 FrScA-S116-03                  1810                1400
238      86627 FrScA-S116-02                  1163                 800
239      86679 FrScA-S116-01                  1563                1233
240      86689  OcnA-S116-02                  4932                3316
241      86697  OcnA-S216-02                  3898                3409
242      86707 AnPhA-S116-02                 11355               10026
243      86709 FrScA-S116-01                  1835                1577
244      86758  OcnA-S116-01                  2835                1775
245      86792 FrScA-S116-01                  2316                1927
246      86793 FrScA-S116-01                 10826                8760
247      86794 FrScA-S116-01                  1424                1146
248      86803 FrScA-S116-01                  5430                4784
249      86815 FrScA-S116-01                  3288                2064
250      86836 FrScA-S216-01                  8692                7122
251      86836  OcnA-S116-01                  2867                2288
252      86882 FrScA-S116-03                  3140                2724
253      86942 AnPhA-S216-01                  8132                5874
254      86943  OcnA-S116-01                  4756                3015
255      87001  OcnA-S116-02                  4934                4252
256      87010 FrScA-S116-01                  4052                2486
257      87020 FrScA-S216-01                  2428                1924
258      87027 FrScA-S116-01                  5336                4606
259      87043 AnPhA-S116-01                  3349                2514
260      87081  BioA-S116-01                  4254                3315
261      87093 FrScA-S116-01                  2182                1544
262      87122  OcnA-S116-02                  9066                5414
263      87163 FrScA-S116-01                  3634                2827
264      87166 AnPhA-S116-01                  3818                2836
265      87171 PhysA-S116-01                  6318                5466
266      87209  OcnA-S116-02                  2402                1921
267      87484 FrScA-S116-01                  7654                5626
268      87485 FrScA-S116-01                  2201                1496
269      87489 FrScA-S116-01                  9543                5562
270      87504 FrScA-S116-01                  4005                3380
271      87552  BioA-S116-01                  3761                2626
272      87579 FrScA-S116-01                  3741                3238
273      87670  OcnA-S216-01                  2473                2116
274      87689  BioA-T116-01                  5016                3877
275      87693 FrScA-T116-01                  2833                2520
276      87805 FrScA-S116-01                  3850                2844
277      87825  OcnA-S216-01                  2514                1246
278      87861 FrScA-S216-01                  1668                1156
279      87865 AnPhA-T116-01                  3776                3113
280      87866 FrScA-T116-01                  6130                4638
281      87905 FrScA-S116-01                  8672                5622
282      87906 FrScA-S116-01                  1520                 709
283      87914 FrScA-S116-01                  5082                2898
284      87927 FrScA-S116-01                  3045                2575
285      87955  OcnA-T116-01                  4910                3906
286      87970  OcnA-S116-01                  4151                2830
287      87988 FrScA-S216-02                  1924                 651
288      88048 FrScA-S216-02                  1632                1217
289      88050 AnPhA-S116-01                  5814                3566
290      88068 AnPhA-S116-01                  1536                1329
291      88075 FrScA-S116-04                  2249                1747
292      88091 PhysA-S116-01                  4792                3626
293      88099 AnPhA-S116-01                  4162                3012
294      88153 AnPhA-S116-01                  4640                4094
295      88166  OcnA-S116-02                  6592                5636
296      88168  OcnA-S116-02                  3523                2108
297      88261 FrScA-S116-01                  2419                1624
298      88282  OcnA-T116-01                  3935                2787
299      88296 PhysA-S116-01                  4974                3802
300      88307  OcnA-S116-03                  9645                7890
301      88311 FrScA-S216-04                  3207                2279
302      88340  OcnA-T116-01                  4968                4157
303      88381 PhysA-S116-01                 10275                8685
304      88409 FrScA-S116-03                  1582                1220
305      88440 AnPhA-S216-01                  2409                2021
306      88440  OcnA-S116-01                  4338                3629
307      88474  OcnA-S216-01                  7950                6190
308      88481 PhysA-S116-01                  2902                2183
309      88493 FrScA-S116-01                  3974                3194
310      88501 FrScA-S116-01                  1404                1040
311      88504  OcnA-S216-01                  2486                1984
312      88527 FrScA-S116-01                  4918                4022
313      88568  BioA-S116-01                  4946                4308
314      88568  BioA-S216-01                  2774                2425
315      88596 FrScA-S216-01                  2531                2125
316      88612 AnPhA-S216-01                  8490                7410
317      88636 FrScA-S116-03                  1619                1259
318      88641 AnPhA-S116-01                  4833                3711
319      88642  OcnA-S216-02                  9454                8118
320      88703  OcnA-T116-01                  4721                3989
321      88803  OcnA-S216-02                  5828                3944
322      88835 FrScA-S116-03                  4712                2866
323      88836 FrScA-S116-03                  3027                2497
324      88845 FrScA-S216-01                  4268                3576
325      88849  OcnA-S216-01                  7159                5031
326      88854 FrScA-S216-01                  4834                3894
327      88854  OcnA-S116-01                  3062                2609
328      88864  OcnA-S216-02                  9748                7894
329      88868 FrScA-S116-03                  3222                2095
330      88874 FrScA-S116-03                  3370                2770
331      88886 FrScA-S116-03                  1535                1266
332      88979 AnPhA-S216-02                  3687                2329
333      88995 AnPhA-T116-01                  2841                2191
334      89005 AnPhA-T116-01                  5131                3565
335      89114  OcnA-S116-01                  2571                2158
336      89128 FrScA-S116-01                  8016                6446
337      89142 AnPhA-S116-01                  2559                1962
338      89144 FrScA-S116-03                  3277                2381
339      89165 FrScA-S116-03                  3676                2926
340      89168 FrScA-S116-03                  1100                 871
341      89194 AnPhA-S116-01                  3886                3068
342      89295 PhysA-S116-01                  7772                5914
343      89300  BioA-S116-01                  3024                2031
344      89333 FrScA-S216-01                  6464                5496
345      89345 FrScA-S216-01                  2645                1688
346      89374 FrScA-S216-01                  4096                3187
347      89376 FrScA-S116-03                  3984                3391
348      89388 FrScA-S116-03                  3668                2848
349      89395 PhysA-S116-01                  9522                6076
350      89425 PhysA-S116-01                  5208                4005
351      89435  OcnA-S116-01                  4238                3766
352      89465 FrScA-S216-01                  1555                1145
353      89487  OcnA-S116-01                  2345                1992
354      89490 PhysA-S116-01                  5560                3462
355      89918 AnPhA-S116-01                  7600                6516
356      89994 FrScA-S216-02                  3428                2686
357      90029 FrScA-S216-01                  2328                1872
358      90090  OcnA-S116-02                  2040                1718
359      90095 FrScA-S116-01                  2296                1185
360      90097 FrScA-S116-03                  1946                1447
361      90098 FrScA-S116-03                  2055                1518
362      90253  BioA-S116-01                  3142                1952
363      90274 FrScA-S116-03                  5054                4024
364      90277 FrScA-S216-01                  6940                4244
365      90305 AnPhA-S116-01                  2458                1769
366      90326 PhysA-S116-01                  2966                2539
367      90333 PhysA-S116-01                  3290                2235
368      90370 FrScA-S116-03                 10988                8006
369      90372 FrScA-S116-03                  3284                2710
370      90394 AnPhA-S116-02                  3737                2885
371      90394 FrScA-S216-01                  1469                1158
372      90395 AnPhA-S116-02                  3338                2330
373      90396 AnPhA-S116-02                  3583                2658
374      90397 AnPhA-S116-02                 15552               10767
375      90398 AnPhA-S116-02                  6964                4270
376      90399 AnPhA-S116-02                  4692                3876
377      90430  BioA-S116-01                  3508                2918
378      90433 FrScA-S116-01                  2335                1963
379      90466  BioA-S116-01                  1074                 821
380      90516 AnPhA-T116-01                  4234                3276
381      90562  OcnA-S116-01                  4158                3346
382      90589 FrScA-S116-03                  2745                2134
383      90622 FrScA-S216-01                  3148                1570
384      90636 FrScA-S216-01                  2859                2258
385      90855 FrScA-S116-03                  6538                3472
386      90861  OcnA-S116-01                  5006                4193
387      90878 FrScA-S116-03                  2355                1884
388      90928  OcnA-S116-01                  4119                3333
389      90956 AnPhA-S116-02                  2433                1658
390      90971 AnPhA-S116-02                  7572                5326
391      90989 FrScA-S216-01                  4455                3648
392      90995 AnPhA-S116-02                  3516                2878
393      90995  BioA-S116-01                  3670                2566
394      90996 FrScA-S116-04                  2298                1475
395      90996  OcnA-S216-01                  2836                1885
396      91030 PhysA-S116-01                  2558                1945
397      91038 PhysA-S116-01                  2875                2197
398      91065 AnPhA-S116-02                  3238                2012
399      91066  BioA-S116-01                  5766                4820
400      91067  BioA-S116-01                  2672                2249
401      91163  OcnA-S216-02                  4616                2979
402      91164 AnPhA-S216-02                  4141                3066
403      91173 FrScA-S116-01                  2434                1827
404      91175 AnPhA-S116-02                  3199                2867
405      91176 FrScA-S116-04                  3421                2246
406      91212 FrScA-S216-01                  4959                4100
407      91252  OcnA-S216-02                  5288                4328
408      91300  BioA-S116-01                  7932                5958
409      91313 AnPhA-S216-01                  5200                3766
410      91319 AnPhA-S116-02                  1863                1465
411      91320 AnPhA-S116-02                  6470                4954
412      91326 AnPhA-S216-01                  2881                2318
413      91326 FrScA-S116-04                  2440                2046
414      91340 FrScA-S116-02                  3231                2768
415      91351  BioA-S116-01                  4234                3264
416      91410 FrScA-S216-02                  1253                 682
417      91471 FrScA-S116-01                  6354                4964
418      91477 FrScA-S116-04                  3634                2427
419      91550 FrScA-S216-02                  3330                2353
420      91574 AnPhA-S116-02                  9984                8529
421      91575 PhysA-S116-01                  2315                1743
422      91607 FrScA-S216-02                  3396                2792
423      91611  BioA-S116-01                  2713                2051
424      91619 AnPhA-S116-02                  9244                7740
425      91624  BioA-S116-01                  1237                 952
426      91633 PhysA-S116-01                  1624                1253
427      91634 AnPhA-S116-02                  3666                3111
428      91635  OcnA-S116-01                  2820                2033
429      91672 AnPhA-S116-02                  4640                2418
430      91709 AnPhA-S116-02                  3883                2742
431      91771 AnPhA-S116-02                  3461                2699
432      91818  OcnA-S116-01                 11004                7857
433      91821 PhysA-S116-01                  3435                2711
434      91932 AnPhA-S116-02                  4220                2877
435      91943 FrScA-S216-02                  2431                1752
436      92021  OcnA-S116-02                  5252                3409
437      92124 FrScA-S216-01                  2385                1826
438      92143 FrScA-S116-01                  2430                1887
439      92152  BioA-S116-01                  4462                3414
440      92185 AnPhA-S116-02                  4049                3016
441      92214 FrScA-S116-01                  7132                6160
442      92510  BioA-S116-01                  3880                3017
443      92511 PhysA-S116-01                  3477                2390
444      92604 FrScA-S116-03                  1272                 830
445      92606  BioA-S116-01                  2809                2147
446      92606  BioA-S216-01                  4585                3217
447      92633  BioA-S116-01                  2954                2495
448      92724 PhysA-S116-01                  4402                3103
449      92725 PhysA-S116-01                  3226                1880
450      92726 PhysA-S116-01                  2739                2356
451      92727 PhysA-S116-01                  4094                2642
452      92729 PhysA-S116-01                  3556                1770
453      92732 PhysA-S116-01                  1207                 721
454      92733 PhysA-S116-01                  2829                2549
455      92740 PhysA-S116-01                  3347                2308
456      92741 PhysA-S116-01                  3070                2163
457      92743 PhysA-S116-01                  2669                1704
458      94070 FrScA-S216-01                  2528                1735
459      94135 FrScA-S216-01                  5940                4654
460      94156 FrScA-S216-01                  4636                2960
461      94172 FrScA-S216-01                  2364                2016
462      94189 PhysA-S216-01                  3682                3187
463      94219 AnPhA-S216-02                  2928                2349
464      94240  OcnA-S216-02                  6128                5498
465      94246 AnPhA-S216-01                  3146                1999
466      94251 PhysA-S216-01                  9202                7666
467      94257 FrScA-S216-01                  5794                4708
468      94288 FrScA-S216-01                  2779                2265
469      94292 FrScA-S216-01                  2546                1476
470      94319  OcnA-S216-01                  7774                6588
471      94323  OcnA-S216-01                  3388                2710
472      94327  OcnA-S216-02                  4985                3863
473      94331 FrScA-S216-01                  2662                2178
474      94332 FrScA-S216-01                  7414                4954
475      94356 FrScA-S216-01                  8058                5440
476      94369 FrScA-S216-03                  5292                3524
477      94370 FrScA-S216-01                  3876                3063
478      94376 FrScA-S216-01                  4162                3415
479      94400 FrScA-S216-01                  4859                2938
480      94402 FrScA-S216-01                  7170                5242
481      94404 FrScA-S216-01                 10104                7752
482      94419 FrScA-S216-01                  3523                2819
483      94542 AnPhA-S216-02                  5644                4638
484      94545 AnPhA-S216-02                  5690                4274
485      94550 AnPhA-S216-02                  3522                2554
486      94556  OcnA-S216-02                  6688                4580
487      94577  OcnA-S216-02                  5994                4318
488      94586 FrScA-S216-01                  2136                1593
489      94590  OcnA-S216-01                  2253                1772
490      94630  OcnA-S216-01                  4278                2858
491      94654  OcnA-S216-01                  5466                4198
492      94661 FrScA-S216-01                  3536                3052
493      94691 AnPhA-S216-01                  4489                3345
494      94717  OcnA-S216-01                  4698                3918
495      94744  OcnA-S216-01                  9326                7520
496      94756 FrScA-S216-01                  4620                3954
497      94805 AnPhA-S216-01                  9228                7624
498      94824 FrScA-S216-01                  5676                3738
499      94846 AnPhA-S216-01                  4122                3096
500      94869 FrScA-S216-01                  5222                4414
501      94872 AnPhA-S216-01                  3295                2820
502      94876  OcnA-S216-02                  5889                4953
503      94898 AnPhA-S216-02                  3964                3146
504      94903 AnPhA-S216-02                  6774                5238
505      94956  OcnA-S216-01                  3149                2316
506      94970 PhysA-S216-01                  5128                4102
507      95005 FrScA-S216-01                  3652                3072
508      95014 AnPhA-S216-01                  5116                2950
509      95017 AnPhA-S216-02                  6234                3138
510      95041 AnPhA-S216-02                  6434                4980
511      95045 FrScA-S216-01                  3641                2872
512      95091  OcnA-S216-01                 10998                9156
513      95114 AnPhA-S216-01                  4114                2622
514      95160 AnPhA-S216-02                  3865                3154
515      95165 FrScA-S216-01                  4834                2550
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
29                5        4.0500      F  5  4  5  5  5  5  5  5  5   5
30               10        6.0000      F NA NA NA NA NA NA NA NA NA  NA
31               10        9.0000      M  4  3  3  4  4  4  4  4  3   4
32              465      425.0000      M NA NA NA NA NA NA NA NA NA  NA
33               30       19.5000      F  5  3  3  5  4  3  4  5  3   5
34               30       19.0000      M  5  3  4  4  4  3  4  4  4   3
35               10       10.0000      M  3  4  2  4  3  3  4  3  1   4
36               10        7.0000      F  4  3  3  5  3  3  2  4  1   5
37               10            NA      F  4  3  2  4  3  3  2  3  1   2
38                5        5.0000      F  4  3  3  4  4  4  3  4  4   4
39               10       10.0000      M  5  4  4  5  5  4  5  5  5   5
40              244      220.0000      F NA NA NA NA NA NA NA NA NA  NA
41               15        9.0000      F  4  4  3  4  4  5  3  4  4   4
42              273      232.0000      M NA NA NA NA NA NA NA NA NA  NA
43               10       10.0000      M  4  4  3  4  4  4  4  4  3   4
44               24       24.0000      F  4  3  2  4  4  4  4  4  3   4
45               10            NA      M  5  2  4  5  5  4  5  5  5   5
46               10       10.0000      F  4  3  2  4  3  5  3  4  4   4
47               15       12.0000      F  4  3  2  4  4  4  4  4  4   4
48                5        5.0000      F  4  3  4  4  3  3  5  4  3   3
49               15        9.0000      F NA NA NA NA NA NA NA NA NA  NA
50               25            NA      M  4  3  3  4  4  4  3  4  4   5
51                5        5.0000      F  4  3  3  4  4  4  4  4  3   3
52               10            NA      M  4  3  2  4  4  4  4  4  4   4
53               10        9.0000      F  5  4  4  5  5  4  5  5  4   5
54               10        8.0000      F  4  3  1  5  3  3  5  5  2   5
55               10        9.5000      F  5  5  4  5  5  5  5  5  5   5
56              935      115.5000      F  4  4  2  2  3  4  4  4  4   4
57                5       10.0000      M  4  3  2  2  4  2  4  4  2   2
58               10        8.7500      F  4  5  4  5  4  5  5  5  4   5
59               30       16.3500      M  4  4  4  5  4  4  5  5  4   4
60               12       11.6400      F  5  3  3  5  4  4  4  4  4   4
61               30       27.0000      F  5  4  4  5  5  4  5  5  5   5
62                5            NA      F  4  4  3  4  4  5  3  5  3   5
63               30       26.0000      F  5  4  3  5  5  4  4  5  5   5
64               15       11.0000      M  5  4  5  5  4  4  5  4  4   5
65                5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
66               12       10.5000      F  3  3  3  1  3  4  3  2  2   3
67               30            NA      F  5  5  5  5  5  5  5  5  5   5
68              105      100.7500      F  4  3  2  4  3  3  3  4  2   3
69               10        7.0000      F  4  3  3  4  4  3  3  5  2   5
70                5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
71                5        5.0000      F  4  4  3  4  4  4  3  4  4   5
72               10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
73                5        4.0000      F  5  3  3  5  5  3  4  5  4   5
74               30       27.0000      F  5  2  4  5  5  4  5  5  5   5
75                5            NA      F NA NA NA NA NA NA NA NA NA  NA
76               20       20.0000      F  5  5  4  5  5  5  4  5  4   4
77               30       30.0000      F  3  2  2  3  4  3  2  3  3   3
78               15            NA      M NA NA NA NA NA NA NA NA NA  NA
79               10       10.0000      M  5  2  3  5  5  4  4  5  3   5
80               10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
81               30       26.0000      M  4  4  2  4  4  4  3  4  4   4
82               10            NA      M  5  4  3  4  4  4  4  4  3   4
83                5        4.0000      F  1  2  2  3  4  4  5  3  2   1
84               10        8.5000      F  4  3  4  5  5  4  3 NA  4   4
85               25       25.0000      F NA NA NA NA NA NA NA NA NA  NA
86               10        8.0000      M NA NA NA NA NA NA NA NA NA  NA
87              130      124.0000      M  4  2  3  4  4  2  5  4  2   2
88               10        6.0000      F NA NA NA NA NA NA NA NA NA  NA
89               30       21.0000      F  3  4  3  5  4  5  5  4  2   3
90              244      212.0000      F  4  4  3  2  3  4  4  4  4   4
91                5        5.0000      F  4  4  4  5  4  4  4  4  4   4
92               24       10.0000      M NA NA NA NA NA NA NA NA NA  NA
93              438      409.9400      F  5  5  3  5  4  1  4  5  4   4
94               40       35.0000      F  5  4  3  5  5  4  4  5  4   5
95               10       10.0000      M  5  5  3  4  4  5  4  5  4   5
96                5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
97               10       10.0000      F  4  4  2  2  4  4  2  4  4   3
98              570      553.0000      F  4  3  2  5  5  4  3  5  3   5
99                5        4.0000      F  5  3  4  5  4  3  5  5  4   5
100              10       10.0000      M  4  3  2  2  4  3  4  4  3   2
101               5            NA      F  5 NA  5  5  5  4  5  5  2   4
102              10       10.0000      F  3  4  4  3  4  5  3 NA  4   2
103              10            NA      F  4  4  3  5  4  5  4  5  4   4
104               5            NA      M  5  5  4  5  5  4  3  5  3   5
105              10       10.0000      F  5  4  3  5  5  5  5  5  5   5
106               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
107              10        5.8000      F  4  3  2  5  4  5  4  4  5   3
108              30            NA      F  4  2  2  4  4  3  4  4  2   4
109              15        7.0000      M  5  5  3  5  5  5  5  5  5   5
110               5        5.0000      F  4  3  2  5  4  4  4  4  3   3
111              10            NA      F  3  4  3  4  4  5  3  5  4   4
112               5        5.0000      M  4  4  4  4  4  4  4  4  4   4
113              10       10.0000      F  5  5  4  5  5  5  4  5  5   5
114               5        5.0000      F  4  4  4  4  4 NA NA NA NA  NA
115              30       25.0000      F  4  4  3  4  4  4  4  4  2   4
116              10       10.0000      M NA NA NA NA NA NA NA NA NA  NA
117              10        9.0000      F  5  5  5  5  5  5  5  5  5   5
118              15       13.0000      M  4  2  3  3  4 NA NA NA NA  NA
119              30       28.5000      M  4  4  3  3  4  4  4  4  4   4
120               5        5.0000      M  5  4  4  2  4  4  2  5  4   4
121             680      536.2500      M NA NA NA NA NA NA NA NA NA  NA
122              10        0.0000      M  5  5  5  5  5  5  4  5  5   5
123             145      136.0000      F  4  4  4  5  4  5  4  4  3   4
124              24        8.0000      F  5  4  3  4  4 NA NA NA NA  NA
125              10        9.2500      M NA NA NA NA NA NA NA NA NA  NA
126               5        4.0000      F  4  2  3  5  5  3  4  5  3   3
127              28       26.0000      F NA NA NA NA NA NA NA NA NA  NA
128              10        8.0000      F  5  5  4  5  5  4  3  5  3   5
129              10       10.0000      F  5  4  4  4  5  5 NA  5  4   4
130              10            NA      F  4  4  3  4  4  4  4  4  4   4
131              20       18.0000      F  3  3  2  2  2  4  3  3  2   3
132              10       10.0000      M  3  3  3  3  3  3  2  3  3   3
133              15       15.0000      F  5  5  3  5  5  5  5  5  5   5
134              10       10.0000      F  5 NA  4  5  5  4  5  5  5   4
135              10            NA      F NA NA NA NA NA NA NA NA NA  NA
136              30            NA      F NA NA NA NA NA NA NA NA NA  NA
137              10            NA      F  4  4  2  4  4  4  3  4  4   4
138              10        7.0000      F  5  3  4  4  5  5  4  5  4   5
139              10       10.0000      F  5  5  4  5  5  5  4  5  4   5
140              10       10.0000      F  3  4  2  3  3  4  3  3  4   4
141              10        8.0000      F  5  4  4  5  4  5  3  5  2   5
142              10            NA      M  5  5  5 NA  5  5  5  5  5   5
143              15       15.0000      M  4  3  4  4  4  4  4  4  5   4
144              10            NA      F  3  2  2  4  3  3  3  4  3   4
145              10        9.0000      M NA NA NA NA NA NA NA NA NA  NA
146              30       21.0000      M  4  4  3  4  4  4  3  4  3   3
147               5            NA      M  5  5  5  5  5  5  5  5  5   5
148              60       60.0000      F NA NA NA NA NA NA NA NA NA  NA
149             597      340.1000      F  5  1  3  5  5  5  3  5  3   5
150              24       10.0000      F  4  3  3  4  4  4  4  4  3   4
151              20       18.0000      M  5  2  5  5  5  3  5  5  3   4
152               5        5.0000      M  5  3  4  5  4  4  3  4  4   5
153             625      328.4400      F NA NA NA NA NA NA NA NA NA  NA
154               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
155               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
156              30       30.0000      F  4  3  2  4  4  4  4  4  4   4
157              30       29.1000      F NA NA NA NA NA NA NA NA NA  NA
158               5            NA      M NA NA NA NA NA NA NA NA NA  NA
159               5            NA      F  4  3  3  5  4  5  5  5  3   3
160               5        3.0000      M  5  3  4  5  5  5  4  5  3   5
161              30       30.0000      F  5  4  4  5  4  3  5  5  4   4
162             930      597.3900      F  5  4  4  5  5  4  4  5  4   5
163             935      828.2000      F  4  2  2  3  4  4  4  4  3   3
164              30       29.6300      F  3  4  2  3  3  4  3  3  2   2
165               5        5.0000      F  5  4  3  5  4  4  3  3  3   4
166              30       24.7000      F  5  4  3  5  5  4  3  5  4   5
167              20            NA      F NA NA NA NA NA NA NA NA NA  NA
168             345      300.3800      F  5  5  5  5  5  5  5  5  5   5
169              10            NA      M  3  4  2  3  3  4  4  3  2   2
170               5            NA      M  3  3  3  3  4  3  3  3  2   2
171             570      413.5000      M  4  4  3  4  4  5  3  5  3   4
172              50       23.0000      M  4  4  3  5  4  4  4  4  3   4
173             460      452.0000      F NA NA NA NA NA NA NA NA NA  NA
174              30            NA      M  3  3  3  2  2  4  2  3  2   2
175               5        5.0000      F  5  3  3  4  5  4  3  4  3   4
176              15            NA      F  5  3  4  5  5  4  5  5  5   5
177             125      120.0000      F NA NA NA NA NA NA NA NA NA  NA
178             345      319.8800      M  5  3  3  5  4  4  3  5  3   5
179               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
180             140      140.2500      F  3  4  2  4  2  4  4  3  3   2
181              10        5.0000      F  4  3  3  4  4  4  4  4  3   3
182              10        6.0000      M  3  2  3  4  4  4  3  3  4   3
183              10        8.0000      F  5  5  5  5  5  5  5  5  5   5
184             358      324.0000      F NA NA NA NA NA NA NA NA NA  NA
185              15            NA      M  4  4  3  4  4  4  3  5  3   4
186              10       10.0000      M NA NA NA NA NA NA NA NA NA  NA
187             428      383.5000      F  5  4  4  5  4  5  5  5  4   5
188               5        5.0000      F  3  3  3  3  3  3  2  3  1   4
189              10       10.0000      F  4  4  3  5  4  4  4  4  4   4
190              28            NA      F  4  3  3  4  4  3  3  4  3   4
191               5            NA      M  5  3  3  3  5  4  4  5  3   5
192              10        9.1300      F  4  3  3  5  5  5  4  5  3   5
193              20            NA      F  5  3  4  4  5  4  3  5  4   5
194              10       10.0000      F  5  4  5  5  4  4  4  4  3   5
195               5            NA      F  3  4  3  4  4  5  3  4  3   4
196              15       15.0000      F  5  5  5  5  5  5  5  5  5   5
197              50       50.0000      M  5  5  3  5  5  5  4  5  5   5
198              10            NA      M NA NA NA NA NA NA NA NA NA  NA
199              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
200              10       10.0000      F  4  4  3  4  4  4  3  4  4   4
201              10       10.0000      M  4  3  4  4  4  4  3  4  4   5
202              10        6.1300      F  4  3  2  4  4  4  4  4  3   4
203              10       10.0000      F  5  5  4  5  5  5  5  5  5   5
204              30       28.0000      F  5  5  5  5  5  5  3  5  5   5
205               5        5.0000      F  4  3  3  4  4  3  4  4  2   5
206              30       22.0000      F NA NA NA NA NA NA NA NA  1  NA
207             438      413.0500      F  3  1  1  3  2  1  2  3  1   2
208             438      402.0000      F  4  4  3  5  4  4  4  4  3   4
209              20       20.0000      M  4  3  3  4  4  3  4  4  2   5
210              10        0.0000      F NA NA NA NA NA NA NA NA NA  NA
211               5        5.0000      F  4  4  2  4  3  3  3  4  3   4
212             353      313.0000      F NA NA NA NA NA NA NA NA NA  NA
213              10        9.0000      F  5  5  5  5  5  5  2  5  5   5
214              10       10.0000      M  5  4  3  5  5  5  5  5  3   5
215              10        9.3200      M  5  5  5  4  4  5  5  5  5   5
216              30       21.0000      M NA NA NA NA NA NA NA NA NA  NA
217              12       12.0000      M  5  4  4  5  5  5  5  5  5   5
218               5            NA      M  4  4  3  4  5  3  5  4  3   2
219              30        0.0000      F  4  3  3  4  4  4  4  4  3   4
220               5            NA      F  4  2  2  4  4  4  4  4  2   4
221              10       10.0000      F  5  5  5  5  5  5  5  5  5   5
222             322      310.2500      M NA NA NA NA NA NA NA NA NA  NA
223               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
224              75       70.0000      F  5  5  4  5  4  4  4  5  3   4
225               5       10.0000      F  4  3  3  4  4  4  3  4  3   5
226              10        9.7000      F  4  4  4  4  4  4  4  4  2   4
227              28       26.0000      M  4  4  2  3  3  3  3  2  3   3
228              75       70.0000      M  5  4  4  5  4  4  5  4  4   4
229              28       22.0000      F NA NA NA NA NA NA NA NA NA  NA
230             353      277.5500      M NA NA NA NA NA NA NA NA NA  NA
231              24       16.0000      F  5  4  3  4  4  4  4  5  2   4
232              20       16.0000      F  4  3  3  4  4  4 NA  4  3   2
233               5            NA      F NA NA NA NA NA NA NA NA NA  NA
234               5        5.0000      M  5  5  4  5  5  5  5  5  5   5
235              10        8.0000      F  5  4  5  5  4  4  4  5  4   5
236               5        4.0000      M  3  2  4  4  3  3  4  4  3   4
237              10       10.0000      F  4  3  3  5  5  3  4  4  3   4
238              50            NA      F  4  3  3  4  4  3  3  3  3   3
239              10        9.0000      F  4  4  3  4  4  3  4  5  4   5
240               5        5.0000      M NA NA NA NA NA NA NA NA NA  NA
241              10        8.0000      M  5  3  3  5  5  4  5  5  3   5
242              15       11.0000      F  4  2  3  4  4  3  4  4  1   2
243              10        8.0000      F NA NA NA NA NA NA NA NA NA  NA
244              10        8.0000      F  5  3  4  4  4  4  4  4  4   4
245               5            NA      M  3  3  2  4  2  5  4  3  4   3
246              30       13.8700      F NA NA NA NA NA NA NA NA NA  NA
247              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
248              10        6.0000      M NA NA NA NA NA NA NA NA NA  NA
249              10       10.0000      F  4  5  3  5  4  5  4  5  3   5
250              10        0.0000      M  2  2  2  1  3  2  5  2  2   3
251               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
252             235      231.7500      F  4  5  4  4  4  4  4  4  4   5
253              10       10.0000      M  5  4  3  5  4  4  4  3  3   5
254               5        5.0000      F  5  4  5  5  5  5  5  5  3   5
255              10        9.0000      F NA NA NA NA NA NA NA NA NA  NA
256              20       20.0000      F  5  3  3  5  4  4  3  5  2   3
257               5        5.0000      F  4  3  3  4  4  3  3  5  2   5
258              10       10.0000      F  5  5  4  4  4  5  4  5  4   5
259               5        6.0000      F NA NA NA NA NA NA NA NA NA  NA
260              20       19.0000      M  3  3  2  2  3  3  3  2  3   3
261               5        5.0000      F  5  5  4  4  4  5  5  5  4   4
262              24            NA      F  5  4  4  5  4  4  4  4  3   5
263             465      223.0750      M NA NA NA NA NA NA NA NA NA  NA
264               5        3.0000      F  5  4  3  5  5  5  4  5  4   5
265             443      398.0000      F  4  4  3  4  4  4  3  4  4   4
266              10       10.0000      F  4  3  4  5  5  3  4  5  3   5
267              10            NA      M  4  4  4  5  4  4  5  4  5   5
268              10       10.0000      M  4  3  3  3  3  3  4  3  3   2
269             438        5.5000      M  4  3  3  4  4  4  4  4  3   5
270              50            NA      M NA NA NA NA NA NA NA NA NA  NA
271               5        5.0000      F  4  3  3  3  4  4  3  4  2   5
272              15       15.0000      F  3  3  3  3  4  4  3  3  2   3
273              10        0.0000      F NA NA NA NA NA NA NA NA NA  NA
274              10            NA      F NA NA NA NA NA NA NA NA NA  NA
275              50       44.0000      M  4  2  3  4  4  2  4  4  2   4
276             465      412.5700      F NA NA NA NA NA NA NA NA NA  NA
277              10            NA      M  4  4  3  4  4  5  4  5  4   5
278               5        5.0000      F  4  2  2  3  4  3  3  4  2   2
279             377      137.1500      M  4  5  3  3  3  4  4  4  3   4
280             443      334.5000      F  5  4  3  5  4  4  3  3  3   5
281              10        9.0000      F  5  5  4  4  4  5  4  5  4   5
282              75       30.0000      M  4  3  3  5  5  4  5  5  3   4
283              10       10.0000      F  4  4  4  4  5  4  4  4  4   4
284              10       10.0000      F  3  5  3  3  4  5  4  4  4   3
285             443      304.0000      M  4  3  3  4  4  3  4  4  3   4
286              10            NA      F  5  4  4  5  4  5  3  4  3   5
287              10        9.2500      F  5  4  3  5  5  5  5  5  4   4
288               5        5.0000      F  4  3  2  4  4  3  3  4  3   3
289              30            NA      F  4  4  3  5  4  4  4  4  4   5
290              10       10.0000      F  5  4  5  5  4  4  3  4  3   4
291               5            NA      F  3  5  3  4  3  4  3  4  4   4
292              20       20.0000      M  4  2  2  4  3  3  3  4  2   3
293               5        4.0000      M  4  3  2  4  4  3  4  4  3   4
294              10        8.0000      F  5  4  4  5  5  5  5  4  4   5
295               5       10.0000      F  4  4  3  4  4  4  4  4  3   4
296              10       10.0000      M  4  4  4  5  4  4  4  4  4   5
297              37       37.0000      M  5  4  3  5  5  4  4  5  4   5
298              30       22.8800      F  4  2  3  4  4  3  4  4  3   2
299              10       10.0000      F  5  4  5  5  5  5  5  5  5   5
300             625      595.8700      F NA NA NA NA NA NA NA NA NA  NA
301              10        9.0000      M  4  4  3  4  4  4  4  4  4   4
302             625      572.8433      F  5  5  5  5  5  5  4  5  5   5
303              10       10.0000      M  4  5  3  5  5  5  4  4  4   5
304               5        2.5000      F  5  4  4  5  4  3  4  4  3   4
305              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
306              10       10.0000      F  4  4  3  5  4  4  5  4  4   4
307               5        5.0000      F  4  4  3  4  4  4  3  4  3   3
308              15       14.0000      F  4  4  4  4  4  4  4  4  4   4
309              15       14.0000      M  4  3  3  4  4  3  4  4  3   3
310              37       27.8500      F NA NA NA NA NA NA NA NA NA  NA
311               5        3.5000      F  5  4  4  4  4  4  4  4  3   4
312              10        6.0000      F  5  5  3  5  5  4  5  5  5   5
313              20       20.0000      F  4  4  4  5  4  5  4  5  3   4
314              10        9.0000      F NA NA NA NA NA NA NA NA NA  NA
315             443      412.0000      F NA NA NA NA NA NA NA NA NA  NA
316             353      330.0000      F NA NA NA NA NA NA NA NA NA  NA
317              10       10.0000      M  5  5  5  5  5 NA NA NA NA  NA
318              10       10.0000      F  4  4  4  5  4  5  4  4  3   4
319              10       10.0000      F  4  3  4  4  5  4  4  5  4   4
320              30       26.2500      F  5  5  5  5  5  5  5  5  5   5
321               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
322              10       10.0000      F  4  3  4  4  4  4  4  4  4   4
323              24       18.0000      F  5  5  5  5  5  5  5  5  5   5
324             443      409.5000      F  4  5  3  4  4  4  4  4  3   3
325              10       10.0000      M  4  4  3  3  3  4  3  4  3   4
326              30       22.0000      F  4  4  3  4  3  4  4  4  5   4
327              10        8.5000      F NA NA NA NA NA NA NA NA NA  NA
328              10        6.7500      F NA NA NA NA NA NA NA NA NA  NA
329             358            NA      F  5  5  4  5  4  5  3  5  4   5
330              37            NA      F  5  4  3  4  4  4  4  4  3   5
331              10       10.0000      F  5  5  5  1  5  5  1  5  5   5
332               5        4.7500      F NA NA NA NA NA NA NA NA NA  NA
333              10        9.2500      F  3 NA  3  3  4  3  3  3  3   4
334              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
335              10        8.5000      F  5  3  4  5  5  5  3  5  3   5
336              50       41.0000      M  4  4  4  4  4  4  4  4  3   4
337              10        9.0000      M  4  3  3  4  5  5  5  5  4   3
338             532      286.3100      F  4  5  3  5  4  5  4  5  3   5
339              30            NA      F  5  3  4  5  5  3  4  5  2   5
340              20       18.0000      M  5  3  3  5  4  4  3  5  3   5
341             515      213.4000      F  5  5  5  5  4  4  4  5  5   5
342              10        7.5000      F  4  2  1  3  4  4  4  4  4   4
343             522      494.1100      M NA NA NA NA NA NA NA NA NA  NA
344              15       14.0000      F  5  3  4  5  5  4  5  5  4   5
345              10            NA      F NA NA NA NA NA NA NA NA NA  NA
346               5        5.0000      M  4  3  2  4  3  4  3  4  3   2
347               5        2.0000      M  4  4  3  4  4  4  4  4  4   2
348               5        5.0000      F  4  3  2  4  3  4  4  4  4   4
349               5        3.0000      F  5  4  4  5  4  4  4  4 NA   4
350              10       10.0000      F  5  5  5  5  5  5  4  5  4   5
351             345      318.7500      F  4  4  4  5  4  3  4  4  4   4
352              10            NA      F  4  2  3  4  4  2  3  4  2   2
353              30       27.0000      F  5  4  3  4  4  4  3  4  4   5
354               5        5.0000      F  5  4  3  5  5  4  3  5  4   5
355              10       10.0000      F  4  2  2  4  4  3  3  4  3   4
356             345      295.7800      F NA NA NA NA NA NA NA NA NA  NA
357              10        5.5000      F NA NA NA NA NA NA NA NA NA  NA
358               5            NA      F  4  3  3  4  4  3  4  4  3   3
359              10       10.0000      F  5  2  4  1  4  2  5  4  2   4
360               5            NA      M  4  3  3  4  4  4  3  4  3   5
361              10       10.0000      F  5  4  4  5  4  4  5  5  5   5
362              10        8.7500      M  4  3  2  4  3  5  3  4  4   4
363              10        6.0000      M  5  4  3  5  5  5  4  5  4   4
364               5        4.0000      F  4  2  1  4  4  4  4  4  4   4
365              10        9.5000      F  4  4  3  4  4  4  4  4  3   3
366             597      529.6600      F  5  4  4  5  5  3  5  5  4   5
367              10            NA      F  4  2  2  5  5  3  5  5  3   5
368              28       26.0000      M  5  5  5  5  5  5  5  5  5   5
369              30       26.6300      M  5  4  3  5  5  5  4  5  5   5
370               5        5.0000      M NA NA NA NA NA NA NA NA NA  NA
371               5            NA      F  5  5  5  5  5  5  5  5  5   5
372              10            NA      M  4  4  4  4  4  4  3  4  4   5
373              10            NA      F  5  5  3  4  4  5  4  5  4   5
374             625      573.8800      F NA NA NA NA NA NA NA NA NA  NA
375              30       30.0000      M  4  3  2  4  4  4  3  4  3   3
376             438      285.4800      F  4  4  2  3  3  4  2  3  4   4
377              15       13.0000      F  4  4  3  4  4  4  4  4  4   4
378             625      447.9733      F  4  3  3  4  3  3  2  4  2   3
379              10       10.0000      F  5  5  5  5  5  5  5  5  5   5
380             220      212.5000      M  4  2  2  4  4  3  3  4  2   4
381              30       27.0000      F  4  4  4  4  4  4  4  4  2   5
382              20       14.0000      M  4  2  3  4  4  4  3  4  2   4
383               5        5.0000      M NA NA NA NA NA NA NA NA NA  NA
384              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
385              20            NA      F  4  4  3  5  4  4  3  4  4   4
386              10       10.0000      M  5  2  3  5  5  4  3  5  2   5
387              10        8.0000      M NA NA NA NA NA NA NA NA NA  NA
388              24       16.0000      F  5  4  3  5  4  4  4  4  3   4
389              10        9.0000      F  4  4  3  4  4  4  4  4  4   3
390              20       16.0000      M  4  5  4  5  5  5  4  4  4   5
391              24       16.0000      F  4  2  3  4  4  3  4  3  3   4
392               5        3.0000      F  5  4  5  5  5  5  5  5  5   5
393              10       10.0000      M  4  4  5  4  4  4  3  4  4   5
394              10        5.8000      M NA NA NA NA NA NA NA NA NA  NA
395              24            NA      M  3  4  3  4 NA  5  5  3  3   2
396               5        5.0000      F  4  4  4  4  4  5  5  4  3   4
397              30       23.0000      F  4  4  4  5  4  4  5  4  4   3
398              10        0.0000      F  4  4  2  3  3  4  4  3  2   1
399              24       10.0000      F NA NA NA NA NA NA NA NA NA  NA
400              10        9.5000      F  4  3  3  4  4  4  3  4  3   3
401               5            NA      M  4  3  3  4  4  5  5  4  3   4
402               5            NA      F  4  4  3  4  4  5  3  4  3   4
403              30       24.0000      F NA NA NA NA NA NA NA NA NA  NA
404               5        5.0000      F  5  3  3  5  5  4  3  5  3   5
405              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
406              30       12.0000      M  5  4  4  5  4  5  4  5  4   5
407              10            NA      F  4  3  3  5  5  3  4  5  4   4
408             105      101.1000      F  4  3  2  2  2  4  3  4  2   5
409              30       29.0000      F  5  3  3  4  4  4  4  4  3   4
410              10            NA      M  4  3  3  4  4  3  3  5  3   4
411             443      305.0000      M  3  2  3  3  3  1  4  3  2   2
412              10        0.0000      M  3  3  2  2  2  4  3  3  4   2
413              10        8.0000      F NA NA NA NA NA NA NA NA NA  NA
414              10       10.0000      F  5  4  5  5  5  2  4  4  4   3
415              10       10.0000      M  5  3  4  4  4  3  4  4  3   4
416              30       30.0000      F  5  3  3  5  5  4  3  4  3   5
417               5        3.0000      F  4  4  3  4  4  5  5  4  4   5
418              10        7.0000      F  5  5  4  5  4  4  5  5  4   5
419              30       20.0000      F  4  3  3  4  4  4  4  4  3   4
420             597      557.7800      F  4  4  3  5  4  4  4  4  3   4
421              20       16.0000      F  5  3  4  5  5  5  4  5  3   5
422              10        5.0000      F  5  3  4  5  5  3  5  5  4   5
423              10        9.0000      F NA NA NA NA NA NA NA NA NA  NA
424              30            NA      F  4  2  2  4  4  4  4  4  4   4
425              10        6.5000      M  5  4  3  5  4  4  3  4  4   5
426             353      215.0000      F  4  4  4  4  4  4  4  4  4   4
427              30       29.0000      F  5  4  3  5  5  5  5  5  4   5
428              10       10.0000      F  4  4  3  4  4  4  3  4  4   4
429              20       17.0000      F  5  4  4  5  5  5  5  5  5   5
430              28       16.0000      F  5  4  3  5  5  4  4  5  4   5
431              10        9.0000      F  4  4  4  4  5  4  4  5  4   5
432             377      346.0000      F  4  2  4  4  4  4  4  4  4   4
433              10       10.0000      M  3  4  2  3  4  5  4  4  4   3
434             625            NA      F  5  4  5  5  5  5  5  5  3   5
435              50        0.0000      M  4  4  4  4  4  4  3  4  4   4
436              15        9.0000      F  5  5  4  4  4  4  4  4  4   4
437              24       16.0000      F  4  3  2  5  4  4  4  4  3   3
438              20       14.0000      F  5  3  3  5  4  3  5  5  4   5
439              10        1.0000      M  5  3  3  5  5  4  3  4  3   5
440             635       70.5000      M  4  3  3  5  4  4  3  4  3   5
441              10       10.0000      F  5  5  4  5  4  4  4  4  4   4
442              10        8.0000      F  4  3  2  3  3  2  3  4  2   2
443              10        6.0000      M  5  5  2  5  4  5  4  4  4   4
444              30       26.0000      M  4  3  3  5  5  4  3  5  4   5
445              10       10.0000      F  5  5  4  5  5  5  4  5  5   5
446              10        9.0000      F  4  3  3  4  3  4  3  4  3   4
447             438      345.0000      F  5  3  3  4  4  3  4  4  3   3
448              30       30.0000      F  4  3  2  4 NA  3 NA  4  3   3
449              10        6.0000      F  4  4  3  4  4  4  4  4  4   2
450               5        5.0000      F  5  5  3  4  4  4  3  4  3   4
451               5        1.0000      F  4  5  3  5  4  5  4  4  3   4
452              30       29.0000      F  3  2  2  4  4  3  4  3  1   2
453              10            NA      F  5  3  4  5  4  3  3  5  5  NA
454             457      381.6500      F  5  3  4  5  4  4  3  4  3   5
455              12       12.0000      F  4  2  4  4  4  3  4  4  3   4
456              10        3.0000      F  5  4  5  5  5  4  5  5  5   5
457               5            NA      F  2  2  3  1  3  1  2  1  1   3
458             615      544.8800      F  3  2  4  3  4  4  2  3  5   4
459               5        4.0000      F  5  5  4  5  5  5  4  4  4   5
460              24       14.0000      M  4  4  2  4  4  3  3  4  4   4
461              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
462              10       10.0000      F  4  4  5  3  4  4  2  3  4   4
463              24            NA      M NA NA NA NA NA NA NA NA NA  NA
464              10       10.0000      F  4  3  2  4  3  3  2  4  1   2
465               5        5.0000      F  4  2  4  4  4  3  4  4  1   4
466              10        1.0000      M  4  5  3  4  4  4  4  4  4   5
467              10        8.5000      M  4  4  3  5  4  4  4  4  3   4
468              12        9.6000      M NA NA NA NA NA NA NA NA NA  NA
469               5            NA      F  5  5  5  5  5  5  4  5  4   5
470              10        9.1300      F  5  5  5  5  5  5  5  5  4   5
471               5            NA      F  3  2  4  3  4  4  4  3  4   3
472              50            NA      M  5  5  3  5  5  5  5  5  4   5
473               5        3.0000      F  5  4  3  5  5  5  5  5  5   5
474              10        9.0000      M  5  5  4  5  4  5  5  5  5   3
475              24       20.0000      M  4  3  4  4  4  3  3  4  3   5
476             244      231.0000      F  4  4  5  4  4  4  4  4  3   4
477               5        5.0000      F  4  4  4  5  4  4  4  4  3   4
478              10       10.0000      F  3  3  2  3  3  3  3  3  3   4
479              10       10.0000      M  4  4  3  5  4  4  4  4  4   4
480              10       10.0000      F  4  3  3  4  5  3  5  5  3   5
481               5        5.0000      F  5  5  3  5  5  5  4  5  3   5
482               5        5.0000      M  4  3  4  4  4  4  4  4  3   4
483              10       10.0000      M NA NA NA NA NA NA NA NA NA  NA
484              15       12.0000      M  5  5  5  5  5  5  5  5  5   5
485               5        5.0000      M  5  4  4  4  5  5  3  5  4   5
486             625      585.2500      F  3  4  3  4  4  4  3  4  4   4
487              10        6.0000      F  5  5  5  5  5  5  5  5  5   5
488             625      578.3300      F  4  3  2  4  4  3  4  4  3   2
489              10        7.0000      F  5  4  3  5  5  5  4  5  4   5
490              12       12.0000      M  4  4  3  4  4  4  4  4  4   4
491             438      381.4700      F  5  5  5  5  5  5  3  5  5   5
492              50            NA      F  4  4  3  4  4  4  4  4  3   4
493               5        5.0000      F  4  4  4  4  4  4  4  4  4   4
494              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
495              10       10.0000      F  5  3  4  5  5  4  4  5  3   4
496              30       30.0000      F NA NA NA NA NA NA  2 NA NA  NA
497              10        9.6300      M  5  3  4  5  4  5  5  5  4   4
498              30       17.0000      M  4  3  3  2  4  3  5  4  5   4
499              10       10.0000      F  4  2  3  4  4  4  3  3  2   3
500              24       16.0000      F  4  3  2  2  4  3  5  4  3   4
501              10       10.0000      F  4  4  4  4 NA  4  4  5  4   4
502              10       10.0000      F  4  3  3  3  4  3  4  4  2   4
503              10       10.0000      M NA NA NA NA NA NA NA NA NA  NA
504              15       12.0000      F  5  4  4  5  5  4  4  5  3   5
505              30       30.0000      M  4  3  2  4  4  4  3  4  4   4
506              30       30.0000      M  5  4  3  5  5  4  4  5  4   5
507               5        5.0000      F  4  4  3  5  4  4  5  4  3   4
508              10            NA      M NA NA NA NA NA NA NA NA NA  NA
509              30       16.0000      F  3  3  4  3  4  3  3  4  3   4
510               5        5.0000      M  5  5  5  5  5  5  5  5  4   5
511              10       10.0000      M  4  4  3  4  4  4  4  4  2   4
512              10        9.2500      M  5  5  5  5  5  5  5  5  5   5
513              28       22.0000      F  5  1  4  5  5  4  5  5  2  NA
514              20       14.0000      F NA NA NA NA NA NA NA NA NA  NA
515              10            NA      F  5  2  5  5  5  4  5  5  5   5
516              75       75.0000      F NA NA NA NA NA NA NA NA NA  NA
517              10       10.0000      M  5  4  5  5  5  5  4  5  3   5
518              10        8.0000      F NA NA NA NA NA NA NA NA NA  NA
519               5        4.0000      F NA NA NA NA NA NA NA NA NA  NA
520              10       10.0000      F  4  2  3  3  4  3  3  4  2   3
521               5            NA      F  4  3  3  3  4  4  3  3  3   1
522              37       37.0000      F  4  4  4  5  5  4  5  5  4   4
523               5        2.0000      F  5  5  5  5  5  5  4  5  5   5
524              15       15.0000      F  5  5  4  5  5  5  5  5  4   4
525             570      535.0000      M  4  3  3  5  5  4  5  5  3   4
526              10        7.9000      F  5  4  4  5  5  4  4  5  3   5
527              30            NA      F  4  5  3  5  4  5  5  4  4   4
528             597      561.0000      M  4  4  4  4  4  5  4  4  4   4
529             595      561.0000      M  3  3  2  3  3  3  3  3  3   4
530              30       27.7500      M  5  3  3  5  4  3  4  4  2   3
531              15       13.0000      M  5  4  3  5  5  5  5  5  4   4
532              10       10.0000      F  5  4  4  5  5  5  4  5  4   5
533              30       22.0000      M  4  4  3  4  4  4  4  4  4   4
534              10       10.0000      F  4  3  2  5  5  4  4  5  3   5
535              12       12.0000      F NA NA NA NA NA NA NA NA NA  NA
536              10       10.0000      F  5  3  2  3  4  3  4  4  3   3
537               5        5.0000      F  5  5  5  1  5  5  3  4  4   4
538              24       18.0000      M  4  3  3  3  4  4  3  4  2   4
539              15            NA      M  5  4  3  5  5  5  5  5  5   5
540              10       10.0000      M  3  2  2  2  4  3  3  4  3   4
541              10        6.0000      F NA NA NA NA NA NA NA NA NA  NA
542              30       29.0000      F  2  2  2  2  3  3  4  3  1   2
543              75       45.0000      F  4  3  3  4  4  3  4  4  2   3
544              30       30.0000      F NA NA NA NA NA NA  4 NA NA  NA
545              37       30.3900      F  5  5  5  5  5  4  5  5  4   5
546              20       20.0000      F  5  4  4  4  4  4  4  5  5   5
547              30       24.7500      F  4  4  4  4  4  4  5  4  4   4
548               5            NA      M  3  2  3  3  2  3  2  3  3   3
549              37       30.0000      M  5  4  3  5  5  4  4  5  4   5
550              10            NA      F  3  3  2  4  4  3  4  4  3   2
551              30       30.0000      F  5  3  3  5  5  4  4  4  3   5
552              15       15.0000      F NA NA NA NA NA NA NA NA NA  NA
553              10       10.0000      F  5  4  3  5  5  4  3  5  5   5
554              15            NA      F  5  5  5  5  5  5  5  5  5   5
555             237      224.6300      F  4  5  4  5  4  4  5  4  4   4
556              15       10.0000      F  4  4  4  4  5  4  4  4  4   4
557             597      567.2000      F  4  3  4  4  3  3  5  4  3   3
558              10        9.0000      F  4  4  3  5  4  4  5  5  3   5
559             105      103.5000      F NA NA NA NA NA NA NA NA NA  NA
560              20       14.0000      F  4  4  3  4  3  4  4  4  5   4
561              50       39.0000      F  4  2  1  4  4  4  4  4  3   4
562              10       10.0000      F  5  3  4  5  5  3  4  5  4   5
563               5        5.0000      F  4  2  3  4  4  3  4  3  1   2
564              10        7.0000      F NA NA NA NA NA NA NA NA NA  NA
565             345      338.0000      F  4  3  4  4  5  5  4  4  5   5
566              15       15.0000      M  3  3  2  4  2  3  4  3  3   3
567              10       10.0000      M NA NA NA NA NA NA NA NA NA  NA
568               5        3.0000      M NA NA NA NA NA NA NA NA NA  NA
569             720      651.2000      M NA NA NA NA NA NA NA NA NA  NA
570              10        2.0000      M  5  5  4  5  5  4  5  5  4   5
571             625      599.7500      F  5  4  3  5  5  4  5  5 NA   2
572             457      360.6000      M  4  3  3  4  4  4  5  4  3   3
573             720      700.0000      F  5  4  4  5  4  4  5  5  4   5
574              10        6.0000      F  5  3  3  4 NA  3  5  4  4   4
575              75       65.0000      F  5  5  4  5  5  5  4  5  5   5
576              30            NA      F  5  5  5  5  5  5  5  5  5   5
577               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
578             235      233.0000      M NA NA NA NA NA NA NA NA NA  NA
579              10       10.0000      F  4  4  3  4  4  4  4  4  4   4
580              10        8.5000      F  5  4  3  5  4  5  5  4  4   4
581              10        7.0000      F  4  3  3  4  4  3  3  4  3   4
582              10        3.0000      F  4  3  2  5  4  4  3  4  3   2
583              10       10.0000      F  5  5  4  4  5  5  5  5  5   5
584               5        5.0000      F  4  3  3  4  3  3  3  4  2   5
585              10       10.0000      F NA NA NA NA NA NA NA NA NA  NA
586               5            NA      M NA NA NA NA NA NA NA NA NA  NA
587              30       30.0000      F NA NA NA NA NA NA NA NA NA  NA
588              15        8.0000      F  5  5  4  4  4  4  4  5  3   4
589              15       15.0000      F NA NA NA NA NA NA NA NA NA  NA
590              10        6.0000      F  4  4  5  5  4  3  5  4  3   4
591              30            NA      M  4  3  3  4  4  4  3  4  4   4
592             113       93.5000      F  4  4  3  4  4  4 NA  4  4   4
593              10        5.0000      M NA NA NA NA NA NA NA NA NA  NA
594               5        5.0000      F  4  3  2  4  4  3  4  4  3   2
595               5        5.0000      F NA NA NA NA NA NA NA NA NA  NA
596               5        5.0000      F  4  5  3  4  4  5  4  4  4   4
597              30       30.0000      F  5  4  5  5  5  4  5  5  3   4
598             625      460.3800      F NA NA NA NA NA NA NA NA NA  NA
599             438            NA      F  4  4  3  4  3  4  4  4  4   4
600              30       30.0000      F  5  5  3  5  4  5  3  5  5   3
601              10        8.5000      F NA NA NA NA NA NA NA NA NA  NA
602               5            NA      F  4  4  3  4  4  4  3  4  3   3
603              10       10.0000      F  4  2  3  5  4  2  5  5  2   4
    TimeSpent TimeSpent_hours TimeSpent_std      int       pc       uv
1   1555.1667    2.591944e+01 -0.1805149641 5.000000 4.500000 4.333333
2   1382.7001    2.304500e+01 -0.3078031279 4.200000 3.500000 4.000000
3    860.4335    1.434056e+01 -0.6932595379 5.000000 4.000000 3.666667
4   1598.6166    2.664361e+01 -0.1484469696 5.000000 3.500000 5.000000
5   1481.8000    2.469667e+01 -0.2346629123 3.800000 3.500000 3.500000
6      3.4501    5.750167e-02 -1.3257521094 4.600000 4.000000 4.000000
7   1321.8164    2.203027e+01 -0.3527380566 5.000000 3.500000 5.000000
8   1390.2167    2.317028e+01 -0.3022555365 3.000000 3.000000 3.333333
9   1479.4166    2.465694e+01 -0.2364219695 4.200000 3.000000 2.666667
10         NA              NA            NA       NA       NA       NA
11  1867.4169    3.112361e+01  0.0499398288       NA       NA       NA
12  2625.5164    4.375861e+01  0.6094516025 4.400000 4.000000 5.000000
13  2025.1672    3.375279e+01  0.1663666964 3.400000 3.000000 2.666667
14  1581.0831    2.635139e+01 -0.1613874869 4.700000 4.500000 3.833333
15  1191.3836    1.985639e+01 -0.4490033717       NA       NA       NA
16  1231.8666    2.053111e+01 -0.4191250838 4.000000 3.000000 3.000000
17  1180.2664    1.967111e+01 -0.4572083689 4.200000 4.000000 4.000000
18  2130.7497    3.551249e+01  0.2442913644 4.200000 3.500000 4.333333
19  2083.3167    3.472194e+01  0.2092836617 3.800000 3.000000 2.666667
20     3.9167    6.527833e-02 -1.3254077375 3.800000 3.500000 2.833333
21  4438.8165    7.398027e+01  1.9477492208 4.000000 4.000000 2.666667
22  5305.4334    8.842389e+01  2.5873517517 4.300000 4.000000 4.166667
23  2193.0833    3.655139e+01  0.2902963850 4.300000 4.000000 4.166667
24  2356.4668    3.927445e+01  0.4108808095 4.600000 3.750000 3.333333
25  1863.5169    3.105861e+01  0.0470614521 3.600000 2.500000 3.333333
26  3343.3333    5.572222e+01  1.1392329926 4.200000 3.000000 3.666667
27   433.3669    7.222782e+00 -1.0084540353 5.000000 5.000000 4.666667
28  3502.0004    5.836667e+01  1.2563365002 4.000000 3.000000 4.000000
29  2087.0501    3.478417e+01  0.2120390800 5.000000 5.000000 4.666667
30         NA              NA            NA       NA       NA       NA
31  1637.9504    2.729917e+01 -0.1194168433 4.000000 3.500000 3.333333
32   615.2168    1.025361e+01 -0.8742405711       NA       NA       NA
33  2497.1666    4.161944e+01  0.5147236357 4.500000 3.500000 3.333333
34  1403.6834    2.339472e+01 -0.2923165019 4.000000 4.000000 3.333333
35   793.9500    1.323250e+01 -0.7423273727 3.400000 3.000000 2.666667
36   898.2998    1.497166e+01 -0.6653124931 4.200000 2.500000 2.333333
37   674.3167    1.123861e+01 -0.8306221676 3.700000 2.500000 3.000000
38  3424.5662    5.707610e+01  1.1991865528 4.000000 3.000000 3.666667
39  1918.6166    3.197694e+01  0.0877275268 4.800000 4.250000 3.833333
40  2164.9001    3.608167e+01  0.2694959067       NA       NA       NA
41     0.4500    7.500000e-03 -1.3279663191 4.000000 3.000000 4.333333
42  2823.7501    4.706250e+01  0.7557570533 4.000000 3.000000 4.333333
43  1137.8334    1.896389e+01 -0.4885258452 4.500000 3.750000 3.500000
44  2309.0334    3.848389e+01  0.3758728115 3.800000 3.250000 3.166667
45   965.2994    1.608832e+01 -0.6158637532 5.000000 4.500000 3.666667
46  5298.8507    8.831418e+01  2.5824934209 3.800000 2.500000 4.000000
47  1746.9667    2.911611e+01 -0.0389578754 4.000000 3.000000 3.666667
48  2297.2332    3.828722e+01  0.3671637293 3.300000 4.250000 2.333333
49   719.2833    1.198806e+01 -0.7974347798       NA       NA       NA
50  1359.0330    2.265055e+01 -0.3252705198 4.200000 3.000000 3.666667
51  2668.1830    4.446972e+01  0.6409414862 3.800000 3.500000 3.333333
52   801.2336    1.335389e+01 -0.7369517459 4.000000 3.000000 3.666667
53  4094.9995    6.824999e+01  1.6939966995 5.000000 4.500000 4.000000
54    39.7504    6.625067e-01 -1.2989608436 4.400000 3.000000 2.666667
55   583.2498    9.720830e+00 -0.8978336652 5.000000 4.500000 5.000000
56   969.4666    1.615778e+01 -0.6127881708 3.700000 3.500000 4.000000
57  3331.6169    5.552695e+01  1.1305857586 3.200000 3.000000 2.333333
58  1966.0169    3.276695e+01  0.1227110954 4.600000 4.500000 4.666667
59  3022.5333    5.037555e+01  0.9024680600 4.100000 3.750000 3.333333
60   956.1665    1.593611e+01 -0.6226042471 4.400000 3.500000 3.666667
61   444.4832    7.408053e+00 -1.0002497023 5.000000 4.500000 4.333333
62  1087.6003    1.812667e+01 -0.5256001486 4.100000 3.250000 3.333333
63  2673.3831    4.455638e+01  0.6447793955 5.000000 3.500000 4.333333
64  7084.7003    1.180783e+02  3.9005313267 4.300000 4.000000 4.000000
65     1.2168    2.028000e-02 -1.3274003860       NA       NA       NA
66  2591.1496    4.318583e+01  0.5840873473 2.400000 3.000000 3.000000
67  2101.9330    3.503222e+01  0.2230233344 5.000000 5.000000 5.000000
68   719.1165    1.198527e+01 -0.7975578857 3.600000 2.500000 2.666667
69  1537.1834    2.561972e+01 -0.1937874542 4.400000 3.000000 2.666667
70  6664.4499    1.110742e+02  3.5903674937 3.800000 3.500000 3.333333
71  2938.4666    4.897444e+01  0.8404230271 4.200000 3.500000 3.833333
72  2602.2333    4.337055e+01  0.5922676200 3.800000 3.666667 4.833333
73  2006.4003    3.344000e+01  0.1525158741 5.000000 3.500000 3.333333
74   408.4000    6.806667e+00 -1.0268807385 5.000000 4.750000 4.166667
75  1006.3337    1.677223e+01 -0.5855785809 4.600000 3.500000 3.000000
76  3514.5498    5.857583e+01  1.2655985259 4.800000 4.000000 4.666667
77  3946.5666    6.577611e+01  1.5844464952 3.200000 2.000000 2.666667
78  1746.5501    2.910917e+01 -0.0392653450       NA       NA       NA
79  1014.5665    1.690944e+01 -0.5795024015 5.000000 4.250000 4.000000
80  6123.8832    1.020647e+02  3.1914047808       NA       NA       NA
81  5037.3331    8.395555e+01  2.3894815851 4.000000 3.000000 3.833333
82  1276.5167    2.127528e+01 -0.3861712873 4.200000 3.500000 3.666667
83   850.7329    1.417888e+01 -0.7004190202 2.400000 3.500000 2.666667
84   100.3334    1.672223e+00 -1.2542478451 4.500000 3.500000 3.666667
85  4945.2164    8.242027e+01  2.3214952875 4.200000 3.500000 4.000000
86  2368.4997    3.947499e+01  0.4197616348       NA       NA       NA
87  3968.1668    6.613611e+01  1.6003884213 3.933333 3.500000 3.222222
88  2634.6832    4.391139e+01  0.6162171162 3.933333 3.500000 3.222222
89  2334.5502    3.890917e+01  0.3947053658 3.800000 4.000000 3.666667
90  2804.9832    4.674972e+01  0.7419062310 3.400000 3.500000 4.000000
91  1270.0997    2.116833e+01 -0.3909073240 4.200000 4.000000 4.000000
92  1533.0996    2.555166e+01 -0.1968014836       NA       NA       NA
93    40.4334    6.738900e-01 -1.2984567586 4.600000 3.500000 3.333333
94  3020.7167    5.034528e+01  0.9011273269 5.000000 3.500000 4.000000
95   735.0999    1.225167e+01 -0.7857614125 4.600000 3.500000 4.666667
96   763.1498    1.271916e+01 -0.7650593156       NA       NA       NA
97   782.5002    1.304167e+01 -0.7507778438 3.400000 2.000000 4.000000
98  1907.6502    3.179417e+01  0.0796338268 4.800000 2.500000 3.333333
99  2448.4838    4.080806e+01  0.4787935239 4.400000 3.500000 3.000000
100 3031.3165    5.052194e+01  0.9089504595 3.200000 3.000000 3.000000
101 1366.5835    2.277639e+01 -0.3196979088 4.800000 5.000000 3.000000
102 1290.4502    2.150750e+01 -0.3758877331 3.000000 3.500000 4.333333
103 1769.8667    2.949778e+01 -0.0220566380 4.400000 3.500000 4.333333
104 2591.6168    4.319361e+01  0.5844321620 5.000000 3.500000 4.000000
105   26.9168    4.486133e-01 -1.3084326217 5.000000 4.000000 4.666667
106 1559.9667    2.599944e+01 -0.1769723467       NA       NA       NA
107 1910.2338    3.183723e+01  0.0815406406 4.000000 3.000000 4.333333
108 3781.6498    6.302750e+01  1.4627304258 4.000000 3.000000 2.333333
109 1062.8665    1.771444e+01 -0.5438548135 5.000000 4.000000 5.000000
110 1546.4166    2.577361e+01 -0.1869729343 4.000000 3.000000 3.333333
111 2040.7333    3.401222e+01  0.1778551834 4.000000 3.000000 4.333333
112 1856.6669    3.094445e+01  0.0420058418 4.000000 4.000000 4.000000
113 4538.4835    7.564139e+01  2.0213079818 5.000000 4.000000 5.000000
114 1289.1006    2.148501e+01 -0.3768837990 4.000000 4.000000 4.000000
115 2362.1000    3.936833e+01  0.4150383663 4.000000 3.500000 3.333333
116 4614.4000    7.690667e+01  2.0773377979       NA       NA       NA
117   48.0332    8.005533e-01 -1.2928477619 5.000000 5.000000 5.000000
118 3095.2494    5.158749e+01  0.9561358359 4.125000 3.666667 3.000000
119 3073.6162    5.122694e+01  0.9401695543 3.800000 3.500000 4.000000
120 4199.4169    6.999028e+01  1.7710614710 4.000000 3.000000 4.000000
121  128.6165    2.143608e+00 -1.2333736360       NA       NA       NA
122  919.5000    1.532500e+01 -0.6496657851 5.000000 4.500000 5.000000
123 2573.4502    4.289084e+01  0.5710243883 4.200000 4.000000 4.000000
124 1341.7002    2.236167e+01 -0.3380629114 4.333333 3.000000 4.000000
125 2269.8829    3.783138e+01  0.3469779689       NA       NA       NA
126 1209.8496    2.016416e+01 -0.4353746272 4.400000 3.500000 2.666667
127        NA              NA            NA 5.000000 3.500000 4.000000
128 2285.7836    3.809639e+01  0.3587134058 5.000000 3.500000 4.000000
129  156.5829    2.609715e+00 -1.2127331659 4.100000 3.666667 4.333333
130  264.2002    4.403337e+00 -1.1333067233 4.000000 3.500000 4.000000
131 1449.7001    2.416167e+01 -0.2583540927 3.400000 2.750000 3.333333
132  608.2501    1.013750e+01 -0.8793823113 3.000000 2.500000 3.000000
133  594.6165    9.910275e+00 -0.8894445257 5.000000 4.000000 5.000000
134    0.7000    1.166667e-02 -1.3277818078 4.800000 4.500000 4.500000
135 6771.9673    1.128661e+02  3.6697202055       NA       NA       NA
136  473.0333    7.883888e+00 -0.9791784352       NA       NA       NA
137  846.5665    1.410944e+01 -0.7034940121 4.000000 2.500000 4.000000
138 1448.9339    2.414890e+01 -0.2589195830 4.800000 4.000000 4.000000
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463  151.7500    2.529167e+00 -1.2163000651       NA       NA       NA
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513  546.8500    9.114167e+00 -0.9246983666 5.000000 4.500000 2.333333
514 4154.4333    6.924056e+01  1.7378615363       NA       NA       NA
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530 2201.5503    3.669250e+01  0.2965454146 4.100000 3.500000 2.833333
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532 2915.5167    4.859195e+01  0.8234849612 4.466667 3.333333 4.111111
533 3789.3996    6.315666e+01  1.4684501293 4.000000 3.500000 4.000000
534 4013.3999    6.689000e+01  1.6337724982 4.800000 3.000000 3.333333
535 1903.0337    3.171723e+01  0.0762266406       NA       NA       NA
536 2111.0837    3.518473e+01  0.2297769655 3.900000 3.000000 2.666667
537  948.1999    1.580333e+01 -0.6284839588 3.800000 3.250000 4.333333
538  981.7835    1.636306e+01 -0.6036977406 3.800000 3.000000 3.000000
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540  644.2667    1.073778e+01 -0.8528004289 3.400000 2.500000 2.666667
541   88.5167    1.475278e+00 -1.2629691050       NA       NA       NA
542 4034.7502    6.724584e+01  1.6495299868 3.600000 3.250000 2.666667
543 1886.3334    3.143889e+01  0.0639010627 3.800000 3.500000 2.666667
544 1823.8667    3.039778e+01  0.0177978083 3.600000 4.333333 3.666667
545  163.6832    2.728053e+00 -1.2074928229 4.800000 4.250000 4.333333
546 3122.9167    5.204861e+01  0.9765555567 4.400000 3.750000 4.166667
547 3003.6162    5.006027e+01  0.8885063833 4.000000 4.500000 4.000000
548 1929.4000    3.215667e+01  0.0956861645 2.777778 2.500000 2.333333
549 1133.2169    1.888695e+01 -0.4919330313 5.000000 3.500000 4.000000
550 2670.7669    4.451278e+01  0.6428485214 3.400000 3.000000 3.000000
551 1937.4333    3.229055e+01  0.1016151038 4.800000 3.500000 3.333333
552 1636.5333    2.727556e+01 -0.1204627273 4.800000 3.500000 3.333333
553  960.2998    1.600500e+01 -0.6195536845 5.000000 3.000000 4.333333
554 1276.7667    2.127944e+01 -0.3859867760 4.600000 4.000000 4.000000
555 2111.8333    3.519722e+01  0.2303302043 4.200000 4.500000 4.333333
556 3542.5501    5.904250e+01  1.2862640158 4.600000 4.500000 4.500000
557  873.6171    1.456029e+01 -0.6835294439 3.600000 4.500000 3.000000
558  870.3836    1.450639e+01 -0.6859159134 4.866667 4.166667 4.333333
559 2363.2667    3.938778e+01  0.4158994437       NA       NA       NA
560 1665.1665    2.775277e+01 -0.0993301286 3.800000 3.500000 4.333333
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563 1320.5499    2.200916e+01 -0.3536727909 3.400000 3.500000 2.000000
564 2047.7501    3.412917e+01  0.1830338997 4.000000 3.500000 4.000000
565 1548.7666    2.581278e+01 -0.1852385279 4.500000 4.250000 4.500000
566 1268.1002    2.113500e+01 -0.3923830456 3.000000 3.000000 3.000000
567 1747.1669    2.911945e+01 -0.0388101187       NA       NA       NA
568  914.8667    1.524778e+01 -0.6530853704       NA       NA       NA
569 1540.1833    2.566972e+01 -0.1915733921       NA       NA       NA
570 2449.6827    4.082804e+01  0.4796783664 5.000000 4.500000 4.333333
571 2626.9001    4.378167e+01  0.6104728358 4.400000 4.000000 4.000000
572  943.0669    1.571778e+01 -0.6322723453 3.800000 4.000000 3.333333
573  310.9335    5.182225e+00 -1.0988154309 4.800000 4.500000 4.000000
574 2427.9167    4.046528e+01  0.4636140724 4.250000 4.000000 3.333333
575  377.3498    6.289163e+00 -1.0497971927 5.000000 4.000000 5.000000
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577  769.2331    1.282055e+01 -0.7605695646 4.600000 3.500000 2.666667
578 1734.6833    2.891139e+01 -0.0480235810       NA       NA       NA
579   11.0333    1.838883e-01 -1.3201553643 4.000000 3.500000 4.000000
580 1776.5166    2.960861e+01 -0.0171487105 4.400000 4.000000 4.333333
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585  510.8667    8.514445e+00 -0.9512556721       NA       NA       NA
586 2446.3169    4.077195e+01  0.4771942536       NA       NA       NA
587 1073.9500    1.789917e+01 -0.5356746884       NA       NA       NA
588 1670.9500    2.784917e+01 -0.0950616436 4.600000 3.500000 3.833333
589 2521.2334    4.202056e+01  0.5324860244       NA       NA       NA
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595 1727.2666    2.878778e+01 -0.0534974416       NA       NA       NA
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597 2399.5166    3.999194e+01  0.4426535121 4.800000 5.000000 3.666667
598  759.3335    1.265556e+01 -0.7678759179       NA       NA       NA
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600 1638.4500    2.730750e+01 -0.1190481159 4.400000 3.000000 5.000000
601  470.8000    7.846667e+00 -0.9808267117       NA       NA       NA
602   71.0166    1.183610e+00 -1.2758849716 3.800000 3.000000 3.666667
603  208.6664    3.477773e+00 -1.1742931835 4.400000 4.000000 2.000000

Question: Is your object a tibble? How do you know?

Your response here:

No, it is not a tibble.

The output format aligns with a standard data frame representation. Specifically, the display commences with the variable identifier (e.g., ‘df’) rather than an explicit ‘A tibble’ declaration.

Hint: Check the output in the console.

Check your data with different functions

You can check your data with different functions. Let’s remember how we use different functions to check our data.

#Checking the data structure
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 ...

#For comprehensive summary of data
skim(data)

Data summary

Name	data
Number of rows	603
Number of columns	30
_______________________
Column type frequency:
character	5
logical	1
numeric	24
________________________
Group variables	None

Variable type: character

skim_variable	n_missing	complete_rate	min	max	empty	n_unique	whitespace
course_id	0	1	12	13	0	26	0
subject	0	1	4	5	0	5	0
semester	0	1	4	4	0	3	0
Gradebook_Item	0	1	9	35	0	3	0
Gender	0	1	1	1	0	2	0

Variable type: logical

skim_variable	n_missing	complete_rate	mean	count
Grade_Category	603	0	NaN	:

Variable type: numeric

skim_variable	n_missing	complete_rate	mean	sd	p0	p25	p50	p75	p100	hist
student_id	0	1.00	86069.54	10548.60	43146.00	85612.50	88340.00	92730.50	97441.00	▁▁▁▃▇
total_points_possible	0	1.00	4274.41	2312.74	840.00	2809.50	3583.00	5069.00	15552.00	▇▅▂▁▁
total_points_earned	0	1.00	3244.69	1832.00	651.00	2050.50	2757.00	3875.00	12208.00	▇▅▁▁▁
percentage_earned	0	1.00	0.76	0.09	0.34	0.70	0.78	0.83	0.91	▁▁▃▇▇
section	0	1.00	1.38	0.68	1.00	1.00	1.00	2.00	4.00	▇▂▁▁▁
FinalGradeCEMS	30	0.95	77.20	22.23	0.00	71.25	84.57	92.10	100.00	▁▁▁▃▇
Points_Possible	0	1.00	76.87	167.51	5.00	10.00	10.00	30.00	935.00	▇▁▁▁▁
Points_Earned	92	0.85	68.63	145.26	0.00	7.00	10.00	26.12	828.20	▇▁▁▁▁
q1	123	0.80	4.30	0.68	1.00	4.00	4.00	5.00	5.00	▁▁▂▇▇
q2	126	0.79	3.63	0.93	1.00	3.00	4.00	4.00	5.00	▁▂▆▇▃
q3	123	0.80	3.33	0.91	1.00	3.00	3.00	4.00	5.00	▁▃▇▅▂
q4	125	0.79	4.27	0.85	1.00	4.00	4.00	5.00	5.00	▁▁▂▇▇
q5	127	0.79	4.19	0.68	2.00	4.00	4.00	5.00	5.00	▁▂▁▇▅
q6	127	0.79	4.01	0.80	1.00	4.00	4.00	5.00	5.00	▁▁▃▇▅
q7	129	0.79	3.91	0.82	1.00	3.00	4.00	4.75	5.00	▁▁▅▇▅
q8	129	0.79	4.29	0.68	1.00	4.00	4.00	5.00	5.00	▁▁▂▇▆
q9	129	0.79	3.49	0.98	1.00	3.00	4.00	4.00	5.00	▁▃▇▇▃
q10	129	0.79	4.10	0.93	1.00	4.00	4.00	5.00	5.00	▁▂▃▇▇
TimeSpent	5	0.99	1799.75	1354.93	0.45	851.90	1550.91	2426.09	8870.88	▇▅▁▁▁
TimeSpent_hours	5	0.99	30.00	22.58	0.01	14.20	25.85	40.43	147.85	▇▅▁▁▁
TimeSpent_std	5	0.99	0.00	1.00	-1.33	-0.70	-0.18	0.46	5.22	▇▅▁▁▁
int	76	0.87	4.22	0.59	2.00	3.90	4.20	4.70	5.00	▁▁▃▇▇
pc	75	0.88	3.61	0.64	1.50	3.00	3.50	4.00	5.00	▁▁▇▅▂
uv	75	0.88	3.72	0.70	1.00	3.33	3.67	4.17	5.00	▁▁▆▇▅

Isolating Data with dplyr

We will use select() function to select the following columns from our data.

• student_id

• subject

• semester

• FinalGradeCEMS

• After selecting these columns, assign that to a new object with a name of “student_grade”.

student_grade <- data |>
  select(student_id, subject, semester, FinalGradeCEMS)

Your Turn:

Examine students’ grades, what did you realize about it?

Your response here:

summary(student_grade$FinalGradeCEMS)

   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00   71.25   84.57   77.20   92.10  100.00      30 

The summary statistics indicate that student grades span a range from 0 to 100. The median grade of 84.57 exceeds the mean of 77.20, suggesting a negatively skewed distribution, likely attributable to a subset of anomalously low scores. Pertaining to student performance, 50% of the cohort achieved scores above 84.57, with 75% scoring above 71.25, collectively demonstrating a generally strong performance across the group. Furthermore, 30 missing values were identified within the datasets, a factor that may impact the robustness of the overall performance analysis.

Hint: Check the missing data.

Specific select

Now, we will make a specific selection.

• Select all columns except subject and semester.

• Assign to a new object with a different name.

• Examine your data frame.

student_data_no_subject_semester <- data |>
  select(-subject, -semester)

Checking the data frame:

glimpse(student_data_no_subject_semester)

Rows: 603
Columns: 28
$ student_id            <int> 43146, 44638, 47448, 47979, 48797, 51943, 52326,…
$ course_id             <chr> "FrScA-S216-02", "OcnA-S116-01", "FrScA-S216-01"…
$ total_points_possible <int> 3280, 3531, 2870, 4562, 2207, 4208, 4325, 2086, …
$ total_points_earned   <int> 2220, 2672, 1897, 3090, 1910, 3596, 2255, 1719, …
$ percentage_earned     <dbl> 0.6768293, 0.7567261, 0.6609756, 0.6773345, 0.86…
$ section               <int> 2, 1, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, …
$ Gradebook_Item        <chr> "POINTS EARNED & TOTAL COURSE POINTS", "ATTEMPTE…
$ Grade_Category        <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ FinalGradeCEMS        <dbl> 93.45372, 81.70184, 88.48758, 81.85260, 84.00000…
$ Points_Possible       <int> 5, 10, 10, 5, 438, 5, 10, 10, 443, 5, 12, 10, 5,…
$ Points_Earned         <dbl> NA, 10.00, NA, 4.00, 399.00, NA, NA, 10.00, 425.…
$ Gender                <chr> "M", "F", "M", "M", "F", "F", "M", "F", "F", "M"…
$ q1                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 4, 3, 5, NA,…
$ q2                    <int> 4, 4, 4, 5, 3, NA, 5, 3, 3, NA, NA, 5, 3, 3, NA,…
$ q3                    <int> 4, 3, 4, 3, 3, NA, 3, 3, 3, NA, NA, 3, 3, 5, NA,…
$ q4                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 5, 3, 5, NA,…
$ q5                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 5, 4, 5, NA,…
$ q6                    <int> 5, 4, 4, 5, 4, NA, 5, 4, 3, NA, NA, 5, 3, 5, NA,…
$ q7                    <int> 5, 4, 4, 4, 4, NA, 4, 3, 3, NA, NA, 5, 3, 5, NA,…
$ q8                    <int> 5, 5, 5, 5, 4, NA, 5, 3, 4, NA, NA, 4, 3, 5, NA,…
$ q9                    <int> 4, 4, 3, 5, NA, NA, 5, 3, 2, NA, NA, 5, 2, 2, NA…
$ q10                   <int> 5, 4, 5, 5, 3, NA, 5, 3, 5, NA, NA, 4, 4, 5, NA,…
$ TimeSpent             <dbl> 1555.1667, 1382.7001, 860.4335, 1598.6166, 1481.…
$ TimeSpent_hours       <dbl> 25.91944500, 23.04500167, 14.34055833, 26.643610…
$ TimeSpent_std         <dbl> -0.18051496, -0.30780313, -0.69325954, -0.148446…
$ int                   <dbl> 5.0, 4.2, 5.0, 5.0, 3.8, 4.6, 5.0, 3.0, 4.2, NA,…
$ pc                    <dbl> 4.50, 3.50, 4.00, 3.50, 3.50, 4.00, 3.50, 3.00, …
$ uv                    <dbl> 4.333333, 4.000000, 3.666667, 5.000000, 3.500000…

skim(student_data_no_subject_semester)

Data summary

Name	student_data_no_subject_s…
Number of rows	603
Number of columns	28
_______________________
Column type frequency:
character	3
logical	1
numeric	24
________________________
Group variables	None

Variable type: character

skim_variable	n_missing	complete_rate	min	max	empty	n_unique	whitespace
course_id	0	1	12	13	0	26	0
Gradebook_Item	0	1	9	35	0	3	0
Gender	0	1	1	1	0	2	0

Variable type: logical

skim_variable	n_missing	complete_rate	mean	count
Grade_Category	603	0	NaN	:

Variable type: numeric

skim_variable	n_missing	complete_rate	mean	sd	p0	p25	p50	p75	p100	hist
student_id	0	1.00	86069.54	10548.60	43146.00	85612.50	88340.00	92730.50	97441.00	▁▁▁▃▇
total_points_possible	0	1.00	4274.41	2312.74	840.00	2809.50	3583.00	5069.00	15552.00	▇▅▂▁▁
total_points_earned	0	1.00	3244.69	1832.00	651.00	2050.50	2757.00	3875.00	12208.00	▇▅▁▁▁
percentage_earned	0	1.00	0.76	0.09	0.34	0.70	0.78	0.83	0.91	▁▁▃▇▇
section	0	1.00	1.38	0.68	1.00	1.00	1.00	2.00	4.00	▇▂▁▁▁
FinalGradeCEMS	30	0.95	77.20	22.23	0.00	71.25	84.57	92.10	100.00	▁▁▁▃▇
Points_Possible	0	1.00	76.87	167.51	5.00	10.00	10.00	30.00	935.00	▇▁▁▁▁
Points_Earned	92	0.85	68.63	145.26	0.00	7.00	10.00	26.12	828.20	▇▁▁▁▁
q1	123	0.80	4.30	0.68	1.00	4.00	4.00	5.00	5.00	▁▁▂▇▇
q2	126	0.79	3.63	0.93	1.00	3.00	4.00	4.00	5.00	▁▂▆▇▃
q3	123	0.80	3.33	0.91	1.00	3.00	3.00	4.00	5.00	▁▃▇▅▂
q4	125	0.79	4.27	0.85	1.00	4.00	4.00	5.00	5.00	▁▁▂▇▇
q5	127	0.79	4.19	0.68	2.00	4.00	4.00	5.00	5.00	▁▂▁▇▅
q6	127	0.79	4.01	0.80	1.00	4.00	4.00	5.00	5.00	▁▁▃▇▅
q7	129	0.79	3.91	0.82	1.00	3.00	4.00	4.75	5.00	▁▁▅▇▅
q8	129	0.79	4.29	0.68	1.00	4.00	4.00	5.00	5.00	▁▁▂▇▆
q9	129	0.79	3.49	0.98	1.00	3.00	4.00	4.00	5.00	▁▃▇▇▃
q10	129	0.79	4.10	0.93	1.00	4.00	4.00	5.00	5.00	▁▂▃▇▇
TimeSpent	5	0.99	1799.75	1354.93	0.45	851.90	1550.91	2426.09	8870.88	▇▅▁▁▁
TimeSpent_hours	5	0.99	30.00	22.58	0.01	14.20	25.85	40.43	147.85	▇▅▁▁▁
TimeSpent_std	5	0.99	0.00	1.00	-1.33	-0.70	-0.18	0.46	5.22	▇▅▁▁▁
int	76	0.87	4.22	0.59	2.00	3.90	4.20	4.70	5.00	▁▁▃▇▇
pc	75	0.88	3.61	0.64	1.50	3.00	3.50	4.00	5.00	▁▁▇▅▂
uv	75	0.88	3.72	0.70	1.00	3.33	3.67	4.17	5.00	▁▁▆▇▅

head(student_data_no_subject_semester)

  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
  percentage_earned section                      Gradebook_Item Grade_Category
1         0.6768293       2 POINTS EARNED & TOTAL COURSE POINTS             NA
2         0.7567261       1                           ATTEMPTED             NA
3         0.6609756       1 POINTS EARNED & TOTAL COURSE POINTS             NA
4         0.6773345       1 POINTS EARNED & TOTAL COURSE POINTS             NA
5         0.8654282       1 POINTS EARNED & TOTAL COURSE POINTS             NA
6         0.8545627       3 POINTS EARNED & TOTAL COURSE POINTS             NA
  FinalGradeCEMS Points_Possible Points_Earned Gender q1 q2 q3 q4 q5 q6 q7 q8
1       93.45372               5            NA      M  5  4  4  5  5  5  5  5
2       81.70184              10            10      F  4  4  3  4  4  4  4  5
3       88.48758              10            NA      M  5  4  4  5  5  4  4  5
4       81.85260               5             4      M  5  5  3  5  5  5  4  5
5       84.00000             438           399      F  4  3  3  4  4  4  4  4
6             NA               5            NA      F NA NA NA NA NA NA NA NA
  q9 q10 TimeSpent TimeSpent_hours TimeSpent_std int  pc       uv
1  4   5 1555.1667     25.91944500    -0.1805150 5.0 4.5 4.333333
2  4   4 1382.7001     23.04500167    -0.3078031 4.2 3.5 4.000000
3  3   5  860.4335     14.34055833    -0.6932595 5.0 4.0 3.666667
4  5   5 1598.6166     26.64361000    -0.1484470 5.0 3.5 5.000000
5 NA   3 1481.8000     24.69666667    -0.2346629 3.8 3.5 3.500000
6 NA  NA    3.4501      0.05750167    -1.3257521 4.6 4.0 4.000000

dim(student_data_no_subject_semester)

[1] 603  28

An examination of the new dataset, utilising glimpse(), head(), and dim(), confirms the successful removal of the subject and semester variables. The dataset now comprises 28 columns and retains all 603 observations.

Your Turn:

• Select all columns except student_id and FinalGradeCEMS.

• Assign to a new object with a different name.

• Examine your data frame.

student_data_no_id_grade <- data |>
  select(-c(student_id, FinalGradeCEMS))

#Examine the New Data Frame

Examining the new data frame

# Checking student_data_no_id_grade data structure
glimpse(student_data_no_id_grade)

Rows: 603
Columns: 28
$ course_id             <chr> "FrScA-S216-02", "OcnA-S116-01", "FrScA-S216-01"…
$ total_points_possible <int> 3280, 3531, 2870, 4562, 2207, 4208, 4325, 2086, …
$ total_points_earned   <int> 2220, 2672, 1897, 3090, 1910, 3596, 2255, 1719, …
$ percentage_earned     <dbl> 0.6768293, 0.7567261, 0.6609756, 0.6773345, 0.86…
$ subject               <chr> "FrScA", "OcnA", "FrScA", "OcnA", "PhysA", "FrSc…
$ semester              <chr> "S216", "S116", "S216", "S216", "S116", "S216", …
$ section               <int> 2, 1, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, …
$ Gradebook_Item        <chr> "POINTS EARNED & TOTAL COURSE POINTS", "ATTEMPTE…
$ Grade_Category        <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ Points_Possible       <int> 5, 10, 10, 5, 438, 5, 10, 10, 443, 5, 12, 10, 5,…
$ Points_Earned         <dbl> NA, 10.00, NA, 4.00, 399.00, NA, NA, 10.00, 425.…
$ Gender                <chr> "M", "F", "M", "M", "F", "F", "M", "F", "F", "M"…
$ q1                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 4, 3, 5, NA,…
$ q2                    <int> 4, 4, 4, 5, 3, NA, 5, 3, 3, NA, NA, 5, 3, 3, NA,…
$ q3                    <int> 4, 3, 4, 3, 3, NA, 3, 3, 3, NA, NA, 3, 3, 5, NA,…
$ q4                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 5, 3, 5, NA,…
$ q5                    <int> 5, 4, 5, 5, 4, NA, 5, 3, 4, NA, NA, 5, 4, 5, NA,…
$ q6                    <int> 5, 4, 4, 5, 4, NA, 5, 4, 3, NA, NA, 5, 3, 5, NA,…
$ q7                    <int> 5, 4, 4, 4, 4, NA, 4, 3, 3, NA, NA, 5, 3, 5, NA,…
$ q8                    <int> 5, 5, 5, 5, 4, NA, 5, 3, 4, NA, NA, 4, 3, 5, NA,…
$ q9                    <int> 4, 4, 3, 5, NA, NA, 5, 3, 2, NA, NA, 5, 2, 2, NA…
$ q10                   <int> 5, 4, 5, 5, 3, NA, 5, 3, 5, NA, NA, 4, 4, 5, NA,…
$ TimeSpent             <dbl> 1555.1667, 1382.7001, 860.4335, 1598.6166, 1481.…
$ TimeSpent_hours       <dbl> 25.91944500, 23.04500167, 14.34055833, 26.643610…
$ TimeSpent_std         <dbl> -0.18051496, -0.30780313, -0.69325954, -0.148446…
$ int                   <dbl> 5.0, 4.2, 5.0, 5.0, 3.8, 4.6, 5.0, 3.0, 4.2, NA,…
$ pc                    <dbl> 4.50, 3.50, 4.00, 3.50, 3.50, 4.00, 3.50, 3.00, …
$ uv                    <dbl> 4.333333, 4.000000, 3.666667, 5.000000, 3.500000…

# Checking student_data_no_id_grade data dimension
dim(student_data_no_id_grade)

[1] 603  28

# Checking Column Names
names(student_data_no_id_grade)

 [1] "course_id"             "total_points_possible" "total_points_earned"  
 [4] "percentage_earned"     "subject"               "semester"             
 [7] "section"               "Gradebook_Item"        "Grade_Category"       
[10] "Points_Possible"       "Points_Earned"         "Gender"               
[13] "q1"                    "q2"                    "q3"                   
[16] "q4"                    "q5"                    "q6"                   
[19] "q7"                    "q8"                    "q9"                   
[22] "q10"                   "TimeSpent"             "TimeSpent_hours"      
[25] "TimeSpent_std"         "int"                   "pc"                   
[28] "uv"                   

Note

The dplyr select() function was used to exclude the student_id and FinalGradeCEMS variables. The modified dataset was subsequently assigned to the object student_data_no_id_grade. Verification using glimpse() and dim() confirmed the exclusion of the specified columns, whilst retaining all original observations.

Specific select

• Select only the columns that start with Time

• Assign to a new object with a different name.

• Use view() function to examine your data frame.

# Select Columns That Start With "Time"
time_columns <- data |>
  select(starts_with("Time"))

View(time_columns)

Your Turn:

• Select only the columns that ends with “r”

• Assign to a new object with a different name.

• Use view() function to examine your data frame.

# Selecting the colums that ends with "r"
columns_ending_r <- data|>
  select(ends_with("r"))

# Viewing data frame of the columns that ends with "r"
view(columns_ending_r)

Filter Function

• Filter the sci_classes data frame for just males.

• Assign to a new object.

• Use the head() function to examine your data frame.

# Filter for male students
male_students <- data |>
  filter(Gender == "M")

nrow(male_students)

[1] 181

# Examine male students data frame
head(male_students)

  student_id     course_id total_points_possible total_points_earned
1      43146 FrScA-S216-02                  3280                2220
2      47448 FrScA-S216-01                  2870                1897
3      47979  OcnA-S216-01                  4562                3090
4      52326 AnPhA-S216-01                  4325                2255
5      53475 FrScA-S116-02                  1710                1402
6      53475 FrScA-S216-01                  1209                 977
  percentage_earned subject semester section
1         0.6768293   FrScA     S216       2
2         0.6609756   FrScA     S216       1
3         0.6773345    OcnA     S216       1
4         0.5213873   AnPhA     S216       1
5         0.8198830   FrScA     S116       2
6         0.8081059   FrScA     S216       1
                       Gradebook_Item Grade_Category FinalGradeCEMS
1 POINTS EARNED & TOTAL COURSE POINTS             NA       93.45372
2 POINTS EARNED & TOTAL COURSE POINTS             NA       88.48758
3 POINTS EARNED & TOTAL COURSE POINTS             NA       81.85260
4 POINTS EARNED & TOTAL COURSE POINTS             NA       83.58827
5 POINTS EARNED & TOTAL COURSE POINTS             NA             NA
6 POINTS EARNED & TOTAL COURSE POINTS             NA       81.03837
  Points_Possible Points_Earned Gender q1 q2 q3 q4 q5 q6 q7 q8 q9 q10 TimeSpent
1               5            NA      M  5  4  4  5  5  5  5  5  4   5 1555.1667
2              10            NA      M  5  4  4  5  5  4  4  5  3   5  860.4335
3               5           4.0      M  5  5  3  5  5  5  4  5  5   5 1598.6166
4              10            NA      M  5  5  3  5  5  5  4  5  5   5 1321.8164
5               5           2.5      M NA NA NA NA NA NA NA NA NA  NA        NA
6              12          12.0      M NA NA NA NA NA NA NA NA NA  NA 1867.4169
  TimeSpent_hours TimeSpent_std int  pc       uv
1        25.91944   -0.18051496   5 4.5 4.333333
2        14.34056   -0.69325954   5 4.0 3.666667
3        26.64361   -0.14844697   5 3.5 5.000000
4        22.03027   -0.35273806   5 3.5 5.000000
5              NA            NA  NA  NA       NA
6        31.12361    0.04993983  NA  NA       NA

Your Turn:

• Filter the sci_classes data frame for just females.

• Assign to a new object.

• Use the tail() function to examine your data frame.

# Filter for Females
female_students <- data |>
  filter(Gender == "F")

nrow(female_students)

[1] 422

Let’s try filter function with two arguments now.

• Filter the sci_classes data frame for students whose

• percentage_earned is greater than 0.8

• Assign to a new object.

• Use the tail() function to examine your data frame. 

high_performers <- data |>
  filter(percentage_earned > 0.8)
tail(high_performers)

    student_id     course_id total_points_possible total_points_earned
228      96856  OcnA-S216-01                  9630                8110
229      96871 AnPhA-S216-02                  3012                2560
230      96950  BioA-S216-01                  6190                4970
231      97006  OcnA-S216-01                  3922                3209
232      97374  BioA-S216-01                  8586                6978
233      97441 FrScA-S216-02                  2607                2205
    percentage_earned subject semester section
228         0.8421599    OcnA     S216       1
229         0.8499336   AnPhA     S216       2
230         0.8029079    BioA     S216       1
231         0.8182050    OcnA     S216       1
232         0.8127184    BioA     S216       1
233         0.8457998   FrScA     S216       2
                         Gradebook_Item Grade_Category FinalGradeCEMS
228 POINTS EARNED & TOTAL COURSE POINTS             NA       13.02848
229 POINTS EARNED & TOTAL COURSE POINTS             NA       81.14827
230 POINTS EARNED & TOTAL COURSE POINTS             NA       91.81818
231 POINTS EARNED & TOTAL COURSE POINTS             NA       68.15075
232 POINTS EARNED & TOTAL COURSE POINTS             NA       12.35294
233 POINTS EARNED & TOTAL COURSE POINTS             NA       23.13770
    Points_Possible Points_Earned Gender q1 q2 q3 q4 q5 q6 q7 q8 q9 q10
228              30            NA      M  4  3  3  4  4  4  3  4  4   4
229              10           5.0      M NA NA NA NA NA NA NA NA NA  NA
230               5           5.0      F  4  3  2  4  4  3  4  4  3   2
231              30          30.0      F  5  4  5  5  5  4  5  5  3   4
232              10           8.5      F NA NA NA NA NA NA NA NA NA  NA
233              10          10.0      F  4  2  3  5  4  2  5  5  2   4
    TimeSpent TimeSpent_hours TimeSpent_std      int   pc       uv
228  529.2335        8.820558    -0.9377001 4.000000 3.25 3.833333
229  244.3835        4.073058    -1.1479323       NA   NA       NA
230 2264.4834       37.741390     0.3429929 4.222222 3.00 3.500000
231 2399.5166       39.991943     0.4426535 4.800000 5.00 3.666667
232  470.8000        7.846667    -0.9808267       NA   NA       NA
233  208.6664        3.477773    -1.1742932 4.400000 4.00 2.000000

# Althernatively:
nrow(high_performers)

[1] 233

Your Turn:

Filter the sci_classes data frame for students whose

• percentage_earned is smaller or equal to 0.6

• Assign to a new object.

• Use the head() function to examine your data frame. 

# Coding low performance students grades (gradesless than or equal 0.6)
low_performers <- data |>
  filter(percentage_earned <= 0.6)
head(low_performers)

  student_id     course_id total_points_possible total_points_earned
1      52326 AnPhA-S216-01                  4325                2255
2      65116 FrScA-S216-01                  4320                2326
3      77067 FrScA-S216-02                  3272                1896
4      78153 PhysA-S216-01                  6530                3702
5      84749 AnPhA-T116-01                  4543                2646
6      84794  BioA-T116-01                  2787                1439
  percentage_earned subject semester section
1         0.5213873   AnPhA     S216       1
2         0.5384259   FrScA     S216       1
3         0.5794621   FrScA     S216       2
4         0.5669219   PhysA     S216       1
5         0.5824345   AnPhA     T116       1
6         0.5163258    BioA     T116       1
                       Gradebook_Item Grade_Category FinalGradeCEMS
1 POINTS EARNED & TOTAL COURSE POINTS             NA       83.58827
2 POINTS EARNED & TOTAL COURSE POINTS             NA       93.22799
3 POINTS EARNED & TOTAL COURSE POINTS             NA             NA
4 POINTS EARNED & TOTAL COURSE POINTS             NA       99.02778
5 POINTS EARNED & TOTAL COURSE POINTS             NA       82.55200
6 POINTS EARNED & TOTAL COURSE POINTS             NA       73.81828
  Points_Possible Points_Earned Gender q1 q2 q3 q4 q5 q6 q7 q8 q9 q10 TimeSpent
1              10            NA      M  5  5  3  5  5  5  4  5  5   5 1321.8164
2              10         10.00      M  5  4  4  5  5  4  5  5  5   5 1918.6166
3             438        409.94      F  5  5  3  5  4  1  4  5  4   4   40.4334
4              10            NA      F  4  4  3  5  4  5  4  5  4   4 1769.8667
5               5          5.00      M  5  4  4  2  4  4  2  5  4   4 4199.4169
6              10          0.00      M  5  5  5  5  5  5  4  5  5   5  919.5000
  TimeSpent_hours TimeSpent_std int   pc       uv
1        22.03027   -0.35273806 5.0 3.50 5.000000
2        31.97694    0.08772753 4.8 4.25 3.833333
3         0.67389   -1.29845676 4.6 3.50 3.333333
4        29.49778   -0.02205664 4.4 3.50 4.333333
5        69.99028    1.77106147 4.0 3.00 4.000000
6        15.32500   -0.64966579 5.0 4.50 5.000000

Let’s use filter () function for the missing data.

• Filter the sci_classes data frame so rows with 

• NA for points earned are removed.

• Assign to a new object.

• Use the glimpse() function to examine your data frame.

clean_points_data <- data|>
  filter(!is.na(Points_Earned))

# Using glimpse() to examine the dat frame for clean_points_data
glimpse(clean_points_data)

Rows: 511
Columns: 30
$ student_id            <int> 44638, 47979, 48797, 52446, 53447, 53475, 53475,…
$ course_id             <chr> "OcnA-S116-01", "OcnA-S216-01", "PhysA-S116-01",…
$ total_points_possible <int> 3531, 4562, 2207, 2086, 4655, 1710, 1209, 4641, …
$ total_points_earned   <int> 2672, 3090, 1910, 1719, 3149, 1402, 977, 3429, 2…
$ percentage_earned     <dbl> 0.7567261, 0.6773345, 0.8654282, 0.8240652, 0.67…
$ subject               <chr> "OcnA", "OcnA", "PhysA", "PhysA", "FrScA", "FrSc…
$ semester              <chr> "S116", "S216", "S116", "S116", "S116", "S116", …
$ section               <int> 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, …
$ Gradebook_Item        <chr> "ATTEMPTED", "POINTS EARNED & TOTAL COURSE POINT…
$ Grade_Category        <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ FinalGradeCEMS        <dbl> 81.70184, 81.85260, 84.00000, 97.77778, 96.11872…
$ Points_Possible       <int> 10, 5, 438, 10, 443, 5, 12, 10, 5, 10, 220, 30, …
$ Points_Earned         <dbl> 10.00, 4.00, 399.00, 10.00, 425.00, 2.50, 12.00,…
$ Gender                <chr> "F", "M", "F", "F", "F", "M", "M", "M", "F", "F"…
$ q1                    <int> 4, 5, 4, 3, 4, NA, NA, 4, 3, 5, NA, 4, 4, NA, 4,…
$ q2                    <int> 4, 5, 3, 3, 3, NA, NA, 5, 3, 3, NA, 2, 4, NA, 3,…
$ q3                    <int> 3, 3, 3, 3, 3, NA, NA, 3, 3, 5, NA, 2, 3, NA, 3,…
$ q4                    <int> 4, 5, 4, 3, 4, NA, NA, 5, 3, 5, NA, 4, 5, NA, 4,…
$ q5                    <int> 4, 5, 4, 3, 4, NA, NA, 5, 4, 5, NA, 4, 4, NA, 4,…
$ q6                    <int> 4, 5, 4, 4, 3, NA, NA, 5, 3, 5, NA, 4, 4, NA, 3,…
$ q7                    <int> 4, 4, 4, 3, 3, NA, NA, 5, 3, 5, NA, 4, 5, NA, 3,…
$ q8                    <int> 5, 5, 4, 3, 4, NA, NA, 4, 3, 5, NA, 4, 4, NA, 4,…
$ q9                    <int> 4, 5, NA, 3, 2, NA, NA, 5, 2, 2, NA, 2, 4, NA, 2…
$ q10                   <int> 4, 5, 3, 3, 5, NA, NA, 4, 4, 5, NA, 4, 4, NA, 3,…
$ TimeSpent             <dbl> 1382.7001, 1598.6166, 1481.8000, 1390.2167, 1479…
$ TimeSpent_hours       <dbl> 23.04500167, 26.64361000, 24.69666667, 23.170278…
$ TimeSpent_std         <dbl> -0.30780313, -0.14844697, -0.23466291, -0.302255…
$ int                   <dbl> 4.2, 5.0, 3.8, 3.0, 4.2, NA, NA, 4.4, 3.4, 4.7, …
$ pc                    <dbl> 3.50, 3.50, 3.50, 3.00, 3.00, NA, NA, 4.00, 3.00…
$ uv                    <dbl> 4.000000, 5.000000, 3.500000, 3.333333, 2.666667…

Filter the sci_classes data for the following subjects:

• BioA

• PhysA

• OcnA

• Assign to a new object with a different name.

• Use the summary() function to examine your data frame.

# Filtering selected subjects
selected_subjects <- data |>
  filter(subject %in% c("BioA", "PhysA", "OcnA"))

# Summazing subject variables
summary(selected_subjects)

   student_id     course_id         total_points_possible total_points_earned
 Min.   :44638   Length:219         Min.   :  898         Min.   :  721      
 1st Qu.:85446   Class :character   1st Qu.: 2924         1st Qu.: 2196      
 Median :88703   Mode  :character   Median : 3682         Median : 2830      
 Mean   :85846                      Mean   : 4396         Mean   : 3370      
 3rd Qu.:92742                      3rd Qu.: 5051         3rd Qu.: 3892      
 Max.   :97386                      Max.   :15092         Max.   :12208      
                                                                             
 percentage_earned   subject            semester            section     
 Min.   :0.4956    Length:219         Length:219         Min.   :1.000  
 1st Qu.:0.7072    Class :character   Class :character   1st Qu.:1.000  
 Median :0.7776    Mode  :character   Mode  :character   Median :1.000  
 Mean   :0.7637                                          Mean   :1.164  
 3rd Qu.:0.8314                                          3rd Qu.:1.000  
 Max.   :0.9010                                          Max.   :3.000  
                                                                        
 Gradebook_Item     Grade_Category FinalGradeCEMS  Points_Possible 
 Length:219         Mode:logical   Min.   : 0.00   Min.   :  5.00  
 Class :character   NA's:219       1st Qu.:68.30   1st Qu.: 10.00  
 Mode  :character                  Median :83.20   Median : 10.00  
                                   Mean   :74.91   Mean   : 77.36  
                                   3rd Qu.:93.03   3rd Qu.: 30.00  
                                   Max.   :99.76   Max.   :935.00  
                                   NA's   :9                       
 Points_Earned       Gender                q1              q2       
 Min.   :  0.00   Length:219         Min.   :1.000   Min.   :2.000  
 1st Qu.:  7.00   Class :character   1st Qu.:4.000   1st Qu.:3.000  
 Median : 10.00   Mode  :character   Median :4.000   Median :4.000  
 Mean   : 72.23                      Mean   :4.261   Mean   :3.623  
 3rd Qu.: 27.38                      3rd Qu.:5.000   3rd Qu.:4.000  
 Max.   :651.20                      Max.   :5.000   Max.   :5.000  
 NA's   :36                          NA's   :35      NA's   :36     
       q3              q4              q5              q6       
 Min.   :1.000   Min.   :1.000   Min.   :2.000   Min.   :1.000  
 1st Qu.:3.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
 Median :3.000   Median :4.000   Median :4.000   Median :4.000  
 Mean   :3.332   Mean   :4.262   Mean   :4.187   Mean   :4.033  
 3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
 Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
 NA's   :35      NA's   :36      NA's   :37      NA's   :37     
       q7              q8              q9             q10       
 Min.   :2.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
 1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:4.000  
 Median :4.000   Median :4.000   Median :4.000   Median :4.000  
 Mean   :3.899   Mean   :4.256   Mean   :3.486   Mean   :4.028  
 3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000  
 Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
 NA's   :40      NA's   :39      NA's   :40      NA's   :38     
   TimeSpent        TimeSpent_hours     TimeSpent_std           int       
 Min.   :   0.583   Min.   :  0.00972   Min.   :-1.32787   Min.   :2.000  
 1st Qu.: 647.804   1st Qu.: 10.79674   1st Qu.:-0.85019   1st Qu.:3.800  
 Median :1455.058   Median : 24.25097   Median :-0.25440   Median :4.200  
 Mean   :1681.107   Mean   : 28.01845   Mean   :-0.08757   Mean   :4.202  
 3rd Qu.:2273.359   3rd Qu.: 37.88931   3rd Qu.: 0.34954   3rd Qu.:4.700  
 Max.   :8870.883   Max.   :147.84805   Max.   : 5.21882   Max.   :5.000  
 NA's   :1          NA's   :1           NA's   :1          NA's   :19     
       pc              uv       
 Min.   :2.000   Min.   :1.333  
 1st Qu.:3.000   1st Qu.:3.333  
 Median :3.500   Median :3.833  
 Mean   :3.597   Mean   :3.730  
 3rd Qu.:4.000   3rd Qu.:4.028  
 Max.   :5.000   Max.   :5.000  
 NA's   :19      NA's   :19     

Arrange () Function

Let’s recall how we were using the arrange () function for our dataset.

• Arrange sci_classes by subject subject then 

• percentage_earned in descending order.

• Assign to a new object.

• Use the str() function to examine your data frame.

# Arranging percentage scores in descending order
arranged_data <- data |>
  arrange(subject, desc(percentage_earned))

# Using str() function to examine arranged_data
str(arranged_data)

'data.frame':   603 obs. of  30 variables:
 $ student_id           : int  70192 86488 96690 91175 86267 86707 88153 96677 88612 85865 ...
 $ course_id            : chr  "AnPhA-S116-02" "AnPhA-S116-01" "AnPhA-S216-01" "AnPhA-S116-02" ...
 $ total_points_possible: int  1936 3342 4804 3199 3045 11355 4640 1427 8490 3050 ...
 $ total_points_earned  : int  1763 3033 4309 2867 2705 10026 4094 1247 7410 2644 ...
 $ percentage_earned    : num  0.911 0.908 0.897 0.896 0.888 ...
 $ subject              : chr  "AnPhA" "AnPhA" "AnPhA" "AnPhA" ...
 $ semester             : chr  "S116" "S116" "S216" "S116" ...
 $ section              : int  2 1 1 2 1 2 1 1 1 1 ...
 $ Gradebook_Item       : chr  "POINTS EARNED & TOTAL COURSE POINTS" "POINTS EARNED & TOTAL COURSE POINTS" "POINTS EARNED & TOTAL COURSE POINTS" "POINTS EARNED & TOTAL COURSE POINTS" ...
 $ Grade_Category       : logi  NA NA NA NA NA NA ...
 $ FinalGradeCEMS       : num  96 87.4 64.8 82.2 35.1 ...
 $ Points_Possible      : int  10 28 10 5 50 15 10 10 353 460 ...
 $ Points_Earned        : num  7 26 3 5 50 11 8 10 330 452 ...
 $ Gender               : chr  "F" "M" "F" "F" ...
 $ q1                   : int  4 4 4 5 5 4 5 4 NA NA ...
 $ q2                   : int  3 4 3 3 5 2 4 4 NA NA ...
 $ q3                   : int  3 2 2 3 3 3 4 3 NA NA ...
 $ q4                   : int  4 3 5 5 5 4 5 4 NA NA ...
 $ q5                   : int  4 3 4 5 5 4 5 4 NA NA ...
 $ q6                   : int  3 3 4 4 5 3 5 4 NA NA ...
 $ q7                   : int  3 3 3 3 4 4 5 4 NA NA ...
 $ q8                   : int  5 2 4 5 5 4 4 4 NA NA ...
 $ q9                   : int  2 3 3 3 5 1 4 4 NA NA ...
 $ q10                  : int  5 3 2 5 5 2 5 4 NA NA ...
 $ TimeSpent            : num  1537 3600 1970 1315 406 ...
 $ TimeSpent_hours      : num  25.62 60 32.83 21.92 6.77 ...
 $ TimeSpent_std        : num  -0.194 1.328 0.125 -0.358 -1.029 ...
 $ int                  : num  4.4 3 3.8 5 5 3.9 4.6 4 4.8 4.6 ...
 $ pc                   : num  3 2.5 2.5 3 3.5 3.5 3.75 3.5 3.5 4.5 ...
 $ uv                   : num  2.67 3.33 3.33 3.33 5 ...

%>% Pipe Operator

Using sci_classes data and the %>% pipe operator:

• Select subject, section, time spent in hours and final course grade.

• Filter for students in OcnA courses with grades greater than or equal to 60.

• Arrange grades by section in descending order.

• Assign to a new object.

Examine the contents using a method of your choosing.

ocna_60_plus <- data %>%
  select(subject, section, TimeSpent_hours, FinalGradeCEMS) %>%
  filter(subject == "OcnA", FinalGradeCEMS >= 60) %>%
  arrange(desc(section))

# Examine the result
View(ocna_60_plus)

Deriving info with dplyr

We will practice summarise () and group_by () functions now.

Summarise () Function

Using sci_classes data and the summarise() function:

• Get a distinct count of course ids.

• Use the %>% operator

# Getting a distinct count of course IDs, Use the %>% operator & Use summarise()
distinct_courses <- data %>%
  summarise(total_distinct_courses = n_distinct(course_id))

• Get a distinct count of course ids.

• Use the |> operator

distinct_courses

  total_distinct_courses
1                     26

Note

There are 26 unique course IDs in the sci_classes (data) dataset

Group_by () Function

Using the sci_classes data and the pipe operator.

• Filter final grades to remove NAs.

• Group your data by subject and gender.

• Summarise your data to calculate the following stats:

• total number of students

• mean final grade

• mean time spent in the course

• Assign to a new object

• Examine the contents using a method of your choosing.

subject_gender_summary <- data |>
  filter(!is.na(FinalGradeCEMS)) |>
  group_by(subject, Gender) |>
  summarise(
    total_students = n(),
    mean_final_grade = mean(FinalGradeCEMS, na.rm = TRUE),
    mean_time_spent_hours = mean(TimeSpent_hours, na.rm = TRUE),
    .groups = "drop")

# Examine (my choice: glimpse + print)
glimpse(subject_gender_summary)

Rows: 10
Columns: 5
$ subject               <chr> "AnPhA", "AnPhA", "BioA", "BioA", "FrScA", "FrSc…
$ Gender                <chr> "F", "M", "F", "M", "F", "M", "F", "M", "F", "M"
$ total_students        <int> 89, 49, 28, 13, 159, 66, 75, 30, 50, 14
$ mean_final_grade      <dbl> 74.33063, 76.42377, 66.46631, 62.23280, 79.52565…
$ mean_time_spent_hours <dbl> 40.29924, 43.53156, 23.28449, 18.53526, 25.95298…

subject_gender_summary

# A tibble: 10 × 5
   subject Gender total_students mean_final_grade mean_time_spent_hours
   <chr>   <chr>           <int>            <dbl>                 <dbl>
 1 AnPhA   F                  89             74.3                  40.3
 2 AnPhA   M                  49             76.4                  43.5
 3 BioA    F                  28             66.5                  23.3
 4 BioA    M                  13             62.2                  18.5
 5 FrScA   F                 159             79.5                  26.0
 6 FrScA   M                  66             83.3                  29.5
 7 OcnA    F                  75             75.7                  35.8
 8 OcnA    M                  30             67.5                  32.7
 9 PhysA   F                  50             81.7                  23.7
10 PhysA   M                  14             90.9                  25.1

Mutate () Function

Replace the dashed lines in the following code to;

• Create a new variable called score that is the product of percentage earned and 100

• Create a faceted scatter plot with hours spent in the course on the x-axis, score on the y-axis, and point colored by gender.

• Include an alpha value to your graph.

#sci_classes %>%
data %>%
 mutate(score = percentage_earned * 100) %>%
  ggplot() +
  geom_point(aes(x = TimeSpent_hours,
                 y = score,
                 color = Gender),
             alpha = 0.6) +
  facet_wrap(~subject)

Final Step:

You are almost done, all you need to is to render your file and publish it in one of the following platform.

Your Turn:

Render File: For now, we will wrap up this work by converting our work into a webpage that can be used to communicate your learning and demonstrate some of your new R skills. To do so, you will need to “render” your document by clicking the Render button in the menu bar at that the top of this file. This will do two things; it will:

1. check through all your code for any errors; and,

2. create a file in your directory that you can use to share you work through Posit Cloud, RPubs , GitHub Pages, Quarto Pub, or other methods.

3. Submit your link to the Blackboard!

Now that you’ve finished your Rtutorial study, scroll back to the very top of this Quarto Document and change the author: “YOUR NAME HERE” to your actual name surrounded by quotation marks like so: author: “Dr. Cansu Tatar”.