knitr::include_graphics("Img/research-workflow.png")
Rtutorial
Week3: Introduction to R Toolkit
This activity is prepared to warm-up your understanding of LA workflow. Through this exercise, we will practice basics of how RStudio works. In all of our practices, we will follow the LA workflow.
- Prepare: We will import our data file into R in the “Prepare” section.
- Wrangle: We will prepare and wrangle our data in the “Wrangle” section.
- Explore: We will check the patterns in the data through visualization.
- Model: We will run a regression model in the “Model” section.
- Communicate: Create a reproducible report of your work, you can share with others in the “Communicate” section.
How to follow this document?
In the R tutorial toolkit and case study week, we will be using a quarto markdown file, the extension of the file is “.qmd”. Unlike R markdown, Quarto documents are fully reproducible and support dozens of output formats, like PDFs, Word files, presentations, and more. In this document, you will see, we’re using visual mode to see the general parts.
There are two keys to your use of Quarto for this activity:
- First, you can see the document in the “Visual Editor” mode. You can use this mode by clicking the word “Visual” on the left side of the toolbar above. The visual editor allows you to view formatted headers, text and code chunks as specified by the underlying markdown syntax, or “Source” text. Visual mode is a bit more “human readable” than syntax but definitely take a look at the source text.
- Second, note the specially formatted text box below called a “code chunck.” These chuncks allows you to run code from multiple languages including R, Python, and SQL. This specific code chunck contains a line of R code. If you wonder other chunck options, you can visit this link and learn more about it.
The Data-Intensive Research Workflow
Last week, in the class, we talked about the data-intensive research workflow.As we mentioned a couple of times, we will follow this workflow to present our research approach.
Let’s get started.
1. Prepare
As a first step in the data-intensive research workflow, we will need to define our research question(s) and need to understand where the data comes from (Krumm, 2018).
For this work, we will work with data come from an unpublished research study, which utilized a number of different data sources to understand high school students’ motivation within the context of online courses.
Our research question is:
“Is there a relationship between the time students spend on a course and their final course grade?”
For our analysis, we will need certain packages.One of the most common package is “Tidyverse” package. This package is actually a collection of R packages designed for wrangling and exploring data and which all share an underlying design philosophy, grammar, and data structure.
knitr::include_graphics("Img/tidyverse.png")
Through this class, we will have a chance to try different libraries in the tidyverse package. Let’s install our tidyverse package.
install.packages("tidyverse")We installed the package, what do we need to do now for using this package?
library(tidyverse)── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr 1.1.3 ✔ readr 2.1.4
✔ forcats 1.0.0 ✔ stringr 1.5.0
✔ ggplot2 3.4.4 ✔ tibble 3.2.1
✔ lubridate 1.9.2 ✔ tidyr 1.3.0
✔ purrr 1.0.2
── 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 errorsWe will also use another package called “skimr”. This is a handy package that provides summary statistics that you can skim quickly to understand your data. We’ll be using this later in the Explore section.
#install the {skimr} package below.
install.packages("skimr")#load the {skimr} package below.
library(skimr)Loading (or reading in) data
The data we’ll explore in this class were originally collected for a unpublished research study and utilized a number of different data sources to understand students’ course related motivation. These courses were designed and taught by instructors through a state-wide online course provider designed to supplement-but not replace-students’ enrollment in their local school.
The data used in this case study has already been “wrangled” quite a bit, but the original datasets included:
- A self-report survey assessing the three aspects of students’ motivation.
- Log-trace data, such as data output from the learning management system (LMS).
- Discussion board data
- Academic achievement data
If you are more interested in learning more about these datasets, you can visit Chapter 7 from your book, Data Science in Education Using R.
#load the sci-online-classes.cvs data
sci_data<-read.csv("Data/sci-online-classes.csv")Your Turn:
Why do you think we included data/ before our sci-online-classes.csv file? Why quotation marks?
Add your responses after the dashes below:
- Your response here
Hint: check the files panel.
Viewing or inspecting data
Let’s quickly check our data.
view(sci_data)
sci_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
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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 2.000000Your Turn:
What do you notice about this dataset? What do you wonder? Add one or two thoughts after the dash below:
- Your response here
There are other ways to inspect your data; the glimpse() function provides one such way. Let’s take a glimpse at our data.
glimpse(sci_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…Generally, rows typically represent “cases”, the units that we measure, or the units on which we collect data. What counts as a “case” (and therefore what is represented as a row) varies by (and within) fields. There may be mutliple types or levels of units studied in your field; listing more than one is fine! Also, please consider what columns-which usually represent variables-represent in your area of work and/or research.
Your Turn:
How many “cases” or observations are in this dataset?
- Your response here
Pick two columns (or more) and write what you think it represents:
- Your response here
2. Wrangle
By wrangle, we refer to the process of cleaning and processing data, and, in some cases, merging (or joining) data from multiple sources. Often, this part of the process is very time-intensive! Wrangling your data into shape can itself be an important accomplishment! And documenting your code using R scripts or Markdown files will save yourself and others a great deal of time wrangling data in the future! There are great tools in R for data wrangling, especially through the use of {dplyr} R package which is part of the tidyverse.
Selecting Variables
Remember our research question, what we were interested in finding about this data?
Let’s practice selecting a few variables by introducing pipe operator, |>. Pipes are a powerful tool for combining a sequence of functions or processes.
Run the following code chunck to “pipe” our sci_data to the select() function include the following two variables as arguments:
FinalGradeCEMS (i.e., students’ final grades on a 0-100 point scale)
TimeSpent (i.e., the number of minutes they spent in the course’s learning management system)
sci_data|>
select(FinalGradeCEMS,TimeSpent) FinalGradeCEMS TimeSpent
1 93.4537246 1555.1667
2 81.7018425 1382.7001
3 88.4875847 860.4335
4 81.8525963 1598.6166
5 84.0000000 1481.8000
6 NA 3.4501
7 83.5882656 1321.8164
8 97.7777778 1390.2167
9 96.1187215 1479.4166
10 NA NA
11 81.0383747 1867.4169
12 93.9045226 2625.5164
13 93.4003350 2025.1672
14 64.7822446 1581.0831
15 51.0921273 1191.3836
16 93.0625000 1231.8666
17 65.8425461 1180.2664
18 97.7426637 2130.7497
19 73.7847222 2083.3167
20 NA 3.9167
21 94.1248000 4438.8165
22 80.7344000 5305.4334
23 76.9751693 2193.0833
24 87.0936073 2356.4668
25 94.7916667 1863.5169
26 66.6901173 3343.3333
27 96.5216000 433.3669
28 92.6817420 3502.0004
29 86.2720000 2087.0501
30 NA NA
31 94.2922374 1637.9504
32 77.6569892 615.2168
33 70.6210046 2497.1666
34 73.7738693 1403.6834
35 94.4444444 793.9500
36 93.7777778 898.2998
37 96.3402778 674.3167
38 83.2328767 3424.5662
39 93.2279910 1918.6166
40 81.4872000 2164.9001
41 NA 0.4500
42 93.8888889 2823.7501
43 98.6455982 1137.8334
44 93.7536000 2309.0334
45 99.3299832 965.2994
46 91.2016000 5298.8507
47 59.8197328 1746.9667
48 46.0720000 2297.2332
49 89.8611111 719.2833
50 91.4221219 1359.0330
51 83.8149328 2668.1830
52 83.4132420 801.2336
53 90.7035176 4094.9995
54 90.9597990 39.7504
55 92.4657534 583.2498
56 94.5795645 969.4666
57 87.2440860 3331.6169
58 64.7602740 1966.0169
59 83.0699774 3022.5333
60 93.6073059 956.1665
61 91.1963883 444.4832
62 94.6952596 1087.6003
63 93.1715576 2673.3831
64 85.4714656 7084.7003
65 NA 1.2168
66 93.3789954 2591.1496
67 95.3767123 2101.9330
68 78.1250000 719.1165
69 95.9600000 1537.1834
70 91.5053763 6664.4499
71 93.6400000 2938.4666
72 90.2365591 2602.2333
73 88.7133183 2006.4003
74 14.4469526 408.4000
75 83.9602151 1006.3337
76 77.2789328 3514.5498
77 90.8675799 3946.5666
78 87.5296804 1746.5501
79 71.6708333 1014.5665
80 96.1600000 6123.8832
81 95.3392000 5037.3331
82 93.6180556 1276.5167
83 95.4166667 850.7329
84 NA 100.3334
85 92.2000000 4945.2164
86 95.8608000 2368.4997
87 74.4392000 3968.1668
88 92.4657534 2634.6832
89 88.9162479 2334.5502
90 81.2720000 2804.9832
91 40.2389328 1270.0997
92 73.1706672 1533.0996
93 NA 40.4334
94 82.2799097 3020.7167
95 93.8172043 735.0999
96 92.4379232 763.1498
97 88.3561644 782.5002
98 75.4611872 1907.6502
99 90.5958904 2448.4838
100 93.0022573 3031.3165
101 91.4221219 1366.5835
102 63.9832496 1290.4502
103 99.0277778 1769.8667
104 76.1040000 2591.6168
105 57.2495812 26.9168
106 92.9223744 1559.9667
107 96.4097222 1910.2338
108 91.8208000 3781.6498
109 95.4861111 1062.8665
110 90.9722222 1546.4166
111 72.9920000 2040.7333
112 94.4656616 1856.6669
113 90.9463987 4538.4835
114 97.6388889 1289.1006
115 86.1648000 2362.1000
116 83.5525328 4614.4000
117 22.6800670 48.0332
118 90.8056951 3095.2494
119 82.0318258 3073.6162
120 82.5520000 4199.4169
121 85.3376000 128.6165
122 73.8182796 919.5000
123 88.3031826 2573.4502
124 81.7155756 1341.7002
125 94.8261328 2269.8829
126 86.8912000 1209.8496
127 NA NA
128 89.0519187 2285.7836
129 93.6794582 156.5829
130 93.3494624 264.2002
131 15.0684932 1449.7001
132 76.2946429 608.2501
133 17.2227806 594.6165
134 3.0555556 0.7000
135 93.9279732 6771.9673
136 90.9157328 473.0333
137 94.7488585 846.5665
138 92.9223744 1448.9339
139 49.0867580 874.0172
140 72.1461187 2575.4667
141 86.3013699 1564.6330
142 79.4991625 1822.5494
143 NA 0.5833
144 98.0555556 968.3333
145 90.1826484 2948.6174
146 65.1780822 2544.3666
147 71.2511415 1978.0169
148 96.6050228 1871.1168
149 96.3470320 2822.5166
150 91.6549328 5532.4164
151 83.0699774 3382.9006
152 83.7471783 1627.3499
153 84.9887133 890.4333
154 79.0971524 1632.4000
155 86.9863014 1464.4668
156 100.0000000 2689.1334
157 64.9885845 565.7832
158 NA NA
159 67.7200903 816.7002
160 87.1986301 1375.4834
161 NA 107.8999
162 49.3150685 191.3834
163 96.8036530 4046.6159
164 42.6940639 379.1335
165 32.5913242 1070.2167
166 89.8424658 787.2831
167 91.4109589 2381.6998
168 86.5205479 638.7338
169 68.2648402 1376.4830
170 96.8036530 1461.8332
171 89.4977169 1687.3165
172 91.1963883 1024.7833
173 52.1712000 95.3000
174 75.1296000 3050.0831
175 86.2076749 1283.4669
176 7.5806452 297.5167
177 85.8744292 1784.2506
178 85.6164384 1297.9167
179 83.7899543 1647.2669
180 95.1388889 3255.3003
181 85.9305556 1349.9664
182 81.6224000 610.8334
183 91.5056433 501.1839
184 88.7849462 516.7003
185 91.2928000 608.1834
186 89.9543379 4075.5504
187 75.1118280 3954.2997
188 75.0827957 63.6837
189 71.7376000 2127.0664
190 72.8494624 142.7337
191 79.1122278 1581.7665
192 45.7666667 1391.0673
193 92.9430107 1855.9338
194 84.6501129 1210.0499
195 71.8090452 1800.2174
196 72.9119639 1374.9500
197 35.0608000 406.0001
198 93.5386672 1272.3172
199 97.2602740 282.7834
200 95.0208000 7067.1498
201 89.8133328 3856.8672
202 85.6164384 2167.9669
203 96.8144000 4140.4495
204 83.4938672 4239.5495
205 73.1038526 403.8000
206 68.6552511 1219.4837
207 81.5237328 3030.1667
208 91.7808219 598.7830
209 95.4337900 1077.3504
210 NA 111.5834
211 87.8103837 847.9663
212 90.8676717 1601.1335
213 85.7361111 328.5168
214 81.2785388 3429.2834
215 98.1735160 1027.7002
216 89.5072000 7003.0005
217 68.6629328 3715.9002
218 85.6208000 2527.6997
219 93.7024000 4176.8337
220 91.0958904 1616.3337
221 92.0351759 2337.4167
222 88.7202680 1891.1999
223 92.1949328 1937.5168
224 95.4337900 1673.8004
225 92.6074672 2712.2340
226 80.0656000 1872.0336
227 87.4408000 3599.7168
228 93.6794582 1101.2833
229 25.5928000 893.1332
230 75.5392000 1551.3498
231 87.1331828 846.0835
232 82.7152429 2211.5331
233 79.4520548 1425.9832
234 83.1666667 1076.5339
235 19.8400000 67.5167
236 79.8506672 3109.0664
237 49.1301370 2393.4669
238 61.2283105 2193.1170
239 95.8904110 2267.4000
240 60.4020101 2457.1828
241 90.0770519 1133.4667
242 85.9093344 2143.1330
243 95.6621005 1600.3334
244 94.6147404 3742.8836
245 99.0867580 879.1998
246 96.3470320 553.3835
247 90.1826484 1274.8167
248 87.5570776 3344.1504
249 83.3333333 1666.7332
250 89.8419865 1422.7335
251 NA 46.6833
252 80.3652968 1294.8334
253 83.6240000 3101.5166
254 73.0787270 1377.5666
255 68.2579564 1202.6335
256 88.0136986 1920.8168
257 73.2505643 1788.9003
258 78.7671233 1605.0336
259 91.3120000 1587.1833
260 6.6935484 181.5999
261 60.2739726 486.6500
262 8.0402010 546.4335
263 88.5844749 1365.8501
264 77.3104000 1471.8833
265 97.5000000 768.6994
266 80.8375209 3755.1506
267 92.6940639 3341.9499
268 65.9817352 1451.8836
269 71.0045662 1075.0999
270 55.0228311 1330.8502
271 90.0806452 1496.8001
272 96.1187215 1451.9169
273 76.2043551 1995.5832
274 82.7021505 1525.0333
275 89.7648402 2479.8167
276 96.8036530 1388.1167
277 93.4773869 330.7998
278 95.4853273 3303.3832
279 83.1264000 1304.1168
280 94.5045662 1988.8836
281 93.3789954 2166.8999
282 81.7351598 1095.6001
283 86.0730594 1156.1668
284 69.6347032 3934.8498
285 83.4472362 2420.5994
286 86.6951424 3123.3502
287 NA 7.8831
288 93.0022573 2269.1330
289 71.6757328 2130.6666
290 70.6074672 535.8334
291 83.1712329 4323.8332
292 97.7222222 262.5502
293 81.9629328 2615.4998
294 88.7024000 6954.6997
295 84.9212730 2137.7164
296 95.9631491 2885.7832
297 98.6301370 1269.6667
298 92.1206030 2373.7169
299 58.5347222 1190.5998
300 54.5352381 1811.9338
301 92.6072235 1660.9829
302 68.9380235 444.5000
303 96.8055556 1120.3670
304 68.0342466 2313.5495
305 84.2160000 2544.4002
306 81.0653266 2600.1334
307 56.9681742 4112.7673
308 26.8055556 642.0504
309 NA 56.3166
310 78.3105023 3315.3331
311 NA 68.6333
312 92.6940639 1551.6665
313 36.5741935 1329.3997
314 NA NA
315 91.8735892 1395.8998
316 71.6544000 2258.9165
317 65.5639269 1284.8333
318 87.1808000 1998.4998
319 83.5845896 1980.6001
320 35.7453936 1233.3832
321 65.0368509 2015.5833
322 81.9794521 2062.9500
323 67.9178082 152.7499
324 90.9706546 1075.6163
325 90.7688442 4799.4830
326 69.6388262 885.9167
327 76.5879397 762.5997
328 69.8040201 2231.3667
329 76.3082192 1174.3499
330 11.1529680 700.9668
331 75.2831050 1598.3499
332 NA 364.5001
333 85.7936000 119.3169
334 87.6208000 2429.3997
335 95.0083752 1092.3662
336 87.6712329 362.8837
337 95.1040000 3067.4676
338 90.6506849 2582.4167
339 92.4657534 2571.5334
340 NA 60.6500
341 83.2053328 317.2168
342 68.0555556 532.7998
343 61.3172043 1132.1503
344 90.5191874 945.4170
345 NA 48.4333
346 82.3927765 2517.9500
347 86.2945206 3780.5335
348 93.5936073 2999.8498
349 76.8750000 2432.7831
350 92.3750000 2173.1333
351 93.8324958 6348.4492
352 NA 24.6500
353 81.8978225 2151.1498
354 71.5972222 2046.9998
355 75.6416000 6009.3666
356 90.7449210 2310.3333
357 68.6230248 766.5663
358 96.2981575 1430.2170
359 73.5159817 1476.0832
360 76.9703196 1145.5167
361 86.6004566 1692.6164
362 64.2354839 1803.8334
363 94.3036530 1517.5835
364 91.4221219 1097.8003
365 73.4533328 2363.6832
366 77.4305556 509.5167
367 70.7361111 231.7502
368 63.8515982 3890.0000
369 62.7328767 1378.9840
370 71.8320000 1886.5329
371 45.5981941 871.2833
372 81.1226672 2300.6664
373 79.3941328 3544.8161
374 81.7482672 2394.3497
375 94.9274672 4264.2500
376 88.8896000 768.4833
377 78.8666667 2252.5000
378 91.0958904 2689.2001
379 82.3333333 658.4165
380 73.8816000 250.4331
381 77.5561139 1389.3161
382 NA 123.1833
383 89.6162528 1077.1836
384 52.3702032 849.6835
385 67.9566210 1103.0832
386 89.1289782 2454.3332
387 88.5205479 1178.0834
388 74.9095477 3900.2504
389 91.9120000 1550.4668
390 79.8400000 3785.2838
391 88.4875847 1821.6838
392 5.0400000 202.2832
393 0.0000000 13.9333
394 NA 58.1833
395 1.8006700 44.7332
396 92.7083333 1302.8501
397 76.1388889 1639.4498
398 60.9642672 1334.7001
399 36.3440860 222.9831
400 99.7580645 2920.9838
401 97.3701842 6243.9003
402 90.0016000 4359.0996
403 64.3835616 756.0998
404 82.1541328 1315.2500
405 96.1803653 3868.5332
406 81.6027088 906.8832
407 70.2177554 1479.8998
408 96.2634409 1311.9998
409 84.9536000 3134.9666
410 84.0224000 686.2998
411 29.6533328 584.9166
412 47.0544000 657.1668
413 65.3538813 792.6166
414 85.3835616 1182.9332
415 6.7473118 206.2335
416 61.1738149 857.6167
417 65.9817352 946.7998
418 90.2283105 1192.1837
419 69.9774266 1722.1833
420 81.8309328 2999.7500
421 95.1388889 2219.9160
422 70.5417607 608.0833
423 92.9032258 616.3672
424 35.8320000 1272.2331
425 78.5494624 583.1167
426 81.5277778 1510.7002
427 84.9893328 1857.8168
428 73.4874372 3797.3334
429 92.8824000 2763.0331
430 87.2928000 4315.8839
431 28.4800000 540.5001
432 96.4623116 1651.5005
433 93.9583333 377.7002
434 82.6117328 1182.9667
435 91.6478555 3429.0336
436 86.7671692 758.3668
437 75.1693002 918.1832
438 93.3789954 1792.1003
439 93.4806452 3214.3998
440 91.8528000 6162.1998
441 84.6461187 1101.8330
442 91.9086021 295.5494
443 67.4930556 125.0666
444 7.2031963 811.4334
445 5.6989247 10.1498
446 0.5347594 306.2668
447 3.0107527 571.2834
448 93.8888889 2700.6668
449 96.5972222 2058.4167
450 98.1944444 1901.9166
451 98.0555556 898.0000
452 94.2361111 1691.5998
453 92.9166667 2199.3000
454 94.1666667 1020.5828
455 98.6111111 1272.7001
456 98.1944444 5373.3502
457 92.8472222 1711.0164
458 93.6794582 2469.4006
459 85.8916479 706.2332
460 95.0338601 2598.5669
461 90.9706546 1835.5833
462 90.4444444 2321.7998
463 NA 151.7500
464 87.0938024 2276.3169
465 35.6920000 1351.9003
466 96.9444444 4552.0833
467 90.2934537 1175.8330
468 91.8735892 3058.6498
469 89.0519187 3135.3167
470 56.9949749 1588.5500
471 93.9698492 4214.7332
472 15.9095477 580.3167
473 21.8961625 524.7165
474 75.8465011 1272.7337
475 NA 160.4166
476 66.0379464 1753.5833
477 94.1309255 940.3001
478 93.6794582 1434.3999
479 85.1015801 2111.7837
480 92.0993228 177.7168
481 83.1828442 1665.1169
482 83.7471783 1095.1999
483 33.2800000 1558.5331
484 45.4000000 855.3833
485 85.3408000 2856.6166
486 83.2428811 2287.2334
487 84.7956449 1697.5829
488 75.1693002 791.0503
489 75.9949749 1428.0167
490 3.4338358 245.2834
491 81.5075377 3140.7669
492 73.1376975 1705.1165
493 10.6608000 258.3500
494 66.7336683 821.9161
495 96.7973199 8870.8833
496 68.8487585 1122.5334
497 87.3024000 4438.7165
498 96.3882619 2414.5498
499 70.4149328 764.1668
500 40.9706546 955.3000
501 69.6682672 3547.0667
502 2.9313233 57.6666
503 73.6608000 1904.1662
504 69.8808000 2288.5835
505 55.7755444 1242.6000
506 95.4166667 2415.2493
507 95.0338601 2182.8836
508 95.6208000 2999.9832
509 71.5200000 2773.6164
510 14.5408000 322.9502
511 76.7494357 2977.4502
512 61.0418760 3475.8000
513 NA 546.8500
514 94.4208000 4154.4333
515 92.0993228 1113.2168
516 NA 237.3000
517 90.5555556 609.7999
518 91.3376000 2689.4502
519 NA 47.0000
520 91.8735892 1613.3166
521 92.2897822 3368.0167
522 93.4304858 224.7166
523 76.6304000 1089.9667
524 42.0993228 1232.8665
525 68.1715576 1038.0003
526 36.7945824 193.0498
527 42.4154104 451.8001
528 22.9731993 1591.2504
529 72.3008000 4284.4003
530 90.5555556 2201.5503
531 40.4533328 1419.8000
532 84.4474672 2915.5167
533 66.7525328 3789.3996
534 72.8880000 4013.3999
535 95.4853273 1903.0337
536 87.1273032 2111.0837
537 61.8510158 948.1999
538 66.9300226 981.7835
539 76.5749312 4466.3670
540 82.2994652 644.2667
541 0.9029345 88.5167
542 88.5775401 4034.7502
543 68.4405360 1886.3334
544 94.5823928 1823.8667
545 NA 163.6832
546 95.9367946 3122.9167
547 91.9681742 3003.6162
548 39.4103853 1929.4000
549 75.5079007 1133.2169
550 74.1874672 2670.7669
551 86.5349328 1937.4333
552 94.6388262 1636.5333
553 80.9782245 960.2998
554 89.6162528 1276.7667
555 90.7449210 2111.8333
556 67.9248000 3542.5501
557 85.4401806 873.6171
558 82.3927765 870.3836
559 74.4791667 2363.2667
560 70.8532731 1665.1665
561 52.5959368 1250.7833
562 11.0277778 112.5167
563 81.2864322 1320.5499
564 89.7291196 2047.7501
565 90.8577878 1548.7666
566 88.4875847 1268.1002
567 91.0640000 1747.1669
568 81.0383747 914.8667
569 63.1457286 1540.1833
570 80.2730318 2449.6827
571 77.1524288 2626.9001
572 72.4137353 943.0669
573 61.6252822 310.9335
574 93.4537246 2427.9167
575 62.2083333 377.3498
576 15.4166667 262.1667
577 6.3360000 769.2331
578 32.7001675 1734.6833
579 5.2000000 11.0333
580 52.5504000 1776.5166
581 82.6683417 1858.3502
582 64.8128000 1969.5003
583 7.8800000 68.1167
584 91.1390285 3967.3171
585 59.5936795 510.8667
586 93.7500000 2446.3169
587 88.4080000 1073.9500
588 92.5507901 1670.9500
589 85.4277328 2521.2334
590 85.1189328 2563.3833
591 13.0284757 529.2335
592 90.6250000 1841.7836
593 81.1482656 244.3835
594 91.8181818 2264.4834
595 67.6608000 1727.2666
596 86.8074672 2676.7501
597 68.1507538 2399.5166
598 62.5486111 759.3335
599 84.5694444 817.4501
600 84.2395325 1638.4500
601 12.3529412 470.8000
602 54.1582888 71.0166
603 23.1376975 208.6664Notice how the number of columns (variables) is now different! Let’s check our data with View() function this time.
view(sci_data)A quick footnote about pipes: The original pipe operator, %>%, comes from the {magrittr} package but all packages in the tidyverse load %>% for you automatically, so you don’t usually load magrittr explicitly. The pipe has become such a useful and much used operator in R that it is now baked into R using the new and simpler native pipe |> operator. You can use both fairly interchangeably but there are a few differences between pipe operators.
Filtering Variables
Let’s exploring filtering variables. We will filter our data to view only the rows associated with students who earned a final grade (as a percentage) of 70 or 70% or higher.
sci_data|>
filter(FinalGradeCEMS>70) 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 52326 AnPhA-S216-01 4325 2255
7 52446 PhysA-S116-01 2086 1719
8 53447 FrScA-S116-01 4655 3149
9 53475 FrScA-S216-01 1209 977
10 54066 OcnA-S116-01 4641 3429
11 54282 OcnA-S116-02 3581 2777
12 54434 PhysA-S116-01 3228 2506
13 55078 FrScA-S216-01 7000 4212
14 55140 PhysA-S116-01 1245 945
15 56152 AnPhA-S116-02 3323 2468
16 57188 AnPhA-S116-02 11918 8260
17 57188 FrScA-S216-01 2205 1446
18 57224 FrScA-S116-03 4546 3772
19 57489 PhysA-S116-01 2970 2050
20 58168 AnPhA-S216-01 4079 3327
21 58178 OcnA-S116-01 3940 3348
22 60186 AnPhA-S116-01 3014 2520
23 61941 FrScA-S116-01 2281 1937
24 61965 BioA-S116-01 2576 2288
25 62157 FrScA-S116-02 2822 2262
26 62175 OcnA-S216-01 3169 2249
27 62576 PhysA-S116-01 2215 1931
28 62752 PhysA-S116-01 3318 2453
29 62754 PhysA-S116-01 3342 2532
30 64930 FrScA-T116-01 2439 1977
31 65116 FrScA-S216-01 4320 2326
32 65627 AnPhA-S116-02 3133 2519
33 66508 PhysA-T116-01 3277 2575
34 66689 FrScA-S216-01 3390 2738
35 66693 AnPhA-S116-01 3262 2716
36 66740 OcnA-S116-01 4171 3639
37 66811 AnPhA-S116-01 4659 3665
38 67102 PhysA-S216-01 4499 3377
39 67463 FrScA-S216-01 1581 1329
40 67508 AnPhA-S116-01 3747 2765
41 67762 FrScA-S116-02 2996 2518
42 67920 OcnA-S116-01 3321 2364
43 68022 OcnA-S216-01 2928 2061
44 68188 FrScA-S116-01 3450 2132
45 68476 OcnA-S116-02 8004 5148
46 68598 BioA-S116-01 2678 2058
47 68795 FrScA-S216-01 4422 3656
48 69072 FrScA-S116-01 4339 3173
49 69182 FrScA-S216-01 5019 4102
50 69397 FrScA-S216-01 6808 5472
51 69544 FrScA-S216-04 2859 1830
52 69743 AnPhA-S216-01 6884 5444
53 70037 FrScA-S116-01 2688 2057
54 70068 FrScA-S116-03 4112 3440
55 70187 PhysA-S216-01 6518 4290
56 70192 AnPhA-S116-02 1936 1763
57 70408 BioA-S116-01 5028 3723
58 70532 AnPhA-S116-01 10694 9088
59 70681 BioA-S116-01 5472 4404
60 71110 FrScA-S216-01 3379 2886
61 71434 BioA-S116-01 2810 2318
62 71725 AnPhA-S216-01 1812 1234
63 72287 FrScA-T116-01 3020 2404
64 73132 FrScA-S116-03 3480 3064
65 74551 PhysA-S116-01 8118 6402
66 74552 AnPhA-S216-02 5208 3886
67 76132 AnPhA-T116-01 6986 4216
68 76133 PhysA-S116-01 3835 2943
69 76426 PhysA-S116-01 2930 2245
70 76673 AnPhA-S216-01 7696 5212
71 76674 AnPhA-S216-01 7824 5728
72 76840 AnPhA-S216-01 6766 4204
73 76840 FrScA-S116-01 11328 9306
74 76891 OcnA-S116-01 6087 3819
75 76930 AnPhA-S116-02 2765 1813
76 77010 AnPhA-S116-01 2297 1827
77 77141 FrScA-S216-02 2083 1567
78 77169 BioA-S116-01 3749 2954
79 77190 FrScA-S216-01 2446 1949
80 77246 FrScA-S116-01 3913 2904
81 77298 FrScA-S116-02 1572 1319
82 77976 FrScA-S116-03 4664 3508
83 77980 FrScA-S216-02 3528 2951
84 78000 FrScA-S216-01 2269 1946
85 78153 PhysA-S216-01 6530 3702
86 78164 AnPhA-S216-01 3225 2637
87 78691 FrScA-S116-03 8892 8012
88 79128 PhysA-S116-01 2369 1920
89 79220 AnPhA-S116-02 2269 1371
90 79352 PhysA-S116-01 1226 935
91 79596 PhysA-S116-01 1374 1091
92 79859 AnPhA-T116-01 5896 4038
93 79893 OcnA-T116-01 4133 3029
94 80822 OcnA-S216-01 3968 3075
95 84632 PhysA-T116-01 3180 2693
96 84640 AnPhA-T116-01 2358 1940
97 84641 AnPhA-T116-01 1931 1170
98 84684 OcnA-T116-01 5074 3874
99 84685 OcnA-T116-01 3080 2019
100 84749 AnPhA-T116-01 4543 2646
101 84757 AnPhA-T116-01 4534 3668
102 84794 BioA-T116-01 2787 1439
103 84932 OcnA-S216-01 5225 4300
104 85123 FrScA-S216-01 2494 1800
105 85248 AnPhA-S216-01 2935 2078
106 85249 AnPhA-S116-01 4558 3295
107 85258 FrScA-S216-01 2309 1726
108 85287 FrScA-S216-01 5792 3188
109 85292 BioA-S116-01 2669 2234
110 85348 FrScA-S216-03 2607 1380
111 85410 OcnA-S116-02 3474 2761
112 85411 AnPhA-S116-01 3150 2000
113 85416 FrScA-S116-01 1966 1500
114 85431 FrScA-S116-01 1597 1448
115 85433 FrScA-S116-01 6602 4826
116 85443 FrScA-S116-01 3559 2757
117 85482 OcnA-S116-02 5553 4613
118 85522 PhysA-S116-01 2904 2379
119 85539 FrScA-S116-01 3674 3006
120 85573 FrScA-S116-03 3372 2636
121 85574 FrScA-S116-03 2119 1605
122 85579 FrScA-S116-01 2636 2059
123 85583 AnPhA-S116-01 3026 2540
124 85583 FrScA-S216-01 3130 2706
125 85642 FrScA-S216-01 3264 2180
126 85644 FrScA-S216-01 2836 2074
127 85644 OcnA-S116-01 3413 2639
128 85649 FrScA-S116-01 2790 1971
129 85650 FrScA-S116-01 8206 4432
130 85661 FrScA-S116-02 3143 2707
131 85665 FrScA-S116-01 2691 2091
132 85700 FrScA-S116-03 4406 3094
133 85701 FrScA-S116-03 2808 2091
134 85702 FrScA-S116-03 2836 2488
135 85791 FrScA-S116-01 3800 3302
136 85792 FrScA-S116-01 4078 3369
137 85796 FrScA-S216-01 3219 2667
138 85866 AnPhA-S116-01 4068 3186
139 85867 FrScA-S216-04 2547 2143
140 85891 FrScA-S116-03 3199 2753
141 85929 FrScA-S116-01 7192 5388
142 85930 FrScA-S116-01 2652 1799
143 85953 PhysA-S116-01 6564 5614
144 85962 PhysA-S116-01 3254 1828
145 85970 AnPhA-S116-01 5722 4431
146 86002 FrScA-S216-04 1337 1054
147 86067 BioA-S116-01 4054 2304
148 86072 AnPhA-S116-01 2297 1182
149 86105 FrScA-S116-01 3730 2854
150 86110 BioA-S116-01 4075 3300
151 86113 BioA-S116-01 15092 12208
152 86119 AnPhA-S116-01 3925 3340
153 86130 BioA-S116-01 6672 5288
154 86133 OcnA-S116-02 10110 7730
155 86216 BioA-S116-01 2583 1452
156 86229 FrScA-S216-01 2398 1333
157 86240 OcnA-S216-01 2919 2513
158 86251 FrScA-S216-01 2167 1959
159 86268 AnPhA-S216-01 3013 2491
160 86271 FrScA-S116-01 4358 3608
161 86275 AnPhA-S116-01 5926 3882
162 86277 AnPhA-S116-01 1306 686
163 86280 FrScA-S116-01 5898 5168
164 86286 AnPhA-S116-01 4594 3037
165 86294 AnPhA-S116-01 4878 3627
166 86296 OcnA-S216-01 14067 11637
167 86314 AnPhA-S116-02 3888 2732
168 86339 FrScA-S116-01 3140 2533
169 86340 FrScA-S116-01 4161 3367
170 86349 FrScA-S216-01 840 672
171 86349 OcnA-S116-01 3227 2723
172 86353 PhysA-S116-01 5736 4953
173 86364 FrScA-S116-01 5774 4510
174 86365 FrScA-S116-01 1265 969
175 86429 AnPhA-S116-01 4936 4208
176 86446 AnPhA-S116-01 3316 2265
177 86451 AnPhA-S116-01 2416 2014
178 86455 FrScA-S116-01 12288 9132
179 86455 OcnA-S216-01 3189 2539
180 86460 OcnA-S116-01 3643 3174
181 86476 AnPhA-S116-01 2882 2335
182 86476 FrScA-S116-01 2683 2014
183 86479 AnPhA-S116-01 3070 2450
184 86484 AnPhA-S116-01 2648 1831
185 86488 AnPhA-S116-01 3342 3033
186 86490 FrScA-S216-01 6372 4524
187 86504 AnPhA-S116-01 6242 4465
188 86515 FrScA-S216-01 8631 7164
189 86527 OcnA-S216-01 2084 1716
190 86543 FrScA-S116-01 3189 2752
191 86580 BioA-S116-01 4560 3220
192 86608 AnPhA-S116-01 2534 1412
193 86679 FrScA-S116-01 1563 1233
194 86697 OcnA-S216-02 3898 3409
195 86707 AnPhA-S116-02 11355 10026
196 86709 FrScA-S116-01 1835 1577
197 86758 OcnA-S116-01 2835 1775
198 86792 FrScA-S116-01 2316 1927
199 86793 FrScA-S116-01 10826 8760
200 86794 FrScA-S116-01 1424 1146
201 86803 FrScA-S116-01 5430 4784
202 86815 FrScA-S116-01 3288 2064
203 86836 FrScA-S216-01 8692 7122
204 86882 FrScA-S116-03 3140 2724
205 86942 AnPhA-S216-01 8132 5874
206 86943 OcnA-S116-01 4756 3015
207 87010 FrScA-S116-01 4052 2486
208 87020 FrScA-S216-01 2428 1924
209 87027 FrScA-S116-01 5336 4606
210 87043 AnPhA-S116-01 3349 2514
211 87163 FrScA-S116-01 3634 2827
212 87166 AnPhA-S116-01 3818 2836
213 87171 PhysA-S116-01 6318 5466
214 87209 OcnA-S116-02 2402 1921
215 87484 FrScA-S116-01 7654 5626
216 87489 FrScA-S116-01 9543 5562
217 87552 BioA-S116-01 3761 2626
218 87579 FrScA-S116-01 3741 3238
219 87670 OcnA-S216-01 2473 2116
220 87689 BioA-T116-01 5016 3877
221 87693 FrScA-T116-01 2833 2520
222 87805 FrScA-S116-01 3850 2844
223 87825 OcnA-S216-01 2514 1246
224 87861 FrScA-S216-01 1668 1156
225 87865 AnPhA-T116-01 3776 3113
226 87866 FrScA-T116-01 6130 4638
227 87905 FrScA-S116-01 8672 5622
228 87906 FrScA-S116-01 1520 709
229 87914 FrScA-S116-01 5082 2898
230 87955 OcnA-T116-01 4910 3906
231 87970 OcnA-S116-01 4151 2830
232 88048 FrScA-S216-02 1632 1217
233 88050 AnPhA-S116-01 5814 3566
234 88068 AnPhA-S116-01 1536 1329
235 88075 FrScA-S116-04 2249 1747
236 88091 PhysA-S116-01 4792 3626
237 88099 AnPhA-S116-01 4162 3012
238 88153 AnPhA-S116-01 4640 4094
239 88166 OcnA-S116-02 6592 5636
240 88168 OcnA-S116-02 3523 2108
241 88261 FrScA-S116-01 2419 1624
242 88282 OcnA-T116-01 3935 2787
243 88311 FrScA-S216-04 3207 2279
244 88381 PhysA-S116-01 10275 8685
245 88440 AnPhA-S216-01 2409 2021
246 88440 OcnA-S116-01 4338 3629
247 88501 FrScA-S116-01 1404 1040
248 88527 FrScA-S116-01 4918 4022
249 88596 FrScA-S216-01 2531 2125
250 88612 AnPhA-S216-01 8490 7410
251 88641 AnPhA-S116-01 4833 3711
252 88642 OcnA-S216-02 9454 8118
253 88835 FrScA-S116-03 4712 2866
254 88845 FrScA-S216-01 4268 3576
255 88849 OcnA-S216-01 7159 5031
256 88854 OcnA-S116-01 3062 2609
257 88868 FrScA-S116-03 3222 2095
258 88886 FrScA-S116-03 1535 1266
259 88995 AnPhA-T116-01 2841 2191
260 89005 AnPhA-T116-01 5131 3565
261 89114 OcnA-S116-01 2571 2158
262 89128 FrScA-S116-01 8016 6446
263 89142 AnPhA-S116-01 2559 1962
264 89144 FrScA-S116-03 3277 2381
265 89165 FrScA-S116-03 3676 2926
266 89194 AnPhA-S116-01 3886 3068
267 89333 FrScA-S216-01 6464 5496
268 89374 FrScA-S216-01 4096 3187
269 89376 FrScA-S116-03 3984 3391
270 89388 FrScA-S116-03 3668 2848
271 89395 PhysA-S116-01 9522 6076
272 89425 PhysA-S116-01 5208 4005
273 89435 OcnA-S116-01 4238 3766
274 89487 OcnA-S116-01 2345 1992
275 89490 PhysA-S116-01 5560 3462
276 89918 AnPhA-S116-01 7600 6516
277 89994 FrScA-S216-02 3428 2686
278 90090 OcnA-S116-02 2040 1718
279 90095 FrScA-S116-01 2296 1185
280 90097 FrScA-S116-03 1946 1447
281 90098 FrScA-S116-03 2055 1518
282 90274 FrScA-S116-03 5054 4024
283 90277 FrScA-S216-01 6940 4244
284 90305 AnPhA-S116-01 2458 1769
285 90326 PhysA-S116-01 2966 2539
286 90333 PhysA-S116-01 3290 2235
287 90394 AnPhA-S116-02 3737 2885
288 90395 AnPhA-S116-02 3338 2330
289 90396 AnPhA-S116-02 3583 2658
290 90397 AnPhA-S116-02 15552 10767
291 90398 AnPhA-S116-02 6964 4270
292 90399 AnPhA-S116-02 4692 3876
293 90430 BioA-S116-01 3508 2918
294 90433 FrScA-S116-01 2335 1963
295 90466 BioA-S116-01 1074 821
296 90516 AnPhA-T116-01 4234 3276
297 90562 OcnA-S116-01 4158 3346
298 90622 FrScA-S216-01 3148 1570
299 90861 OcnA-S116-01 5006 4193
300 90878 FrScA-S116-03 2355 1884
301 90928 OcnA-S116-01 4119 3333
302 90956 AnPhA-S116-02 2433 1658
303 90971 AnPhA-S116-02 7572 5326
304 90989 FrScA-S216-01 4455 3648
305 91030 PhysA-S116-01 2558 1945
306 91038 PhysA-S116-01 2875 2197
307 91067 BioA-S116-01 2672 2249
308 91163 OcnA-S216-02 4616 2979
309 91164 AnPhA-S216-02 4141 3066
310 91175 AnPhA-S116-02 3199 2867
311 91176 FrScA-S116-04 3421 2246
312 91212 FrScA-S216-01 4959 4100
313 91252 OcnA-S216-02 5288 4328
314 91300 BioA-S116-01 7932 5958
315 91313 AnPhA-S216-01 5200 3766
316 91319 AnPhA-S116-02 1863 1465
317 91340 FrScA-S116-02 3231 2768
318 91477 FrScA-S116-04 3634 2427
319 91574 AnPhA-S116-02 9984 8529
320 91575 PhysA-S116-01 2315 1743
321 91607 FrScA-S216-02 3396 2792
322 91611 BioA-S116-01 2713 2051
323 91624 BioA-S116-01 1237 952
324 91633 PhysA-S116-01 1624 1253
325 91634 AnPhA-S116-02 3666 3111
326 91635 OcnA-S116-01 2820 2033
327 91672 AnPhA-S116-02 4640 2418
328 91709 AnPhA-S116-02 3883 2742
329 91818 OcnA-S116-01 11004 7857
330 91821 PhysA-S116-01 3435 2711
331 91932 AnPhA-S116-02 4220 2877
332 91943 FrScA-S216-02 2431 1752
333 92021 OcnA-S116-02 5252 3409
334 92124 FrScA-S216-01 2385 1826
335 92143 FrScA-S116-01 2430 1887
336 92152 BioA-S116-01 4462 3414
337 92185 AnPhA-S116-02 4049 3016
338 92214 FrScA-S116-01 7132 6160
339 92510 BioA-S116-01 3880 3017
340 92724 PhysA-S116-01 4402 3103
341 92725 PhysA-S116-01 3226 1880
342 92726 PhysA-S116-01 2739 2356
343 92727 PhysA-S116-01 4094 2642
344 92729 PhysA-S116-01 3556 1770
345 92732 PhysA-S116-01 1207 721
346 92733 PhysA-S116-01 2829 2549
347 92740 PhysA-S116-01 3347 2308
348 92741 PhysA-S116-01 3070 2163
349 92743 PhysA-S116-01 2669 1704
350 94070 FrScA-S216-01 2528 1735
351 94135 FrScA-S216-01 5940 4654
352 94156 FrScA-S216-01 4636 2960
353 94172 FrScA-S216-01 2364 2016
354 94189 PhysA-S216-01 3682 3187
355 94240 OcnA-S216-02 6128 5498
356 94251 PhysA-S216-01 9202 7666
357 94257 FrScA-S216-01 5794 4708
358 94288 FrScA-S216-01 2779 2265
359 94292 FrScA-S216-01 2546 1476
360 94323 OcnA-S216-01 3388 2710
361 94332 FrScA-S216-01 7414 4954
362 94370 FrScA-S216-01 3876 3063
363 94376 FrScA-S216-01 4162 3415
364 94400 FrScA-S216-01 4859 2938
365 94402 FrScA-S216-01 7170 5242
366 94404 FrScA-S216-01 10104 7752
367 94419 FrScA-S216-01 3523 2819
368 94550 AnPhA-S216-02 3522 2554
369 94556 OcnA-S216-02 6688 4580
370 94577 OcnA-S216-02 5994 4318
371 94586 FrScA-S216-01 2136 1593
372 94590 OcnA-S216-01 2253 1772
373 94654 OcnA-S216-01 5466 4198
374 94661 FrScA-S216-01 3536 3052
375 94744 OcnA-S216-01 9326 7520
376 94805 AnPhA-S216-01 9228 7624
377 94824 FrScA-S216-01 5676 3738
378 94846 AnPhA-S216-01 4122 3096
379 94898 AnPhA-S216-02 3964 3146
380 94970 PhysA-S216-01 5128 4102
381 95005 FrScA-S216-01 3652 3072
382 95014 AnPhA-S216-01 5116 2950
383 95017 AnPhA-S216-02 6234 3138
384 95045 FrScA-S216-01 3641 2872
385 95160 AnPhA-S216-02 3865 3154
386 95165 FrScA-S216-01 4834 2550
387 95266 PhysA-S216-01 3518 2916
388 95283 AnPhA-S216-01 5514 4224
389 95360 FrScA-S216-01 12777 10590
390 95368 OcnA-S216-02 2488 1580
391 95375 OcnA-S216-02 2321 1921
392 95377 AnPhA-S216-02 3205 2633
393 95545 AnPhA-S216-01 3056 2514
394 95578 PhysA-S216-01 12844 10342
395 95601 AnPhA-S216-01 11718 8820
396 95620 AnPhA-S216-01 2671 2147
397 95621 FrScA-S216-01 3267 1968
398 95624 OcnA-S216-02 6536 4764
399 95634 AnPhA-S216-01 5508 4466
400 95658 BioA-S216-01 3362 2775
401 95707 BioA-S216-01 3912 2196
402 95726 FrScA-S216-01 3216 2892
403 95743 FrScA-S216-01 4010 2234
404 95770 OcnA-S216-01 3249 2753
405 95896 FrScA-S216-01 3244 2453
406 95915 AnPhA-S216-01 3843 2491
407 95919 AnPhA-S216-02 3741 3230
408 95919 FrScA-S216-02 3212 2692
409 95921 OcnA-S216-02 2075 1479
410 95923 FrScA-S216-02 8196 6030
411 95925 FrScA-S216-02 4989 3972
412 95989 FrScA-S216-01 3242 2587
413 95991 FrScA-S216-01 7638 5427
414 96027 PhysA-S216-01 2981 2534
415 96048 FrScA-S216-04 3384 2630
416 96121 OcnA-S216-01 3300 2401
417 96134 FrScA-S216-02 5566 4522
418 96142 FrScA-S216-02 9198 5574
419 96189 FrScA-S216-02 2245 1676
420 96228 AnPhA-S216-01 2707 1990
421 96280 FrScA-S216-02 2847 2350
422 96373 OcnA-S216-01 4780 3770
423 96374 OcnA-S216-01 3795 3268
424 96412 OcnA-S216-01 3098 2265
425 96433 FrScA-S216-02 1260 973
426 96689 OcnA-S216-01 3623 2863
427 96756 OcnA-S216-01 3820 2711
428 96808 PhysA-S216-01 3412 2330
429 96826 AnPhA-S216-02 6134 5044
430 96841 FrScA-S216-02 5394 4510
431 96853 AnPhA-S216-01 7539 6435
432 96854 AnPhA-S216-01 7068 5648
433 96867 PhysA-S216-01 4165 3309
434 96871 AnPhA-S216-02 3012 2560
435 96950 BioA-S216-01 6190 4970
436 96994 AnPhA-S216-01 2150 1565
437 97265 PhysA-S216-01 3101 2078
438 97272 OcnA-S216-01 2872 1733
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 0.5213873 AnPhA S216 1
7 0.8240652 PhysA S116 1
8 0.6764769 FrScA S116 1
9 0.8081059 FrScA S216 1
10 0.7388494 OcnA S116 1
11 0.7754817 OcnA S116 2
12 0.7763321 PhysA S116 1
13 0.6017143 FrScA S216 1
14 0.7590361 PhysA S116 1
15 0.7427024 AnPhA S116 2
16 0.6930693 AnPhA S116 2
17 0.6557823 FrScA S216 1
18 0.8297404 FrScA S116 3
19 0.6902357 PhysA S116 1
20 0.8156411 AnPhA S216 1
21 0.8497462 OcnA S116 1
22 0.8360982 AnPhA S116 1
23 0.8491890 FrScA S116 1
24 0.8881988 BioA S116 1
25 0.8015592 FrScA S116 2
26 0.7096876 OcnA S216 1
27 0.8717833 PhysA S116 1
28 0.7393008 PhysA S116 1
29 0.7576302 PhysA S116 1
30 0.8105781 FrScA T116 1
31 0.5384259 FrScA S216 1
32 0.8040217 AnPhA S116 2
33 0.7857797 PhysA T116 1
34 0.8076696 FrScA S216 1
35 0.8326180 AnPhA S116 1
36 0.8724526 OcnA S116 1
37 0.7866495 AnPhA S116 1
38 0.7506112 PhysA S216 1
39 0.8406072 FrScA S216 1
40 0.7379237 AnPhA S116 1
41 0.8404539 FrScA S116 2
42 0.7118338 OcnA S116 1
43 0.7038934 OcnA S216 1
44 0.6179710 FrScA S116 1
45 0.6431784 OcnA S116 2
46 0.7684839 BioA S116 1
47 0.8267752 FrScA S216 1
48 0.7312745 FrScA S116 1
49 0.8172943 FrScA S216 1
50 0.8037603 FrScA S216 1
51 0.6400839 FrScA S216 4
52 0.7908193 AnPhA S216 1
53 0.7652530 FrScA S116 1
54 0.8365759 FrScA S116 3
55 0.6581774 PhysA S216 1
56 0.9106405 AnPhA S116 2
57 0.7404535 BioA S116 1
58 0.8498223 AnPhA S116 1
59 0.8048246 BioA S116 1
60 0.8540988 FrScA S216 1
61 0.8249110 BioA S116 1
62 0.6810155 AnPhA S216 1
63 0.7960265 FrScA T116 1
64 0.8804598 FrScA S116 3
65 0.7886179 PhysA S116 1
66 0.7461598 AnPhA S216 2
67 0.6034927 AnPhA T116 1
68 0.7674055 PhysA S116 1
69 0.7662116 PhysA S116 1
70 0.6772349 AnPhA S216 1
71 0.7321063 AnPhA S216 1
72 0.6213420 AnPhA S216 1
73 0.8215042 FrScA S116 1
74 0.6274027 OcnA S116 1
75 0.6556962 AnPhA S116 2
76 0.7953853 AnPhA S116 1
77 0.7522804 FrScA S216 2
78 0.7879435 BioA S116 1
79 0.7968111 FrScA S216 1
80 0.7421416 FrScA S116 1
81 0.8390585 FrScA S116 2
82 0.7521441 FrScA S116 3
83 0.8364512 FrScA S216 2
84 0.8576465 FrScA S216 1
85 0.5669219 PhysA S216 1
86 0.8176744 AnPhA S216 1
87 0.9010346 FrScA S116 3
88 0.8104686 PhysA S116 1
89 0.6042309 AnPhA S116 2
90 0.7626427 PhysA S116 1
91 0.7940320 PhysA S116 1
92 0.6848711 AnPhA T116 1
93 0.7328817 OcnA T116 1
94 0.7749496 OcnA S216 1
95 0.8468553 PhysA T116 1
96 0.8227311 AnPhA T116 1
97 0.6059037 AnPhA T116 1
98 0.7635002 OcnA T116 1
99 0.6555195 OcnA T116 1
100 0.5824345 AnPhA T116 1
101 0.8089987 AnPhA T116 1
102 0.5163258 BioA T116 1
103 0.8229665 OcnA S216 1
104 0.7217322 FrScA S216 1
105 0.7080068 AnPhA S216 1
106 0.7229048 AnPhA S116 1
107 0.7475097 FrScA S216 1
108 0.5504144 FrScA S216 1
109 0.8370176 BioA S116 1
110 0.5293441 FrScA S216 3
111 0.7947611 OcnA S116 2
112 0.6349206 AnPhA S116 1
113 0.7629705 FrScA S116 1
114 0.9067001 FrScA S116 1
115 0.7309906 FrScA S116 1
116 0.7746558 FrScA S116 1
117 0.8307221 OcnA S116 2
118 0.8192149 PhysA S116 1
119 0.8181818 FrScA S116 1
120 0.7817319 FrScA S116 3
121 0.7574328 FrScA S116 3
122 0.7811077 FrScA S116 1
123 0.8393919 AnPhA S116 1
124 0.8645367 FrScA S216 1
125 0.6678922 FrScA S216 1
126 0.7313117 FrScA S216 1
127 0.7732200 OcnA S116 1
128 0.7064516 FrScA S116 1
129 0.5400926 FrScA S116 1
130 0.8612790 FrScA S116 2
131 0.7770346 FrScA S116 1
132 0.7022242 FrScA S116 3
133 0.7446581 FrScA S116 3
134 0.8772920 FrScA S116 3
135 0.8689474 FrScA S116 1
136 0.8261403 FrScA S116 1
137 0.8285182 FrScA S216 1
138 0.7831858 AnPhA S116 1
139 0.8413820 FrScA S216 4
140 0.8605814 FrScA S116 3
141 0.7491657 FrScA S116 1
142 0.6783560 FrScA S116 1
143 0.8552712 PhysA S116 1
144 0.5617701 PhysA S116 1
145 0.7743796 AnPhA S116 1
146 0.7883321 FrScA S216 4
147 0.5683276 BioA S116 1
148 0.5145842 AnPhA S116 1
149 0.7651475 FrScA S116 1
150 0.8098160 BioA S116 1
151 0.8089054 BioA S116 1
152 0.8509554 AnPhA S116 1
153 0.7925659 BioA S116 1
154 0.7645895 OcnA S116 2
155 0.5621370 BioA S116 1
156 0.5558799 FrScA S216 1
157 0.8609113 OcnA S216 1
158 0.9040148 FrScA S216 1
159 0.8267507 AnPhA S216 1
160 0.8279027 FrScA S116 1
161 0.6550793 AnPhA S116 1
162 0.5252680 AnPhA S116 1
163 0.8762292 FrScA S116 1
164 0.6610797 AnPhA S116 1
165 0.7435424 AnPhA S116 1
166 0.8272553 OcnA S216 1
167 0.7026749 AnPhA S116 2
168 0.8066879 FrScA S116 1
169 0.8091805 FrScA S116 1
170 0.8000000 FrScA S216 1
171 0.8438178 OcnA S116 1
172 0.8634937 PhysA S116 1
173 0.7810876 FrScA S116 1
174 0.7660079 FrScA S116 1
175 0.8525122 AnPhA S116 1
176 0.6830519 AnPhA S116 1
177 0.8336093 AnPhA S116 1
178 0.7431641 FrScA S116 1
179 0.7961743 OcnA S216 1
180 0.8712600 OcnA S116 1
181 0.8102012 AnPhA S116 1
182 0.7506523 FrScA S116 1
183 0.7980456 AnPhA S116 1
184 0.6914653 AnPhA S116 1
185 0.9075404 AnPhA S116 1
186 0.7099812 FrScA S216 1
187 0.7153156 AnPhA S116 1
188 0.8300313 FrScA S216 1
189 0.8234165 OcnA S216 1
190 0.8629664 FrScA S116 1
191 0.7061404 BioA S116 1
192 0.5572218 AnPhA S116 1
193 0.7888676 FrScA S116 1
194 0.8745511 OcnA S216 2
195 0.8829590 AnPhA S116 2
196 0.8594005 FrScA S116 1
197 0.6261023 OcnA S116 1
198 0.8320380 FrScA S116 1
199 0.8091631 FrScA S116 1
200 0.8047753 FrScA S116 1
201 0.8810313 FrScA S116 1
202 0.6277372 FrScA S116 1
203 0.8193741 FrScA S216 1
204 0.8675159 FrScA S116 3
205 0.7223315 AnPhA S216 1
206 0.6339361 OcnA S116 1
207 0.6135242 FrScA S116 1
208 0.7924217 FrScA S216 1
209 0.8631934 FrScA S116 1
210 0.7506718 AnPhA S116 1
211 0.7779307 FrScA S116 1
212 0.7427973 AnPhA S116 1
213 0.8651472 PhysA S116 1
214 0.7997502 OcnA S116 2
215 0.7350405 FrScA S116 1
216 0.5828356 FrScA S116 1
217 0.6982186 BioA S116 1
218 0.8655440 FrScA S116 1
219 0.8556409 OcnA S216 1
220 0.7729266 BioA T116 1
221 0.8895164 FrScA T116 1
222 0.7387013 FrScA S116 1
223 0.4956245 OcnA S216 1
224 0.6930456 FrScA S216 1
225 0.8244174 AnPhA T116 1
226 0.7566069 FrScA T116 1
227 0.6482934 FrScA S116 1
228 0.4664474 FrScA S116 1
229 0.5702479 FrScA S116 1
230 0.7955193 OcnA T116 1
231 0.6817634 OcnA S116 1
232 0.7457108 FrScA S216 2
233 0.6133471 AnPhA S116 1
234 0.8652344 AnPhA S116 1
235 0.7767897 FrScA S116 4
236 0.7566778 PhysA S116 1
237 0.7236905 AnPhA S116 1
238 0.8823276 AnPhA S116 1
239 0.8549757 OcnA S116 2
240 0.5983537 OcnA S116 2
241 0.6713518 FrScA S116 1
242 0.7082592 OcnA T116 1
243 0.7106330 FrScA S216 4
244 0.8452555 PhysA S116 1
245 0.8389373 AnPhA S216 1
246 0.8365606 OcnA S116 1
247 0.7407407 FrScA S116 1
248 0.8178121 FrScA S116 1
249 0.8395891 FrScA S216 1
250 0.8727915 AnPhA S216 1
251 0.7678461 AnPhA S116 1
252 0.8586842 OcnA S216 2
253 0.6082343 FrScA S116 3
254 0.8378632 FrScA S216 1
255 0.7027518 OcnA S216 1
256 0.8520575 OcnA S116 1
257 0.6502173 FrScA S116 3
258 0.8247557 FrScA S116 3
259 0.7712073 AnPhA T116 1
260 0.6947963 AnPhA T116 1
261 0.8393621 OcnA S116 1
262 0.8041417 FrScA S116 1
263 0.7667057 AnPhA S116 1
264 0.7265792 FrScA S116 3
265 0.7959739 FrScA S116 3
266 0.7895008 AnPhA S116 1
267 0.8502475 FrScA S216 1
268 0.7780762 FrScA S216 1
269 0.8511546 FrScA S116 3
270 0.7764449 FrScA S116 3
271 0.6381012 PhysA S116 1
272 0.7690092 PhysA S116 1
273 0.8886267 OcnA S116 1
274 0.8494670 OcnA S116 1
275 0.6226619 PhysA S116 1
276 0.8573684 AnPhA S116 1
277 0.7835473 FrScA S216 2
278 0.8421569 OcnA S116 2
279 0.5161150 FrScA S116 1
280 0.7435766 FrScA S116 3
281 0.7386861 FrScA S116 3
282 0.7962010 FrScA S116 3
283 0.6115274 FrScA S216 1
284 0.7196908 AnPhA S116 1
285 0.8560351 PhysA S116 1
286 0.6793313 PhysA S116 1
287 0.7720096 AnPhA S116 2
288 0.6980228 AnPhA S116 2
289 0.7418364 AnPhA S116 2
290 0.6923225 AnPhA S116 2
291 0.6131534 AnPhA S116 2
292 0.8260870 AnPhA S116 2
293 0.8318130 BioA S116 1
294 0.8406852 FrScA S116 1
295 0.7644320 BioA S116 1
296 0.7737364 AnPhA T116 1
297 0.8047138 OcnA S116 1
298 0.4987294 FrScA S216 1
299 0.8375949 OcnA S116 1
300 0.8000000 FrScA S116 3
301 0.8091770 OcnA S116 1
302 0.6814632 AnPhA S116 2
303 0.7033809 AnPhA S116 2
304 0.8188552 FrScA S216 1
305 0.7603597 PhysA S116 1
306 0.7641739 PhysA S116 1
307 0.8416916 BioA S116 1
308 0.6453640 OcnA S216 2
309 0.7404009 AnPhA S216 2
310 0.8962176 AnPhA S116 2
311 0.6565332 FrScA S116 4
312 0.8267796 FrScA S216 1
313 0.8184569 OcnA S216 2
314 0.7511346 BioA S116 1
315 0.7242308 AnPhA S216 1
316 0.7863661 AnPhA S116 2
317 0.8567007 FrScA S116 2
318 0.6678591 FrScA S116 4
319 0.8542668 AnPhA S116 2
320 0.7529158 PhysA S116 1
321 0.8221437 FrScA S216 2
322 0.7559897 BioA S116 1
323 0.7696039 BioA S116 1
324 0.7715517 PhysA S116 1
325 0.8486088 AnPhA S116 2
326 0.7209220 OcnA S116 1
327 0.5211207 AnPhA S116 2
328 0.7061550 AnPhA S116 2
329 0.7140131 OcnA S116 1
330 0.7892285 PhysA S116 1
331 0.6817536 AnPhA S116 2
332 0.7206911 FrScA S216 2
333 0.6490861 OcnA S116 2
334 0.7656184 FrScA S216 1
335 0.7765432 FrScA S116 1
336 0.7651277 BioA S116 1
337 0.7448753 AnPhA S116 2
338 0.8637128 FrScA S116 1
339 0.7775773 BioA S116 1
340 0.7049069 PhysA S116 1
341 0.5827650 PhysA S116 1
342 0.8601679 PhysA S116 1
343 0.6453346 PhysA S116 1
344 0.4977503 PhysA S116 1
345 0.5973488 PhysA S116 1
346 0.9010251 PhysA S116 1
347 0.6895728 PhysA S116 1
348 0.7045603 PhysA S116 1
349 0.6384414 PhysA S116 1
350 0.6863133 FrScA S216 1
351 0.7835017 FrScA S216 1
352 0.6384814 FrScA S216 1
353 0.8527919 FrScA S216 1
354 0.8655622 PhysA S216 1
355 0.8971932 OcnA S216 2
356 0.8330798 PhysA S216 1
357 0.8125647 FrScA S216 1
358 0.8150414 FrScA S216 1
359 0.5797329 FrScA S216 1
360 0.7998819 OcnA S216 1
361 0.6681953 FrScA S216 1
362 0.7902477 FrScA S216 1
363 0.8205190 FrScA S216 1
364 0.6046512 FrScA S216 1
365 0.7311018 FrScA S216 1
366 0.7672209 FrScA S216 1
367 0.8001703 FrScA S216 1
368 0.7251562 AnPhA S216 2
369 0.6848086 OcnA S216 2
370 0.7203871 OcnA S216 2
371 0.7457865 FrScA S216 1
372 0.7865069 OcnA S216 1
373 0.7680205 OcnA S216 1
374 0.8631222 FrScA S216 1
375 0.8063478 OcnA S216 1
376 0.8261812 AnPhA S216 1
377 0.6585624 FrScA S216 1
378 0.7510917 AnPhA S216 1
379 0.7936428 AnPhA S216 2
380 0.7999220 PhysA S216 1
381 0.8411829 FrScA S216 1
382 0.5766224 AnPhA S216 1
383 0.5033686 AnPhA S216 2
384 0.7887943 FrScA S216 1
385 0.8160414 AnPhA S216 2
386 0.5275134 FrScA S216 1
387 0.8288800 PhysA S216 1
388 0.7660501 AnPhA S216 1
389 0.8288331 FrScA S216 1
390 0.6350482 OcnA S216 2
391 0.8276605 OcnA S216 2
392 0.8215289 AnPhA S216 2
393 0.8226440 AnPhA S216 1
394 0.8052009 PhysA S216 1
395 0.7526882 AnPhA S216 1
396 0.8038188 AnPhA S216 1
397 0.6023875 FrScA S216 1
398 0.7288862 OcnA S216 2
399 0.8108206 AnPhA S216 1
400 0.8254015 BioA S216 1
401 0.5613497 BioA S216 1
402 0.8992537 FrScA S216 1
403 0.5571072 FrScA S216 1
404 0.8473376 OcnA S216 1
405 0.7561652 FrScA S216 1
406 0.6481915 AnPhA S216 1
407 0.8634055 AnPhA S216 2
408 0.8381071 FrScA S216 2
409 0.7127711 OcnA S216 2
410 0.7357247 FrScA S216 2
411 0.7961515 FrScA S216 2
412 0.7979642 FrScA S216 1
413 0.7105263 FrScA S216 1
414 0.8500503 PhysA S216 1
415 0.7771868 FrScA S216 4
416 0.7275758 OcnA S216 1
417 0.8124326 FrScA S216 2
418 0.6060013 FrScA S216 2
419 0.7465479 FrScA S216 2
420 0.7351311 AnPhA S216 1
421 0.8254303 FrScA S216 2
422 0.7887029 OcnA S216 1
423 0.8611331 OcnA S216 1
424 0.7311168 OcnA S216 1
425 0.7722222 FrScA S216 2
426 0.7902291 OcnA S216 1
427 0.7096859 OcnA S216 1
428 0.6828839 PhysA S216 1
429 0.8223019 AnPhA S216 2
430 0.8361142 FrScA S216 2
431 0.8535615 AnPhA S216 1
432 0.7990945 AnPhA S216 1
433 0.7944778 PhysA S216 1
434 0.8499336 AnPhA S216 2
435 0.8029079 BioA S216 1
436 0.7279070 AnPhA S216 1
437 0.6701064 PhysA S216 1
438 0.6034123 OcnA S216 1
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 83.58827
7 POINTS EARNED & TOTAL COURSE POINTS NA 97.77778
8 POINTS EARNED & TOTAL COURSE POINTS NA 96.11872
9 POINTS EARNED & TOTAL COURSE POINTS NA 81.03837
10 ATTEMPTED NA 93.90452
11 POINTS EARNED & TOTAL COURSE POINTS NA 93.40034
12 POINTS EARNED & TOTAL COURSE POINTS NA 93.06250
13 POINTS EARNED & TOTAL COURSE POINTS NA 97.74266
14 POINTS EARNED & TOTAL COURSE POINTS NA 73.78472
15 POINTS EARNED & TOTAL COURSE POINTS NA 94.12480
16 POINTS EARNED & TOTAL COURSE POINTS NA 80.73440
17 POINTS EARNED & TOTAL COURSE POINTS NA 76.97517
18 POINTS EARNED & TOTAL COURSE POINTS NA 87.09361
19 POINTS EARNED & TOTAL COURSE POINTS NA 94.79167
20 POINTS EARNED & TOTAL COURSE POINTS NA 96.52160
21 ATTEMPTED NA 92.68174
22 POINTS EARNED & TOTAL COURSE POINTS NA 86.27200
23 POINTS EARNED & TOTAL COURSE POINTS NA 94.29224
24 POINTS EARNED & TOTAL COURSE POINTS NA 77.65699
25 POINTS EARNED & TOTAL COURSE POINTS NA 70.62100
26 POINTS EARNED & TOTAL COURSE POINTS NA 73.77387
27 POINTS EARNED & TOTAL COURSE POINTS NA 94.44444
28 POINTS EARNED & TOTAL COURSE POINTS NA 93.77778
29 POINTS EARNED & TOTAL COURSE POINTS NA 96.34028
30 POINTS EARNED & TOTAL COURSE POINTS NA 83.23288
31 POINTS EARNED & TOTAL COURSE POINTS NA 93.22799
32 POINTS EARNED & TOTAL COURSE POINTS NA 81.48720
33 OutcomeDefinition.Total.title NA 93.88889
34 POINTS EARNED & TOTAL COURSE POINTS NA 98.64560
35 POINTS EARNED & TOTAL COURSE POINTS NA 93.75360
36 ATTEMPTED NA 99.32998
37 POINTS EARNED & TOTAL COURSE POINTS NA 91.20160
38 POINTS EARNED & TOTAL COURSE POINTS NA 89.86111
39 POINTS EARNED & TOTAL COURSE POINTS NA 91.42212
40 POINTS EARNED & TOTAL COURSE POINTS NA 83.81493
41 POINTS EARNED & TOTAL COURSE POINTS NA 83.41324
42 ATTEMPTED NA 90.70352
43 POINTS EARNED & TOTAL COURSE POINTS NA 90.95980
44 POINTS EARNED & TOTAL COURSE POINTS NA 92.46575
45 POINTS EARNED & TOTAL COURSE POINTS NA 94.57956
46 POINTS EARNED & TOTAL COURSE POINTS NA 87.24409
47 POINTS EARNED & TOTAL COURSE POINTS NA 83.06998
48 POINTS EARNED & TOTAL COURSE POINTS NA 93.60731
49 POINTS EARNED & TOTAL COURSE POINTS NA 91.19639
50 POINTS EARNED & TOTAL COURSE POINTS NA 94.69526
51 OutcomeDefinition.Total.title NA 93.17156
52 POINTS EARNED & TOTAL COURSE POINTS NA 85.47147
53 POINTS EARNED & TOTAL COURSE POINTS NA 93.37900
54 POINTS EARNED & TOTAL COURSE POINTS NA 95.37671
55 POINTS EARNED & TOTAL COURSE POINTS NA 78.12500
56 POINTS EARNED & TOTAL COURSE POINTS NA 95.96000
57 POINTS EARNED & TOTAL COURSE POINTS NA 91.50538
58 POINTS EARNED & TOTAL COURSE POINTS NA 93.64000
59 POINTS EARNED & TOTAL COURSE POINTS NA 90.23656
60 POINTS EARNED & TOTAL COURSE POINTS NA 88.71332
61 POINTS EARNED & TOTAL COURSE POINTS NA 83.96022
62 POINTS EARNED & TOTAL COURSE POINTS NA 77.27893
63 POINTS EARNED & TOTAL COURSE POINTS NA 90.86758
64 POINTS EARNED & TOTAL COURSE POINTS NA 87.52968
65 POINTS EARNED & TOTAL COURSE POINTS NA 71.67083
66 POINTS EARNED & TOTAL COURSE POINTS NA 96.16000
67 POINTS EARNED & TOTAL COURSE POINTS NA 95.33920
68 POINTS EARNED & TOTAL COURSE POINTS NA 93.61806
69 POINTS EARNED & TOTAL COURSE POINTS NA 95.41667
70 POINTS EARNED & TOTAL COURSE POINTS NA 92.20000
71 POINTS EARNED & TOTAL COURSE POINTS NA 95.86080
72 POINTS EARNED & TOTAL COURSE POINTS NA 74.43920
73 POINTS EARNED & TOTAL COURSE POINTS NA 92.46575
74 ATTEMPTED NA 88.91625
75 POINTS EARNED & TOTAL COURSE POINTS NA 81.27200
76 POINTS EARNED & TOTAL COURSE POINTS NA 73.17067
77 POINTS EARNED & TOTAL COURSE POINTS NA 82.27991
78 POINTS EARNED & TOTAL COURSE POINTS NA 93.81720
79 POINTS EARNED & TOTAL COURSE POINTS NA 92.43792
80 POINTS EARNED & TOTAL COURSE POINTS NA 88.35616
81 POINTS EARNED & TOTAL COURSE POINTS NA 75.46119
82 POINTS EARNED & TOTAL COURSE POINTS NA 90.59589
83 POINTS EARNED & TOTAL COURSE POINTS NA 93.00226
84 POINTS EARNED & TOTAL COURSE POINTS NA 91.42212
85 POINTS EARNED & TOTAL COURSE POINTS NA 99.02778
86 POINTS EARNED & TOTAL COURSE POINTS NA 76.10400
87 POINTS EARNED & TOTAL COURSE POINTS NA 92.92237
88 POINTS EARNED & TOTAL COURSE POINTS NA 96.40972
89 POINTS EARNED & TOTAL COURSE POINTS NA 91.82080
90 POINTS EARNED & TOTAL COURSE POINTS NA 95.48611
91 POINTS EARNED & TOTAL COURSE POINTS NA 90.97222
92 POINTS EARNED & TOTAL COURSE POINTS NA 72.99200
93 POINTS EARNED & TOTAL COURSE POINTS NA 94.46566
94 POINTS EARNED & TOTAL COURSE POINTS NA 90.94640
95 OutcomeDefinition.Total.title NA 97.63889
96 POINTS EARNED & TOTAL COURSE POINTS NA 86.16480
97 POINTS EARNED & TOTAL COURSE POINTS NA 83.55253
98 POINTS EARNED & TOTAL COURSE POINTS NA 90.80570
99 POINTS EARNED & TOTAL COURSE POINTS NA 82.03183
100 POINTS EARNED & TOTAL COURSE POINTS NA 82.55200
101 POINTS EARNED & TOTAL COURSE POINTS NA 85.33760
102 POINTS EARNED & TOTAL COURSE POINTS NA 73.81828
103 POINTS EARNED & TOTAL COURSE POINTS NA 88.30318
104 POINTS EARNED & TOTAL COURSE POINTS NA 81.71558
105 POINTS EARNED & TOTAL COURSE POINTS NA 94.82613
106 POINTS EARNED & TOTAL COURSE POINTS NA 86.89120
107 POINTS EARNED & TOTAL COURSE POINTS NA 89.05192
108 POINTS EARNED & TOTAL COURSE POINTS NA 93.67946
109 POINTS EARNED & TOTAL COURSE POINTS NA 93.34946
110 POINTS EARNED & TOTAL COURSE POINTS NA 76.29464
111 POINTS EARNED & TOTAL COURSE POINTS NA 93.92797
112 POINTS EARNED & TOTAL COURSE POINTS NA 90.91573
113 POINTS EARNED & TOTAL COURSE POINTS NA 94.74886
114 POINTS EARNED & TOTAL COURSE POINTS NA 92.92237
115 POINTS EARNED & TOTAL COURSE POINTS NA 72.14612
116 POINTS EARNED & TOTAL COURSE POINTS NA 86.30137
117 POINTS EARNED & TOTAL COURSE POINTS NA 79.49916
118 POINTS EARNED & TOTAL COURSE POINTS NA 98.05556
119 POINTS EARNED & TOTAL COURSE POINTS NA 90.18265
120 POINTS EARNED & TOTAL COURSE POINTS NA 71.25114
121 POINTS EARNED & TOTAL COURSE POINTS NA 96.60502
122 POINTS EARNED & TOTAL COURSE POINTS NA 96.34703
123 POINTS EARNED & TOTAL COURSE POINTS NA 91.65493
124 POINTS EARNED & TOTAL COURSE POINTS NA 83.06998
125 POINTS EARNED & TOTAL COURSE POINTS NA 83.74718
126 POINTS EARNED & TOTAL COURSE POINTS NA 84.98871
127 ATTEMPTED NA 79.09715
128 POINTS EARNED & TOTAL COURSE POINTS NA 86.98630
129 POINTS EARNED & TOTAL COURSE POINTS NA 100.00000
130 POINTS EARNED & TOTAL COURSE POINTS NA 87.19863
131 POINTS EARNED & TOTAL COURSE POINTS NA 96.80365
132 POINTS EARNED & TOTAL COURSE POINTS NA 89.84247
133 POINTS EARNED & TOTAL COURSE POINTS NA 91.41096
134 POINTS EARNED & TOTAL COURSE POINTS NA 86.52055
135 POINTS EARNED & TOTAL COURSE POINTS NA 96.80365
136 POINTS EARNED & TOTAL COURSE POINTS NA 89.49772
137 POINTS EARNED & TOTAL COURSE POINTS NA 91.19639
138 POINTS EARNED & TOTAL COURSE POINTS NA 75.12960
139 OutcomeDefinition.Total.title NA 86.20767
140 POINTS EARNED & TOTAL COURSE POINTS NA 85.87443
141 POINTS EARNED & TOTAL COURSE POINTS NA 85.61644
142 POINTS EARNED & TOTAL COURSE POINTS NA 83.78995
143 POINTS EARNED & TOTAL COURSE POINTS NA 95.13889
144 POINTS EARNED & TOTAL COURSE POINTS NA 85.93056
145 POINTS EARNED & TOTAL COURSE POINTS NA 81.62240
146 OutcomeDefinition.Total.title NA 91.50564
147 POINTS EARNED & TOTAL COURSE POINTS NA 88.78495
148 POINTS EARNED & TOTAL COURSE POINTS NA 91.29280
149 POINTS EARNED & TOTAL COURSE POINTS NA 89.95434
150 POINTS EARNED & TOTAL COURSE POINTS NA 75.11183
151 POINTS EARNED & TOTAL COURSE POINTS NA 75.08280
152 POINTS EARNED & TOTAL COURSE POINTS NA 71.73760
153 POINTS EARNED & TOTAL COURSE POINTS NA 72.84946
154 POINTS EARNED & TOTAL COURSE POINTS NA 79.11223
155 POINTS EARNED & TOTAL COURSE POINTS NA 92.94301
156 POINTS EARNED & TOTAL COURSE POINTS NA 84.65011
157 POINTS EARNED & TOTAL COURSE POINTS NA 71.80905
158 POINTS EARNED & TOTAL COURSE POINTS NA 72.91196
159 POINTS EARNED & TOTAL COURSE POINTS NA 93.53867
160 POINTS EARNED & TOTAL COURSE POINTS NA 97.26027
161 POINTS EARNED & TOTAL COURSE POINTS NA 95.02080
162 POINTS EARNED & TOTAL COURSE POINTS NA 89.81333
163 POINTS EARNED & TOTAL COURSE POINTS NA 85.61644
164 POINTS EARNED & TOTAL COURSE POINTS NA 96.81440
165 POINTS EARNED & TOTAL COURSE POINTS NA 83.49387
166 POINTS EARNED & TOTAL COURSE POINTS NA 73.10385
167 POINTS EARNED & TOTAL COURSE POINTS NA 81.52373
168 POINTS EARNED & TOTAL COURSE POINTS NA 91.78082
169 POINTS EARNED & TOTAL COURSE POINTS NA 95.43379
170 POINTS EARNED & TOTAL COURSE POINTS NA 87.81038
171 ATTEMPTED NA 90.86767
172 POINTS EARNED & TOTAL COURSE POINTS NA 85.73611
173 POINTS EARNED & TOTAL COURSE POINTS NA 81.27854
174 POINTS EARNED & TOTAL COURSE POINTS NA 98.17352
175 POINTS EARNED & TOTAL COURSE POINTS NA 89.50720
176 POINTS EARNED & TOTAL COURSE POINTS NA 85.62080
177 POINTS EARNED & TOTAL COURSE POINTS NA 93.70240
178 POINTS EARNED & TOTAL COURSE POINTS NA 91.09589
179 POINTS EARNED & TOTAL COURSE POINTS NA 92.03518
180 ATTEMPTED NA 88.72027
181 POINTS EARNED & TOTAL COURSE POINTS NA 92.19493
182 POINTS EARNED & TOTAL COURSE POINTS NA 95.43379
183 POINTS EARNED & TOTAL COURSE POINTS NA 92.60747
184 POINTS EARNED & TOTAL COURSE POINTS NA 80.06560
185 POINTS EARNED & TOTAL COURSE POINTS NA 87.44080
186 POINTS EARNED & TOTAL COURSE POINTS NA 93.67946
187 POINTS EARNED & TOTAL COURSE POINTS NA 75.53920
188 POINTS EARNED & TOTAL COURSE POINTS NA 87.13318
189 POINTS EARNED & TOTAL COURSE POINTS NA 82.71524
190 POINTS EARNED & TOTAL COURSE POINTS NA 79.45205
191 POINTS EARNED & TOTAL COURSE POINTS NA 83.16667
192 POINTS EARNED & TOTAL COURSE POINTS NA 79.85067
193 POINTS EARNED & TOTAL COURSE POINTS NA 95.89041
194 POINTS EARNED & TOTAL COURSE POINTS NA 90.07705
195 POINTS EARNED & TOTAL COURSE POINTS NA 85.90933
196 POINTS EARNED & TOTAL COURSE POINTS NA 95.66210
197 ATTEMPTED NA 94.61474
198 POINTS EARNED & TOTAL COURSE POINTS NA 99.08676
199 POINTS EARNED & TOTAL COURSE POINTS NA 96.34703
200 POINTS EARNED & TOTAL COURSE POINTS NA 90.18265
201 POINTS EARNED & TOTAL COURSE POINTS NA 87.55708
202 POINTS EARNED & TOTAL COURSE POINTS NA 83.33333
203 POINTS EARNED & TOTAL COURSE POINTS NA 89.84199
204 POINTS EARNED & TOTAL COURSE POINTS NA 80.36530
205 POINTS EARNED & TOTAL COURSE POINTS NA 83.62400
206 ATTEMPTED NA 73.07873
207 POINTS EARNED & TOTAL COURSE POINTS NA 88.01370
208 POINTS EARNED & TOTAL COURSE POINTS NA 73.25056
209 POINTS EARNED & TOTAL COURSE POINTS NA 78.76712
210 POINTS EARNED & TOTAL COURSE POINTS NA 91.31200
211 POINTS EARNED & TOTAL COURSE POINTS NA 88.58447
212 POINTS EARNED & TOTAL COURSE POINTS NA 77.31040
213 POINTS EARNED & TOTAL COURSE POINTS NA 97.50000
214 POINTS EARNED & TOTAL COURSE POINTS NA 80.83752
215 POINTS EARNED & TOTAL COURSE POINTS NA 92.69406
216 POINTS EARNED & TOTAL COURSE POINTS NA 71.00457
217 POINTS EARNED & TOTAL COURSE POINTS NA 90.08065
218 POINTS EARNED & TOTAL COURSE POINTS NA 96.11872
219 POINTS EARNED & TOTAL COURSE POINTS NA 76.20436
220 POINTS EARNED & TOTAL COURSE POINTS NA 82.70215
221 POINTS EARNED & TOTAL COURSE POINTS NA 89.76484
222 POINTS EARNED & TOTAL COURSE POINTS NA 96.80365
223 POINTS EARNED & TOTAL COURSE POINTS NA 93.47739
224 POINTS EARNED & TOTAL COURSE POINTS NA 95.48533
225 POINTS EARNED & TOTAL COURSE POINTS NA 83.12640
226 POINTS EARNED & TOTAL COURSE POINTS NA 94.50457
227 POINTS EARNED & TOTAL COURSE POINTS NA 93.37900
228 POINTS EARNED & TOTAL COURSE POINTS NA 81.73516
229 POINTS EARNED & TOTAL COURSE POINTS NA 86.07306
230 POINTS EARNED & TOTAL COURSE POINTS NA 83.44724
231 ATTEMPTED NA 86.69514
232 POINTS EARNED & TOTAL COURSE POINTS NA 93.00226
233 POINTS EARNED & TOTAL COURSE POINTS NA 71.67573
234 POINTS EARNED & TOTAL COURSE POINTS NA 70.60747
235 POINTS EARNED & TOTAL COURSE POINTS NA 83.17123
236 POINTS EARNED & TOTAL COURSE POINTS NA 97.72222
237 POINTS EARNED & TOTAL COURSE POINTS NA 81.96293
238 POINTS EARNED & TOTAL COURSE POINTS NA 88.70240
239 POINTS EARNED & TOTAL COURSE POINTS NA 84.92127
240 POINTS EARNED & TOTAL COURSE POINTS NA 95.96315
241 POINTS EARNED & TOTAL COURSE POINTS NA 98.63014
242 POINTS EARNED & TOTAL COURSE POINTS NA 92.12060
243 OutcomeDefinition.Total.title NA 92.60722
244 POINTS EARNED & TOTAL COURSE POINTS NA 96.80556
245 POINTS EARNED & TOTAL COURSE POINTS NA 84.21600
246 ATTEMPTED NA 81.06533
247 POINTS EARNED & TOTAL COURSE POINTS NA 78.31050
248 POINTS EARNED & TOTAL COURSE POINTS NA 92.69406
249 POINTS EARNED & TOTAL COURSE POINTS NA 91.87359
250 POINTS EARNED & TOTAL COURSE POINTS NA 71.65440
251 POINTS EARNED & TOTAL COURSE POINTS NA 87.18080
252 POINTS EARNED & TOTAL COURSE POINTS NA 83.58459
253 POINTS EARNED & TOTAL COURSE POINTS NA 81.97945
254 POINTS EARNED & TOTAL COURSE POINTS NA 90.97065
255 POINTS EARNED & TOTAL COURSE POINTS NA 90.76884
256 ATTEMPTED NA 76.58794
257 POINTS EARNED & TOTAL COURSE POINTS NA 76.30822
258 POINTS EARNED & TOTAL COURSE POINTS NA 75.28311
259 POINTS EARNED & TOTAL COURSE POINTS NA 85.79360
260 POINTS EARNED & TOTAL COURSE POINTS NA 87.62080
261 ATTEMPTED NA 95.00838
262 POINTS EARNED & TOTAL COURSE POINTS NA 87.67123
263 POINTS EARNED & TOTAL COURSE POINTS NA 95.10400
264 POINTS EARNED & TOTAL COURSE POINTS NA 90.65068
265 POINTS EARNED & TOTAL COURSE POINTS NA 92.46575
266 POINTS EARNED & TOTAL COURSE POINTS NA 83.20533
267 POINTS EARNED & TOTAL COURSE POINTS NA 90.51919
268 POINTS EARNED & TOTAL COURSE POINTS NA 82.39278
269 POINTS EARNED & TOTAL COURSE POINTS NA 86.29452
270 POINTS EARNED & TOTAL COURSE POINTS NA 93.59361
271 POINTS EARNED & TOTAL COURSE POINTS NA 76.87500
272 POINTS EARNED & TOTAL COURSE POINTS NA 92.37500
273 ATTEMPTED NA 93.83250
274 ATTEMPTED NA 81.89782
275 POINTS EARNED & TOTAL COURSE POINTS NA 71.59722
276 POINTS EARNED & TOTAL COURSE POINTS NA 75.64160
277 POINTS EARNED & TOTAL COURSE POINTS NA 90.74492
278 POINTS EARNED & TOTAL COURSE POINTS NA 96.29816
279 POINTS EARNED & TOTAL COURSE POINTS NA 73.51598
280 POINTS EARNED & TOTAL COURSE POINTS NA 76.97032
281 POINTS EARNED & TOTAL COURSE POINTS NA 86.60046
282 POINTS EARNED & TOTAL COURSE POINTS NA 94.30365
283 POINTS EARNED & TOTAL COURSE POINTS NA 91.42212
284 POINTS EARNED & TOTAL COURSE POINTS NA 73.45333
285 POINTS EARNED & TOTAL COURSE POINTS NA 77.43056
286 POINTS EARNED & TOTAL COURSE POINTS NA 70.73611
287 POINTS EARNED & TOTAL COURSE POINTS NA 71.83200
288 POINTS EARNED & TOTAL COURSE POINTS NA 81.12267
289 POINTS EARNED & TOTAL COURSE POINTS NA 79.39413
290 POINTS EARNED & TOTAL COURSE POINTS NA 81.74827
291 POINTS EARNED & TOTAL COURSE POINTS NA 94.92747
292 POINTS EARNED & TOTAL COURSE POINTS NA 88.88960
293 POINTS EARNED & TOTAL COURSE POINTS NA 78.86667
294 POINTS EARNED & TOTAL COURSE POINTS NA 91.09589
295 POINTS EARNED & TOTAL COURSE POINTS NA 82.33333
296 POINTS EARNED & TOTAL COURSE POINTS NA 73.88160
297 ATTEMPTED NA 77.55611
298 POINTS EARNED & TOTAL COURSE POINTS NA 89.61625
299 ATTEMPTED NA 89.12898
300 POINTS EARNED & TOTAL COURSE POINTS NA 88.52055
301 ATTEMPTED NA 74.90955
302 POINTS EARNED & TOTAL COURSE POINTS NA 91.91200
303 POINTS EARNED & TOTAL COURSE POINTS NA 79.84000
304 POINTS EARNED & TOTAL COURSE POINTS NA 88.48758
305 POINTS EARNED & TOTAL COURSE POINTS NA 92.70833
306 POINTS EARNED & TOTAL COURSE POINTS NA 76.13889
307 POINTS EARNED & TOTAL COURSE POINTS NA 99.75806
308 POINTS EARNED & TOTAL COURSE POINTS NA 97.37018
309 POINTS EARNED & TOTAL COURSE POINTS NA 90.00160
310 POINTS EARNED & TOTAL COURSE POINTS NA 82.15413
311 POINTS EARNED & TOTAL COURSE POINTS NA 96.18037
312 POINTS EARNED & TOTAL COURSE POINTS NA 81.60271
313 POINTS EARNED & TOTAL COURSE POINTS NA 70.21776
314 POINTS EARNED & TOTAL COURSE POINTS NA 96.26344
315 POINTS EARNED & TOTAL COURSE POINTS NA 84.95360
316 POINTS EARNED & TOTAL COURSE POINTS NA 84.02240
317 POINTS EARNED & TOTAL COURSE POINTS NA 85.38356
318 POINTS EARNED & TOTAL COURSE POINTS NA 90.22831
319 POINTS EARNED & TOTAL COURSE POINTS NA 81.83093
320 POINTS EARNED & TOTAL COURSE POINTS NA 95.13889
321 POINTS EARNED & TOTAL COURSE POINTS NA 70.54176
322 POINTS EARNED & TOTAL COURSE POINTS NA 92.90323
323 POINTS EARNED & TOTAL COURSE POINTS NA 78.54946
324 POINTS EARNED & TOTAL COURSE POINTS NA 81.52778
325 POINTS EARNED & TOTAL COURSE POINTS NA 84.98933
326 ATTEMPTED NA 73.48744
327 POINTS EARNED & TOTAL COURSE POINTS NA 92.88240
328 POINTS EARNED & TOTAL COURSE POINTS NA 87.29280
329 ATTEMPTED NA 96.46231
330 POINTS EARNED & TOTAL COURSE POINTS NA 93.95833
331 POINTS EARNED & TOTAL COURSE POINTS NA 82.61173
332 POINTS EARNED & TOTAL COURSE POINTS NA 91.64786
333 POINTS EARNED & TOTAL COURSE POINTS NA 86.76717
334 POINTS EARNED & TOTAL COURSE POINTS NA 75.16930
335 POINTS EARNED & TOTAL COURSE POINTS NA 93.37900
336 POINTS EARNED & TOTAL COURSE POINTS NA 93.48065
337 POINTS EARNED & TOTAL COURSE POINTS NA 91.85280
338 POINTS EARNED & TOTAL COURSE POINTS NA 84.64612
339 POINTS EARNED & TOTAL COURSE POINTS NA 91.90860
340 POINTS EARNED & TOTAL COURSE POINTS NA 93.88889
341 POINTS EARNED & TOTAL COURSE POINTS NA 96.59722
342 POINTS EARNED & TOTAL COURSE POINTS NA 98.19444
343 POINTS EARNED & TOTAL COURSE POINTS NA 98.05556
344 POINTS EARNED & TOTAL COURSE POINTS NA 94.23611
345 POINTS EARNED & TOTAL COURSE POINTS NA 92.91667
346 POINTS EARNED & TOTAL COURSE POINTS NA 94.16667
347 POINTS EARNED & TOTAL COURSE POINTS NA 98.61111
348 POINTS EARNED & TOTAL COURSE POINTS NA 98.19444
349 POINTS EARNED & TOTAL COURSE POINTS NA 92.84722
350 POINTS EARNED & TOTAL COURSE POINTS NA 93.67946
351 POINTS EARNED & TOTAL COURSE POINTS NA 85.89165
352 POINTS EARNED & TOTAL COURSE POINTS NA 95.03386
353 POINTS EARNED & TOTAL COURSE POINTS NA 90.97065
354 POINTS EARNED & TOTAL COURSE POINTS NA 90.44444
355 POINTS EARNED & TOTAL COURSE POINTS NA 87.09380
356 POINTS EARNED & TOTAL COURSE POINTS NA 96.94444
357 POINTS EARNED & TOTAL COURSE POINTS NA 90.29345
358 POINTS EARNED & TOTAL COURSE POINTS NA 91.87359
359 POINTS EARNED & TOTAL COURSE POINTS NA 89.05192
360 POINTS EARNED & TOTAL COURSE POINTS NA 93.96985
361 POINTS EARNED & TOTAL COURSE POINTS NA 75.84650
362 POINTS EARNED & TOTAL COURSE POINTS NA 94.13093
363 POINTS EARNED & TOTAL COURSE POINTS NA 93.67946
364 POINTS EARNED & TOTAL COURSE POINTS NA 85.10158
365 POINTS EARNED & TOTAL COURSE POINTS NA 92.09932
366 POINTS EARNED & TOTAL COURSE POINTS NA 83.18284
367 POINTS EARNED & TOTAL COURSE POINTS NA 83.74718
368 POINTS EARNED & TOTAL COURSE POINTS NA 85.34080
369 POINTS EARNED & TOTAL COURSE POINTS NA 83.24288
370 POINTS EARNED & TOTAL COURSE POINTS NA 84.79564
371 POINTS EARNED & TOTAL COURSE POINTS NA 75.16930
372 POINTS EARNED & TOTAL COURSE POINTS NA 75.99497
373 POINTS EARNED & TOTAL COURSE POINTS NA 81.50754
374 POINTS EARNED & TOTAL COURSE POINTS NA 73.13770
375 POINTS EARNED & TOTAL COURSE POINTS NA 96.79732
376 POINTS EARNED & TOTAL COURSE POINTS NA 87.30240
377 POINTS EARNED & TOTAL COURSE POINTS NA 96.38826
378 POINTS EARNED & TOTAL COURSE POINTS NA 70.41493
379 POINTS EARNED & TOTAL COURSE POINTS NA 73.66080
380 POINTS EARNED & TOTAL COURSE POINTS NA 95.41667
381 POINTS EARNED & TOTAL COURSE POINTS NA 95.03386
382 POINTS EARNED & TOTAL COURSE POINTS NA 95.62080
383 POINTS EARNED & TOTAL COURSE POINTS NA 71.52000
384 POINTS EARNED & TOTAL COURSE POINTS NA 76.74944
385 POINTS EARNED & TOTAL COURSE POINTS NA 94.42080
386 POINTS EARNED & TOTAL COURSE POINTS NA 92.09932
387 POINTS EARNED & TOTAL COURSE POINTS NA 90.55556
388 POINTS EARNED & TOTAL COURSE POINTS NA 91.33760
389 POINTS EARNED & TOTAL COURSE POINTS NA 91.87359
390 POINTS EARNED & TOTAL COURSE POINTS NA 92.28978
391 POINTS EARNED & TOTAL COURSE POINTS NA 93.43049
392 POINTS EARNED & TOTAL COURSE POINTS NA 76.63040
393 POINTS EARNED & TOTAL COURSE POINTS NA 72.30080
394 POINTS EARNED & TOTAL COURSE POINTS NA 90.55556
395 POINTS EARNED & TOTAL COURSE POINTS NA 84.44747
396 POINTS EARNED & TOTAL COURSE POINTS NA 72.88800
397 POINTS EARNED & TOTAL COURSE POINTS NA 95.48533
398 POINTS EARNED & TOTAL COURSE POINTS NA 87.12730
399 POINTS EARNED & TOTAL COURSE POINTS NA 76.57493
400 POINTS EARNED & TOTAL COURSE POINTS NA 82.29947
401 POINTS EARNED & TOTAL COURSE POINTS NA 88.57754
402 POINTS EARNED & TOTAL COURSE POINTS NA 94.58239
403 POINTS EARNED & TOTAL COURSE POINTS NA 95.93679
404 POINTS EARNED & TOTAL COURSE POINTS NA 91.96817
405 POINTS EARNED & TOTAL COURSE POINTS NA 75.50790
406 POINTS EARNED & TOTAL COURSE POINTS NA 74.18747
407 POINTS EARNED & TOTAL COURSE POINTS NA 86.53493
408 POINTS EARNED & TOTAL COURSE POINTS NA 94.63883
409 POINTS EARNED & TOTAL COURSE POINTS NA 80.97822
410 POINTS EARNED & TOTAL COURSE POINTS NA 89.61625
411 POINTS EARNED & TOTAL COURSE POINTS NA 90.74492
412 POINTS EARNED & TOTAL COURSE POINTS NA 85.44018
413 POINTS EARNED & TOTAL COURSE POINTS NA 82.39278
414 POINTS EARNED & TOTAL COURSE POINTS NA 74.47917
415 OutcomeDefinition.Total.title NA 70.85327
416 POINTS EARNED & TOTAL COURSE POINTS NA 81.28643
417 POINTS EARNED & TOTAL COURSE POINTS NA 89.72912
418 POINTS EARNED & TOTAL COURSE POINTS NA 90.85779
419 POINTS EARNED & TOTAL COURSE POINTS NA 88.48758
420 POINTS EARNED & TOTAL COURSE POINTS NA 91.06400
421 POINTS EARNED & TOTAL COURSE POINTS NA 81.03837
422 POINTS EARNED & TOTAL COURSE POINTS NA 80.27303
423 POINTS EARNED & TOTAL COURSE POINTS NA 77.15243
424 POINTS EARNED & TOTAL COURSE POINTS NA 72.41374
425 POINTS EARNED & TOTAL COURSE POINTS NA 93.45372
426 POINTS EARNED & TOTAL COURSE POINTS NA 82.66834
427 POINTS EARNED & TOTAL COURSE POINTS NA 91.13903
428 POINTS EARNED & TOTAL COURSE POINTS NA 93.75000
429 POINTS EARNED & TOTAL COURSE POINTS NA 88.40800
430 POINTS EARNED & TOTAL COURSE POINTS NA 92.55079
431 POINTS EARNED & TOTAL COURSE POINTS NA 85.42773
432 POINTS EARNED & TOTAL COURSE POINTS NA 85.11893
433 POINTS EARNED & TOTAL COURSE POINTS NA 90.62500
434 POINTS EARNED & TOTAL COURSE POINTS NA 81.14827
435 POINTS EARNED & TOTAL COURSE POINTS NA 91.81818
436 POINTS EARNED & TOTAL COURSE POINTS NA 86.80747
437 POINTS EARNED & TOTAL COURSE POINTS NA 84.56944
438 POINTS EARNED & TOTAL COURSE POINTS NA 84.23953
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 10 NA M 5 5 3 5 5 5 4 5 5 5
7 10 10.0000 F 3 3 3 3 3 4 3 3 3 3
8 443 425.0000 F 4 3 3 4 4 3 3 4 2 5
9 12 12.0000 M NA NA NA NA NA NA NA NA NA NA
10 10 6.0000 M 4 5 3 5 5 5 5 4 5 4
11 5 5.0000 F 3 3 3 3 4 3 3 3 2 4
12 30 21.0000 F 4 2 2 4 4 4 4 4 2 4
13 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
14 5 3.0000 F 4 3 3 4 4 3 3 4 2 3
15 30 NA F 3 2 4 4 5 3 4 5 3 3
16 10 8.0000 F 3 4 3 5 4 4 4 3 3 3
17 30 27.0000 F NA NA NA NA NA NA NA NA NA NA
18 443 323.0000 F 4 2 3 5 5 4 3 5 3 4
19 5 NA F 3 2 2 4 4 4 3 4 4 3
20 15 11.0000 F 5 5 5 NA 5 5 5 5 4 5
21 10 7.5000 F 4 4 2 4 4 4 4 4 4 4
22 5 4.0500 F 5 4 5 5 5 5 5 5 5 5
23 10 9.0000 M 4 3 3 4 4 4 4 4 3 4
24 465 425.0000 M NA NA NA NA NA NA NA NA NA NA
25 30 19.5000 F 5 3 3 5 4 3 4 5 3 5
26 30 19.0000 M 5 3 4 4 4 3 4 4 4 3
27 10 10.0000 M 3 4 2 4 3 3 4 3 1 4
28 10 7.0000 F 4 3 3 5 3 3 2 4 1 5
29 10 NA F 4 3 2 4 3 3 2 3 1 2
30 5 5.0000 F 4 3 3 4 4 4 3 4 4 4
31 10 10.0000 M 5 4 4 5 5 4 5 5 5 5
32 244 220.0000 F NA NA NA NA NA NA NA NA NA NA
33 273 232.0000 M NA NA NA NA NA NA NA NA NA NA
34 10 10.0000 M 4 4 3 4 4 4 4 4 3 4
35 24 24.0000 F 4 3 2 4 4 4 4 4 3 4
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310 1315.2500 21.9208333 -0.3575843572 5.000000 3.000000 3.333333
311 3868.5332 64.4755533 1.5268543110 NA NA NA
312 906.8832 15.1147200 -0.6589775551 4.800000 4.000000 4.333333
313 1479.8998 24.6649967 -0.2360653460 4.600000 3.500000 3.333333
314 1311.9998 21.8666633 -0.3599831521 3.700000 3.000000 3.500000
315 3134.9666 52.2494433 0.9854489288 4.500000 4.250000 4.166667
316 686.2998 11.4383300 -0.8217780970 4.200000 3.000000 3.000000
317 1182.9332 19.7155533 -0.4552401497 4.400000 4.500000 3.333333
318 1192.1837 19.8697283 -0.4484128617 4.800000 4.500000 4.333333
319 2999.7500 49.9958333 0.8856529525 4.100000 3.500000 3.166667
320 2219.9160 36.9986000 0.3101001332 5.000000 4.000000 3.666667
321 608.0833 10.1347217 -0.8795054173 4.700000 4.250000 3.833333
322 616.3672 10.2727867 -0.8733915238 NA NA NA
323 583.1167 9.7186117 -0.8979318991 4.600000 3.000000 4.000000
324 1510.7002 25.1783367 -0.2133332555 4.000000 4.000000 4.000000
325 1857.8168 30.9636133 0.0428545201 5.000000 4.000000 4.333333
326 3797.3334 63.2888900 1.4743056331 4.000000 3.000000 4.000000
327 2763.0331 46.0505517 0.7109451568 5.000000 4.500000 4.666667
328 4315.8839 71.9313983 1.8570193930 5.000000 3.500000 4.000000
329 1651.5005 27.5250083 -0.1094162557 4.500000 3.500000 4.166667
330 377.7002 6.2950033 -1.0495385817 3.400000 3.000000 4.333333
331 1182.9667 19.7161117 -0.4552154252 5.000000 5.000000 4.000000
332 3429.0336 57.1505600 1.2024836963 4.000000 3.500000 4.000000
333 758.3668 12.6394467 -0.7685893862 4.200000 4.000000 4.333333
334 918.1832 15.3030533 -0.6506376432 4.000000 3.000000 3.333333
335 1792.1003 29.8683383 -0.0056472340 4.800000 4.000000 3.333333
336 3214.3998 53.5733300 1.0440742288 4.700000 3.250000 4.000000
337 6162.1998 102.7033300 3.2196841674 4.400000 3.000000 3.333333
338 1101.8330 18.3638833 -0.5150957712 4.700000 4.250000 4.333333
339 295.5494 4.9258233 -1.1101695936 3.200000 2.500000 2.333333
340 2700.6668 45.0111133 0.6649160021 3.750000 2.000000 3.000000
341 2058.4167 34.3069450 0.1909063337 3.600000 3.500000 4.000000
342 1901.9166 31.6986100 0.0754021702 4.200000 3.000000 4.000000
343 898.0000 14.9666667 -0.6655337591 4.200000 3.500000 4.333333
344 1691.5998 28.1933300 -0.0798211558 3.600000 3.250000 3.000000
345 2199.3000 36.6550000 0.2948845912 4.750000 3.500000 3.666667
346 1020.5828 17.0097133 -0.5750620996 4.600000 3.500000 3.333333
347 1272.7001 21.2116683 -0.3889881110 4.000000 4.000000 2.666667
348 5373.3502 89.5558367 2.6374774268 5.000000 5.000000 4.333333
349 1711.0164 28.5169400 -0.0654908254 2.000000 2.500000 1.333333
350 2469.4006 41.1566767 0.4942310699 3.400000 3.000000 3.666667
351 706.2332 11.7705533 -0.8070663448 4.400000 3.750000 4.333333
352 2598.5669 43.3094483 0.5895616507 4.100000 2.750000 3.666667
353 1835.5833 30.5930550 0.0264451899 4.600000 3.500000 3.666667
354 2321.7998 38.6966633 0.3852949930 3.600000 3.500000 4.000000
355 2276.3169 37.9386150 0.3517265524 3.600000 2.750000 3.000000
356 4552.0833 75.8680550 2.0313452503 4.000000 3.500000 3.666667
357 1175.8330 19.5972167 -0.4604804190 4.400000 3.500000 3.666667
358 3058.6498 50.9774967 0.9291236731 NA NA NA
359 3135.3167 52.2552783 0.9857073184 5.000000 4.500000 4.666667
360 4214.7332 70.2455533 1.7823655942 3.200000 3.500000 2.833333
361 1272.7337 21.2122283 -0.3889633127 4.200000 4.000000 4.500000
362 940.3001 15.6716683 -0.6343143691 4.400000 4.333333 4.222222
363 1434.3999 23.9066650 -0.2696463334 3.200000 2.500000 3.000000
364 2111.7837 35.1963950 0.2302935972 4.200000 3.500000 4.000000
365 177.7168 2.9619467 -1.1971353903 4.500000 4.250000 4.000000
366 1665.1169 27.7519483 -0.0993667357 4.866667 3.833333 4.000000
367 1095.1999 18.2533317 -0.5199912995 4.000000 4.000000 3.333333
368 2856.6166 47.6102767 0.7800140192 4.900000 4.250000 4.666667
369 2287.2334 38.1205567 0.3597834239 4.400000 3.500000 4.500000
370 1697.5829 28.2930483 -0.0754053569 4.700000 3.750000 4.833333
371 791.0503 13.1841717 -0.7444674826 3.600000 3.000000 3.000000
372 1428.0167 23.8002783 -0.2743574242 5.000000 3.500000 4.333333
373 3140.7669 52.3461150 0.9897298129 5.000000 4.000000 5.000000
374 1705.1165 28.4186083 -0.0698452188 3.500000 3.000000 3.000000
375 8870.8833 147.8480550 5.2188152968 4.888889 4.000000 4.166667
376 4438.7165 73.9786083 1.9476754163 4.300000 4.333333 4.000000
377 2414.5498 40.2424967 0.4537486947 3.500000 3.250000 4.000000
378 764.1668 12.7361133 -0.7643087235 3.750000 3.666667 3.000000
379 1904.1662 31.7361033 0.0770624769 2.200000 2.500000 1.333333
380 2415.2493 40.2541550 0.4542649574 5.000000 4.000000 4.000000
381 2182.8836 36.3813933 0.2827685444 4.200000 4.000000 3.666667
382 2999.9832 49.9997200 0.8858250647 3.600000 3.000000 3.333333
383 2773.6164 46.2269400 0.7187561116 3.900000 3.750000 3.166667
384 2977.4502 49.6241700 0.8691946899 4.000000 3.500000 3.333333
385 4154.4333 69.2405550 1.7378615363 NA NA NA
386 1113.2168 18.5536133 -0.5066940111 5.000000 5.000000 3.666667
387 609.7999 10.1633317 -0.8782384887 4.625000 4.000000 4.000000
388 2689.4502 44.8241700 0.6566376432 4.400000 3.500000 4.000000
389 1613.3166 26.8886100 -0.1375977037 4.133333 3.666667 3.555556
390 3368.0167 56.1336117 1.1574504600 3.000000 3.000000 3.333333
391 224.7166 3.7452767 -1.1624474088 4.600000 4.500000 4.000000
392 1089.9667 18.1661117 -0.5238536382 4.600000 4.250000 4.500000
393 4284.4003 71.4066717 1.8337830700 3.200000 2.500000 3.000000
394 2201.5503 36.6925050 0.2965454146 4.100000 3.500000 2.833333
395 2915.5167 48.5919450 0.8234849612 4.466667 3.333333 4.111111
396 4013.3999 66.8899983 1.6337724982 4.800000 3.000000 3.333333
397 1903.0337 31.7172283 0.0762266406 NA NA NA
398 2111.0837 35.1847283 0.2297769655 3.900000 3.000000 2.666667
399 4466.3670 74.4394500 1.9680827379 5.000000 4.000000 4.666667
400 644.2667 10.7377783 -0.8528004289 3.400000 2.500000 2.666667
401 4034.7502 67.2458367 1.6495299868 3.600000 3.250000 2.666667
402 1823.8667 30.3977783 0.0177978083 3.600000 4.333333 3.666667
403 3122.9167 52.0486117 0.9765555567 4.400000 3.750000 4.166667
404 3003.6162 50.0602700 0.8885063833 4.000000 4.500000 4.000000
405 1133.2169 18.8869483 -0.4919330313 5.000000 3.500000 4.000000
406 2670.7669 44.5127817 0.6428485214 3.400000 3.000000 3.000000
407 1937.4333 32.2905550 0.1016151038 4.800000 3.500000 3.333333
408 1636.5333 27.2755550 -0.1204627273 4.800000 3.500000 3.333333
409 960.2998 16.0049967 -0.6195536845 5.000000 3.000000 4.333333
410 1276.7667 21.2794450 -0.3859867760 4.600000 4.000000 4.000000
411 2111.8333 35.1972217 0.2303302043 4.200000 4.500000 4.333333
412 873.6171 14.5602850 -0.6835294439 3.600000 4.500000 3.000000
413 870.3836 14.5063933 -0.6859159134 4.866667 4.166667 4.333333
414 2363.2667 39.3877783 0.4158994437 NA NA NA
415 1665.1665 27.7527750 -0.0993301286 3.800000 3.500000 4.333333
416 1320.5499 22.0091650 -0.3536727909 3.400000 3.500000 2.000000
417 2047.7501 34.1291683 0.1830338997 4.000000 3.500000 4.000000
418 1548.7666 25.8127767 -0.1852385279 4.500000 4.250000 4.500000
419 1268.1002 21.1350033 -0.3923830456 3.000000 3.000000 3.000000
420 1747.1669 29.1194483 -0.0388101187 NA NA NA
421 914.8667 15.2477783 -0.6530853704 NA NA NA
422 2449.6827 40.8280450 0.4796783664 5.000000 4.500000 4.333333
423 2626.9001 43.7816683 0.6104728358 4.400000 4.000000 4.000000
424 943.0669 15.7177817 -0.6322723453 3.800000 4.000000 3.333333
425 2427.9167 40.4652783 0.4636140724 4.250000 4.000000 3.333333
426 1858.3502 30.9725033 0.0432481934 4.000000 3.000000 3.000000
427 3967.3171 66.1219517 1.5997613042 4.000000 3.000000 2.666667
428 2446.3169 40.7719483 0.4771942536 NA NA NA
429 1073.9500 17.8991667 -0.5356746884 NA NA NA
430 1670.9500 27.8491667 -0.0950616436 4.600000 3.500000 3.833333
431 2521.2334 42.0205567 0.5324860244 NA NA NA
432 2563.3833 42.7230550 0.5635945600 4.300000 4.500000 3.500000
433 1841.7836 30.6963933 0.0310212921 4.000000 3.000000 4.000000
434 244.3835 4.0730583 -1.1479323457 NA NA NA
435 2264.4834 37.7413900 0.3429928933 4.222222 3.000000 3.500000
436 2676.7501 44.6125017 0.6472643941 4.000000 3.500000 4.666667
437 817.4501 13.6241683 -0.7249832343 3.800000 3.500000 4.000000
438 1638.4500 27.3075000 -0.1190481159 4.400000 3.000000 5.000000Your Turn:
In the next code chunk, change the cut-off from 70% to some other value-larger or smaller (maybe much larger or smaller) - feel free to play around with the code a bit!
What happens when you change the cut-off from 70 to something else?
- Your response here
Arrange
The last function we’ll use for preparing tables in arrange. We’ll again use the pipe operator to combine this with arrange() function we used already -select(). We do this so we can view only time spent and final grades.
sci_data|>
select(FinalGradeCEMS,TimeSpent)|>
arrange(FinalGradeCEMS) FinalGradeCEMS TimeSpent
1 0.0000000 13.9333
2 0.5347594 306.2668
3 0.9029345 88.5167
4 1.8006700 44.7332
5 2.9313233 57.6666
6 3.0107527 571.2834
7 3.0555556 0.7000
8 3.4338358 245.2834
9 5.0400000 202.2832
10 5.2000000 11.0333
11 5.6989247 10.1498
12 6.3360000 769.2331
13 6.6935484 181.5999
14 6.7473118 206.2335
15 7.2031963 811.4334
16 7.5806452 297.5167
17 7.8800000 68.1167
18 8.0402010 546.4335
19 10.6608000 258.3500
20 11.0277778 112.5167
21 11.1529680 700.9668
22 12.3529412 470.8000
23 13.0284757 529.2335
24 14.4469526 408.4000
25 14.5408000 322.9502
26 15.0684932 1449.7001
27 15.4166667 262.1667
28 15.9095477 580.3167
29 17.2227806 594.6165
30 19.8400000 67.5167
31 21.8961625 524.7165
32 22.6800670 48.0332
33 22.9731993 1591.2504
34 23.1376975 208.6664
35 25.5928000 893.1332
36 26.8055556 642.0504
37 28.4800000 540.5001
38 29.6533328 584.9166
39 32.5913242 1070.2167
40 32.7001675 1734.6833
41 33.2800000 1558.5331
42 35.0608000 406.0001
43 35.6920000 1351.9003
44 35.7453936 1233.3832
45 35.8320000 1272.2331
46 36.3440860 222.9831
47 36.5741935 1329.3997
48 36.7945824 193.0498
49 39.4103853 1929.4000
50 40.2389328 1270.0997
51 40.4533328 1419.8000
52 40.9706546 955.3000
53 42.0993228 1232.8665
54 42.4154104 451.8001
55 42.6940639 379.1335
56 45.4000000 855.3833
57 45.5981941 871.2833
58 45.7666667 1391.0673
59 46.0720000 2297.2332
60 47.0544000 657.1668
61 49.0867580 874.0172
62 49.1301370 2393.4669
63 49.3150685 191.3834
64 51.0921273 1191.3836
65 52.1712000 95.3000
66 52.3702032 849.6835
67 52.5504000 1776.5166
68 52.5959368 1250.7833
69 54.1582888 71.0166
70 54.5352381 1811.9338
71 55.0228311 1330.8502
72 55.7755444 1242.6000
73 56.9681742 4112.7673
74 56.9949749 1588.5500
75 57.2495812 26.9168
76 58.5347222 1190.5998
77 59.5936795 510.8667
78 59.8197328 1746.9667
79 60.2739726 486.6500
80 60.4020101 2457.1828
81 60.9642672 1334.7001
82 61.0418760 3475.8000
83 61.1738149 857.6167
84 61.2283105 2193.1170
85 61.3172043 1132.1503
86 61.6252822 310.9335
87 61.8510158 948.1999
88 62.2083333 377.3498
89 62.5486111 759.3335
90 62.7328767 1378.9840
91 63.1457286 1540.1833
92 63.8515982 3890.0000
93 63.9832496 1290.4502
94 64.2354839 1803.8334
95 64.3835616 756.0998
96 64.7602740 1966.0169
97 64.7822446 1581.0831
98 64.8128000 1969.5003
99 64.9885845 565.7832
100 65.0368509 2015.5833
101 65.1780822 2544.3666
102 65.3538813 792.6166
103 65.5639269 1284.8333
104 65.8425461 1180.2664
105 65.9817352 1451.8836
106 65.9817352 946.7998
107 66.0379464 1753.5833
108 66.6901173 3343.3333
109 66.7336683 821.9161
110 66.7525328 3789.3996
111 66.9300226 981.7835
112 67.4930556 125.0666
113 67.6608000 1727.2666
114 67.7200903 816.7002
115 67.9178082 152.7499
116 67.9248000 3542.5501
117 67.9566210 1103.0832
118 68.0342466 2313.5495
119 68.0555556 532.7998
120 68.1507538 2399.5166
121 68.1715576 1038.0003
122 68.2579564 1202.6335
123 68.2648402 1376.4830
124 68.4405360 1886.3334
125 68.6230248 766.5663
126 68.6552511 1219.4837
127 68.6629328 3715.9002
128 68.8487585 1122.5334
129 68.9380235 444.5000
130 69.6347032 3934.8498
131 69.6388262 885.9167
132 69.6682672 3547.0667
133 69.8040201 2231.3667
134 69.8808000 2288.5835
135 69.9774266 1722.1833
136 70.2177554 1479.8998
137 70.4149328 764.1668
138 70.5417607 608.0833
139 70.6074672 535.8334
140 70.6210046 2497.1666
141 70.7361111 231.7502
142 70.8532731 1665.1665
143 71.0045662 1075.0999
144 71.2511415 1978.0169
145 71.5200000 2773.6164
146 71.5972222 2046.9998
147 71.6544000 2258.9165
148 71.6708333 1014.5665
149 71.6757328 2130.6666
150 71.7376000 2127.0664
151 71.8090452 1800.2174
152 71.8320000 1886.5329
153 72.1461187 2575.4667
154 72.3008000 4284.4003
155 72.4137353 943.0669
156 72.8494624 142.7337
157 72.8880000 4013.3999
158 72.9119639 1374.9500
159 72.9920000 2040.7333
160 73.0787270 1377.5666
161 73.1038526 403.8000
162 73.1376975 1705.1165
163 73.1706672 1533.0996
164 73.2505643 1788.9003
165 73.4533328 2363.6832
166 73.4874372 3797.3334
167 73.5159817 1476.0832
168 73.6608000 1904.1662
169 73.7738693 1403.6834
170 73.7847222 2083.3167
171 73.8182796 919.5000
172 73.8816000 250.4331
173 74.1874672 2670.7669
174 74.4392000 3968.1668
175 74.4791667 2363.2667
176 74.9095477 3900.2504
177 75.0827957 63.6837
178 75.1118280 3954.2997
179 75.1296000 3050.0831
180 75.1693002 918.1832
181 75.1693002 791.0503
182 75.2831050 1598.3499
183 75.4611872 1907.6502
184 75.5079007 1133.2169
185 75.5392000 1551.3498
186 75.6416000 6009.3666
187 75.8465011 1272.7337
188 75.9949749 1428.0167
189 76.1040000 2591.6168
190 76.1388889 1639.4498
191 76.2043551 1995.5832
192 76.2946429 608.2501
193 76.3082192 1174.3499
194 76.5749312 4466.3670
195 76.5879397 762.5997
196 76.6304000 1089.9667
197 76.7494357 2977.4502
198 76.8750000 2432.7831
199 76.9703196 1145.5167
200 76.9751693 2193.0833
201 77.1524288 2626.9001
202 77.2789328 3514.5498
203 77.3104000 1471.8833
204 77.4305556 509.5167
205 77.5561139 1389.3161
206 77.6569892 615.2168
207 78.1250000 719.1165
208 78.3105023 3315.3331
209 78.5494624 583.1167
210 78.7671233 1605.0336
211 78.8666667 2252.5000
212 79.0971524 1632.4000
213 79.1122278 1581.7665
214 79.3941328 3544.8161
215 79.4520548 1425.9832
216 79.4991625 1822.5494
217 79.8400000 3785.2838
218 79.8506672 3109.0664
219 80.0656000 1872.0336
220 80.2730318 2449.6827
221 80.3652968 1294.8334
222 80.7344000 5305.4334
223 80.8375209 3755.1506
224 80.9782245 960.2998
225 81.0383747 1867.4169
226 81.0383747 914.8667
227 81.0653266 2600.1334
228 81.1226672 2300.6664
229 81.1482656 244.3835
230 81.2720000 2804.9832
231 81.2785388 3429.2834
232 81.2864322 1320.5499
233 81.4872000 2164.9001
234 81.5075377 3140.7669
235 81.5237328 3030.1667
236 81.5277778 1510.7002
237 81.6027088 906.8832
238 81.6224000 610.8334
239 81.7018425 1382.7001
240 81.7155756 1341.7002
241 81.7351598 1095.6001
242 81.7482672 2394.3497
243 81.8309328 2999.7500
244 81.8525963 1598.6166
245 81.8978225 2151.1498
246 81.9629328 2615.4998
247 81.9794521 2062.9500
248 82.0318258 3073.6162
249 82.1541328 1315.2500
250 82.2799097 3020.7167
251 82.2994652 644.2667
252 82.3333333 658.4165
253 82.3927765 2517.9500
254 82.3927765 870.3836
255 82.5520000 4199.4169
256 82.6117328 1182.9667
257 82.6683417 1858.3502
258 82.7021505 1525.0333
259 82.7152429 2211.5331
260 83.0699774 3022.5333
261 83.0699774 3382.9006
262 83.1264000 1304.1168
263 83.1666667 1076.5339
264 83.1712329 4323.8332
265 83.1828442 1665.1169
266 83.2053328 317.2168
267 83.2328767 3424.5662
268 83.2428811 2287.2334
269 83.3333333 1666.7332
270 83.4132420 801.2336
271 83.4472362 2420.5994
272 83.4938672 4239.5495
273 83.5525328 4614.4000
274 83.5845896 1980.6001
275 83.5882656 1321.8164
276 83.6240000 3101.5166
277 83.7471783 1627.3499
278 83.7471783 1095.1999
279 83.7899543 1647.2669
280 83.8149328 2668.1830
281 83.9602151 1006.3337
282 84.0000000 1481.8000
283 84.0224000 686.2998
284 84.2160000 2544.4002
285 84.2395325 1638.4500
286 84.4474672 2915.5167
287 84.5694444 817.4501
288 84.6461187 1101.8330
289 84.6501129 1210.0499
290 84.7956449 1697.5829
291 84.9212730 2137.7164
292 84.9536000 3134.9666
293 84.9887133 890.4333
294 84.9893328 1857.8168
295 85.1015801 2111.7837
296 85.1189328 2563.3833
297 85.3376000 128.6165
298 85.3408000 2856.6166
299 85.3835616 1182.9332
300 85.4277328 2521.2334
301 85.4401806 873.6171
302 85.4714656 7084.7003
303 85.6164384 1297.9167
304 85.6164384 2167.9669
305 85.6208000 2527.6997
306 85.7361111 328.5168
307 85.7936000 119.3169
308 85.8744292 1784.2506
309 85.8916479 706.2332
310 85.9093344 2143.1330
311 85.9305556 1349.9664
312 86.0730594 1156.1668
313 86.1648000 2362.1000
314 86.2076749 1283.4669
315 86.2720000 2087.0501
316 86.2945206 3780.5335
317 86.3013699 1564.6330
318 86.5205479 638.7338
319 86.5349328 1937.4333
320 86.6004566 1692.6164
321 86.6951424 3123.3502
322 86.7671692 758.3668
323 86.8074672 2676.7501
324 86.8912000 1209.8496
325 86.9863014 1464.4668
326 87.0936073 2356.4668
327 87.0938024 2276.3169
328 87.1273032 2111.0837
329 87.1331828 846.0835
330 87.1808000 1998.4998
331 87.1986301 1375.4834
332 87.2440860 3331.6169
333 87.2928000 4315.8839
334 87.3024000 4438.7165
335 87.4408000 3599.7168
336 87.5296804 1746.5501
337 87.5570776 3344.1504
338 87.6208000 2429.3997
339 87.6712329 362.8837
340 87.8103837 847.9663
341 88.0136986 1920.8168
342 88.3031826 2573.4502
343 88.3561644 782.5002
344 88.4080000 1073.9500
345 88.4875847 860.4335
346 88.4875847 1821.6838
347 88.4875847 1268.1002
348 88.5205479 1178.0834
349 88.5775401 4034.7502
350 88.5844749 1365.8501
351 88.7024000 6954.6997
352 88.7133183 2006.4003
353 88.7202680 1891.1999
354 88.7849462 516.7003
355 88.8896000 768.4833
356 88.9162479 2334.5502
357 89.0519187 2285.7836
358 89.0519187 3135.3167
359 89.1289782 2454.3332
360 89.4977169 1687.3165
361 89.5072000 7003.0005
362 89.6162528 1077.1836
363 89.6162528 1276.7667
364 89.7291196 2047.7501
365 89.7648402 2479.8167
366 89.8133328 3856.8672
367 89.8419865 1422.7335
368 89.8424658 787.2831
369 89.8611111 719.2833
370 89.9543379 4075.5504
371 90.0016000 4359.0996
372 90.0770519 1133.4667
373 90.0806452 1496.8001
374 90.1826484 2948.6174
375 90.1826484 1274.8167
376 90.2283105 1192.1837
377 90.2365591 2602.2333
378 90.2934537 1175.8330
379 90.4444444 2321.7998
380 90.5191874 945.4170
381 90.5555556 609.7999
382 90.5555556 2201.5503
383 90.5958904 2448.4838
384 90.6250000 1841.7836
385 90.6506849 2582.4167
386 90.7035176 4094.9995
387 90.7449210 2310.3333
388 90.7449210 2111.8333
389 90.7688442 4799.4830
390 90.8056951 3095.2494
391 90.8577878 1548.7666
392 90.8675799 3946.5666
393 90.8676717 1601.1335
394 90.9157328 473.0333
395 90.9463987 4538.4835
396 90.9597990 39.7504
397 90.9706546 1075.6163
398 90.9706546 1835.5833
399 90.9722222 1546.4166
400 91.0640000 1747.1669
401 91.0958904 1616.3337
402 91.0958904 2689.2001
403 91.1390285 3967.3171
404 91.1963883 444.4832
405 91.1963883 1024.7833
406 91.2016000 5298.8507
407 91.2928000 608.1834
408 91.3120000 1587.1833
409 91.3376000 2689.4502
410 91.4109589 2381.6998
411 91.4221219 1359.0330
412 91.4221219 1366.5835
413 91.4221219 1097.8003
414 91.5053763 6664.4499
415 91.5056433 501.1839
416 91.6478555 3429.0336
417 91.6549328 5532.4164
418 91.7808219 598.7830
419 91.8181818 2264.4834
420 91.8208000 3781.6498
421 91.8528000 6162.1998
422 91.8735892 1395.8998
423 91.8735892 3058.6498
424 91.8735892 1613.3166
425 91.9086021 295.5494
426 91.9120000 1550.4668
427 91.9681742 3003.6162
428 92.0351759 2337.4167
429 92.0993228 177.7168
430 92.0993228 1113.2168
431 92.1206030 2373.7169
432 92.1949328 1937.5168
433 92.2000000 4945.2164
434 92.2897822 3368.0167
435 92.3750000 2173.1333
436 92.4379232 763.1498
437 92.4657534 583.2498
438 92.4657534 2634.6832
439 92.4657534 2571.5334
440 92.5507901 1670.9500
441 92.6072235 1660.9829
442 92.6074672 2712.2340
443 92.6817420 3502.0004
444 92.6940639 3341.9499
445 92.6940639 1551.6665
446 92.7083333 1302.8501
447 92.8472222 1711.0164
448 92.8824000 2763.0331
449 92.9032258 616.3672
450 92.9166667 2199.3000
451 92.9223744 1559.9667
452 92.9223744 1448.9339
453 92.9430107 1855.9338
454 93.0022573 3031.3165
455 93.0022573 2269.1330
456 93.0625000 1231.8666
457 93.1715576 2673.3831
458 93.2279910 1918.6166
459 93.3494624 264.2002
460 93.3789954 2591.1496
461 93.3789954 2166.8999
462 93.3789954 1792.1003
463 93.4003350 2025.1672
464 93.4304858 224.7166
465 93.4537246 1555.1667
466 93.4537246 2427.9167
467 93.4773869 330.7998
468 93.4806452 3214.3998
469 93.5386672 1272.3172
470 93.5936073 2999.8498
471 93.6073059 956.1665
472 93.6180556 1276.5167
473 93.6400000 2938.4666
474 93.6794582 156.5829
475 93.6794582 1101.2833
476 93.6794582 2469.4006
477 93.6794582 1434.3999
478 93.7024000 4176.8337
479 93.7500000 2446.3169
480 93.7536000 2309.0334
481 93.7777778 898.2998
482 93.8172043 735.0999
483 93.8324958 6348.4492
484 93.8888889 2823.7501
485 93.8888889 2700.6668
486 93.9045226 2625.5164
487 93.9279732 6771.9673
488 93.9583333 377.7002
489 93.9698492 4214.7332
490 94.1248000 4438.8165
491 94.1309255 940.3001
492 94.1666667 1020.5828
493 94.2361111 1691.5998
494 94.2922374 1637.9504
495 94.3036530 1517.5835
496 94.4208000 4154.4333
497 94.4444444 793.9500
498 94.4656616 1856.6669
499 94.5045662 1988.8836
500 94.5795645 969.4666
501 94.5823928 1823.8667
502 94.6147404 3742.8836
503 94.6388262 1636.5333
504 94.6952596 1087.6003
505 94.7488585 846.5665
506 94.7916667 1863.5169
507 94.8261328 2269.8829
508 94.9274672 4264.2500
509 95.0083752 1092.3662
510 95.0208000 7067.1498
511 95.0338601 2598.5669
512 95.0338601 2182.8836
513 95.1040000 3067.4676
514 95.1388889 3255.3003
515 95.1388889 2219.9160
516 95.3392000 5037.3331
517 95.3767123 2101.9330
518 95.4166667 850.7329
519 95.4166667 2415.2493
520 95.4337900 1077.3504
521 95.4337900 1673.8004
522 95.4853273 3303.3832
523 95.4853273 1903.0337
524 95.4861111 1062.8665
525 95.6208000 2999.9832
526 95.6621005 1600.3334
527 95.8608000 2368.4997
528 95.8904110 2267.4000
529 95.9367946 3122.9167
530 95.9600000 1537.1834
531 95.9631491 2885.7832
532 96.1187215 1479.4166
533 96.1187215 1451.9169
534 96.1600000 6123.8832
535 96.1803653 3868.5332
536 96.2634409 1311.9998
537 96.2981575 1430.2170
538 96.3402778 674.3167
539 96.3470320 2822.5166
540 96.3470320 553.3835
541 96.3882619 2414.5498
542 96.4097222 1910.2338
543 96.4623116 1651.5005
544 96.5216000 433.3669
545 96.5972222 2058.4167
546 96.6050228 1871.1168
547 96.7973199 8870.8833
548 96.8036530 4046.6159
549 96.8036530 1461.8332
550 96.8036530 1388.1167
551 96.8055556 1120.3670
552 96.8144000 4140.4495
553 96.9444444 4552.0833
554 97.2602740 282.7834
555 97.3701842 6243.9003
556 97.5000000 768.6994
557 97.6388889 1289.1006
558 97.7222222 262.5502
559 97.7426637 2130.7497
560 97.7777778 1390.2167
561 98.0555556 968.3333
562 98.0555556 898.0000
563 98.1735160 1027.7002
564 98.1944444 1901.9166
565 98.1944444 5373.3502
566 98.6111111 1272.7001
567 98.6301370 1269.6667
568 98.6455982 1137.8334
569 99.0277778 1769.8667
570 99.0867580 879.1998
571 99.3299832 965.2994
572 99.7580645 2920.9838
573 100.0000000 2689.1334
574 NA 3.4501
575 NA NA
576 NA 3.9167
577 NA NA
578 NA 0.4500
579 NA 1.2168
580 NA 100.3334
581 NA 40.4334
582 NA NA
583 NA 0.5833
584 NA NA
585 NA 107.8999
586 NA 111.5834
587 NA 46.6833
588 NA 7.8831
589 NA 56.3166
590 NA 68.6333
591 NA NA
592 NA 364.5001
593 NA 60.6500
594 NA 48.4333
595 NA 24.6500
596 NA 123.1833
597 NA 58.1833
598 NA 151.7500
599 NA 160.4166
600 NA 546.8500
601 NA 237.3000
602 NA 47.0000
603 NA 163.6832Note that arrange works by sorting values in ascending order (from lowest to highest); you can change this by using the desc() function as an argument with.
#let's change the order from asc to desc
sci_data|>
select(FinalGradeCEMS,TimeSpent)|>
arrange(desc(FinalGradeCEMS)) FinalGradeCEMS TimeSpent
1 100.0000000 2689.1334
2 99.7580645 2920.9838
3 99.3299832 965.2994
4 99.0867580 879.1998
5 99.0277778 1769.8667
6 98.6455982 1137.8334
7 98.6301370 1269.6667
8 98.6111111 1272.7001
9 98.1944444 1901.9166
10 98.1944444 5373.3502
11 98.1735160 1027.7002
12 98.0555556 968.3333
13 98.0555556 898.0000
14 97.7777778 1390.2167
15 97.7426637 2130.7497
16 97.7222222 262.5502
17 97.6388889 1289.1006
18 97.5000000 768.6994
19 97.3701842 6243.9003
20 97.2602740 282.7834
21 96.9444444 4552.0833
22 96.8144000 4140.4495
23 96.8055556 1120.3670
24 96.8036530 4046.6159
25 96.8036530 1461.8332
26 96.8036530 1388.1167
27 96.7973199 8870.8833
28 96.6050228 1871.1168
29 96.5972222 2058.4167
30 96.5216000 433.3669
31 96.4623116 1651.5005
32 96.4097222 1910.2338
33 96.3882619 2414.5498
34 96.3470320 2822.5166
35 96.3470320 553.3835
36 96.3402778 674.3167
37 96.2981575 1430.2170
38 96.2634409 1311.9998
39 96.1803653 3868.5332
40 96.1600000 6123.8832
41 96.1187215 1479.4166
42 96.1187215 1451.9169
43 95.9631491 2885.7832
44 95.9600000 1537.1834
45 95.9367946 3122.9167
46 95.8904110 2267.4000
47 95.8608000 2368.4997
48 95.6621005 1600.3334
49 95.6208000 2999.9832
50 95.4861111 1062.8665
51 95.4853273 3303.3832
52 95.4853273 1903.0337
53 95.4337900 1077.3504
54 95.4337900 1673.8004
55 95.4166667 850.7329
56 95.4166667 2415.2493
57 95.3767123 2101.9330
58 95.3392000 5037.3331
59 95.1388889 3255.3003
60 95.1388889 2219.9160
61 95.1040000 3067.4676
62 95.0338601 2598.5669
63 95.0338601 2182.8836
64 95.0208000 7067.1498
65 95.0083752 1092.3662
66 94.9274672 4264.2500
67 94.8261328 2269.8829
68 94.7916667 1863.5169
69 94.7488585 846.5665
70 94.6952596 1087.6003
71 94.6388262 1636.5333
72 94.6147404 3742.8836
73 94.5823928 1823.8667
74 94.5795645 969.4666
75 94.5045662 1988.8836
76 94.4656616 1856.6669
77 94.4444444 793.9500
78 94.4208000 4154.4333
79 94.3036530 1517.5835
80 94.2922374 1637.9504
81 94.2361111 1691.5998
82 94.1666667 1020.5828
83 94.1309255 940.3001
84 94.1248000 4438.8165
85 93.9698492 4214.7332
86 93.9583333 377.7002
87 93.9279732 6771.9673
88 93.9045226 2625.5164
89 93.8888889 2823.7501
90 93.8888889 2700.6668
91 93.8324958 6348.4492
92 93.8172043 735.0999
93 93.7777778 898.2998
94 93.7536000 2309.0334
95 93.7500000 2446.3169
96 93.7024000 4176.8337
97 93.6794582 156.5829
98 93.6794582 1101.2833
99 93.6794582 2469.4006
100 93.6794582 1434.3999
101 93.6400000 2938.4666
102 93.6180556 1276.5167
103 93.6073059 956.1665
104 93.5936073 2999.8498
105 93.5386672 1272.3172
106 93.4806452 3214.3998
107 93.4773869 330.7998
108 93.4537246 1555.1667
109 93.4537246 2427.9167
110 93.4304858 224.7166
111 93.4003350 2025.1672
112 93.3789954 2591.1496
113 93.3789954 2166.8999
114 93.3789954 1792.1003
115 93.3494624 264.2002
116 93.2279910 1918.6166
117 93.1715576 2673.3831
118 93.0625000 1231.8666
119 93.0022573 3031.3165
120 93.0022573 2269.1330
121 92.9430107 1855.9338
122 92.9223744 1559.9667
123 92.9223744 1448.9339
124 92.9166667 2199.3000
125 92.9032258 616.3672
126 92.8824000 2763.0331
127 92.8472222 1711.0164
128 92.7083333 1302.8501
129 92.6940639 3341.9499
130 92.6940639 1551.6665
131 92.6817420 3502.0004
132 92.6074672 2712.2340
133 92.6072235 1660.9829
134 92.5507901 1670.9500
135 92.4657534 583.2498
136 92.4657534 2634.6832
137 92.4657534 2571.5334
138 92.4379232 763.1498
139 92.3750000 2173.1333
140 92.2897822 3368.0167
141 92.2000000 4945.2164
142 92.1949328 1937.5168
143 92.1206030 2373.7169
144 92.0993228 177.7168
145 92.0993228 1113.2168
146 92.0351759 2337.4167
147 91.9681742 3003.6162
148 91.9120000 1550.4668
149 91.9086021 295.5494
150 91.8735892 1395.8998
151 91.8735892 3058.6498
152 91.8735892 1613.3166
153 91.8528000 6162.1998
154 91.8208000 3781.6498
155 91.8181818 2264.4834
156 91.7808219 598.7830
157 91.6549328 5532.4164
158 91.6478555 3429.0336
159 91.5056433 501.1839
160 91.5053763 6664.4499
161 91.4221219 1359.0330
162 91.4221219 1366.5835
163 91.4221219 1097.8003
164 91.4109589 2381.6998
165 91.3376000 2689.4502
166 91.3120000 1587.1833
167 91.2928000 608.1834
168 91.2016000 5298.8507
169 91.1963883 444.4832
170 91.1963883 1024.7833
171 91.1390285 3967.3171
172 91.0958904 1616.3337
173 91.0958904 2689.2001
174 91.0640000 1747.1669
175 90.9722222 1546.4166
176 90.9706546 1075.6163
177 90.9706546 1835.5833
178 90.9597990 39.7504
179 90.9463987 4538.4835
180 90.9157328 473.0333
181 90.8676717 1601.1335
182 90.8675799 3946.5666
183 90.8577878 1548.7666
184 90.8056951 3095.2494
185 90.7688442 4799.4830
186 90.7449210 2310.3333
187 90.7449210 2111.8333
188 90.7035176 4094.9995
189 90.6506849 2582.4167
190 90.6250000 1841.7836
191 90.5958904 2448.4838
192 90.5555556 609.7999
193 90.5555556 2201.5503
194 90.5191874 945.4170
195 90.4444444 2321.7998
196 90.2934537 1175.8330
197 90.2365591 2602.2333
198 90.2283105 1192.1837
199 90.1826484 2948.6174
200 90.1826484 1274.8167
201 90.0806452 1496.8001
202 90.0770519 1133.4667
203 90.0016000 4359.0996
204 89.9543379 4075.5504
205 89.8611111 719.2833
206 89.8424658 787.2831
207 89.8419865 1422.7335
208 89.8133328 3856.8672
209 89.7648402 2479.8167
210 89.7291196 2047.7501
211 89.6162528 1077.1836
212 89.6162528 1276.7667
213 89.5072000 7003.0005
214 89.4977169 1687.3165
215 89.1289782 2454.3332
216 89.0519187 2285.7836
217 89.0519187 3135.3167
218 88.9162479 2334.5502
219 88.8896000 768.4833
220 88.7849462 516.7003
221 88.7202680 1891.1999
222 88.7133183 2006.4003
223 88.7024000 6954.6997
224 88.5844749 1365.8501
225 88.5775401 4034.7502
226 88.5205479 1178.0834
227 88.4875847 860.4335
228 88.4875847 1821.6838
229 88.4875847 1268.1002
230 88.4080000 1073.9500
231 88.3561644 782.5002
232 88.3031826 2573.4502
233 88.0136986 1920.8168
234 87.8103837 847.9663
235 87.6712329 362.8837
236 87.6208000 2429.3997
237 87.5570776 3344.1504
238 87.5296804 1746.5501
239 87.4408000 3599.7168
240 87.3024000 4438.7165
241 87.2928000 4315.8839
242 87.2440860 3331.6169
243 87.1986301 1375.4834
244 87.1808000 1998.4998
245 87.1331828 846.0835
246 87.1273032 2111.0837
247 87.0938024 2276.3169
248 87.0936073 2356.4668
249 86.9863014 1464.4668
250 86.8912000 1209.8496
251 86.8074672 2676.7501
252 86.7671692 758.3668
253 86.6951424 3123.3502
254 86.6004566 1692.6164
255 86.5349328 1937.4333
256 86.5205479 638.7338
257 86.3013699 1564.6330
258 86.2945206 3780.5335
259 86.2720000 2087.0501
260 86.2076749 1283.4669
261 86.1648000 2362.1000
262 86.0730594 1156.1668
263 85.9305556 1349.9664
264 85.9093344 2143.1330
265 85.8916479 706.2332
266 85.8744292 1784.2506
267 85.7936000 119.3169
268 85.7361111 328.5168
269 85.6208000 2527.6997
270 85.6164384 1297.9167
271 85.6164384 2167.9669
272 85.4714656 7084.7003
273 85.4401806 873.6171
274 85.4277328 2521.2334
275 85.3835616 1182.9332
276 85.3408000 2856.6166
277 85.3376000 128.6165
278 85.1189328 2563.3833
279 85.1015801 2111.7837
280 84.9893328 1857.8168
281 84.9887133 890.4333
282 84.9536000 3134.9666
283 84.9212730 2137.7164
284 84.7956449 1697.5829
285 84.6501129 1210.0499
286 84.6461187 1101.8330
287 84.5694444 817.4501
288 84.4474672 2915.5167
289 84.2395325 1638.4500
290 84.2160000 2544.4002
291 84.0224000 686.2998
292 84.0000000 1481.8000
293 83.9602151 1006.3337
294 83.8149328 2668.1830
295 83.7899543 1647.2669
296 83.7471783 1627.3499
297 83.7471783 1095.1999
298 83.6240000 3101.5166
299 83.5882656 1321.8164
300 83.5845896 1980.6001
301 83.5525328 4614.4000
302 83.4938672 4239.5495
303 83.4472362 2420.5994
304 83.4132420 801.2336
305 83.3333333 1666.7332
306 83.2428811 2287.2334
307 83.2328767 3424.5662
308 83.2053328 317.2168
309 83.1828442 1665.1169
310 83.1712329 4323.8332
311 83.1666667 1076.5339
312 83.1264000 1304.1168
313 83.0699774 3022.5333
314 83.0699774 3382.9006
315 82.7152429 2211.5331
316 82.7021505 1525.0333
317 82.6683417 1858.3502
318 82.6117328 1182.9667
319 82.5520000 4199.4169
320 82.3927765 2517.9500
321 82.3927765 870.3836
322 82.3333333 658.4165
323 82.2994652 644.2667
324 82.2799097 3020.7167
325 82.1541328 1315.2500
326 82.0318258 3073.6162
327 81.9794521 2062.9500
328 81.9629328 2615.4998
329 81.8978225 2151.1498
330 81.8525963 1598.6166
331 81.8309328 2999.7500
332 81.7482672 2394.3497
333 81.7351598 1095.6001
334 81.7155756 1341.7002
335 81.7018425 1382.7001
336 81.6224000 610.8334
337 81.6027088 906.8832
338 81.5277778 1510.7002
339 81.5237328 3030.1667
340 81.5075377 3140.7669
341 81.4872000 2164.9001
342 81.2864322 1320.5499
343 81.2785388 3429.2834
344 81.2720000 2804.9832
345 81.1482656 244.3835
346 81.1226672 2300.6664
347 81.0653266 2600.1334
348 81.0383747 1867.4169
349 81.0383747 914.8667
350 80.9782245 960.2998
351 80.8375209 3755.1506
352 80.7344000 5305.4334
353 80.3652968 1294.8334
354 80.2730318 2449.6827
355 80.0656000 1872.0336
356 79.8506672 3109.0664
357 79.8400000 3785.2838
358 79.4991625 1822.5494
359 79.4520548 1425.9832
360 79.3941328 3544.8161
361 79.1122278 1581.7665
362 79.0971524 1632.4000
363 78.8666667 2252.5000
364 78.7671233 1605.0336
365 78.5494624 583.1167
366 78.3105023 3315.3331
367 78.1250000 719.1165
368 77.6569892 615.2168
369 77.5561139 1389.3161
370 77.4305556 509.5167
371 77.3104000 1471.8833
372 77.2789328 3514.5498
373 77.1524288 2626.9001
374 76.9751693 2193.0833
375 76.9703196 1145.5167
376 76.8750000 2432.7831
377 76.7494357 2977.4502
378 76.6304000 1089.9667
379 76.5879397 762.5997
380 76.5749312 4466.3670
381 76.3082192 1174.3499
382 76.2946429 608.2501
383 76.2043551 1995.5832
384 76.1388889 1639.4498
385 76.1040000 2591.6168
386 75.9949749 1428.0167
387 75.8465011 1272.7337
388 75.6416000 6009.3666
389 75.5392000 1551.3498
390 75.5079007 1133.2169
391 75.4611872 1907.6502
392 75.2831050 1598.3499
393 75.1693002 918.1832
394 75.1693002 791.0503
395 75.1296000 3050.0831
396 75.1118280 3954.2997
397 75.0827957 63.6837
398 74.9095477 3900.2504
399 74.4791667 2363.2667
400 74.4392000 3968.1668
401 74.1874672 2670.7669
402 73.8816000 250.4331
403 73.8182796 919.5000
404 73.7847222 2083.3167
405 73.7738693 1403.6834
406 73.6608000 1904.1662
407 73.5159817 1476.0832
408 73.4874372 3797.3334
409 73.4533328 2363.6832
410 73.2505643 1788.9003
411 73.1706672 1533.0996
412 73.1376975 1705.1165
413 73.1038526 403.8000
414 73.0787270 1377.5666
415 72.9920000 2040.7333
416 72.9119639 1374.9500
417 72.8880000 4013.3999
418 72.8494624 142.7337
419 72.4137353 943.0669
420 72.3008000 4284.4003
421 72.1461187 2575.4667
422 71.8320000 1886.5329
423 71.8090452 1800.2174
424 71.7376000 2127.0664
425 71.6757328 2130.6666
426 71.6708333 1014.5665
427 71.6544000 2258.9165
428 71.5972222 2046.9998
429 71.5200000 2773.6164
430 71.2511415 1978.0169
431 71.0045662 1075.0999
432 70.8532731 1665.1665
433 70.7361111 231.7502
434 70.6210046 2497.1666
435 70.6074672 535.8334
436 70.5417607 608.0833
437 70.4149328 764.1668
438 70.2177554 1479.8998
439 69.9774266 1722.1833
440 69.8808000 2288.5835
441 69.8040201 2231.3667
442 69.6682672 3547.0667
443 69.6388262 885.9167
444 69.6347032 3934.8498
445 68.9380235 444.5000
446 68.8487585 1122.5334
447 68.6629328 3715.9002
448 68.6552511 1219.4837
449 68.6230248 766.5663
450 68.4405360 1886.3334
451 68.2648402 1376.4830
452 68.2579564 1202.6335
453 68.1715576 1038.0003
454 68.1507538 2399.5166
455 68.0555556 532.7998
456 68.0342466 2313.5495
457 67.9566210 1103.0832
458 67.9248000 3542.5501
459 67.9178082 152.7499
460 67.7200903 816.7002
461 67.6608000 1727.2666
462 67.4930556 125.0666
463 66.9300226 981.7835
464 66.7525328 3789.3996
465 66.7336683 821.9161
466 66.6901173 3343.3333
467 66.0379464 1753.5833
468 65.9817352 1451.8836
469 65.9817352 946.7998
470 65.8425461 1180.2664
471 65.5639269 1284.8333
472 65.3538813 792.6166
473 65.1780822 2544.3666
474 65.0368509 2015.5833
475 64.9885845 565.7832
476 64.8128000 1969.5003
477 64.7822446 1581.0831
478 64.7602740 1966.0169
479 64.3835616 756.0998
480 64.2354839 1803.8334
481 63.9832496 1290.4502
482 63.8515982 3890.0000
483 63.1457286 1540.1833
484 62.7328767 1378.9840
485 62.5486111 759.3335
486 62.2083333 377.3498
487 61.8510158 948.1999
488 61.6252822 310.9335
489 61.3172043 1132.1503
490 61.2283105 2193.1170
491 61.1738149 857.6167
492 61.0418760 3475.8000
493 60.9642672 1334.7001
494 60.4020101 2457.1828
495 60.2739726 486.6500
496 59.8197328 1746.9667
497 59.5936795 510.8667
498 58.5347222 1190.5998
499 57.2495812 26.9168
500 56.9949749 1588.5500
501 56.9681742 4112.7673
502 55.7755444 1242.6000
503 55.0228311 1330.8502
504 54.5352381 1811.9338
505 54.1582888 71.0166
506 52.5959368 1250.7833
507 52.5504000 1776.5166
508 52.3702032 849.6835
509 52.1712000 95.3000
510 51.0921273 1191.3836
511 49.3150685 191.3834
512 49.1301370 2393.4669
513 49.0867580 874.0172
514 47.0544000 657.1668
515 46.0720000 2297.2332
516 45.7666667 1391.0673
517 45.5981941 871.2833
518 45.4000000 855.3833
519 42.6940639 379.1335
520 42.4154104 451.8001
521 42.0993228 1232.8665
522 40.9706546 955.3000
523 40.4533328 1419.8000
524 40.2389328 1270.0997
525 39.4103853 1929.4000
526 36.7945824 193.0498
527 36.5741935 1329.3997
528 36.3440860 222.9831
529 35.8320000 1272.2331
530 35.7453936 1233.3832
531 35.6920000 1351.9003
532 35.0608000 406.0001
533 33.2800000 1558.5331
534 32.7001675 1734.6833
535 32.5913242 1070.2167
536 29.6533328 584.9166
537 28.4800000 540.5001
538 26.8055556 642.0504
539 25.5928000 893.1332
540 23.1376975 208.6664
541 22.9731993 1591.2504
542 22.6800670 48.0332
543 21.8961625 524.7165
544 19.8400000 67.5167
545 17.2227806 594.6165
546 15.9095477 580.3167
547 15.4166667 262.1667
548 15.0684932 1449.7001
549 14.5408000 322.9502
550 14.4469526 408.4000
551 13.0284757 529.2335
552 12.3529412 470.8000
553 11.1529680 700.9668
554 11.0277778 112.5167
555 10.6608000 258.3500
556 8.0402010 546.4335
557 7.8800000 68.1167
558 7.5806452 297.5167
559 7.2031963 811.4334
560 6.7473118 206.2335
561 6.6935484 181.5999
562 6.3360000 769.2331
563 5.6989247 10.1498
564 5.2000000 11.0333
565 5.0400000 202.2832
566 3.4338358 245.2834
567 3.0555556 0.7000
568 3.0107527 571.2834
569 2.9313233 57.6666
570 1.8006700 44.7332
571 0.9029345 88.5167
572 0.5347594 306.2668
573 0.0000000 13.9333
574 NA 3.4501
575 NA NA
576 NA 3.9167
577 NA NA
578 NA 0.4500
579 NA 1.2168
580 NA 100.3334
581 NA 40.4334
582 NA NA
583 NA 0.5833
584 NA NA
585 NA 107.8999
586 NA 111.5834
587 NA 46.6833
588 NA 7.8831
589 NA 56.3166
590 NA 68.6333
591 NA NA
592 NA 364.5001
593 NA 60.6500
594 NA 48.4333
595 NA 24.6500
596 NA 123.1833
597 NA 58.1833
598 NA 151.7500
599 NA 160.4166
600 NA 546.8500
601 NA 237.3000
602 NA 47.0000
603 NA 163.6832Your Turn:
In the next code chunk, replace FinalGradeCEMS that is used with both the select() and arrange() functions with a different variable in the dataset.
3. Explore
Exploratory data analysis, or exploring your data, involves processes of describing your data (such as by calculating the means and standard deviations of numeric variables, or counting the frequency of categorical variables) and, often, visualizing your data. As we’ll learn in later in this class, the explore phase can also involve the process of “feature engineering,” or creating new variables within a dataset [@krumm2018]. In this section, we’ll quickly pull together some basic stats using a handy function from the {skimr} package, and introduce you to a basic data visualization “code template” for the {ggplot} package from the tidyverse.
Summary Statistics
Let’s repurpose what we learned from our wrangle section to select just a few variables and quickly gather some descriptive stats using the skim() function from the {skimr} package.
sci_data|>
select(FinalGradeCEMS,TimeSpent)|>
skim()| Name | select(sci_data, FinalGra… |
| Number of rows | 603 |
| Number of columns | 2 |
| _______________________ | |
| Column type frequency: | |
| numeric | 2 |
| ________________________ | |
| Group variables | None |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| FinalGradeCEMS | 30 | 0.95 | 77.20 | 22.23 | 0.00 | 71.25 | 84.57 | 92.10 | 100.00 | ▁▁▁▃▇ |
| TimeSpent | 5 | 0.99 | 1799.75 | 1354.93 | 0.45 | 851.90 | 1550.91 | 2426.09 | 8870.88 | ▇▅▁▁▁ |
Your Turn:
Copy the code from the chunk from above and use it as a template to explore some other variables of interest from our sci_data.
#use skim() to summarize other variables of your choosing.What happens if simply feed the skim function the entire sci_data object? Give it a try!
#use skim() on the entire data frameData Visualization
Data visualization is an extremely common practice in Learning Analytics, especially in the use of data dashboards. Data visualization involves graphically representing one or more variables with the goal of discovering patterns in data. These patterns may help us to answer research questions or generate new questions about our data, to discover relationships between and among variables, and to create or select features for data modeling.
In this section we’ll focus on using a basic code template for the {ggplot2} package from the tidyverse. ggplot2 is a system for declaratively creating graphics, based on the grammar of graphics [@Wickham]. You provide the data, tell ggplot2 how to map variables to aesthetics, what graphical elements to use, and it takes care of the details.
The Graphing Workflow
At it’s core, you can create some very simple but attractive graphs with just a couple lines of code. {ggplot2} follows the common workflow for making graphs. To make a graph, you simply:
Start the graph with ggplot() and include your data as an argument;
“Add” elements to the graph using the + operator a geom_() function;
Select variables to graph on each axis with the aes() argument.
Let’s give it a try by creating a simple histogram of our FinalGradeCEMS variable. The code below creates a histogram, or a distribution of the values, in this case for students’ final grades.
ggplot(sci_data) +
geom_histogram(aes(x = FinalGradeCEMS))`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.Warning: Removed 30 rows containing non-finite values (`stat_bin()`).
We won’t spend a lot of time on it in this case study, but you can also add a wide range of aesthetic arguments to each geom, like changing the color of the histogram bars by adding an argument to specify color. Let’s give that a try using the fill = argument:
ggplot(sci_data) +
geom_histogram(aes(x = FinalGradeCEMS), fill = "Blue")`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.Warning: Removed 30 rows containing non-finite values (`stat_bin()`).
Your Turn:
Now us the code chunk below to visualize the distribution of another variable in the data, specifically TimeSpent. Also, change the color to one of your choosing; consider this list of valid color names here: http://www.stat.columbia.edu/~tzheng/files/Rcolor.pdf
#create a histogram of TimeSpent using a different colorScatterplots
Let’s create a scatter plot for the relationship between these two variables. Scatterplots use the point geom, i.e., the geom_point() function, and are most useful for displaying the relationship between two continuous variables.
Your Turn:
Complete the code chunk below to create a simplet scatterplot with TimeSpent on the x axis and FinalGradeCEMS on the y axis.
What do you think about the relationship between TimeSpent and FinalGradeCEMS?
- Your response here
4. Model
“Model” is one of those terms that has many different meanings. For our purpose, we refer to the process of simplifying and summarizing our data. Thus, models can take many forms; calculating means represents a legitimate form of modeling data, as does estimating more complex models, including linear regressions, and models and algorithms associated with machine learning tasks. For now, we’ll run a base linear regression model to further examine the relationship between TimeSpent and FinalGradeCEMS.
We’ll dive much deeper into modeling in subsequent learning labs, but for now let’s see if there is a statistically significant relationship between students’ final grades, FinaGradeCEMS, and the TimeSpent on the course:
model_1<-lm(FinalGradeCEMS~TimeSpent, data=sci_data)
summary(model_1)
Call:
lm(formula = FinalGradeCEMS ~ TimeSpent, data = sci_data)
Residuals:
Min 1Q Median 3Q Max
-67.136 -7.805 4.723 14.471 30.317
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 6.581e+01 1.491e+00 44.13 <2e-16 ***
TimeSpent 6.081e-03 6.482e-04 9.38 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 20.71 on 571 degrees of freedom
(30 observations deleted due to missingness)
Multiple R-squared: 0.1335, Adjusted R-squared: 0.132
F-statistic: 87.99 on 1 and 571 DF, p-value: < 2.2e-16Your Turn:
Now let’s “add” another variable to the regression model. Specifically, use the + operator after TimeSpent to add the course subject variable, or another variable of your choosing, as a predictor of students’ final grades.
What do you notice about the results? Add a comment or two below:
- YOUR RESPONSE HERE
5. Communicate
The final step in the workflow/process is sharing the results of your analysis with wider audience. Krumm et al. @krumm2018 have outlined the following 3-step process for communicating with education stakeholders findings from an analysis:
Select. Communicating what one has learned involves selecting among those analyses that are most important and most useful to an intended audience, as well as selecting a form for displaying that information, such as a graph or table in static or interactive form, i.e. a “data product.”
Polish. After creating initial versions of data products, research teams often spend time refining or polishing them, by adding or editing titles, labels, and notations and by working with colors and shapes to highlight key points.
Narrate. Writing a narrative to accompany the data products involves, at a minimum, pairing a data product with its related research question, describing how best to interpret the data product, and explaining the ways in which the data product helps answer the research question and might be used to inform new analyses or a “change idea” for improving student learning.
Render File
For your course project, you will have an opportunity to create a simple “data product” designed to illustrate some insights gained from your analysis and ideally highlight an action step or change idea that can be used to improve learning or the contexts in which learning occurs.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:
check through all your code for any errors; and,
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.
Now that you’ve finished your first 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”.
Acknowledgement:
Special thanks to Dr. Shaun Kellogg for his support and guidance to create these course materials.