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For this work, we will work with data come from an unpublished research study, which utilized a number of different data sources to understand high school students’ motivation within the context of online courses.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 1.2.0 ✔ readr 2.1.6
✔ forcats 1.0.1 ✔ stringr 1.6.0
✔ ggplot2 4.0.2 ✔ tibble 3.3.1
✔ lubridate 1.9.5 ✔ tidyr 1.3.2
✔ purrr 1.2.1
── 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:
- We use data because the file is in a certain folder, so it’s like giving RStudio directions so it knows where to look for the file. I think the quotation marks are just so that R does not get confused. It contains the name of the file like bookends contain a row of books.
Hint: check the files panel.
Viewing or inspecting data
Let’s quickly check our data.
view(sci_data)Your Turn:
What do you notice about this dataset? What do you wonder? Add one or two thoughts after the dash below:
- It is a very large data set that includes 10 quarters worth of work and grades. The data points are inconsistent. There are some under “Gradebook Item” that say “ATTEMPTED.” I am not entirely sure what that means. Also, some final grades read “NA.” I wonder if these inconsistencies will negatively impact how I am visualizing the data in RStudio. I am also wondering why this happened and if I would need to fix the inconsistencies to analyze the data. I also wonder about the research question now that I observe the data; does time spent impact the final grade?
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?
- There are 603 cases.
Pick two columns (or more) and write what you think it represents:
- Gradebook Item is the name of an assignment.
- Course_id is the name of the course.
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
36 10 NA M 5 2 4 5 5 4 5 5 5 5
37 10 10.0000 F 4 3 2 4 3 5 3 4 4 4
38 15 9.0000 F NA NA NA NA NA NA NA NA NA NA
39 25 NA M 4 3 3 4 4 4 3 4 4 5
40 5 5.0000 F 4 3 3 4 4 4 4 4 3 3
41 10 NA M 4 3 2 4 4 4 4 4 4 4
42 10 9.0000 F 5 4 4 5 5 4 5 5 4 5
43 10 8.0000 F 4 3 1 5 3 3 5 5 2 5
44 10 9.5000 F 5 5 4 5 5 5 5 5 5 5
45 935 115.5000 F 4 4 2 2 3 4 4 4 4 4
46 5 10.0000 M 4 3 2 2 4 2 4 4 2 2
47 30 16.3500 M 4 4 4 5 4 4 5 5 4 4
48 12 11.6400 F 5 3 3 5 4 4 4 4 4 4
49 30 27.0000 F 5 4 4 5 5 4 5 5 5 5
50 5 NA F 4 4 3 4 4 5 3 5 3 5
51 30 26.0000 F 5 4 3 5 5 4 4 5 5 5
52 15 11.0000 M 5 4 5 5 4 4 5 4 4 5
53 12 10.5000 F 3 3 3 1 3 4 3 2 2 3
54 30 NA F 5 5 5 5 5 5 5 5 5 5
55 105 100.7500 F 4 3 2 4 3 3 3 4 2 3
56 10 7.0000 F 4 3 3 4 4 3 3 5 2 5
57 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
58 5 5.0000 F 4 4 3 4 4 4 3 4 4 5
59 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
60 5 4.0000 F 5 3 3 5 5 3 4 5 4 5
61 5 NA F NA NA NA NA NA NA NA NA NA NA
62 20 20.0000 F 5 5 4 5 5 5 4 5 4 4
63 30 30.0000 F 3 2 2 3 4 3 2 3 3 3
64 15 NA M NA NA NA NA NA NA NA NA NA NA
65 10 10.0000 M 5 2 3 5 5 4 4 5 3 5
66 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
67 30 26.0000 M 4 4 2 4 4 4 3 4 4 4
68 10 NA M 5 4 3 4 4 4 4 4 3 4
69 5 4.0000 F 1 2 2 3 4 4 5 3 2 1
70 25 25.0000 F NA NA NA NA NA NA NA NA NA NA
71 10 8.0000 M NA NA NA NA NA NA NA NA NA NA
72 130 124.0000 M 4 2 3 4 4 2 5 4 2 2
73 10 6.0000 F NA NA NA NA NA NA NA NA NA NA
74 30 21.0000 F 3 4 3 5 4 5 5 4 2 3
75 244 212.0000 F 4 4 3 2 3 4 4 4 4 4
76 24 10.0000 M NA NA NA NA NA NA NA NA NA NA
77 40 35.0000 F 5 4 3 5 5 4 4 5 4 5
78 10 10.0000 M 5 5 3 4 4 5 4 5 4 5
79 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
80 10 10.0000 F 4 4 2 2 4 4 2 4 4 3
81 570 553.0000 F 4 3 2 5 5 4 3 5 3 5
82 5 4.0000 F 5 3 4 5 4 3 5 5 4 5
83 10 10.0000 M 4 3 2 2 4 3 4 4 3 2
84 5 NA F 5 NA 5 5 5 4 5 5 2 4
85 10 NA F 4 4 3 5 4 5 4 5 4 4
86 5 NA M 5 5 4 5 5 4 3 5 3 5
87 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
88 10 5.8000 F 4 3 2 5 4 5 4 4 5 3
89 30 NA F 4 2 2 4 4 3 4 4 2 4
90 15 7.0000 M 5 5 3 5 5 5 5 5 5 5
91 5 5.0000 F 4 3 2 5 4 4 4 4 3 3
92 10 NA F 3 4 3 4 4 5 3 5 4 4
93 5 5.0000 M 4 4 4 4 4 4 4 4 4 4
94 10 10.0000 F 5 5 4 5 5 5 4 5 5 5
95 5 5.0000 F 4 4 4 4 4 NA NA NA NA NA
96 30 25.0000 F 4 4 3 4 4 4 4 4 2 4
97 10 10.0000 M NA NA NA NA NA NA NA NA NA NA
98 15 13.0000 M 4 2 3 3 4 NA NA NA NA NA
99 30 28.5000 M 4 4 3 3 4 4 4 4 4 4
100 5 5.0000 M 5 4 4 2 4 4 2 5 4 4
101 680 536.2500 M NA NA NA NA NA NA NA NA NA NA
102 10 0.0000 M 5 5 5 5 5 5 4 5 5 5
103 145 136.0000 F 4 4 4 5 4 5 4 4 3 4
104 24 8.0000 F 5 4 3 4 4 NA NA NA NA NA
105 10 9.2500 M NA NA NA NA NA NA NA NA NA NA
106 5 4.0000 F 4 2 3 5 5 3 4 5 3 3
107 10 8.0000 F 5 5 4 5 5 4 3 5 3 5
108 10 10.0000 F 5 4 4 4 5 5 NA 5 4 4
109 10 NA F 4 4 3 4 4 4 4 4 4 4
110 10 10.0000 M 3 3 3 3 3 3 2 3 3 3
111 10 NA F NA NA NA NA NA NA NA NA NA NA
112 30 NA F NA NA NA NA NA NA NA NA NA NA
113 10 NA F 4 4 2 4 4 4 3 4 4 4
114 10 7.0000 F 5 3 4 4 5 5 4 5 4 5
115 10 10.0000 F 3 4 2 3 3 4 3 3 4 4
116 10 8.0000 F 5 4 4 5 4 5 3 5 2 5
117 10 NA M 5 5 5 NA 5 5 5 5 5 5
118 10 NA F 3 2 2 4 3 3 3 4 3 4
119 10 9.0000 M NA NA NA NA NA NA NA NA NA NA
120 5 NA M 5 5 5 5 5 5 5 5 5 5
121 60 60.0000 F NA NA NA NA NA NA NA NA NA NA
122 597 340.1000 F 5 1 3 5 5 5 3 5 3 5
123 24 10.0000 F 4 3 3 4 4 4 4 4 3 4
124 20 18.0000 M 5 2 5 5 5 3 5 5 3 4
125 5 5.0000 M 5 3 4 5 4 4 3 4 4 5
126 625 328.4400 F NA NA NA NA NA NA NA NA NA NA
127 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
128 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
129 30 30.0000 F 4 3 2 4 4 4 4 4 4 4
130 5 3.0000 M 5 3 4 5 5 5 4 5 3 5
131 935 828.2000 F 4 2 2 3 4 4 4 4 3 3
132 30 24.7000 F 5 4 3 5 5 4 3 5 4 5
133 20 NA F NA NA NA NA NA NA NA NA NA NA
134 345 300.3800 F 5 5 5 5 5 5 5 5 5 5
135 5 NA M 3 3 3 3 4 3 3 3 2 2
136 570 413.5000 M 4 4 3 4 4 5 3 5 3 4
137 50 23.0000 M 4 4 3 5 4 4 4 4 3 4
138 30 NA M 3 3 3 2 2 4 2 3 2 2
139 5 5.0000 F 5 3 3 4 5 4 3 4 3 4
140 125 120.0000 F NA NA NA NA NA NA NA NA NA NA
141 345 319.8800 M 5 3 3 5 4 4 3 5 3 5
142 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
143 140 140.2500 F 3 4 2 4 2 4 4 3 3 2
144 10 5.0000 F 4 3 3 4 4 4 4 4 3 3
145 10 6.0000 M 3 2 3 4 4 4 3 3 4 3
146 10 8.0000 F 5 5 5 5 5 5 5 5 5 5
147 358 324.0000 F NA NA NA NA NA NA NA NA NA NA
148 15 NA M 4 4 3 4 4 4 3 5 3 4
149 10 10.0000 M NA NA NA NA NA NA NA NA NA NA
150 428 383.5000 F 5 4 4 5 4 5 5 5 4 5
151 5 5.0000 F 3 3 3 3 3 3 2 3 1 4
152 10 10.0000 F 4 4 3 5 4 4 4 4 4 4
153 28 NA F 4 3 3 4 4 3 3 4 3 4
154 5 NA M 5 3 3 3 5 4 4 5 3 5
155 20 NA F 5 3 4 4 5 4 3 5 4 5
156 10 10.0000 F 5 4 5 5 4 4 4 4 3 5
157 5 NA F 3 4 3 4 4 5 3 4 3 4
158 15 15.0000 F 5 5 5 5 5 5 5 5 5 5
159 10 NA M NA NA NA NA NA NA NA NA NA NA
160 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
161 10 10.0000 F 4 4 3 4 4 4 3 4 4 4
162 10 10.0000 M 4 3 4 4 4 4 3 4 4 5
163 10 6.1300 F 4 3 2 4 4 4 4 4 3 4
164 10 10.0000 F 5 5 4 5 5 5 5 5 5 5
165 30 28.0000 F 5 5 5 5 5 5 3 5 5 5
166 5 5.0000 F 4 3 3 4 4 3 4 4 2 5
167 438 413.0500 F 3 1 1 3 2 1 2 3 1 2
168 438 402.0000 F 4 4 3 5 4 4 4 4 3 4
169 20 20.0000 M 4 3 3 4 4 3 4 4 2 5
170 5 5.0000 F 4 4 2 4 3 3 3 4 3 4
171 353 313.0000 F NA NA NA NA NA NA NA NA NA NA
172 10 9.0000 F 5 5 5 5 5 5 2 5 5 5
173 10 10.0000 M 5 4 3 5 5 5 5 5 3 5
174 10 9.3200 M 5 5 5 4 4 5 5 5 5 5
175 30 21.0000 M NA NA NA NA NA NA NA NA NA NA
176 5 NA M 4 4 3 4 5 3 5 4 3 2
177 30 0.0000 F 4 3 3 4 4 4 4 4 3 4
178 5 NA F 4 2 2 4 4 4 4 4 2 4
179 10 10.0000 F 5 5 5 5 5 5 5 5 5 5
180 322 310.2500 M NA NA NA NA NA NA NA NA NA NA
181 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
182 75 70.0000 F 5 5 4 5 4 4 4 5 3 4
183 5 10.0000 F 4 3 3 4 4 4 3 4 3 5
184 10 9.7000 F 4 4 4 4 4 4 4 4 2 4
185 28 26.0000 M 4 4 2 3 3 3 3 2 3 3
186 75 70.0000 M 5 4 4 5 4 4 5 4 4 4
187 353 277.5500 M NA NA NA NA NA NA NA NA NA NA
188 24 16.0000 F 5 4 3 4 4 4 4 5 2 4
189 20 16.0000 F 4 3 3 4 4 4 NA 4 3 2
190 5 NA F NA NA NA NA NA NA NA NA NA NA
191 5 5.0000 M 5 5 4 5 5 5 5 5 5 5
192 5 4.0000 M 3 2 4 4 3 3 4 4 3 4
193 10 9.0000 F 4 4 3 4 4 3 4 5 4 5
194 10 8.0000 M 5 3 3 5 5 4 5 5 3 5
195 15 11.0000 F 4 2 3 4 4 3 4 4 1 2
196 10 8.0000 F NA NA NA NA NA NA NA NA NA NA
197 10 8.0000 F 5 3 4 4 4 4 4 4 4 4
198 5 NA M 3 3 2 4 2 5 4 3 4 3
199 30 13.8700 F NA NA NA NA NA NA NA NA NA NA
200 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
201 10 6.0000 M NA NA NA NA NA NA NA NA NA NA
202 10 10.0000 F 4 5 3 5 4 5 4 5 3 5
203 10 0.0000 M 2 2 2 1 3 2 5 2 2 3
204 235 231.7500 F 4 5 4 4 4 4 4 4 4 5
205 10 10.0000 M 5 4 3 5 4 4 4 3 3 5
206 5 5.0000 F 5 4 5 5 5 5 5 5 3 5
207 20 20.0000 F 5 3 3 5 4 4 3 5 2 3
208 5 5.0000 F 4 3 3 4 4 3 3 5 2 5
209 10 10.0000 F 5 5 4 4 4 5 4 5 4 5
210 5 6.0000 F NA NA NA NA NA NA NA NA NA NA
211 465 223.0750 M NA NA NA NA NA NA NA NA NA NA
212 5 3.0000 F 5 4 3 5 5 5 4 5 4 5
213 443 398.0000 F 4 4 3 4 4 4 3 4 4 4
214 10 10.0000 F 4 3 4 5 5 3 4 5 3 5
215 10 NA M 4 4 4 5 4 4 5 4 5 5
216 438 5.5000 M 4 3 3 4 4 4 4 4 3 5
217 5 5.0000 F 4 3 3 3 4 4 3 4 2 5
218 15 15.0000 F 3 3 3 3 4 4 3 3 2 3
219 10 0.0000 F NA NA NA NA NA NA NA NA NA NA
220 10 NA F NA NA NA NA NA NA NA NA NA NA
221 50 44.0000 M 4 2 3 4 4 2 4 4 2 4
222 465 412.5700 F NA NA NA NA NA NA NA NA NA NA
223 10 NA M 4 4 3 4 4 5 4 5 4 5
224 5 5.0000 F 4 2 2 3 4 3 3 4 2 2
225 377 137.1500 M 4 5 3 3 3 4 4 4 3 4
226 443 334.5000 F 5 4 3 5 4 4 3 3 3 5
227 10 9.0000 F 5 5 4 4 4 5 4 5 4 5
228 75 30.0000 M 4 3 3 5 5 4 5 5 3 4
229 10 10.0000 F 4 4 4 4 5 4 4 4 4 4
230 443 304.0000 M 4 3 3 4 4 3 4 4 3 4
231 10 NA F 5 4 4 5 4 5 3 4 3 5
232 5 5.0000 F 4 3 2 4 4 3 3 4 3 3
233 30 NA F 4 4 3 5 4 4 4 4 4 5
234 10 10.0000 F 5 4 5 5 4 4 3 4 3 4
235 5 NA F 3 5 3 4 3 4 3 4 4 4
236 20 20.0000 M 4 2 2 4 3 3 3 4 2 3
237 5 4.0000 M 4 3 2 4 4 3 4 4 3 4
238 10 8.0000 F 5 4 4 5 5 5 5 4 4 5
239 5 10.0000 F 4 4 3 4 4 4 4 4 3 4
240 10 10.0000 M 4 4 4 5 4 4 4 4 4 5
241 37 37.0000 M 5 4 3 5 5 4 4 5 4 5
242 30 22.8800 F 4 2 3 4 4 3 4 4 3 2
243 10 9.0000 M 4 4 3 4 4 4 4 4 4 4
244 10 10.0000 M 4 5 3 5 5 5 4 4 4 5
245 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
246 10 10.0000 F 4 4 3 5 4 4 5 4 4 4
247 37 27.8500 F NA NA NA NA NA NA NA NA NA NA
248 10 6.0000 F 5 5 3 5 5 4 5 5 5 5
249 443 412.0000 F NA NA NA NA NA NA NA NA NA NA
250 353 330.0000 F NA NA NA NA NA NA NA NA NA NA
251 10 10.0000 F 4 4 4 5 4 5 4 4 3 4
252 10 10.0000 F 4 3 4 4 5 4 4 5 4 4
253 10 10.0000 F 4 3 4 4 4 4 4 4 4 4
254 443 409.5000 F 4 5 3 4 4 4 4 4 3 3
255 10 10.0000 M 4 4 3 3 3 4 3 4 3 4
256 10 8.5000 F NA NA NA NA NA NA NA NA NA NA
257 358 NA F 5 5 4 5 4 5 3 5 4 5
258 10 10.0000 F 5 5 5 1 5 5 1 5 5 5
259 10 9.2500 F 3 NA 3 3 4 3 3 3 3 4
260 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
261 10 8.5000 F 5 3 4 5 5 5 3 5 3 5
262 50 41.0000 M 4 4 4 4 4 4 4 4 3 4
263 10 9.0000 M 4 3 3 4 5 5 5 5 4 3
264 532 286.3100 F 4 5 3 5 4 5 4 5 3 5
265 30 NA F 5 3 4 5 5 3 4 5 2 5
266 515 213.4000 F 5 5 5 5 4 4 4 5 5 5
267 15 14.0000 F 5 3 4 5 5 4 5 5 4 5
268 5 5.0000 M 4 3 2 4 3 4 3 4 3 2
269 5 2.0000 M 4 4 3 4 4 4 4 4 4 2
270 5 5.0000 F 4 3 2 4 3 4 4 4 4 4
271 5 3.0000 F 5 4 4 5 4 4 4 4 NA 4
272 10 10.0000 F 5 5 5 5 5 5 4 5 4 5
273 345 318.7500 F 4 4 4 5 4 3 4 4 4 4
274 30 27.0000 F 5 4 3 4 4 4 3 4 4 5
275 5 5.0000 F 5 4 3 5 5 4 3 5 4 5
276 10 10.0000 F 4 2 2 4 4 3 3 4 3 4
277 345 295.7800 F NA NA NA NA NA NA NA NA NA NA
278 5 NA F 4 3 3 4 4 3 4 4 3 3
279 10 10.0000 F 5 2 4 1 4 2 5 4 2 4
280 5 NA M 4 3 3 4 4 4 3 4 3 5
281 10 10.0000 F 5 4 4 5 4 4 5 5 5 5
282 10 6.0000 M 5 4 3 5 5 5 4 5 4 4
283 5 4.0000 F 4 2 1 4 4 4 4 4 4 4
284 10 9.5000 F 4 4 3 4 4 4 4 4 3 3
285 597 529.6600 F 5 4 4 5 5 3 5 5 4 5
286 10 NA F 4 2 2 5 5 3 5 5 3 5
287 5 5.0000 M NA NA NA NA NA NA NA NA NA NA
288 10 NA M 4 4 4 4 4 4 3 4 4 5
289 10 NA F 5 5 3 4 4 5 4 5 4 5
290 625 573.8800 F NA NA NA NA NA NA NA NA NA NA
291 30 30.0000 M 4 3 2 4 4 4 3 4 3 3
292 438 285.4800 F 4 4 2 3 3 4 2 3 4 4
293 15 13.0000 F 4 4 3 4 4 4 4 4 4 4
294 625 447.9733 F 4 3 3 4 3 3 2 4 2 3
295 10 10.0000 F 5 5 5 5 5 5 5 5 5 5
296 220 212.5000 M 4 2 2 4 4 3 3 4 2 4
297 30 27.0000 F 4 4 4 4 4 4 4 4 2 5
298 5 5.0000 M NA NA NA NA NA NA NA NA NA NA
299 10 10.0000 M 5 2 3 5 5 4 3 5 2 5
300 10 8.0000 M NA NA NA NA NA NA NA NA NA NA
301 24 16.0000 F 5 4 3 5 4 4 4 4 3 4
302 10 9.0000 F 4 4 3 4 4 4 4 4 4 3
303 20 16.0000 M 4 5 4 5 5 5 4 4 4 5
304 24 16.0000 F 4 2 3 4 4 3 4 3 3 4
305 5 5.0000 F 4 4 4 4 4 5 5 4 3 4
306 30 23.0000 F 4 4 4 5 4 4 5 4 4 3
307 10 9.5000 F 4 3 3 4 4 4 3 4 3 3
308 5 NA M 4 3 3 4 4 5 5 4 3 4
309 5 NA F 4 4 3 4 4 5 3 4 3 4
310 5 5.0000 F 5 3 3 5 5 4 3 5 3 5
311 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
312 30 12.0000 M 5 4 4 5 4 5 4 5 4 5
313 10 NA F 4 3 3 5 5 3 4 5 4 4
314 105 101.1000 F 4 3 2 2 2 4 3 4 2 5
315 30 29.0000 F 5 3 3 4 4 4 4 4 3 4
316 10 NA M 4 3 3 4 4 3 3 5 3 4
317 10 10.0000 F 5 4 5 5 5 2 4 4 4 3
318 10 7.0000 F 5 5 4 5 4 4 5 5 4 5
319 597 557.7800 F 4 4 3 5 4 4 4 4 3 4
320 20 16.0000 F 5 3 4 5 5 5 4 5 3 5
321 10 5.0000 F 5 3 4 5 5 3 5 5 4 5
322 10 9.0000 F NA NA NA NA NA NA NA NA NA NA
323 10 6.5000 M 5 4 3 5 4 4 3 4 4 5
324 353 215.0000 F 4 4 4 4 4 4 4 4 4 4
325 30 29.0000 F 5 4 3 5 5 5 5 5 4 5
326 10 10.0000 F 4 4 3 4 4 4 3 4 4 4
327 20 17.0000 F 5 4 4 5 5 5 5 5 5 5
328 28 16.0000 F 5 4 3 5 5 4 4 5 4 5
329 377 346.0000 F 4 2 4 4 4 4 4 4 4 4
330 10 10.0000 M 3 4 2 3 4 5 4 4 4 3
331 625 NA F 5 4 5 5 5 5 5 5 3 5
332 50 0.0000 M 4 4 4 4 4 4 3 4 4 4
333 15 9.0000 F 5 5 4 4 4 4 4 4 4 4
334 24 16.0000 F 4 3 2 5 4 4 4 4 3 3
335 20 14.0000 F 5 3 3 5 4 3 5 5 4 5
336 10 1.0000 M 5 3 3 5 5 4 3 4 3 5
337 635 70.5000 M 4 3 3 5 4 4 3 4 3 5
338 10 10.0000 F 5 5 4 5 4 4 4 4 4 4
339 10 8.0000 F 4 3 2 3 3 2 3 4 2 2
340 30 30.0000 F 4 3 2 4 NA 3 NA 4 3 3
341 10 6.0000 F 4 4 3 4 4 4 4 4 4 2
342 5 5.0000 F 5 5 3 4 4 4 3 4 3 4
343 5 1.0000 F 4 5 3 5 4 5 4 4 3 4
344 30 29.0000 F 3 2 2 4 4 3 4 3 1 2
345 10 NA F 5 3 4 5 4 3 3 5 5 NA
346 457 381.6500 F 5 3 4 5 4 4 3 4 3 5
347 12 12.0000 F 4 2 4 4 4 3 4 4 3 4
348 10 3.0000 F 5 4 5 5 5 4 5 5 5 5
349 5 NA F 2 2 3 1 3 1 2 1 1 3
350 615 544.8800 F 3 2 4 3 4 4 2 3 5 4
351 5 4.0000 F 5 5 4 5 5 5 4 4 4 5
352 24 14.0000 M 4 4 2 4 4 3 3 4 4 4
353 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
354 10 10.0000 F 4 4 5 3 4 4 2 3 4 4
355 10 10.0000 F 4 3 2 4 3 3 2 4 1 2
356 10 1.0000 M 4 5 3 4 4 4 4 4 4 5
357 10 8.5000 M 4 4 3 5 4 4 4 4 3 4
358 12 9.6000 M NA NA NA NA NA NA NA NA NA NA
359 5 NA F 5 5 5 5 5 5 4 5 4 5
360 5 NA F 3 2 4 3 4 4 4 3 4 3
361 10 9.0000 M 5 5 4 5 4 5 5 5 5 3
362 5 5.0000 F 4 4 4 5 4 4 4 4 3 4
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234 535.8334 8.9305567 -0.9328291165 4.400000 4.000000 3.666667
235 4323.8332 72.0638867 1.8628863365 3.600000 3.000000 4.333333
236 262.5502 4.3758367 -1.1345244981 3.600000 2.500000 2.333333
237 2615.4998 43.5916633 0.6020588979 4.000000 3.000000 3.000000
238 6954.6997 115.9116617 3.8045849947 4.600000 3.750000 3.666667
239 2137.7164 35.6286067 0.2494331046 3.900000 3.250000 3.833333
240 2885.7832 48.0963867 0.8015402913 4.400000 4.000000 4.000000
241 1269.6667 21.1611117 -0.3912268976 5.000000 3.500000 4.000000
242 2373.7169 39.5619483 0.4236121647 3.600000 3.500000 2.666667
243 1660.9829 27.6830483 -0.1024178149 4.000000 3.500000 4.000000
244 1120.3670 18.6727833 -0.5014168396 4.800000 3.500000 3.833333
245 2544.4002 42.4066700 0.5495841723 4.200000 4.000000 4.000000
246 2600.1334 43.3355567 0.5907177986 4.200000 4.000000 4.000000
247 3315.3331 55.2555517 1.1185675766 5.000000 4.000000 3.333333
248 1551.6665 25.8611083 -0.1830982703 4.100000 4.000000 4.500000
249 1395.8998 23.2649967 -0.2980611513 NA NA NA
250 2258.9165 37.6486083 0.3388842689 4.800000 3.500000 3.333333
251 1998.4998 33.3083300 0.1466849472 4.200000 4.000000 4.000000
252 1980.6001 33.0100017 0.1334741577 4.400000 4.000000 3.500000
253 2062.9500 34.3825000 0.1942521144 3.900000 3.750000 3.500000
254 1075.6163 17.9269383 -0.5344448835 4.400000 3.500000 4.000000
255 4799.4830 79.9913833 2.2139374364 3.600000 3.000000 3.666667
256 762.5997 12.7099950 -0.7654653143 3.900000 3.500000 3.833333
257 1174.3499 19.5724983 -0.4615750139 4.800000 3.500000 4.666667
258 1598.3499 26.6391650 -0.1486438063 4.200000 3.000000 5.000000
259 119.3169 1.9886150 -1.2402371621 3.400000 3.000000 3.000000
260 2429.3997 40.4899950 0.4647085936 NA NA NA
261 1092.3662 18.2061033 -0.5220826985 5.000000 3.500000 3.666667
262 362.8837 6.0480617 -1.0604738299 4.500000 4.250000 3.833333
263 3067.4676 51.1244600 0.9356316090 4.200000 4.000000 4.000000
264 2582.4167 43.0402783 0.5776420714 4.600000 3.500000 4.333333
265 2571.5334 42.8588900 0.5696097030 4.300000 3.500000 3.000000
266 317.2168 5.2869467 -1.0941780708 4.800000 4.500000 4.666667
267 945.4170 15.7569500 -0.6305378651 4.700000 4.250000 4.000000
268 2517.9500 41.9658333 0.5300627264 3.400000 2.500000 3.333333
269 3780.5335 63.0088917 1.4619065459 3.600000 3.500000 4.000000
270 2999.8498 49.9974967 0.8857266094 3.800000 3.000000 3.666667
271 2432.7831 40.5463850 0.4672056961 3.700000 4.000000 2.800000
272 2173.1333 36.2188883 0.2755723813 4.066667 3.333333 3.111111
273 6348.4492 105.8074867 3.3571446619 4.200000 4.000000 3.666667
274 2151.1498 35.8524967 0.2593475624 4.400000 3.000000 4.000000
275 2046.9998 34.1166633 0.1824801443 5.000000 3.500000 4.000000
276 6009.3666 100.1561100 3.1068863423 3.700000 2.500000 2.666667
277 2310.3333 38.5055550 0.3768321966 NA NA NA
278 1430.2170 23.8369500 -0.2727335031 3.800000 3.500000 3.000000
279 1476.0832 24.6013867 -0.2388821697 3.600000 4.500000 2.000000
280 1145.5167 19.0919450 -0.4828552217 4.200000 3.000000 3.333333
281 1692.6164 28.2102733 -0.0790708589 4.800000 4.500000 4.333333
282 1517.5835 25.2930583 -0.2082530683 4.800000 3.500000 4.333333
283 1097.8003 18.2966717 -0.5180720865 4.500000 3.250000 3.833333
284 2363.6832 39.3947200 0.4162068396 3.800000 3.500000 3.666667
285 509.5167 8.4919450 -0.9522520332 5.000000 4.500000 3.666667
286 231.7502 3.8625033 -1.1572562934 4.800000 3.500000 2.666667
287 1886.5329 31.4422150 0.0640483027 5.000000 5.000000 5.000000
288 2300.6664 38.3444400 0.3696975864 4.200000 3.500000 4.000000
289 3544.8161 59.0802683 1.2879364264 4.600000 3.500000 4.666667
290 2394.3497 39.9058283 0.4388401058 4.500000 3.750000 3.500000
291 4264.2500 71.0708333 1.8189112358 3.900000 3.000000 3.166667
292 768.4833 12.8080550 -0.7611229510 3.400000 2.000000 4.000000
293 2252.5000 37.5416667 0.3341486013 4.500000 3.750000 3.833333
294 2689.2001 44.8200017 0.6564530581 3.600000 2.500000 2.666667
295 658.4165 10.9736083 -0.8423572355 5.000000 5.000000 5.000000
296 250.4331 4.1738850 -1.1434674668 4.500000 3.750000 3.666667
297 1389.3161 23.1552683 -0.3029202201 4.200000 4.000000 3.333333
298 1077.1836 17.9530600 -0.5332881451 3.800000 3.000000 3.666667
299 2454.3332 40.9055533 0.4831106461 5.000000 3.000000 2.666667
300 1178.0834 19.6347233 -0.4588195218 NA NA NA
301 3900.2504 65.0041733 1.5502630414 4.400000 3.500000 3.666667
302 1550.4668 25.8411133 -0.1839837032 3.800000 3.500000 4.000000
303 3785.2838 63.0880633 1.4654124825 4.500000 3.750000 4.333333
304 1821.6838 30.3613967 0.0161867292 3.800000 3.500000 2.666667
305 1302.8501 21.7141683 -0.3667360451 4.000000 4.500000 4.000000
306 1639.4498 27.3241633 -0.1183102182 4.000000 4.500000 4.000000
307 2920.9838 48.6830633 0.8275199287 3.800000 3.000000 3.333333
308 6243.9003 104.0650050 3.2799828375 4.000000 4.000000 3.666667
309 4359.0996 72.6516600 1.8889145374 4.000000 3.000000 4.000000
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!
sci_data|>
filter(FinalGradeCEMS>85) student_id course_id total_points_possible total_points_earned
1 43146 FrScA-S216-02 3280 2220
2 47448 FrScA-S216-01 2870 1897
3 52446 PhysA-S116-01 2086 1719
4 53447 FrScA-S116-01 4655 3149
5 54066 OcnA-S116-01 4641 3429
6 54282 OcnA-S116-02 3581 2777
7 54434 PhysA-S116-01 3228 2506
8 55078 FrScA-S216-01 7000 4212
9 56152 AnPhA-S116-02 3323 2468
10 57224 FrScA-S116-03 4546 3772
11 57489 PhysA-S116-01 2970 2050
12 58168 AnPhA-S216-01 4079 3327
13 58178 OcnA-S116-01 3940 3348
14 60186 AnPhA-S116-01 3014 2520
15 61941 FrScA-S116-01 2281 1937
16 62576 PhysA-S116-01 2215 1931
17 62752 PhysA-S116-01 3318 2453
18 62754 PhysA-S116-01 3342 2532
19 65116 FrScA-S216-01 4320 2326
20 66508 PhysA-T116-01 3277 2575
21 66689 FrScA-S216-01 3390 2738
22 66693 AnPhA-S116-01 3262 2716
23 66740 OcnA-S116-01 4171 3639
24 66811 AnPhA-S116-01 4659 3665
25 67102 PhysA-S216-01 4499 3377
26 67463 FrScA-S216-01 1581 1329
27 67920 OcnA-S116-01 3321 2364
28 68022 OcnA-S216-01 2928 2061
29 68188 FrScA-S116-01 3450 2132
30 68476 OcnA-S116-02 8004 5148
31 68598 BioA-S116-01 2678 2058
32 69072 FrScA-S116-01 4339 3173
33 69182 FrScA-S216-01 5019 4102
34 69397 FrScA-S216-01 6808 5472
35 69544 FrScA-S216-04 2859 1830
36 69743 AnPhA-S216-01 6884 5444
37 70037 FrScA-S116-01 2688 2057
38 70068 FrScA-S116-03 4112 3440
39 70192 AnPhA-S116-02 1936 1763
40 70408 BioA-S116-01 5028 3723
41 70532 AnPhA-S116-01 10694 9088
42 70681 BioA-S116-01 5472 4404
43 71110 FrScA-S216-01 3379 2886
44 72287 FrScA-T116-01 3020 2404
45 73132 FrScA-S116-03 3480 3064
46 74552 AnPhA-S216-02 5208 3886
47 76132 AnPhA-T116-01 6986 4216
48 76133 PhysA-S116-01 3835 2943
49 76426 PhysA-S116-01 2930 2245
50 76673 AnPhA-S216-01 7696 5212
51 76674 AnPhA-S216-01 7824 5728
52 76840 FrScA-S116-01 11328 9306
53 76891 OcnA-S116-01 6087 3819
54 77169 BioA-S116-01 3749 2954
55 77190 FrScA-S216-01 2446 1949
56 77246 FrScA-S116-01 3913 2904
57 77976 FrScA-S116-03 4664 3508
58 77980 FrScA-S216-02 3528 2951
59 78000 FrScA-S216-01 2269 1946
60 78153 PhysA-S216-01 6530 3702
61 78691 FrScA-S116-03 8892 8012
62 79128 PhysA-S116-01 2369 1920
63 79220 AnPhA-S116-02 2269 1371
64 79352 PhysA-S116-01 1226 935
65 79596 PhysA-S116-01 1374 1091
66 79893 OcnA-T116-01 4133 3029
67 80822 OcnA-S216-01 3968 3075
68 84632 PhysA-T116-01 3180 2693
69 84640 AnPhA-T116-01 2358 1940
70 84684 OcnA-T116-01 5074 3874
71 84757 AnPhA-T116-01 4534 3668
72 84932 OcnA-S216-01 5225 4300
73 85248 AnPhA-S216-01 2935 2078
74 85249 AnPhA-S116-01 4558 3295
75 85258 FrScA-S216-01 2309 1726
76 85287 FrScA-S216-01 5792 3188
77 85292 BioA-S116-01 2669 2234
78 85410 OcnA-S116-02 3474 2761
79 85411 AnPhA-S116-01 3150 2000
80 85416 FrScA-S116-01 1966 1500
81 85431 FrScA-S116-01 1597 1448
82 85443 FrScA-S116-01 3559 2757
83 85522 PhysA-S116-01 2904 2379
84 85539 FrScA-S116-01 3674 3006
85 85574 FrScA-S116-03 2119 1605
86 85579 FrScA-S116-01 2636 2059
87 85583 AnPhA-S116-01 3026 2540
88 85649 FrScA-S116-01 2790 1971
89 85650 FrScA-S116-01 8206 4432
90 85661 FrScA-S116-02 3143 2707
91 85665 FrScA-S116-01 2691 2091
92 85700 FrScA-S116-03 4406 3094
93 85701 FrScA-S116-03 2808 2091
94 85702 FrScA-S116-03 2836 2488
95 85791 FrScA-S116-01 3800 3302
96 85792 FrScA-S116-01 4078 3369
97 85796 FrScA-S216-01 3219 2667
98 85867 FrScA-S216-04 2547 2143
99 85891 FrScA-S116-03 3199 2753
100 85929 FrScA-S116-01 7192 5388
101 85953 PhysA-S116-01 6564 5614
102 85962 PhysA-S116-01 3254 1828
103 86002 FrScA-S216-04 1337 1054
104 86067 BioA-S116-01 4054 2304
105 86072 AnPhA-S116-01 2297 1182
106 86105 FrScA-S116-01 3730 2854
107 86216 BioA-S116-01 2583 1452
108 86268 AnPhA-S216-01 3013 2491
109 86271 FrScA-S116-01 4358 3608
110 86275 AnPhA-S116-01 5926 3882
111 86277 AnPhA-S116-01 1306 686
112 86280 FrScA-S116-01 5898 5168
113 86286 AnPhA-S116-01 4594 3037
114 86339 FrScA-S116-01 3140 2533
115 86340 FrScA-S116-01 4161 3367
116 86349 FrScA-S216-01 840 672
117 86349 OcnA-S116-01 3227 2723
118 86353 PhysA-S116-01 5736 4953
119 86365 FrScA-S116-01 1265 969
120 86429 AnPhA-S116-01 4936 4208
121 86446 AnPhA-S116-01 3316 2265
122 86451 AnPhA-S116-01 2416 2014
123 86455 FrScA-S116-01 12288 9132
124 86455 OcnA-S216-01 3189 2539
125 86460 OcnA-S116-01 3643 3174
126 86476 AnPhA-S116-01 2882 2335
127 86476 FrScA-S116-01 2683 2014
128 86479 AnPhA-S116-01 3070 2450
129 86488 AnPhA-S116-01 3342 3033
130 86490 FrScA-S216-01 6372 4524
131 86515 FrScA-S216-01 8631 7164
132 86679 FrScA-S116-01 1563 1233
133 86697 OcnA-S216-02 3898 3409
134 86707 AnPhA-S116-02 11355 10026
135 86709 FrScA-S116-01 1835 1577
136 86758 OcnA-S116-01 2835 1775
137 86792 FrScA-S116-01 2316 1927
138 86793 FrScA-S116-01 10826 8760
139 86794 FrScA-S116-01 1424 1146
140 86803 FrScA-S116-01 5430 4784
141 86836 FrScA-S216-01 8692 7122
142 87010 FrScA-S116-01 4052 2486
143 87043 AnPhA-S116-01 3349 2514
144 87163 FrScA-S116-01 3634 2827
145 87171 PhysA-S116-01 6318 5466
146 87484 FrScA-S116-01 7654 5626
147 87552 BioA-S116-01 3761 2626
148 87579 FrScA-S116-01 3741 3238
149 87693 FrScA-T116-01 2833 2520
150 87805 FrScA-S116-01 3850 2844
151 87825 OcnA-S216-01 2514 1246
152 87861 FrScA-S216-01 1668 1156
153 87866 FrScA-T116-01 6130 4638
154 87905 FrScA-S116-01 8672 5622
155 87914 FrScA-S116-01 5082 2898
156 87970 OcnA-S116-01 4151 2830
157 88048 FrScA-S216-02 1632 1217
158 88091 PhysA-S116-01 4792 3626
159 88153 AnPhA-S116-01 4640 4094
160 88168 OcnA-S116-02 3523 2108
161 88261 FrScA-S116-01 2419 1624
162 88282 OcnA-T116-01 3935 2787
163 88311 FrScA-S216-04 3207 2279
164 88381 PhysA-S116-01 10275 8685
165 88527 FrScA-S116-01 4918 4022
166 88596 FrScA-S216-01 2531 2125
167 88641 AnPhA-S116-01 4833 3711
168 88845 FrScA-S216-01 4268 3576
169 88849 OcnA-S216-01 7159 5031
170 88995 AnPhA-T116-01 2841 2191
171 89005 AnPhA-T116-01 5131 3565
172 89114 OcnA-S116-01 2571 2158
173 89128 FrScA-S116-01 8016 6446
174 89142 AnPhA-S116-01 2559 1962
175 89144 FrScA-S116-03 3277 2381
176 89165 FrScA-S116-03 3676 2926
177 89333 FrScA-S216-01 6464 5496
178 89376 FrScA-S116-03 3984 3391
179 89388 FrScA-S116-03 3668 2848
180 89425 PhysA-S116-01 5208 4005
181 89435 OcnA-S116-01 4238 3766
182 89994 FrScA-S216-02 3428 2686
183 90090 OcnA-S116-02 2040 1718
184 90098 FrScA-S116-03 2055 1518
185 90274 FrScA-S116-03 5054 4024
186 90277 FrScA-S216-01 6940 4244
187 90398 AnPhA-S116-02 6964 4270
188 90399 AnPhA-S116-02 4692 3876
189 90433 FrScA-S116-01 2335 1963
190 90622 FrScA-S216-01 3148 1570
191 90861 OcnA-S116-01 5006 4193
192 90878 FrScA-S116-03 2355 1884
193 90956 AnPhA-S116-02 2433 1658
194 90989 FrScA-S216-01 4455 3648
195 91030 PhysA-S116-01 2558 1945
196 91067 BioA-S116-01 2672 2249
197 91163 OcnA-S216-02 4616 2979
198 91164 AnPhA-S216-02 4141 3066
199 91176 FrScA-S116-04 3421 2246
200 91300 BioA-S116-01 7932 5958
201 91340 FrScA-S116-02 3231 2768
202 91477 FrScA-S116-04 3634 2427
203 91575 PhysA-S116-01 2315 1743
204 91611 BioA-S116-01 2713 2051
205 91672 AnPhA-S116-02 4640 2418
206 91709 AnPhA-S116-02 3883 2742
207 91818 OcnA-S116-01 11004 7857
208 91821 PhysA-S116-01 3435 2711
209 91943 FrScA-S216-02 2431 1752
210 92021 OcnA-S116-02 5252 3409
211 92143 FrScA-S116-01 2430 1887
212 92152 BioA-S116-01 4462 3414
213 92185 AnPhA-S116-02 4049 3016
214 92510 BioA-S116-01 3880 3017
215 92724 PhysA-S116-01 4402 3103
216 92725 PhysA-S116-01 3226 1880
217 92726 PhysA-S116-01 2739 2356
218 92727 PhysA-S116-01 4094 2642
219 92729 PhysA-S116-01 3556 1770
220 92732 PhysA-S116-01 1207 721
221 92733 PhysA-S116-01 2829 2549
222 92740 PhysA-S116-01 3347 2308
223 92741 PhysA-S116-01 3070 2163
224 92743 PhysA-S116-01 2669 1704
225 94070 FrScA-S216-01 2528 1735
226 94135 FrScA-S216-01 5940 4654
227 94156 FrScA-S216-01 4636 2960
228 94172 FrScA-S216-01 2364 2016
229 94189 PhysA-S216-01 3682 3187
230 94240 OcnA-S216-02 6128 5498
231 94251 PhysA-S216-01 9202 7666
232 94257 FrScA-S216-01 5794 4708
233 94288 FrScA-S216-01 2779 2265
234 94292 FrScA-S216-01 2546 1476
235 94323 OcnA-S216-01 3388 2710
236 94370 FrScA-S216-01 3876 3063
237 94376 FrScA-S216-01 4162 3415
238 94400 FrScA-S216-01 4859 2938
239 94402 FrScA-S216-01 7170 5242
240 94550 AnPhA-S216-02 3522 2554
241 94744 OcnA-S216-01 9326 7520
242 94805 AnPhA-S216-01 9228 7624
243 94824 FrScA-S216-01 5676 3738
244 94970 PhysA-S216-01 5128 4102
245 95005 FrScA-S216-01 3652 3072
246 95014 AnPhA-S216-01 5116 2950
247 95160 AnPhA-S216-02 3865 3154
248 95165 FrScA-S216-01 4834 2550
249 95266 PhysA-S216-01 3518 2916
250 95283 AnPhA-S216-01 5514 4224
251 95360 FrScA-S216-01 12777 10590
252 95368 OcnA-S216-02 2488 1580
253 95375 OcnA-S216-02 2321 1921
254 95578 PhysA-S216-01 12844 10342
255 95621 FrScA-S216-01 3267 1968
256 95624 OcnA-S216-02 6536 4764
257 95707 BioA-S216-01 3912 2196
258 95726 FrScA-S216-01 3216 2892
259 95743 FrScA-S216-01 4010 2234
260 95770 OcnA-S216-01 3249 2753
261 95919 AnPhA-S216-02 3741 3230
262 95919 FrScA-S216-02 3212 2692
263 95923 FrScA-S216-02 8196 6030
264 95925 FrScA-S216-02 4989 3972
265 95989 FrScA-S216-01 3242 2587
266 96134 FrScA-S216-02 5566 4522
267 96142 FrScA-S216-02 9198 5574
268 96189 FrScA-S216-02 2245 1676
269 96228 AnPhA-S216-01 2707 1990
270 96433 FrScA-S216-02 1260 973
271 96756 OcnA-S216-01 3820 2711
272 96808 PhysA-S216-01 3412 2330
273 96826 AnPhA-S216-02 6134 5044
274 96841 FrScA-S216-02 5394 4510
275 96853 AnPhA-S216-01 7539 6435
276 96854 AnPhA-S216-01 7068 5648
277 96867 PhysA-S216-01 4165 3309
278 96950 BioA-S216-01 6190 4970
279 96994 AnPhA-S216-01 2150 1565
percentage_earned subject semester section
1 0.6768293 FrScA S216 2
2 0.6609756 FrScA S216 1
3 0.8240652 PhysA S116 1
4 0.6764769 FrScA S116 1
5 0.7388494 OcnA S116 1
6 0.7754817 OcnA S116 2
7 0.7763321 PhysA S116 1
8 0.6017143 FrScA S216 1
9 0.7427024 AnPhA S116 2
10 0.8297404 FrScA S116 3
11 0.6902357 PhysA S116 1
12 0.8156411 AnPhA S216 1
13 0.8497462 OcnA S116 1
14 0.8360982 AnPhA S116 1
15 0.8491890 FrScA S116 1
16 0.8717833 PhysA S116 1
17 0.7393008 PhysA S116 1
18 0.7576302 PhysA S116 1
19 0.5384259 FrScA S216 1
20 0.7857797 PhysA T116 1
21 0.8076696 FrScA S216 1
22 0.8326180 AnPhA S116 1
23 0.8724526 OcnA S116 1
24 0.7866495 AnPhA S116 1
25 0.7506112 PhysA S216 1
26 0.8406072 FrScA S216 1
27 0.7118338 OcnA S116 1
28 0.7038934 OcnA S216 1
29 0.6179710 FrScA S116 1
30 0.6431784 OcnA S116 2
31 0.7684839 BioA S116 1
32 0.7312745 FrScA S116 1
33 0.8172943 FrScA S216 1
34 0.8037603 FrScA S216 1
35 0.6400839 FrScA S216 4
36 0.7908193 AnPhA S216 1
37 0.7652530 FrScA S116 1
38 0.8365759 FrScA S116 3
39 0.9106405 AnPhA S116 2
40 0.7404535 BioA S116 1
41 0.8498223 AnPhA S116 1
42 0.8048246 BioA S116 1
43 0.8540988 FrScA S216 1
44 0.7960265 FrScA T116 1
45 0.8804598 FrScA S116 3
46 0.7461598 AnPhA S216 2
47 0.6034927 AnPhA T116 1
48 0.7674055 PhysA S116 1
49 0.7662116 PhysA S116 1
50 0.6772349 AnPhA S216 1
51 0.7321063 AnPhA S216 1
52 0.8215042 FrScA S116 1
53 0.6274027 OcnA S116 1
54 0.7879435 BioA S116 1
55 0.7968111 FrScA S216 1
56 0.7421416 FrScA S116 1
57 0.7521441 FrScA S116 3
58 0.8364512 FrScA S216 2
59 0.8576465 FrScA S216 1
60 0.5669219 PhysA S216 1
61 0.9010346 FrScA S116 3
62 0.8104686 PhysA S116 1
63 0.6042309 AnPhA S116 2
64 0.7626427 PhysA S116 1
65 0.7940320 PhysA S116 1
66 0.7328817 OcnA T116 1
67 0.7749496 OcnA S216 1
68 0.8468553 PhysA T116 1
69 0.8227311 AnPhA T116 1
70 0.7635002 OcnA T116 1
71 0.8089987 AnPhA T116 1
72 0.8229665 OcnA S216 1
73 0.7080068 AnPhA S216 1
74 0.7229048 AnPhA S116 1
75 0.7475097 FrScA S216 1
76 0.5504144 FrScA S216 1
77 0.8370176 BioA S116 1
78 0.7947611 OcnA S116 2
79 0.6349206 AnPhA S116 1
80 0.7629705 FrScA S116 1
81 0.9067001 FrScA S116 1
82 0.7746558 FrScA S116 1
83 0.8192149 PhysA S116 1
84 0.8181818 FrScA S116 1
85 0.7574328 FrScA S116 3
86 0.7811077 FrScA S116 1
87 0.8393919 AnPhA S116 1
88 0.7064516 FrScA S116 1
89 0.5400926 FrScA S116 1
90 0.8612790 FrScA S116 2
91 0.7770346 FrScA S116 1
92 0.7022242 FrScA S116 3
93 0.7446581 FrScA S116 3
94 0.8772920 FrScA S116 3
95 0.8689474 FrScA S116 1
96 0.8261403 FrScA S116 1
97 0.8285182 FrScA S216 1
98 0.8413820 FrScA S216 4
99 0.8605814 FrScA S116 3
100 0.7491657 FrScA S116 1
101 0.8552712 PhysA S116 1
102 0.5617701 PhysA S116 1
103 0.7883321 FrScA S216 4
104 0.5683276 BioA S116 1
105 0.5145842 AnPhA S116 1
106 0.7651475 FrScA S116 1
107 0.5621370 BioA S116 1
108 0.8267507 AnPhA S216 1
109 0.8279027 FrScA S116 1
110 0.6550793 AnPhA S116 1
111 0.5252680 AnPhA S116 1
112 0.8762292 FrScA S116 1
113 0.6610797 AnPhA S116 1
114 0.8066879 FrScA S116 1
115 0.8091805 FrScA S116 1
116 0.8000000 FrScA S216 1
117 0.8438178 OcnA S116 1
118 0.8634937 PhysA S116 1
119 0.7660079 FrScA S116 1
120 0.8525122 AnPhA S116 1
121 0.6830519 AnPhA S116 1
122 0.8336093 AnPhA S116 1
123 0.7431641 FrScA S116 1
124 0.7961743 OcnA S216 1
125 0.8712600 OcnA S116 1
126 0.8102012 AnPhA S116 1
127 0.7506523 FrScA S116 1
128 0.7980456 AnPhA S116 1
129 0.9075404 AnPhA S116 1
130 0.7099812 FrScA S216 1
131 0.8300313 FrScA S216 1
132 0.7888676 FrScA S116 1
133 0.8745511 OcnA S216 2
134 0.8829590 AnPhA S116 2
135 0.8594005 FrScA S116 1
136 0.6261023 OcnA S116 1
137 0.8320380 FrScA S116 1
138 0.8091631 FrScA S116 1
139 0.8047753 FrScA S116 1
140 0.8810313 FrScA S116 1
141 0.8193741 FrScA S216 1
142 0.6135242 FrScA S116 1
143 0.7506718 AnPhA S116 1
144 0.7779307 FrScA S116 1
145 0.8651472 PhysA S116 1
146 0.7350405 FrScA S116 1
147 0.6982186 BioA S116 1
148 0.8655440 FrScA S116 1
149 0.8895164 FrScA T116 1
150 0.7387013 FrScA S116 1
151 0.4956245 OcnA S216 1
152 0.6930456 FrScA S216 1
153 0.7566069 FrScA T116 1
154 0.6482934 FrScA S116 1
155 0.5702479 FrScA S116 1
156 0.6817634 OcnA S116 1
157 0.7457108 FrScA S216 2
158 0.7566778 PhysA S116 1
159 0.8823276 AnPhA S116 1
160 0.5983537 OcnA S116 2
161 0.6713518 FrScA S116 1
162 0.7082592 OcnA T116 1
163 0.7106330 FrScA S216 4
164 0.8452555 PhysA S116 1
165 0.8178121 FrScA S116 1
166 0.8395891 FrScA S216 1
167 0.7678461 AnPhA S116 1
168 0.8378632 FrScA S216 1
169 0.7027518 OcnA S216 1
170 0.7712073 AnPhA T116 1
171 0.6947963 AnPhA T116 1
172 0.8393621 OcnA S116 1
173 0.8041417 FrScA S116 1
174 0.7667057 AnPhA S116 1
175 0.7265792 FrScA S116 3
176 0.7959739 FrScA S116 3
177 0.8502475 FrScA S216 1
178 0.8511546 FrScA S116 3
179 0.7764449 FrScA S116 3
180 0.7690092 PhysA S116 1
181 0.8886267 OcnA S116 1
182 0.7835473 FrScA S216 2
183 0.8421569 OcnA S116 2
184 0.7386861 FrScA S116 3
185 0.7962010 FrScA S116 3
186 0.6115274 FrScA S216 1
187 0.6131534 AnPhA S116 2
188 0.8260870 AnPhA S116 2
189 0.8406852 FrScA S116 1
190 0.4987294 FrScA S216 1
191 0.8375949 OcnA S116 1
192 0.8000000 FrScA S116 3
193 0.6814632 AnPhA S116 2
194 0.8188552 FrScA S216 1
195 0.7603597 PhysA S116 1
196 0.8416916 BioA S116 1
197 0.6453640 OcnA S216 2
198 0.7404009 AnPhA S216 2
199 0.6565332 FrScA S116 4
200 0.7511346 BioA S116 1
201 0.8567007 FrScA S116 2
202 0.6678591 FrScA S116 4
203 0.7529158 PhysA S116 1
204 0.7559897 BioA S116 1
205 0.5211207 AnPhA S116 2
206 0.7061550 AnPhA S116 2
207 0.7140131 OcnA S116 1
208 0.7892285 PhysA S116 1
209 0.7206911 FrScA S216 2
210 0.6490861 OcnA S116 2
211 0.7765432 FrScA S116 1
212 0.7651277 BioA S116 1
213 0.7448753 AnPhA S116 2
214 0.7775773 BioA S116 1
215 0.7049069 PhysA S116 1
216 0.5827650 PhysA S116 1
217 0.8601679 PhysA S116 1
218 0.6453346 PhysA S116 1
219 0.4977503 PhysA S116 1
220 0.5973488 PhysA S116 1
221 0.9010251 PhysA S116 1
222 0.6895728 PhysA S116 1
223 0.7045603 PhysA S116 1
224 0.6384414 PhysA S116 1
225 0.6863133 FrScA S216 1
226 0.7835017 FrScA S216 1
227 0.6384814 FrScA S216 1
228 0.8527919 FrScA S216 1
229 0.8655622 PhysA S216 1
230 0.8971932 OcnA S216 2
231 0.8330798 PhysA S216 1
232 0.8125647 FrScA S216 1
233 0.8150414 FrScA S216 1
234 0.5797329 FrScA S216 1
235 0.7998819 OcnA S216 1
236 0.7902477 FrScA S216 1
237 0.8205190 FrScA S216 1
238 0.6046512 FrScA S216 1
239 0.7311018 FrScA S216 1
240 0.7251562 AnPhA S216 2
241 0.8063478 OcnA S216 1
242 0.8261812 AnPhA S216 1
243 0.6585624 FrScA S216 1
244 0.7999220 PhysA S216 1
245 0.8411829 FrScA S216 1
246 0.5766224 AnPhA S216 1
247 0.8160414 AnPhA S216 2
248 0.5275134 FrScA S216 1
249 0.8288800 PhysA S216 1
250 0.7660501 AnPhA S216 1
251 0.8288331 FrScA S216 1
252 0.6350482 OcnA S216 2
253 0.8276605 OcnA S216 2
254 0.8052009 PhysA S216 1
255 0.6023875 FrScA S216 1
256 0.7288862 OcnA S216 2
257 0.5613497 BioA S216 1
258 0.8992537 FrScA S216 1
259 0.5571072 FrScA S216 1
260 0.8473376 OcnA S216 1
261 0.8634055 AnPhA S216 2
262 0.8381071 FrScA S216 2
263 0.7357247 FrScA S216 2
264 0.7961515 FrScA S216 2
265 0.7979642 FrScA S216 1
266 0.8124326 FrScA S216 2
267 0.6060013 FrScA S216 2
268 0.7465479 FrScA S216 2
269 0.7351311 AnPhA S216 1
270 0.7722222 FrScA S216 2
271 0.7096859 OcnA S216 1
272 0.6828839 PhysA S216 1
273 0.8223019 AnPhA S216 2
274 0.8361142 FrScA S216 2
275 0.8535615 AnPhA S216 1
276 0.7990945 AnPhA S216 1
277 0.7944778 PhysA S216 1
278 0.8029079 BioA S216 1
279 0.7279070 AnPhA S216 1
Gradebook_Item Grade_Category FinalGradeCEMS
1 POINTS EARNED & TOTAL COURSE POINTS NA 93.45372
2 POINTS EARNED & TOTAL COURSE POINTS NA 88.48758
3 POINTS EARNED & TOTAL COURSE POINTS NA 97.77778
4 POINTS EARNED & TOTAL COURSE POINTS NA 96.11872
5 ATTEMPTED NA 93.90452
6 POINTS EARNED & TOTAL COURSE POINTS NA 93.40034
7 POINTS EARNED & TOTAL COURSE POINTS NA 93.06250
8 POINTS EARNED & TOTAL COURSE POINTS NA 97.74266
9 POINTS EARNED & TOTAL COURSE POINTS NA 94.12480
10 POINTS EARNED & TOTAL COURSE POINTS NA 87.09361
11 POINTS EARNED & TOTAL COURSE POINTS NA 94.79167
12 POINTS EARNED & TOTAL COURSE POINTS NA 96.52160
13 ATTEMPTED NA 92.68174
14 POINTS EARNED & TOTAL COURSE POINTS NA 86.27200
15 POINTS EARNED & TOTAL COURSE POINTS NA 94.29224
16 POINTS EARNED & TOTAL COURSE POINTS NA 94.44444
17 POINTS EARNED & TOTAL COURSE POINTS NA 93.77778
18 POINTS EARNED & TOTAL COURSE POINTS NA 96.34028
19 POINTS EARNED & TOTAL COURSE POINTS NA 93.22799
20 OutcomeDefinition.Total.title NA 93.88889
21 POINTS EARNED & TOTAL COURSE POINTS NA 98.64560
22 POINTS EARNED & TOTAL COURSE POINTS NA 93.75360
23 ATTEMPTED NA 99.32998
24 POINTS EARNED & TOTAL COURSE POINTS NA 91.20160
25 POINTS EARNED & TOTAL COURSE POINTS NA 89.86111
26 POINTS EARNED & TOTAL COURSE POINTS NA 91.42212
27 ATTEMPTED NA 90.70352
28 POINTS EARNED & TOTAL COURSE POINTS NA 90.95980
29 POINTS EARNED & TOTAL COURSE POINTS NA 92.46575
30 POINTS EARNED & TOTAL COURSE POINTS NA 94.57956
31 POINTS EARNED & TOTAL COURSE POINTS NA 87.24409
32 POINTS EARNED & TOTAL COURSE POINTS NA 93.60731
33 POINTS EARNED & TOTAL COURSE POINTS NA 91.19639
34 POINTS EARNED & TOTAL COURSE POINTS NA 94.69526
35 OutcomeDefinition.Total.title NA 93.17156
36 POINTS EARNED & TOTAL COURSE POINTS NA 85.47147
37 POINTS EARNED & TOTAL COURSE POINTS NA 93.37900
38 POINTS EARNED & TOTAL COURSE POINTS NA 95.37671
39 POINTS EARNED & TOTAL COURSE POINTS NA 95.96000
40 POINTS EARNED & TOTAL COURSE POINTS NA 91.50538
41 POINTS EARNED & TOTAL COURSE POINTS NA 93.64000
42 POINTS EARNED & TOTAL COURSE POINTS NA 90.23656
43 POINTS EARNED & TOTAL COURSE POINTS NA 88.71332
44 POINTS EARNED & TOTAL COURSE POINTS NA 90.86758
45 POINTS EARNED & TOTAL COURSE POINTS NA 87.52968
46 POINTS EARNED & TOTAL COURSE POINTS NA 96.16000
47 POINTS EARNED & TOTAL COURSE POINTS NA 95.33920
48 POINTS EARNED & TOTAL COURSE POINTS NA 93.61806
49 POINTS EARNED & TOTAL COURSE POINTS NA 95.41667
50 POINTS EARNED & TOTAL COURSE POINTS NA 92.20000
51 POINTS EARNED & TOTAL COURSE POINTS NA 95.86080
52 POINTS EARNED & TOTAL COURSE POINTS NA 92.46575
53 ATTEMPTED NA 88.91625
54 POINTS EARNED & TOTAL COURSE POINTS NA 93.81720
55 POINTS EARNED & TOTAL COURSE POINTS NA 92.43792
56 POINTS EARNED & TOTAL COURSE POINTS NA 88.35616
57 POINTS EARNED & TOTAL COURSE POINTS NA 90.59589
58 POINTS EARNED & TOTAL COURSE POINTS NA 93.00226
59 POINTS EARNED & TOTAL COURSE POINTS NA 91.42212
60 POINTS EARNED & TOTAL COURSE POINTS NA 99.02778
61 POINTS EARNED & TOTAL COURSE POINTS NA 92.92237
62 POINTS EARNED & TOTAL COURSE POINTS NA 96.40972
63 POINTS EARNED & TOTAL COURSE POINTS NA 91.82080
64 POINTS EARNED & TOTAL COURSE POINTS NA 95.48611
65 POINTS EARNED & TOTAL COURSE POINTS NA 90.97222
66 POINTS EARNED & TOTAL COURSE POINTS NA 94.46566
67 POINTS EARNED & TOTAL COURSE POINTS NA 90.94640
68 OutcomeDefinition.Total.title NA 97.63889
69 POINTS EARNED & TOTAL COURSE POINTS NA 86.16480
70 POINTS EARNED & TOTAL COURSE POINTS NA 90.80570
71 POINTS EARNED & TOTAL COURSE POINTS NA 85.33760
72 POINTS EARNED & TOTAL COURSE POINTS NA 88.30318
73 POINTS EARNED & TOTAL COURSE POINTS NA 94.82613
74 POINTS EARNED & TOTAL COURSE POINTS NA 86.89120
75 POINTS EARNED & TOTAL COURSE POINTS NA 89.05192
76 POINTS EARNED & TOTAL COURSE POINTS NA 93.67946
77 POINTS EARNED & TOTAL COURSE POINTS NA 93.34946
78 POINTS EARNED & TOTAL COURSE POINTS NA 93.92797
79 POINTS EARNED & TOTAL COURSE POINTS NA 90.91573
80 POINTS EARNED & TOTAL COURSE POINTS NA 94.74886
81 POINTS EARNED & TOTAL COURSE POINTS NA 92.92237
82 POINTS EARNED & TOTAL COURSE POINTS NA 86.30137
83 POINTS EARNED & TOTAL COURSE POINTS NA 98.05556
84 POINTS EARNED & TOTAL COURSE POINTS NA 90.18265
85 POINTS EARNED & TOTAL COURSE POINTS NA 96.60502
86 POINTS EARNED & TOTAL COURSE POINTS NA 96.34703
87 POINTS EARNED & TOTAL COURSE POINTS NA 91.65493
88 POINTS EARNED & TOTAL COURSE POINTS NA 86.98630
89 POINTS EARNED & TOTAL COURSE POINTS NA 100.00000
90 POINTS EARNED & TOTAL COURSE POINTS NA 87.19863
91 POINTS EARNED & TOTAL COURSE POINTS NA 96.80365
92 POINTS EARNED & TOTAL COURSE POINTS NA 89.84247
93 POINTS EARNED & TOTAL COURSE POINTS NA 91.41096
94 POINTS EARNED & TOTAL COURSE POINTS NA 86.52055
95 POINTS EARNED & TOTAL COURSE POINTS NA 96.80365
96 POINTS EARNED & TOTAL COURSE POINTS NA 89.49772
97 POINTS EARNED & TOTAL COURSE POINTS NA 91.19639
98 OutcomeDefinition.Total.title NA 86.20767
99 POINTS EARNED & TOTAL COURSE POINTS NA 85.87443
100 POINTS EARNED & TOTAL COURSE POINTS NA 85.61644
101 POINTS EARNED & TOTAL COURSE POINTS NA 95.13889
102 POINTS EARNED & TOTAL COURSE POINTS NA 85.93056
103 OutcomeDefinition.Total.title NA 91.50564
104 POINTS EARNED & TOTAL COURSE POINTS NA 88.78495
105 POINTS EARNED & TOTAL COURSE POINTS NA 91.29280
106 POINTS EARNED & TOTAL COURSE POINTS NA 89.95434
107 POINTS EARNED & TOTAL COURSE POINTS NA 92.94301
108 POINTS EARNED & TOTAL COURSE POINTS NA 93.53867
109 POINTS EARNED & TOTAL COURSE POINTS NA 97.26027
110 POINTS EARNED & TOTAL COURSE POINTS NA 95.02080
111 POINTS EARNED & TOTAL COURSE POINTS NA 89.81333
112 POINTS EARNED & TOTAL COURSE POINTS NA 85.61644
113 POINTS EARNED & TOTAL COURSE POINTS NA 96.81440
114 POINTS EARNED & TOTAL COURSE POINTS NA 91.78082
115 POINTS EARNED & TOTAL COURSE POINTS NA 95.43379
116 POINTS EARNED & TOTAL COURSE POINTS NA 87.81038
117 ATTEMPTED NA 90.86767
118 POINTS EARNED & TOTAL COURSE POINTS NA 85.73611
119 POINTS EARNED & TOTAL COURSE POINTS NA 98.17352
120 POINTS EARNED & TOTAL COURSE POINTS NA 89.50720
121 POINTS EARNED & TOTAL COURSE POINTS NA 85.62080
122 POINTS EARNED & TOTAL COURSE POINTS NA 93.70240
123 POINTS EARNED & TOTAL COURSE POINTS NA 91.09589
124 POINTS EARNED & TOTAL COURSE POINTS NA 92.03518
125 ATTEMPTED NA 88.72027
126 POINTS EARNED & TOTAL COURSE POINTS NA 92.19493
127 POINTS EARNED & TOTAL COURSE POINTS NA 95.43379
128 POINTS EARNED & TOTAL COURSE POINTS NA 92.60747
129 POINTS EARNED & TOTAL COURSE POINTS NA 87.44080
130 POINTS EARNED & TOTAL COURSE POINTS NA 93.67946
131 POINTS EARNED & TOTAL COURSE POINTS NA 87.13318
132 POINTS EARNED & TOTAL COURSE POINTS NA 95.89041
133 POINTS EARNED & TOTAL COURSE POINTS NA 90.07705
134 POINTS EARNED & TOTAL COURSE POINTS NA 85.90933
135 POINTS EARNED & TOTAL COURSE POINTS NA 95.66210
136 ATTEMPTED NA 94.61474
137 POINTS EARNED & TOTAL COURSE POINTS NA 99.08676
138 POINTS EARNED & TOTAL COURSE POINTS NA 96.34703
139 POINTS EARNED & TOTAL COURSE POINTS NA 90.18265
140 POINTS EARNED & TOTAL COURSE POINTS NA 87.55708
141 POINTS EARNED & TOTAL COURSE POINTS NA 89.84199
142 POINTS EARNED & TOTAL COURSE POINTS NA 88.01370
143 POINTS EARNED & TOTAL COURSE POINTS NA 91.31200
144 POINTS EARNED & TOTAL COURSE POINTS NA 88.58447
145 POINTS EARNED & TOTAL COURSE POINTS NA 97.50000
146 POINTS EARNED & TOTAL COURSE POINTS NA 92.69406
147 POINTS EARNED & TOTAL COURSE POINTS NA 90.08065
148 POINTS EARNED & TOTAL COURSE POINTS NA 96.11872
149 POINTS EARNED & TOTAL COURSE POINTS NA 89.76484
150 POINTS EARNED & TOTAL COURSE POINTS NA 96.80365
151 POINTS EARNED & TOTAL COURSE POINTS NA 93.47739
152 POINTS EARNED & TOTAL COURSE POINTS NA 95.48533
153 POINTS EARNED & TOTAL COURSE POINTS NA 94.50457
154 POINTS EARNED & TOTAL COURSE POINTS NA 93.37900
155 POINTS EARNED & TOTAL COURSE POINTS NA 86.07306
156 ATTEMPTED NA 86.69514
157 POINTS EARNED & TOTAL COURSE POINTS NA 93.00226
158 POINTS EARNED & TOTAL COURSE POINTS NA 97.72222
159 POINTS EARNED & TOTAL COURSE POINTS NA 88.70240
160 POINTS EARNED & TOTAL COURSE POINTS NA 95.96315
161 POINTS EARNED & TOTAL COURSE POINTS NA 98.63014
162 POINTS EARNED & TOTAL COURSE POINTS NA 92.12060
163 OutcomeDefinition.Total.title NA 92.60722
164 POINTS EARNED & TOTAL COURSE POINTS NA 96.80556
165 POINTS EARNED & TOTAL COURSE POINTS NA 92.69406
166 POINTS EARNED & TOTAL COURSE POINTS NA 91.87359
167 POINTS EARNED & TOTAL COURSE POINTS NA 87.18080
168 POINTS EARNED & TOTAL COURSE POINTS NA 90.97065
169 POINTS EARNED & TOTAL COURSE POINTS NA 90.76884
170 POINTS EARNED & TOTAL COURSE POINTS NA 85.79360
171 POINTS EARNED & TOTAL COURSE POINTS NA 87.62080
172 ATTEMPTED NA 95.00838
173 POINTS EARNED & TOTAL COURSE POINTS NA 87.67123
174 POINTS EARNED & TOTAL COURSE POINTS NA 95.10400
175 POINTS EARNED & TOTAL COURSE POINTS NA 90.65068
176 POINTS EARNED & TOTAL COURSE POINTS NA 92.46575
177 POINTS EARNED & TOTAL COURSE POINTS NA 90.51919
178 POINTS EARNED & TOTAL COURSE POINTS NA 86.29452
179 POINTS EARNED & TOTAL COURSE POINTS NA 93.59361
180 POINTS EARNED & TOTAL COURSE POINTS NA 92.37500
181 ATTEMPTED NA 93.83250
182 POINTS EARNED & TOTAL COURSE POINTS NA 90.74492
183 POINTS EARNED & TOTAL COURSE POINTS NA 96.29816
184 POINTS EARNED & TOTAL COURSE POINTS NA 86.60046
185 POINTS EARNED & TOTAL COURSE POINTS NA 94.30365
186 POINTS EARNED & TOTAL COURSE POINTS NA 91.42212
187 POINTS EARNED & TOTAL COURSE POINTS NA 94.92747
188 POINTS EARNED & TOTAL COURSE POINTS NA 88.88960
189 POINTS EARNED & TOTAL COURSE POINTS NA 91.09589
190 POINTS EARNED & TOTAL COURSE POINTS NA 89.61625
191 ATTEMPTED NA 89.12898
192 POINTS EARNED & TOTAL COURSE POINTS NA 88.52055
193 POINTS EARNED & TOTAL COURSE POINTS NA 91.91200
194 POINTS EARNED & TOTAL COURSE POINTS NA 88.48758
195 POINTS EARNED & TOTAL COURSE POINTS NA 92.70833
196 POINTS EARNED & TOTAL COURSE POINTS NA 99.75806
197 POINTS EARNED & TOTAL COURSE POINTS NA 97.37018
198 POINTS EARNED & TOTAL COURSE POINTS NA 90.00160
199 POINTS EARNED & TOTAL COURSE POINTS NA 96.18037
200 POINTS EARNED & TOTAL COURSE POINTS NA 96.26344
201 POINTS EARNED & TOTAL COURSE POINTS NA 85.38356
202 POINTS EARNED & TOTAL COURSE POINTS NA 90.22831
203 POINTS EARNED & TOTAL COURSE POINTS NA 95.13889
204 POINTS EARNED & TOTAL COURSE POINTS NA 92.90323
205 POINTS EARNED & TOTAL COURSE POINTS NA 92.88240
206 POINTS EARNED & TOTAL COURSE POINTS NA 87.29280
207 ATTEMPTED NA 96.46231
208 POINTS EARNED & TOTAL COURSE POINTS NA 93.95833
209 POINTS EARNED & TOTAL COURSE POINTS NA 91.64786
210 POINTS EARNED & TOTAL COURSE POINTS NA 86.76717
211 POINTS EARNED & TOTAL COURSE POINTS NA 93.37900
212 POINTS EARNED & TOTAL COURSE POINTS NA 93.48065
213 POINTS EARNED & TOTAL COURSE POINTS NA 91.85280
214 POINTS EARNED & TOTAL COURSE POINTS NA 91.90860
215 POINTS EARNED & TOTAL COURSE POINTS NA 93.88889
216 POINTS EARNED & TOTAL COURSE POINTS NA 96.59722
217 POINTS EARNED & TOTAL COURSE POINTS NA 98.19444
218 POINTS EARNED & TOTAL COURSE POINTS NA 98.05556
219 POINTS EARNED & TOTAL COURSE POINTS NA 94.23611
220 POINTS EARNED & TOTAL COURSE POINTS NA 92.91667
221 POINTS EARNED & TOTAL COURSE POINTS NA 94.16667
222 POINTS EARNED & TOTAL COURSE POINTS NA 98.61111
223 POINTS EARNED & TOTAL COURSE POINTS NA 98.19444
224 POINTS EARNED & TOTAL COURSE POINTS NA 92.84722
225 POINTS EARNED & TOTAL COURSE POINTS NA 93.67946
226 POINTS EARNED & TOTAL COURSE POINTS NA 85.89165
227 POINTS EARNED & TOTAL COURSE POINTS NA 95.03386
228 POINTS EARNED & TOTAL COURSE POINTS NA 90.97065
229 POINTS EARNED & TOTAL COURSE POINTS NA 90.44444
230 POINTS EARNED & TOTAL COURSE POINTS NA 87.09380
231 POINTS EARNED & TOTAL COURSE POINTS NA 96.94444
232 POINTS EARNED & TOTAL COURSE POINTS NA 90.29345
233 POINTS EARNED & TOTAL COURSE POINTS NA 91.87359
234 POINTS EARNED & TOTAL COURSE POINTS NA 89.05192
235 POINTS EARNED & TOTAL COURSE POINTS NA 93.96985
236 POINTS EARNED & TOTAL COURSE POINTS NA 94.13093
237 POINTS EARNED & TOTAL COURSE POINTS NA 93.67946
238 POINTS EARNED & TOTAL COURSE POINTS NA 85.10158
239 POINTS EARNED & TOTAL COURSE POINTS NA 92.09932
240 POINTS EARNED & TOTAL COURSE POINTS NA 85.34080
241 POINTS EARNED & TOTAL COURSE POINTS NA 96.79732
242 POINTS EARNED & TOTAL COURSE POINTS NA 87.30240
243 POINTS EARNED & TOTAL COURSE POINTS NA 96.38826
244 POINTS EARNED & TOTAL COURSE POINTS NA 95.41667
245 POINTS EARNED & TOTAL COURSE POINTS NA 95.03386
246 POINTS EARNED & TOTAL COURSE POINTS NA 95.62080
247 POINTS EARNED & TOTAL COURSE POINTS NA 94.42080
248 POINTS EARNED & TOTAL COURSE POINTS NA 92.09932
249 POINTS EARNED & TOTAL COURSE POINTS NA 90.55556
250 POINTS EARNED & TOTAL COURSE POINTS NA 91.33760
251 POINTS EARNED & TOTAL COURSE POINTS NA 91.87359
252 POINTS EARNED & TOTAL COURSE POINTS NA 92.28978
253 POINTS EARNED & TOTAL COURSE POINTS NA 93.43049
254 POINTS EARNED & TOTAL COURSE POINTS NA 90.55556
255 POINTS EARNED & TOTAL COURSE POINTS NA 95.48533
256 POINTS EARNED & TOTAL COURSE POINTS NA 87.12730
257 POINTS EARNED & TOTAL COURSE POINTS NA 88.57754
258 POINTS EARNED & TOTAL COURSE POINTS NA 94.58239
259 POINTS EARNED & TOTAL COURSE POINTS NA 95.93679
260 POINTS EARNED & TOTAL COURSE POINTS NA 91.96817
261 POINTS EARNED & TOTAL COURSE POINTS NA 86.53493
262 POINTS EARNED & TOTAL COURSE POINTS NA 94.63883
263 POINTS EARNED & TOTAL COURSE POINTS NA 89.61625
264 POINTS EARNED & TOTAL COURSE POINTS NA 90.74492
265 POINTS EARNED & TOTAL COURSE POINTS NA 85.44018
266 POINTS EARNED & TOTAL COURSE POINTS NA 89.72912
267 POINTS EARNED & TOTAL COURSE POINTS NA 90.85779
268 POINTS EARNED & TOTAL COURSE POINTS NA 88.48758
269 POINTS EARNED & TOTAL COURSE POINTS NA 91.06400
270 POINTS EARNED & TOTAL COURSE POINTS NA 93.45372
271 POINTS EARNED & TOTAL COURSE POINTS NA 91.13903
272 POINTS EARNED & TOTAL COURSE POINTS NA 93.75000
273 POINTS EARNED & TOTAL COURSE POINTS NA 88.40800
274 POINTS EARNED & TOTAL COURSE POINTS NA 92.55079
275 POINTS EARNED & TOTAL COURSE POINTS NA 85.42773
276 POINTS EARNED & TOTAL COURSE POINTS NA 85.11893
277 POINTS EARNED & TOTAL COURSE POINTS NA 90.62500
278 POINTS EARNED & TOTAL COURSE POINTS NA 91.81818
279 POINTS EARNED & TOTAL COURSE POINTS NA 86.80747
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 NA M 5 4 4 5 5 4 4 5 3 5
3 10 10.0000 F 3 3 3 3 3 4 3 3 3 3
4 443 425.0000 F 4 3 3 4 4 3 3 4 2 5
5 10 6.0000 M 4 5 3 5 5 5 5 4 5 4
6 5 5.0000 F 3 3 3 3 4 3 3 3 2 4
7 30 21.0000 F 4 2 2 4 4 4 4 4 2 4
8 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
9 30 NA F 3 2 4 4 5 3 4 5 3 3
10 443 323.0000 F 4 2 3 5 5 4 3 5 3 4
11 5 NA F 3 2 2 4 4 4 3 4 4 3
12 15 11.0000 F 5 5 5 NA 5 5 5 5 4 5
13 10 7.5000 F 4 4 2 4 4 4 4 4 4 4
14 5 4.0500 F 5 4 5 5 5 5 5 5 5 5
15 10 9.0000 M 4 3 3 4 4 4 4 4 3 4
16 10 10.0000 M 3 4 2 4 3 3 4 3 1 4
17 10 7.0000 F 4 3 3 5 3 3 2 4 1 5
18 10 NA F 4 3 2 4 3 3 2 3 1 2
19 10 10.0000 M 5 4 4 5 5 4 5 5 5 5
20 273 232.0000 M NA NA NA NA NA NA NA NA NA NA
21 10 10.0000 M 4 4 3 4 4 4 4 4 3 4
22 24 24.0000 F 4 3 2 4 4 4 4 4 3 4
23 10 NA M 5 2 4 5 5 4 5 5 5 5
24 10 10.0000 F 4 3 2 4 3 5 3 4 4 4
25 15 9.0000 F NA NA NA NA NA NA NA NA NA NA
26 25 NA M 4 3 3 4 4 4 3 4 4 5
27 10 9.0000 F 5 4 4 5 5 4 5 5 4 5
28 10 8.0000 F 4 3 1 5 3 3 5 5 2 5
29 10 9.5000 F 5 5 4 5 5 5 5 5 5 5
30 935 115.5000 F 4 4 2 2 3 4 4 4 4 4
31 5 10.0000 M 4 3 2 2 4 2 4 4 2 2
32 12 11.6400 F 5 3 3 5 4 4 4 4 4 4
33 30 27.0000 F 5 4 4 5 5 4 5 5 5 5
34 5 NA F 4 4 3 4 4 5 3 5 3 5
35 30 26.0000 F 5 4 3 5 5 4 4 5 5 5
36 15 11.0000 M 5 4 5 5 4 4 5 4 4 5
37 12 10.5000 F 3 3 3 1 3 4 3 2 2 3
38 30 NA F 5 5 5 5 5 5 5 5 5 5
39 10 7.0000 F 4 3 3 4 4 3 3 5 2 5
40 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
41 5 5.0000 F 4 4 3 4 4 4 3 4 4 5
42 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
43 5 4.0000 F 5 3 3 5 5 3 4 5 4 5
44 30 30.0000 F 3 2 2 3 4 3 2 3 3 3
45 15 NA M NA NA NA NA NA NA NA NA NA NA
46 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
47 30 26.0000 M 4 4 2 4 4 4 3 4 4 4
48 10 NA M 5 4 3 4 4 4 4 4 3 4
49 5 4.0000 F 1 2 2 3 4 4 5 3 2 1
50 25 25.0000 F NA NA NA NA NA NA NA NA NA NA
51 10 8.0000 M NA NA NA NA NA NA NA NA NA NA
52 10 6.0000 F NA NA NA NA NA NA NA NA NA NA
53 30 21.0000 F 3 4 3 5 4 5 5 4 2 3
54 10 10.0000 M 5 5 3 4 4 5 4 5 4 5
55 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
56 10 10.0000 F 4 4 2 2 4 4 2 4 4 3
57 5 4.0000 F 5 3 4 5 4 3 5 5 4 5
58 10 10.0000 M 4 3 2 2 4 3 4 4 3 2
59 5 NA F 5 NA 5 5 5 4 5 5 2 4
60 10 NA F 4 4 3 5 4 5 4 5 4 4
61 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
62 10 5.8000 F 4 3 2 5 4 5 4 4 5 3
63 30 NA F 4 2 2 4 4 3 4 4 2 4
64 15 7.0000 M 5 5 3 5 5 5 5 5 5 5
65 5 5.0000 F 4 3 2 5 4 4 4 4 3 3
66 5 5.0000 M 4 4 4 4 4 4 4 4 4 4
67 10 10.0000 F 5 5 4 5 5 5 4 5 5 5
68 5 5.0000 F 4 4 4 4 4 NA NA NA NA NA
69 30 25.0000 F 4 4 3 4 4 4 4 4 2 4
70 15 13.0000 M 4 2 3 3 4 NA NA NA NA NA
71 680 536.2500 M NA NA NA NA NA NA NA NA NA NA
72 145 136.0000 F 4 4 4 5 4 5 4 4 3 4
73 10 9.2500 M NA NA NA NA NA NA NA NA NA NA
74 5 4.0000 F 4 2 3 5 5 3 4 5 3 3
75 10 8.0000 F 5 5 4 5 5 4 3 5 3 5
76 10 10.0000 F 5 4 4 4 5 5 NA 5 4 4
77 10 NA F 4 4 3 4 4 4 4 4 4 4
78 10 NA F NA NA NA NA NA NA NA NA NA NA
79 30 NA F NA NA NA NA NA NA NA NA NA NA
80 10 NA F 4 4 2 4 4 4 3 4 4 4
81 10 7.0000 F 5 3 4 4 5 5 4 5 4 5
82 10 8.0000 F 5 4 4 5 4 5 3 5 2 5
83 10 NA F 3 2 2 4 3 3 3 4 3 4
84 10 9.0000 M NA NA NA NA NA NA NA NA NA NA
85 60 60.0000 F NA NA NA NA NA NA NA NA NA NA
86 597 340.1000 F 5 1 3 5 5 5 3 5 3 5
87 24 10.0000 F 4 3 3 4 4 4 4 4 3 4
88 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
89 30 30.0000 F 4 3 2 4 4 4 4 4 4 4
90 5 3.0000 M 5 3 4 5 5 5 4 5 3 5
91 935 828.2000 F 4 2 2 3 4 4 4 4 3 3
92 30 24.7000 F 5 4 3 5 5 4 3 5 4 5
93 20 NA F NA NA NA NA NA NA NA NA NA NA
94 345 300.3800 F 5 5 5 5 5 5 5 5 5 5
95 5 NA M 3 3 3 3 4 3 3 3 2 2
96 570 413.5000 M 4 4 3 4 4 5 3 5 3 4
97 50 23.0000 M 4 4 3 5 4 4 4 4 3 4
98 5 5.0000 F 5 3 3 4 5 4 3 4 3 4
99 125 120.0000 F NA NA NA NA NA NA NA NA NA NA
100 345 319.8800 M 5 3 3 5 4 4 3 5 3 5
101 140 140.2500 F 3 4 2 4 2 4 4 3 3 2
102 10 5.0000 F 4 3 3 4 4 4 4 4 3 3
103 10 8.0000 F 5 5 5 5 5 5 5 5 5 5
104 358 324.0000 F NA NA NA NA NA NA NA NA NA NA
105 15 NA M 4 4 3 4 4 4 3 5 3 4
106 10 10.0000 M NA NA NA NA NA NA NA NA NA NA
107 20 NA F 5 3 4 4 5 4 3 5 4 5
108 10 NA M NA NA NA NA NA NA NA NA NA NA
109 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
110 10 10.0000 F 4 4 3 4 4 4 3 4 4 4
111 10 10.0000 M 4 3 4 4 4 4 3 4 4 5
112 10 6.1300 F 4 3 2 4 4 4 4 4 3 4
113 10 10.0000 F 5 5 4 5 5 5 5 5 5 5
114 438 402.0000 F 4 4 3 5 4 4 4 4 3 4
115 20 20.0000 M 4 3 3 4 4 3 4 4 2 5
116 5 5.0000 F 4 4 2 4 3 3 3 4 3 4
117 353 313.0000 F NA NA NA NA NA NA NA NA NA NA
118 10 9.0000 F 5 5 5 5 5 5 2 5 5 5
119 10 9.3200 M 5 5 5 4 4 5 5 5 5 5
120 30 21.0000 M NA NA NA NA NA NA NA NA NA NA
121 5 NA M 4 4 3 4 5 3 5 4 3 2
122 30 0.0000 F 4 3 3 4 4 4 4 4 3 4
123 5 NA F 4 2 2 4 4 4 4 4 2 4
124 10 10.0000 F 5 5 5 5 5 5 5 5 5 5
125 322 310.2500 M NA NA NA NA NA NA NA NA NA NA
126 5 5.0000 F NA NA NA NA NA NA NA NA NA NA
127 75 70.0000 F 5 5 4 5 4 4 4 5 3 4
128 5 10.0000 F 4 3 3 4 4 4 3 4 3 5
129 28 26.0000 M 4 4 2 3 3 3 3 2 3 3
130 75 70.0000 M 5 4 4 5 4 4 5 4 4 4
131 24 16.0000 F 5 4 3 4 4 4 4 5 2 4
132 10 9.0000 F 4 4 3 4 4 3 4 5 4 5
133 10 8.0000 M 5 3 3 5 5 4 5 5 3 5
134 15 11.0000 F 4 2 3 4 4 3 4 4 1 2
135 10 8.0000 F NA NA NA NA NA NA NA NA NA NA
136 10 8.0000 F 5 3 4 4 4 4 4 4 4 4
137 5 NA M 3 3 2 4 2 5 4 3 4 3
138 30 13.8700 F NA NA NA NA NA NA NA NA NA NA
139 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
140 10 6.0000 M NA NA NA NA NA NA NA NA NA NA
141 10 0.0000 M 2 2 2 1 3 2 5 2 2 3
142 20 20.0000 F 5 3 3 5 4 4 3 5 2 3
143 5 6.0000 F NA NA NA NA NA NA NA NA NA NA
144 465 223.0750 M NA NA NA NA NA NA NA NA NA NA
145 443 398.0000 F 4 4 3 4 4 4 3 4 4 4
146 10 NA M 4 4 4 5 4 4 5 4 5 5
147 5 5.0000 F 4 3 3 3 4 4 3 4 2 5
148 15 15.0000 F 3 3 3 3 4 4 3 3 2 3
149 50 44.0000 M 4 2 3 4 4 2 4 4 2 4
150 465 412.5700 F NA NA NA NA NA NA NA NA NA NA
151 10 NA M 4 4 3 4 4 5 4 5 4 5
152 5 5.0000 F 4 2 2 3 4 3 3 4 2 2
153 443 334.5000 F 5 4 3 5 4 4 3 3 3 5
154 10 9.0000 F 5 5 4 4 4 5 4 5 4 5
155 10 10.0000 F 4 4 4 4 5 4 4 4 4 4
156 10 NA F 5 4 4 5 4 5 3 4 3 5
157 5 5.0000 F 4 3 2 4 4 3 3 4 3 3
158 20 20.0000 M 4 2 2 4 3 3 3 4 2 3
159 10 8.0000 F 5 4 4 5 5 5 5 4 4 5
160 10 10.0000 M 4 4 4 5 4 4 4 4 4 5
161 37 37.0000 M 5 4 3 5 5 4 4 5 4 5
162 30 22.8800 F 4 2 3 4 4 3 4 4 3 2
163 10 9.0000 M 4 4 3 4 4 4 4 4 4 4
164 10 10.0000 M 4 5 3 5 5 5 4 4 4 5
165 10 6.0000 F 5 5 3 5 5 4 5 5 5 5
166 443 412.0000 F NA NA NA NA NA NA NA NA NA NA
167 10 10.0000 F 4 4 4 5 4 5 4 4 3 4
168 443 409.5000 F 4 5 3 4 4 4 4 4 3 3
169 10 10.0000 M 4 4 3 3 3 4 3 4 3 4
170 10 9.2500 F 3 NA 3 3 4 3 3 3 3 4
171 10 10.0000 F NA NA NA NA NA NA NA NA NA NA
172 10 8.5000 F 5 3 4 5 5 5 3 5 3 5
173 50 41.0000 M 4 4 4 4 4 4 4 4 3 4
174 10 9.0000 M 4 3 3 4 5 5 5 5 4 3
175 532 286.3100 F 4 5 3 5 4 5 4 5 3 5
176 30 NA F 5 3 4 5 5 3 4 5 2 5
177 15 14.0000 F 5 3 4 5 5 4 5 5 4 5
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220 2199.3000 36.6550000 0.294884591 4.750000 3.500000 3.666667
221 1020.5828 17.0097133 -0.575062100 4.600000 3.500000 3.333333
222 1272.7001 21.2116683 -0.388988111 4.000000 4.000000 2.666667
223 5373.3502 89.5558367 2.637477427 5.000000 5.000000 4.333333
224 1711.0164 28.5169400 -0.065490825 2.000000 2.500000 1.333333
225 2469.4006 41.1566767 0.494231070 3.400000 3.000000 3.666667
226 706.2332 11.7705533 -0.807066345 4.400000 3.750000 4.333333
227 2598.5669 43.3094483 0.589561651 4.100000 2.750000 3.666667
228 1835.5833 30.5930550 0.026445190 4.600000 3.500000 3.666667
229 2321.7998 38.6966633 0.385294993 3.600000 3.500000 4.000000
230 2276.3169 37.9386150 0.351726552 3.600000 2.750000 3.000000
231 4552.0833 75.8680550 2.031345250 4.000000 3.500000 3.666667
232 1175.8330 19.5972167 -0.460480419 4.400000 3.500000 3.666667
233 3058.6498 50.9774967 0.929123673 NA NA NA
234 3135.3167 52.2552783 0.985707318 5.000000 4.500000 4.666667
235 4214.7332 70.2455533 1.782365594 3.200000 3.500000 2.833333
236 940.3001 15.6716683 -0.634314369 4.400000 4.333333 4.222222
237 1434.3999 23.9066650 -0.269646333 3.200000 2.500000 3.000000
238 2111.7837 35.1963950 0.230293597 4.200000 3.500000 4.000000
239 177.7168 2.9619467 -1.197135390 4.500000 4.250000 4.000000
240 2856.6166 47.6102767 0.780014019 4.900000 4.250000 4.666667
241 8870.8833 147.8480550 5.218815297 4.888889 4.000000 4.166667
242 4438.7165 73.9786083 1.947675416 4.300000 4.333333 4.000000
243 2414.5498 40.2424967 0.453748695 3.500000 3.250000 4.000000
244 2415.2493 40.2541550 0.454264957 5.000000 4.000000 4.000000
245 2182.8836 36.3813933 0.282768544 4.200000 4.000000 3.666667
246 2999.9832 49.9997200 0.885825065 3.600000 3.000000 3.333333
247 4154.4333 69.2405550 1.737861536 NA NA NA
248 1113.2168 18.5536133 -0.506694011 5.000000 5.000000 3.666667
249 609.7999 10.1633317 -0.878238489 4.625000 4.000000 4.000000
250 2689.4502 44.8241700 0.656637643 4.400000 3.500000 4.000000
251 1613.3166 26.8886100 -0.137597704 4.133333 3.666667 3.555556
252 3368.0167 56.1336117 1.157450460 3.000000 3.000000 3.333333
253 224.7166 3.7452767 -1.162447409 4.600000 4.500000 4.000000
254 2201.5503 36.6925050 0.296545415 4.100000 3.500000 2.833333
255 1903.0337 31.7172283 0.076226641 NA NA NA
256 2111.0837 35.1847283 0.229776966 3.900000 3.000000 2.666667
257 4034.7502 67.2458367 1.649529987 3.600000 3.250000 2.666667
258 1823.8667 30.3977783 0.017797808 3.600000 4.333333 3.666667
259 3122.9167 52.0486117 0.976555557 4.400000 3.750000 4.166667
260 3003.6162 50.0602700 0.888506383 4.000000 4.500000 4.000000
261 1937.4333 32.2905550 0.101615104 4.800000 3.500000 3.333333
262 1636.5333 27.2755550 -0.120462727 4.800000 3.500000 3.333333
263 1276.7667 21.2794450 -0.385986776 4.600000 4.000000 4.000000
264 2111.8333 35.1972217 0.230330204 4.200000 4.500000 4.333333
265 873.6171 14.5602850 -0.683529444 3.600000 4.500000 3.000000
266 2047.7501 34.1291683 0.183033900 4.000000 3.500000 4.000000
267 1548.7666 25.8127767 -0.185238528 4.500000 4.250000 4.500000
268 1268.1002 21.1350033 -0.392383046 3.000000 3.000000 3.000000
269 1747.1669 29.1194483 -0.038810119 NA NA NA
270 2427.9167 40.4652783 0.463614072 4.250000 4.000000 3.333333
271 3967.3171 66.1219517 1.599761304 4.000000 3.000000 2.666667
272 2446.3169 40.7719483 0.477194254 NA NA NA
273 1073.9500 17.8991667 -0.535674688 NA NA NA
274 1670.9500 27.8491667 -0.095061644 4.600000 3.500000 3.833333
275 2521.2334 42.0205567 0.532486024 NA NA NA
276 2563.3833 42.7230550 0.563594560 4.300000 4.500000 3.500000
277 1841.7836 30.6963933 0.031021292 4.000000 3.000000 4.000000
278 2264.4834 37.7413900 0.342992893 4.222222 3.000000 3.500000
279 2676.7501 44.6125017 0.647264394 4.000000 3.500000 4.666667What happens when you change the cut-off from 70 to something else?
- The number of cases shown is reduced. This is logical to me because I changed the grade to an 85 or higher.
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.
sci_data|>
select(Gender,TimeSpent)|>
arrange(desc(TimeSpent)) Gender TimeSpent
1 F 8870.8833
2 M 7084.7003
3 F 7067.1498
4 M 7003.0005
5 F 6954.6997
6 F 6771.9673
7 F 6664.4499
8 F 6348.4492
9 M 6243.9003
10 M 6162.1998
11 F 6123.8832
12 F 6009.3666
13 F 5532.4164
14 F 5373.3502
15 F 5305.4334
16 F 5298.8507
17 M 5037.3331
18 F 4945.2164
19 M 4799.4830
20 M 4614.4000
21 M 4552.0833
22 F 4538.4835
23 M 4466.3670
24 F 4438.8165
25 M 4438.7165
26 F 4359.0996
27 F 4323.8332
28 F 4315.8839
29 M 4284.4003
30 M 4264.2500
31 F 4239.5495
32 F 4214.7332
33 M 4199.4169
34 F 4176.8337
35 F 4154.4333
36 F 4140.4495
37 F 4112.7673
38 F 4094.9995
39 M 4075.5504
40 F 4046.6159
41 F 4034.7502
42 F 4013.3999
43 M 3968.1668
44 F 3967.3171
45 F 3954.2997
46 F 3946.5666
47 F 3934.8498
48 F 3900.2504
49 M 3890.0000
50 F 3868.5332
51 M 3856.8672
52 F 3797.3334
53 M 3789.3996
54 M 3785.2838
55 F 3781.6498
56 M 3780.5335
57 F 3755.1506
58 F 3742.8836
59 M 3715.9002
60 M 3599.7168
61 F 3547.0667
62 F 3544.8161
63 F 3542.5501
64 F 3514.5498
65 F 3502.0004
66 M 3475.8000
67 M 3429.2834
68 M 3429.0336
69 F 3424.5662
70 M 3382.9006
71 F 3368.0167
72 M 3344.1504
73 F 3343.3333
74 M 3341.9499
75 M 3331.6169
76 F 3315.3331
77 F 3303.3832
78 F 3255.3003
79 M 3214.3998
80 F 3140.7669
81 F 3135.3167
82 F 3134.9666
83 F 3123.3502
84 F 3122.9167
85 M 3109.0664
86 M 3101.5166
87 M 3095.2494
88 M 3073.6162
89 M 3067.4676
90 M 3058.6498
91 M 3050.0831
92 M 3031.3165
93 F 3030.1667
94 M 3022.5333
95 F 3020.7167
96 F 3003.6162
97 M 2999.9832
98 F 2999.8498
99 F 2999.7500
100 M 2977.4502
101 M 2948.6174
102 F 2938.4666
103 F 2920.9838
104 F 2915.5167
105 M 2885.7832
106 M 2856.6166
107 M 2823.7501
108 F 2822.5166
109 F 2804.9832
110 F 2773.6164
111 F 2763.0331
112 F 2712.2340
113 F 2700.6668
114 F 2689.4502
115 F 2689.2001
116 F 2689.1334
117 F 2676.7501
118 F 2673.3831
119 F 2670.7669
120 F 2668.1830
121 F 2634.6832
122 F 2626.9001
123 M 2625.5164
124 M 2615.4998
125 F 2602.2333
126 F 2600.1334
127 M 2598.5669
128 M 2591.6168
129 F 2591.1496
130 F 2582.4167
131 F 2575.4667
132 F 2573.4502
133 F 2571.5334
134 F 2563.3833
135 F 2544.4002
136 M 2544.3666
137 M 2527.6997
138 F 2521.2334
139 M 2517.9500
140 F 2497.1666
141 M 2479.8167
142 F 2469.4006
143 M 2457.1828
144 M 2454.3332
145 M 2449.6827
146 F 2448.4838
147 M 2446.3169
148 F 2432.7831
149 F 2429.3997
150 F 2427.9167
151 M 2420.5994
152 M 2415.2493
153 M 2414.5498
154 F 2399.5166
155 F 2394.3497
156 F 2393.4669
157 F 2381.6998
158 F 2373.7169
159 M 2368.4997
160 F 2363.6832
161 F 2363.2667
162 F 2362.1000
163 F 2356.4668
164 F 2337.4167
165 F 2334.5502
166 F 2321.7998
167 F 2313.5495
168 F 2310.3333
169 F 2309.0334
170 M 2300.6664
171 F 2297.2332
172 F 2288.5835
173 F 2287.2334
174 F 2285.7836
175 F 2276.3169
176 M 2269.8829
177 F 2269.1330
178 F 2267.4000
179 F 2264.4834
180 F 2258.9165
181 F 2252.5000
182 F 2231.3667
183 F 2219.9160
184 F 2211.5331
185 M 2201.5503
186 F 2199.3000
187 F 2193.1170
188 F 2193.0833
189 F 2182.8836
190 F 2173.1333
191 F 2167.9669
192 F 2166.8999
193 F 2164.9001
194 F 2151.1498
195 F 2143.1330
196 F 2137.7164
197 F 2130.7497
198 F 2130.6666
199 F 2127.0664
200 F 2111.8333
201 M 2111.7837
202 F 2111.0837
203 F 2101.9330
204 F 2087.0501
205 F 2083.3167
206 F 2062.9500
207 F 2058.4167
208 F 2047.7501
209 F 2046.9998
210 F 2040.7333
211 F 2025.1672
212 F 2015.5833
213 F 2006.4003
214 F 1998.4998
215 F 1995.5832
216 F 1988.8836
217 F 1980.6001
218 M 1978.0169
219 F 1969.5003
220 F 1966.0169
221 F 1937.5168
222 F 1937.4333
223 M 1929.4000
224 F 1920.8168
225 M 1918.6166
226 F 1910.2338
227 F 1907.6502
228 M 1904.1662
229 F 1903.0337
230 F 1901.9166
231 M 1891.1999
232 M 1886.5329
233 F 1886.3334
234 F 1872.0336
235 F 1871.1168
236 M 1867.4169
237 F 1863.5169
238 F 1858.3502
239 F 1857.8168
240 M 1856.6669
241 F 1855.9338
242 F 1841.7836
243 F 1835.5833
244 F 1823.8667
245 M 1822.5494
246 F 1821.6838
247 F 1811.9338
248 M 1803.8334
249 F 1800.2174
250 F 1792.1003
251 F 1788.9003
252 F 1784.2506
253 F 1776.5166
254 F 1769.8667
255 F 1753.5833
256 M 1747.1669
257 F 1746.9667
258 M 1746.5501
259 M 1734.6833
260 F 1727.2666
261 F 1722.1833
262 F 1711.0164
263 F 1705.1165
264 F 1697.5829
265 F 1692.6164
266 F 1691.5998
267 M 1687.3165
268 F 1673.8004
269 F 1670.9500
270 F 1666.7332
271 F 1665.1665
272 F 1665.1169
273 M 1660.9829
274 F 1651.5005
275 F 1647.2669
276 F 1639.4498
277 F 1638.4500
278 M 1637.9504
279 F 1636.5333
280 F 1632.4000
281 M 1627.3499
282 F 1616.3337
283 F 1613.3166
284 F 1605.0336
285 F 1601.1335
286 F 1600.3334
287 M 1598.6166
288 F 1598.3499
289 M 1591.2504
290 F 1588.5500
291 F 1587.1833
292 M 1581.7665
293 F 1581.0831
294 F 1564.6330
295 F 1559.9667
296 M 1558.5331
297 M 1555.1667
298 F 1551.6665
299 M 1551.3498
300 F 1550.4668
301 F 1548.7666
302 F 1546.4166
303 M 1540.1833
304 F 1537.1834
305 M 1533.0996
306 F 1525.0333
307 M 1517.5835
308 F 1510.7002
309 F 1496.8001
310 F 1481.8000
311 F 1479.8998
312 F 1479.4166
313 F 1476.0832
314 F 1471.8833
315 F 1464.4668
316 M 1461.8332
317 F 1451.9169
318 M 1451.8836
319 F 1449.7001
320 F 1448.9339
321 F 1434.3999
322 F 1430.2170
323 F 1428.0167
324 F 1425.9832
325 M 1422.7335
326 M 1419.8000
327 M 1403.6834
328 F 1395.8998
329 F 1391.0673
330 F 1390.2167
331 F 1389.3161
332 F 1388.1167
333 F 1382.7001
334 M 1378.9840
335 F 1377.5666
336 M 1376.4830
337 M 1375.4834
338 F 1374.9500
339 F 1366.5835
340 M 1365.8501
341 M 1359.0330
342 F 1351.9003
343 F 1349.9664
344 F 1341.7002
345 F 1334.7001
346 M 1330.8502
347 F 1329.3997
348 M 1321.8164
349 F 1320.5499
350 F 1315.2500
351 F 1311.9998
352 M 1304.1168
353 F 1302.8501
354 M 1297.9167
355 F 1294.8334
356 F 1290.4502
357 F 1289.1006
358 M 1284.8333
359 F 1283.4669
360 F 1276.7667
361 M 1276.5167
362 F 1274.8167
363 M 1272.7337
364 F 1272.7001
365 M 1272.3172
366 F 1272.2331
367 F 1270.0997
368 M 1269.6667
369 M 1268.1002
370 F 1250.7833
371 M 1242.6000
372 F 1233.3832
373 F 1232.8665
374 F 1231.8666
375 F 1219.4837
376 F 1210.0499
377 F 1209.8496
378 F 1202.6335
379 F 1192.1837
380 F 1191.3836
381 F 1190.5998
382 F 1182.9667
383 F 1182.9332
384 F 1180.2664
385 M 1178.0834
386 M 1175.8330
387 F 1174.3499
388 F 1156.1668
389 M 1145.5167
390 M 1137.8334
391 M 1133.4667
392 M 1133.2169
393 M 1132.1503
394 F 1122.5334
395 M 1120.3670
396 F 1113.2168
397 F 1103.0832
398 F 1101.8330
399 M 1101.2833
400 F 1097.8003
401 M 1095.6001
402 M 1095.1999
403 F 1092.3662
404 F 1089.9667
405 F 1087.6003
406 M 1077.3504
407 M 1077.1836
408 M 1076.5339
409 F 1075.6163
410 M 1075.0999
411 F 1073.9500
412 F 1070.2167
413 M 1062.8665
414 M 1038.0003
415 M 1027.7002
416 M 1024.7833
417 F 1020.5828
418 M 1014.5665
419 F 1006.3337
420 M 981.7835
421 F 969.4666
422 F 968.3333
423 M 965.2994
424 F 960.2998
425 F 956.1665
426 F 955.3000
427 F 948.1999
428 F 946.7998
429 F 945.4170
430 M 943.0669
431 F 940.3001
432 M 919.5000
433 F 918.1832
434 M 914.8667
435 M 906.8832
436 F 898.2998
437 F 898.0000
438 F 893.1332
439 F 890.4333
440 F 885.9167
441 M 879.1998
442 F 874.0172
443 F 873.6171
444 F 871.2833
445 F 870.3836
446 M 860.4335
447 F 857.6167
448 M 855.3833
449 F 850.7329
450 F 849.6835
451 F 847.9663
452 F 846.5665
453 F 846.0835
454 F 821.9161
455 F 817.4501
456 F 816.7002
457 M 811.4334
458 M 801.2336
459 M 793.9500
460 F 792.6166
461 F 791.0503
462 F 787.2831
463 F 782.5002
464 F 769.2331
465 F 768.6994
466 F 768.4833
467 F 766.5663
468 F 764.1668
469 F 763.1498
470 F 762.5997
471 F 759.3335
472 F 758.3668
473 F 756.0998
474 M 735.0999
475 F 719.2833
476 F 719.1165
477 F 706.2332
478 F 700.9668
479 M 686.2998
480 F 674.3167
481 F 658.4165
482 M 657.1668
483 M 644.2667
484 F 642.0504
485 F 638.7338
486 F 616.3672
487 M 615.2168
488 M 610.8334
489 M 609.7999
490 M 608.2501
491 M 608.1834
492 F 608.0833
493 F 598.7830
494 F 594.6165
495 M 584.9166
496 F 583.2498
497 M 583.1167
498 M 580.3167
499 F 571.2834
500 F 565.7832
501 F 553.3835
502 F 546.8500
503 F 546.4335
504 F 540.5001
505 F 535.8334
506 F 532.7998
507 M 529.2335
508 F 524.7165
509 F 516.7003
510 F 510.8667
511 F 509.5167
512 F 501.1839
513 F 486.6500
514 F 473.0333
515 F 470.8000
516 F 451.8001
517 F 444.5000
518 F 444.4832
519 F 433.3669
520 F 408.4000
521 M 406.0001
522 F 403.8000
523 F 379.1335
524 M 377.7002
525 F 377.3498
526 F 364.5001
527 M 362.8837
528 M 330.7998
529 F 328.5168
530 M 322.9502
531 F 317.2168
532 F 310.9335
533 F 306.2668
534 F 297.5167
535 F 295.5494
536 F 282.7834
537 F 264.2002
538 M 262.5502
539 F 262.1667
540 F 258.3500
541 M 250.4331
542 M 245.2834
543 M 244.3835
544 F 237.3000
545 F 231.7502
546 F 224.7166
547 F 222.9831
548 F 208.6664
549 M 206.2335
550 F 202.2832
551 F 193.0498
552 F 191.3834
553 M 181.5999
554 F 177.7168
555 F 163.6832
556 M 160.4166
557 F 156.5829
558 F 152.7499
559 M 151.7500
560 F 142.7337
561 M 128.6165
562 M 125.0666
563 M 123.1833
564 F 119.3169
565 F 112.5167
566 F 111.5834
567 F 107.8999
568 F 100.3334
569 F 95.3000
570 F 88.5167
571 F 71.0166
572 F 68.6333
573 F 68.1167
574 F 67.5167
575 F 63.6837
576 M 60.6500
577 M 58.1833
578 F 57.6666
579 M 56.3166
580 F 48.4333
581 F 48.0332
582 F 47.0000
583 F 46.6833
584 M 44.7332
585 F 40.4334
586 F 39.7504
587 F 26.9168
588 F 24.6500
589 M 13.9333
590 F 11.0333
591 F 10.1498
592 F 7.8831
593 F 3.9167
594 F 3.4501
595 F 1.2168
596 F 0.7000
597 M 0.5833
598 F 0.4500
599 M NA
600 F NA
601 F NA
602 M NA
603 F NA3. 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.
sci_data|>
select(Gender,TimeSpent)|>
skim()| Name | select(sci_data, Gender, … |
| Number of rows | 603 |
| Number of columns | 2 |
| _______________________ | |
| Column type frequency: | |
| character | 1 |
| numeric | 1 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| Gender | 0 | 1 | 1 | 1 | 0 | 2 | 0 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| TimeSpent | 5 | 0.99 | 1799.75 | 1354.93 | 0.45 | 851.9 | 1550.91 | 2426.09 | 8870.88 | ▇▅▁▁▁ |
What happens if simply feed the skim function the entire sci_data object? Give it a try!
#use skim() on the entire data frame
skim(sci_data)| Name | sci_data |
| Number of rows | 603 |
| Number of columns | 30 |
| _______________________ | |
| Column type frequency: | |
| character | 5 |
| logical | 1 |
| numeric | 24 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| course_id | 0 | 1 | 12 | 13 | 0 | 26 | 0 |
| subject | 0 | 1 | 4 | 5 | 0 | 5 | 0 |
| semester | 0 | 1 | 4 | 4 | 0 | 3 | 0 |
| Gradebook_Item | 0 | 1 | 9 | 35 | 0 | 3 | 0 |
| Gender | 0 | 1 | 1 | 1 | 0 | 2 | 0 |
Variable type: logical
| skim_variable | n_missing | complete_rate | mean | count |
|---|---|---|---|---|
| Grade_Category | 603 | 0 | NaN | : |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| student_id | 0 | 1.00 | 86069.54 | 10548.60 | 43146.00 | 85612.50 | 88340.00 | 92730.50 | 97441.00 | ▁▁▁▃▇ |
| total_points_possible | 0 | 1.00 | 4274.41 | 2312.74 | 840.00 | 2809.50 | 3583.00 | 5069.00 | 15552.00 | ▇▅▂▁▁ |
| total_points_earned | 0 | 1.00 | 3244.69 | 1832.00 | 651.00 | 2050.50 | 2757.00 | 3875.00 | 12208.00 | ▇▅▁▁▁ |
| percentage_earned | 0 | 1.00 | 0.76 | 0.09 | 0.34 | 0.70 | 0.78 | 0.83 | 0.91 | ▁▁▃▇▇ |
| section | 0 | 1.00 | 1.38 | 0.68 | 1.00 | 1.00 | 1.00 | 2.00 | 4.00 | ▇▂▁▁▁ |
| FinalGradeCEMS | 30 | 0.95 | 77.20 | 22.23 | 0.00 | 71.25 | 84.57 | 92.10 | 100.00 | ▁▁▁▃▇ |
| Points_Possible | 0 | 1.00 | 76.87 | 167.51 | 5.00 | 10.00 | 10.00 | 30.00 | 935.00 | ▇▁▁▁▁ |
| Points_Earned | 92 | 0.85 | 68.63 | 145.26 | 0.00 | 7.00 | 10.00 | 26.12 | 828.20 | ▇▁▁▁▁ |
| q1 | 123 | 0.80 | 4.30 | 0.68 | 1.00 | 4.00 | 4.00 | 5.00 | 5.00 | ▁▁▂▇▇ |
| q2 | 126 | 0.79 | 3.63 | 0.93 | 1.00 | 3.00 | 4.00 | 4.00 | 5.00 | ▁▂▆▇▃ |
| q3 | 123 | 0.80 | 3.33 | 0.91 | 1.00 | 3.00 | 3.00 | 4.00 | 5.00 | ▁▃▇▅▂ |
| q4 | 125 | 0.79 | 4.27 | 0.85 | 1.00 | 4.00 | 4.00 | 5.00 | 5.00 | ▁▁▂▇▇ |
| q5 | 127 | 0.79 | 4.19 | 0.68 | 2.00 | 4.00 | 4.00 | 5.00 | 5.00 | ▁▂▁▇▅ |
| q6 | 127 | 0.79 | 4.01 | 0.80 | 1.00 | 4.00 | 4.00 | 5.00 | 5.00 | ▁▁▃▇▅ |
| q7 | 129 | 0.79 | 3.91 | 0.82 | 1.00 | 3.00 | 4.00 | 4.75 | 5.00 | ▁▁▅▇▅ |
| q8 | 129 | 0.79 | 4.29 | 0.68 | 1.00 | 4.00 | 4.00 | 5.00 | 5.00 | ▁▁▂▇▆ |
| q9 | 129 | 0.79 | 3.49 | 0.98 | 1.00 | 3.00 | 4.00 | 4.00 | 5.00 | ▁▃▇▇▃ |
| q10 | 129 | 0.79 | 4.10 | 0.93 | 1.00 | 4.00 | 4.00 | 5.00 | 5.00 | ▁▂▃▇▇ |
| TimeSpent | 5 | 0.99 | 1799.75 | 1354.93 | 0.45 | 851.90 | 1550.91 | 2426.09 | 8870.88 | ▇▅▁▁▁ |
| TimeSpent_hours | 5 | 0.99 | 30.00 | 22.58 | 0.01 | 14.20 | 25.85 | 40.43 | 147.85 | ▇▅▁▁▁ |
| TimeSpent_std | 5 | 0.99 | 0.00 | 1.00 | -1.33 | -0.70 | -0.18 | 0.46 | 5.22 | ▇▅▁▁▁ |
| int | 76 | 0.87 | 4.22 | 0.59 | 2.00 | 3.90 | 4.20 | 4.70 | 5.00 | ▁▁▃▇▇ |
| pc | 75 | 0.88 | 3.61 | 0.64 | 1.50 | 3.00 | 3.50 | 4.00 | 5.00 | ▁▁▇▅▂ |
| uv | 75 | 0.88 | 3.72 | 0.70 | 1.00 | 3.33 | 3.67 | 4.17 | 5.00 | ▁▁▆▇▅ |
Data 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 `binwidth`.Warning: Removed 30 rows containing non-finite outside the scale range
(`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 `binwidth`.Warning: Removed 30 rows containing non-finite outside the scale range
(`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 color
ggplot(sci_data)+
geom_histogram(aes(x =TimeSpent), fill = "Pink")`stat_bin()` using `bins = 30`. Pick better value `binwidth`.Warning: Removed 5 rows containing non-finite outside the scale range
(`stat_bin()`).
Scatterplots
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.
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-16What do you think about the relationship between TimeSpent and FinalGradeCEMS?
- It appears the two variables both move upwards, so that means that the more time spent equated to a higher grade. I learned that the stars are showing how accurate the relationship is, so 3 stars means the relationship between TimeSpent and FinalGradeCEMS is significant.
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.
model_1<-lm(TimeSpent~Gender, data=sci_data)
summary(model_1)
Call:
lm(formula = TimeSpent ~ Gender, data = sci_data)
Residuals:
Min 1Q Median 3Q Max
-1899.3 -940.1 -267.2 614.2 7113.9
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1756.97 66.17 26.552 <2e-16 ***
GenderM 142.93 120.95 1.182 0.238
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 1354 on 596 degrees of freedom
(5 observations deleted due to missingness)
Multiple R-squared: 0.002338, Adjusted R-squared: 0.0006638
F-statistic: 1.397 on 1 and 596 DF, p-value: 0.2378What do you notice about the results? Add a comment or two below:
- There isn’t a significant relationship between gender and final grades or gender and time spent.
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.