LA Foundations badge

LASER Institute Foundation Learning Lab 1

Author

Tiffany Wright

Published

July 18, 2025

The final activity for each learning lab provides space to work with data and to reflect on how the concepts and techniques introduced in each lab might apply to your own research.

To earn a badge for each lab, you are required to respond to a set of prompts for two parts:

In Part I, you will reflect on your understanding of key concepts and begin to think about potential next steps for your own study.
In Part II, you will create a simple data product in R that demonstrates your ability to apply a data analysis technique introduced in this learning lab.

Part I: Reflect and Plan

Use the institutional library (e.g. NCSU Library), Google Scholar or search engine to locate a research article, presentation, or resource that applies learning analytics analysis to an educational context or topic of interest. More specifically, locate a study that makes use of one of the data structures we learned today. You are also welcome to select one of your research papers.

Provide an APA citation for your selected study.
- Yasmin. (2019). A Learning Analytics Approach to Identify Factors Influencing Enrolment in Open and Distance Learning in India. Asian Journal of Distance Education, 14(2), 16–25. https://orcid.org/0000-0002-5328-599X
What types of data are associated with LA ?
- Course availability
- Program duration
- Institution reputation
What type of data structures are analyzed in the educational context?
- Linear
How might this article be used to better understand a dataset or educational context of personal or professional interest to you?
- I like the global application of this article. It’s based on a population of an Indian based institution. Though the context is still broad enough for understanding open and distance learning around the globe.
Finally, how do these processes compare with what teachers and educational organizations already do to support and assess student learning?
- The study is centered more in a business/operations context, specifically in regard to factors that impact enrollment status.

Draft a research question of guided by techniques and data sources that you are potentially interested in exploring in more depth.

What data source(s) should be analyzed or discussed?
- Structured questionnaires
What is the purpose of your article?
- The “study attempts to determine the prime motivators or dominating influencing factors for learners in enrolling in distance education courses in IGNOU. Learning analytics has been deployed to predict whether certain factors are predominating in attracting students of a particular social or demographic category to ODL courses or not” (Yasmin, 2019, p.17).
Explain the analytical level at which these data would need to be collected and analyzed.
- A data set would need to be created from the questionairres. Then a descriptive analysis would be conducted on the data using statistical software.
How, if at all, will your article touch upon the application(s) of LA to “understand and improve learning and the contexts in which learning occurs?”
- Findings of this article indicate that students have various perceptions of factors that influence their motivation for enrollment. They also enjoy the ease of convenience that distance learning provides, especially when balancing career growth opportunities. These findings provide key insights for learning motivation in online learning contexts which helps to inform research in this space, providing the study author and future researchers a foundation for continuing to study areas for improvement.

Part II: Data Product

In our Learning Analytics code-along, we scratched the surface on the number of ways that we can wrangle the data.

Using one of the data sets provided in the data folder, your goal for this lab is to extend the Learning Analytics Workflow from our code-along by preparing and wrangling different data.

Or alternatively, you may use your own data set to use in the workflow. If you do decide to use your own data set you must include:

Show two different ways using select function with your data, inspect and save as a new object.
Show one way to use filter function with your data, inspect and save as a new object.
Show one way using arrange function with your data, inspect and save as a new object.
Use the pipe operator to bring it all together.

Feel free to create a new script in your lab 2 to work through the following problems. Then when satisfied add the code in the code chunks below. Don’t forget to run the code to make sure it works.

Instructions:

Add your name to the document in author.
Set up the first (or, two if using an Introduction) phases of the LA workflow below. I’ve added the wrangle section for you. You will need to Prepare the libraries necessary to wrangle the data.
In the chunk called read-data: Import the sci-online-classes.csv from the data folder and save as a new object called sci_classes. Then inspect your data using a function of your choice.

# Type your code here
#load tidyverse
install.packages("tidyverse")

Installing package into '/cloud/lib/x86_64-pc-linux-gnu-library/4.4'
(as 'lib' is unspecified)

library(tidyverse)

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ ggplot2   3.5.2     ✔ tibble    3.3.0
✔ lubridate 1.9.4     ✔ tidyr     1.3.1
✔ purrr     1.0.4

── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

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

#inspect your data

In the select-1 code chunk: Use the ‘select’ function to select student_id, subject, semester, FinalGradeCEMS. Assign to a new object with a different name (you choose the name).

# Type your code here

sci_online_classes %>% select (student_id, 
       subject, 
       semester, 
       FinalGradeCEMS)

    student_id subject semester FinalGradeCEMS
1        43146   FrScA     S216     93.4537246
2        44638    OcnA     S116     81.7018425
3        47448   FrScA     S216     88.4875847
4        47979    OcnA     S216     81.8525963
5        48797   PhysA     S116     84.0000000
6        51943   FrScA     S216             NA
7        52326   AnPhA     S216     83.5882656
8        52446   PhysA     S116     97.7777778
9        53447   FrScA     S116     96.1187215
10       53475   FrScA     S116             NA
11       53475   FrScA     S216     81.0383747
12       54066    OcnA     S116     93.9045226
13       54282    OcnA     S116     93.4003350
14       54342    OcnA     S116     64.7822446
15       54346    OcnA     S116     51.0921273
16       54434   PhysA     S116     93.0625000
17       54567    OcnA     S216     65.8425461
18       55078   FrScA     S216     97.7426637
19       55140   PhysA     S116     73.7847222
20       55283   FrScA     S116             NA
21       56152   AnPhA     S116     94.1248000
22       57188   AnPhA     S116     80.7344000
23       57188   FrScA     S216     76.9751693
24       57224   FrScA     S116     87.0936073
25       57489   PhysA     S116     94.7916667
26       57981    OcnA     S116     66.6901173
27       58168   AnPhA     S216     96.5216000
28       58178    OcnA     S116     92.6817420
29       60186   AnPhA     S116     86.2720000
30       61357   FrScA     S116             NA
31       61941   FrScA     S116     94.2922374
32       61965    BioA     S116     77.6569892
33       62157   FrScA     S116     70.6210046
34       62175    OcnA     S216     73.7738693
35       62576   PhysA     S116     94.4444444
36       62752   PhysA     S116     93.7777778
37       62754   PhysA     S116     96.3402778
38       64930   FrScA     T116     83.2328767
39       65116   FrScA     S216     93.2279910
40       65627   AnPhA     S116     81.4872000
41       66508   AnPhA     T116             NA
42       66508   PhysA     T116     93.8888889
43       66689   FrScA     S216     98.6455982
44       66693   AnPhA     S116     93.7536000
45       66740    OcnA     S116     99.3299832
46       66811   AnPhA     S116     91.2016000
47       66862   AnPhA     S116     59.8197328
48       67013   AnPhA     S216     46.0720000
49       67102   PhysA     S216     89.8611111
50       67463   FrScA     S216     91.4221219
51       67508   AnPhA     S116     83.8149328
52       67762   FrScA     S116     83.4132420
53       67920    OcnA     S116     90.7035176
54       68022    OcnA     S216     90.9597990
55       68188   FrScA     S116     92.4657534
56       68476    OcnA     S116     94.5795645
57       68598    BioA     S116     87.2440860
58       68768   FrScA     S116     64.7602740
59       68795   FrScA     S216     83.0699774
60       69072   FrScA     S116     93.6073059
61       69182   FrScA     S216     91.1963883
62       69397   FrScA     S216     94.6952596
63       69544   FrScA     S216     93.1715576
64       69743   AnPhA     S216     85.4714656
65       69937    BioA     S116             NA
66       70037   FrScA     S116     93.3789954
67       70068   FrScA     S116     95.3767123
68       70187   PhysA     S216     78.1250000
69       70192   AnPhA     S116     95.9600000
70       70408    BioA     S116     91.5053763
71       70532   AnPhA     S116     93.6400000
72       70681    BioA     S116     90.2365591
73       71110   FrScA     S216     88.7133183
74       71415   FrScA     S216     14.4469526
75       71434    BioA     S116     83.9602151
76       71725   AnPhA     S216     77.2789328
77       72287   FrScA     T116     90.8675799
78       73132   FrScA     S116     87.5296804
79       74551   PhysA     S116     71.6708333
80       74552   AnPhA     S216     96.1600000
81       76132   AnPhA     T116     95.3392000
82       76133   PhysA     S116     93.6180556
83       76426   PhysA     S116     95.4166667
84       76443    OcnA     S216             NA
85       76673   AnPhA     S216     92.2000000
86       76674   AnPhA     S216     95.8608000
87       76840   AnPhA     S216     74.4392000
88       76840   FrScA     S116     92.4657534
89       76891    OcnA     S116     88.9162479
90       76930   AnPhA     S116     81.2720000
91       76998   AnPhA     S216     40.2389328
92       77010   AnPhA     S116     73.1706672
93       77067   FrScA     S216             NA
94       77141   FrScA     S216     82.2799097
95       77169    BioA     S116     93.8172043
96       77190   FrScA     S216     92.4379232
97       77246   FrScA     S116     88.3561644
98       77298   FrScA     S116     75.4611872
99       77976   FrScA     S116     90.5958904
100      77980   FrScA     S216     93.0022573
101      78000   FrScA     S216     91.4221219
102      78002    OcnA     S216     63.9832496
103      78153   PhysA     S216     99.0277778
104      78164   AnPhA     S216     76.1040000
105      78241    OcnA     S216     57.2495812
106      78691   FrScA     S116     92.9223744
107      79128   PhysA     S116     96.4097222
108      79220   AnPhA     S116     91.8208000
109      79352   PhysA     S116     95.4861111
110      79596   PhysA     S116     90.9722222
111      79859   AnPhA     T116     72.9920000
112      79893    OcnA     T116     94.4656616
113      80822    OcnA     S216     90.9463987
114      84632   PhysA     T116     97.6388889
115      84640   AnPhA     T116     86.1648000
116      84641   AnPhA     T116     83.5525328
117      84645    OcnA     T116     22.6800670
118      84684    OcnA     T116     90.8056951
119      84685    OcnA     T116     82.0318258
120      84749   AnPhA     T116     82.5520000
121      84757   AnPhA     T116     85.3376000
122      84794    BioA     T116     73.8182796
123      84932    OcnA     S216     88.3031826
124      85123   FrScA     S216     81.7155756
125      85248   AnPhA     S216     94.8261328
126      85249   AnPhA     S116     86.8912000
127      85258   FrScA     S116             NA
128      85258   FrScA     S216     89.0519187
129      85287   FrScA     S216     93.6794582
130      85292    BioA     S116     93.3494624
131      85323   FrScA     S116     15.0684932
132      85348   FrScA     S216     76.2946429
133      85355    OcnA     S116     17.2227806
134      85390   PhysA     S116      3.0555556
135      85410    OcnA     S116     93.9279732
136      85411   AnPhA     S116     90.9157328
137      85416   FrScA     S116     94.7488585
138      85431   FrScA     S116     92.9223744
139      85432   FrScA     S116     49.0867580
140      85433   FrScA     S116     72.1461187
141      85443   FrScA     S116     86.3013699
142      85482    OcnA     S116     79.4991625
143      85487    OcnA     S116             NA
144      85522   PhysA     S116     98.0555556
145      85539   FrScA     S116     90.1826484
146      85567   FrScA     S116     65.1780822
147      85573   FrScA     S116     71.2511415
148      85574   FrScA     S116     96.6050228
149      85579   FrScA     S116     96.3470320
150      85583   AnPhA     S116     91.6549328
151      85583   FrScA     S216     83.0699774
152      85642   FrScA     S216     83.7471783
153      85644   FrScA     S216     84.9887133
154      85644    OcnA     S116     79.0971524
155      85649   FrScA     S116     86.9863014
156      85650   FrScA     S116    100.0000000
157      85651   FrScA     S116     64.9885845
158      85659   FrScA     S116             NA
159      85659   FrScA     S216     67.7200903
160      85661   FrScA     S116     87.1986301
161      85662   FrScA     S116             NA
162      85663   FrScA     S116     49.3150685
163      85665   FrScA     S116     96.8036530
164      85668   FrScA     S116     42.6940639
165      85698   FrScA     S116     32.5913242
166      85700   FrScA     S116     89.8424658
167      85701   FrScA     S116     91.4109589
168      85702   FrScA     S116     86.5205479
169      85704   FrScA     S116     68.2648402
170      85791   FrScA     S116     96.8036530
171      85792   FrScA     S116     89.4977169
172      85796   FrScA     S216     91.1963883
173      85865   AnPhA     S116     52.1712000
174      85866   AnPhA     S116     75.1296000
175      85867   FrScA     S216     86.2076749
176      85889    BioA     S116      7.5806452
177      85891   FrScA     S116     85.8744292
178      85929   FrScA     S116     85.6164384
179      85930   FrScA     S116     83.7899543
180      85953   PhysA     S116     95.1388889
181      85962   PhysA     S116     85.9305556
182      85970   AnPhA     S116     81.6224000
183      86002   FrScA     S216     91.5056433
184      86067    BioA     S116     88.7849462
185      86072   AnPhA     S116     91.2928000
186      86105   FrScA     S116     89.9543379
187      86110    BioA     S116     75.1118280
188      86113    BioA     S116     75.0827957
189      86119   AnPhA     S116     71.7376000
190      86130    BioA     S116     72.8494624
191      86133    OcnA     S116     79.1122278
192      86202    BioA     S116     45.7666667
193      86216    BioA     S116     92.9430107
194      86229   FrScA     S216     84.6501129
195      86240    OcnA     S216     71.8090452
196      86251   FrScA     S216     72.9119639
197      86267   AnPhA     S116     35.0608000
198      86268   AnPhA     S216     93.5386672
199      86271   FrScA     S116     97.2602740
200      86275   AnPhA     S116     95.0208000
201      86277   AnPhA     S116     89.8133328
202      86280   FrScA     S116     85.6164384
203      86286   AnPhA     S116     96.8144000
204      86294   AnPhA     S116     83.4938672
205      86296    OcnA     S216     73.1038526
206      86309   FrScA     S116     68.6552511
207      86314   AnPhA     S116     81.5237328
208      86339   FrScA     S116     91.7808219
209      86340   FrScA     S116     95.4337900
210      86340    OcnA     S216             NA
211      86349   FrScA     S216     87.8103837
212      86349    OcnA     S116     90.8676717
213      86353   PhysA     S116     85.7361111
214      86364   FrScA     S116     81.2785388
215      86365   FrScA     S116     98.1735160
216      86429   AnPhA     S116     89.5072000
217      86432   AnPhA     S116     68.6629328
218      86446   AnPhA     S116     85.6208000
219      86451   AnPhA     S116     93.7024000
220      86455   FrScA     S116     91.0958904
221      86455    OcnA     S216     92.0351759
222      86460    OcnA     S116     88.7202680
223      86476   AnPhA     S116     92.1949328
224      86476   FrScA     S116     95.4337900
225      86479   AnPhA     S116     92.6074672
226      86484   AnPhA     S116     80.0656000
227      86488   AnPhA     S116     87.4408000
228      86490   FrScA     S216     93.6794582
229      86492   AnPhA     S116     25.5928000
230      86504   AnPhA     S116     75.5392000
231      86515   FrScA     S216     87.1331828
232      86527    OcnA     S216     82.7152429
233      86543   FrScA     S116     79.4520548
234      86580    BioA     S116     83.1666667
235      86588   AnPhA     S116     19.8400000
236      86608   AnPhA     S116     79.8506672
237      86618   FrScA     S116     49.1301370
238      86627   FrScA     S116     61.2283105
239      86679   FrScA     S116     95.8904110
240      86689    OcnA     S116     60.4020101
241      86697    OcnA     S216     90.0770519
242      86707   AnPhA     S116     85.9093344
243      86709   FrScA     S116     95.6621005
244      86758    OcnA     S116     94.6147404
245      86792   FrScA     S116     99.0867580
246      86793   FrScA     S116     96.3470320
247      86794   FrScA     S116     90.1826484
248      86803   FrScA     S116     87.5570776
249      86815   FrScA     S116     83.3333333
250      86836   FrScA     S216     89.8419865
251      86836    OcnA     S116             NA
252      86882   FrScA     S116     80.3652968
253      86942   AnPhA     S216     83.6240000
254      86943    OcnA     S116     73.0787270
255      87001    OcnA     S116     68.2579564
256      87010   FrScA     S116     88.0136986
257      87020   FrScA     S216     73.2505643
258      87027   FrScA     S116     78.7671233
259      87043   AnPhA     S116     91.3120000
260      87081    BioA     S116      6.6935484
261      87093   FrScA     S116     60.2739726
262      87122    OcnA     S116      8.0402010
263      87163   FrScA     S116     88.5844749
264      87166   AnPhA     S116     77.3104000
265      87171   PhysA     S116     97.5000000
266      87209    OcnA     S116     80.8375209
267      87484   FrScA     S116     92.6940639
268      87485   FrScA     S116     65.9817352
269      87489   FrScA     S116     71.0045662
270      87504   FrScA     S116     55.0228311
271      87552    BioA     S116     90.0806452
272      87579   FrScA     S116     96.1187215
273      87670    OcnA     S216     76.2043551
274      87689    BioA     T116     82.7021505
275      87693   FrScA     T116     89.7648402
276      87805   FrScA     S116     96.8036530
277      87825    OcnA     S216     93.4773869
278      87861   FrScA     S216     95.4853273
279      87865   AnPhA     T116     83.1264000
280      87866   FrScA     T116     94.5045662
281      87905   FrScA     S116     93.3789954
282      87906   FrScA     S116     81.7351598
283      87914   FrScA     S116     86.0730594
284      87927   FrScA     S116     69.6347032
285      87955    OcnA     T116     83.4472362
286      87970    OcnA     S116     86.6951424
287      87988   FrScA     S216             NA
288      88048   FrScA     S216     93.0022573
289      88050   AnPhA     S116     71.6757328
290      88068   AnPhA     S116     70.6074672
291      88075   FrScA     S116     83.1712329
292      88091   PhysA     S116     97.7222222
293      88099   AnPhA     S116     81.9629328
294      88153   AnPhA     S116     88.7024000
295      88166    OcnA     S116     84.9212730
296      88168    OcnA     S116     95.9631491
297      88261   FrScA     S116     98.6301370
298      88282    OcnA     T116     92.1206030
299      88296   PhysA     S116     58.5347222
300      88307    OcnA     S116     54.5352381
301      88311   FrScA     S216     92.6072235
302      88340    OcnA     T116     68.9380235
303      88381   PhysA     S116     96.8055556
304      88409   FrScA     S116     68.0342466
305      88440   AnPhA     S216     84.2160000
306      88440    OcnA     S116     81.0653266
307      88474    OcnA     S216     56.9681742
308      88481   PhysA     S116     26.8055556
309      88493   FrScA     S116             NA
310      88501   FrScA     S116     78.3105023
311      88504    OcnA     S216             NA
312      88527   FrScA     S116     92.6940639
313      88568    BioA     S116     36.5741935
314      88568    BioA     S216             NA
315      88596   FrScA     S216     91.8735892
316      88612   AnPhA     S216     71.6544000
317      88636   FrScA     S116     65.5639269
318      88641   AnPhA     S116     87.1808000
319      88642    OcnA     S216     83.5845896
320      88703    OcnA     T116     35.7453936
321      88803    OcnA     S216     65.0368509
322      88835   FrScA     S116     81.9794521
323      88836   FrScA     S116     67.9178082
324      88845   FrScA     S216     90.9706546
325      88849    OcnA     S216     90.7688442
326      88854   FrScA     S216     69.6388262
327      88854    OcnA     S116     76.5879397
328      88864    OcnA     S216     69.8040201
329      88868   FrScA     S116     76.3082192
330      88874   FrScA     S116     11.1529680
331      88886   FrScA     S116     75.2831050
332      88979   AnPhA     S216             NA
333      88995   AnPhA     T116     85.7936000
334      89005   AnPhA     T116     87.6208000
335      89114    OcnA     S116     95.0083752
336      89128   FrScA     S116     87.6712329
337      89142   AnPhA     S116     95.1040000
338      89144   FrScA     S116     90.6506849
339      89165   FrScA     S116     92.4657534
340      89168   FrScA     S116             NA
341      89194   AnPhA     S116     83.2053328
342      89295   PhysA     S116     68.0555556
343      89300    BioA     S116     61.3172043
344      89333   FrScA     S216     90.5191874
345      89345   FrScA     S216             NA
346      89374   FrScA     S216     82.3927765
347      89376   FrScA     S116     86.2945206
348      89388   FrScA     S116     93.5936073
349      89395   PhysA     S116     76.8750000
350      89425   PhysA     S116     92.3750000
351      89435    OcnA     S116     93.8324958
352      89465   FrScA     S216             NA
353      89487    OcnA     S116     81.8978225
354      89490   PhysA     S116     71.5972222
355      89918   AnPhA     S116     75.6416000
356      89994   FrScA     S216     90.7449210
357      90029   FrScA     S216     68.6230248
358      90090    OcnA     S116     96.2981575
359      90095   FrScA     S116     73.5159817
360      90097   FrScA     S116     76.9703196
361      90098   FrScA     S116     86.6004566
362      90253    BioA     S116     64.2354839
363      90274   FrScA     S116     94.3036530
364      90277   FrScA     S216     91.4221219
365      90305   AnPhA     S116     73.4533328
366      90326   PhysA     S116     77.4305556
367      90333   PhysA     S116     70.7361111
368      90370   FrScA     S116     63.8515982
369      90372   FrScA     S116     62.7328767
370      90394   AnPhA     S116     71.8320000
371      90394   FrScA     S216     45.5981941
372      90395   AnPhA     S116     81.1226672
373      90396   AnPhA     S116     79.3941328
374      90397   AnPhA     S116     81.7482672
375      90398   AnPhA     S116     94.9274672
376      90399   AnPhA     S116     88.8896000
377      90430    BioA     S116     78.8666667
378      90433   FrScA     S116     91.0958904
379      90466    BioA     S116     82.3333333
380      90516   AnPhA     T116     73.8816000
381      90562    OcnA     S116     77.5561139
382      90589   FrScA     S116             NA
383      90622   FrScA     S216     89.6162528
384      90636   FrScA     S216     52.3702032
385      90855   FrScA     S116     67.9566210
386      90861    OcnA     S116     89.1289782
387      90878   FrScA     S116     88.5205479
388      90928    OcnA     S116     74.9095477
389      90956   AnPhA     S116     91.9120000
390      90971   AnPhA     S116     79.8400000
391      90989   FrScA     S216     88.4875847
392      90995   AnPhA     S116      5.0400000
393      90995    BioA     S116      0.0000000
394      90996   FrScA     S116             NA
395      90996    OcnA     S216      1.8006700
396      91030   PhysA     S116     92.7083333
397      91038   PhysA     S116     76.1388889
398      91065   AnPhA     S116     60.9642672
399      91066    BioA     S116     36.3440860
400      91067    BioA     S116     99.7580645
401      91163    OcnA     S216     97.3701842
402      91164   AnPhA     S216     90.0016000
403      91173   FrScA     S116     64.3835616
404      91175   AnPhA     S116     82.1541328
405      91176   FrScA     S116     96.1803653
406      91212   FrScA     S216     81.6027088
407      91252    OcnA     S216     70.2177554
408      91300    BioA     S116     96.2634409
409      91313   AnPhA     S216     84.9536000
410      91319   AnPhA     S116     84.0224000
411      91320   AnPhA     S116     29.6533328
412      91326   AnPhA     S216     47.0544000
413      91326   FrScA     S116     65.3538813
414      91340   FrScA     S116     85.3835616
415      91351    BioA     S116      6.7473118
416      91410   FrScA     S216     61.1738149
417      91471   FrScA     S116     65.9817352
418      91477   FrScA     S116     90.2283105
419      91550   FrScA     S216     69.9774266
420      91574   AnPhA     S116     81.8309328
421      91575   PhysA     S116     95.1388889
422      91607   FrScA     S216     70.5417607
423      91611    BioA     S116     92.9032258
424      91619   AnPhA     S116     35.8320000
425      91624    BioA     S116     78.5494624
426      91633   PhysA     S116     81.5277778
427      91634   AnPhA     S116     84.9893328
428      91635    OcnA     S116     73.4874372
429      91672   AnPhA     S116     92.8824000
430      91709   AnPhA     S116     87.2928000
431      91771   AnPhA     S116     28.4800000
432      91818    OcnA     S116     96.4623116
433      91821   PhysA     S116     93.9583333
434      91932   AnPhA     S116     82.6117328
435      91943   FrScA     S216     91.6478555
436      92021    OcnA     S116     86.7671692
437      92124   FrScA     S216     75.1693002
438      92143   FrScA     S116     93.3789954
439      92152    BioA     S116     93.4806452
440      92185   AnPhA     S116     91.8528000
441      92214   FrScA     S116     84.6461187
442      92510    BioA     S116     91.9086021
443      92511   PhysA     S116     67.4930556
444      92604   FrScA     S116      7.2031963
445      92606    BioA     S116      5.6989247
446      92606    BioA     S216      0.5347594
447      92633    BioA     S116      3.0107527
448      92724   PhysA     S116     93.8888889
449      92725   PhysA     S116     96.5972222
450      92726   PhysA     S116     98.1944444
451      92727   PhysA     S116     98.0555556
452      92729   PhysA     S116     94.2361111
453      92732   PhysA     S116     92.9166667
454      92733   PhysA     S116     94.1666667
455      92740   PhysA     S116     98.6111111
456      92741   PhysA     S116     98.1944444
457      92743   PhysA     S116     92.8472222
458      94070   FrScA     S216     93.6794582
459      94135   FrScA     S216     85.8916479
460      94156   FrScA     S216     95.0338601
461      94172   FrScA     S216     90.9706546
462      94189   PhysA     S216     90.4444444
463      94219   AnPhA     S216             NA
464      94240    OcnA     S216     87.0938024
465      94246   AnPhA     S216     35.6920000
466      94251   PhysA     S216     96.9444444
467      94257   FrScA     S216     90.2934537
468      94288   FrScA     S216     91.8735892
469      94292   FrScA     S216     89.0519187
470      94319    OcnA     S216     56.9949749
471      94323    OcnA     S216     93.9698492
472      94327    OcnA     S216     15.9095477
473      94331   FrScA     S216     21.8961625
474      94332   FrScA     S216     75.8465011
475      94356   FrScA     S216             NA
476      94369   FrScA     S216     66.0379464
477      94370   FrScA     S216     94.1309255
478      94376   FrScA     S216     93.6794582
479      94400   FrScA     S216     85.1015801
480      94402   FrScA     S216     92.0993228
481      94404   FrScA     S216     83.1828442
482      94419   FrScA     S216     83.7471783
483      94542   AnPhA     S216     33.2800000
484      94545   AnPhA     S216     45.4000000
485      94550   AnPhA     S216     85.3408000
486      94556    OcnA     S216     83.2428811
487      94577    OcnA     S216     84.7956449
488      94586   FrScA     S216     75.1693002
489      94590    OcnA     S216     75.9949749
490      94630    OcnA     S216      3.4338358
491      94654    OcnA     S216     81.5075377
492      94661   FrScA     S216     73.1376975
493      94691   AnPhA     S216     10.6608000
494      94717    OcnA     S216     66.7336683
495      94744    OcnA     S216     96.7973199
496      94756   FrScA     S216     68.8487585
497      94805   AnPhA     S216     87.3024000
498      94824   FrScA     S216     96.3882619
499      94846   AnPhA     S216     70.4149328
500      94869   FrScA     S216     40.9706546
501      94872   AnPhA     S216     69.6682672
502      94876    OcnA     S216      2.9313233
503      94898   AnPhA     S216     73.6608000
504      94903   AnPhA     S216     69.8808000
505      94956    OcnA     S216     55.7755444
506      94970   PhysA     S216     95.4166667
507      95005   FrScA     S216     95.0338601
508      95014   AnPhA     S216     95.6208000
509      95017   AnPhA     S216     71.5200000
510      95041   AnPhA     S216     14.5408000
511      95045   FrScA     S216     76.7494357
512      95091    OcnA     S216     61.0418760
513      95114   AnPhA     S216             NA
514      95160   AnPhA     S216     94.4208000
515      95165   FrScA     S216     92.0993228
516      95264   AnPhA     S216             NA
517      95266   PhysA     S216     90.5555556
518      95283   AnPhA     S216     91.3376000
519      95283   PhysA     S216             NA
520      95360   FrScA     S216     91.8735892
521      95368    OcnA     S216     92.2897822
522      95375    OcnA     S216     93.4304858
523      95377   AnPhA     S216     76.6304000
524      95449   FrScA     S216     42.0993228
525      95476   FrScA     S216     68.1715576
526      95485   FrScA     S216     36.7945824
527      95504    OcnA     S216     42.4154104
528      95533    OcnA     S216     22.9731993
529      95545   AnPhA     S216     72.3008000
530      95578   PhysA     S216     90.5555556
531      95594   AnPhA     S216     40.4533328
532      95601   AnPhA     S216     84.4474672
533      95618   AnPhA     S216     66.7525328
534      95620   AnPhA     S216     72.8880000
535      95621   FrScA     S216     95.4853273
536      95624    OcnA     S216     87.1273032
537      95632   FrScA     S216     61.8510158
538      95633   FrScA     S216     66.9300226
539      95634   AnPhA     S216     76.5749312
540      95658    BioA     S216     82.2994652
541      95684   FrScA     S216      0.9029345
542      95707    BioA     S216     88.5775401
543      95725    OcnA     S216     68.4405360
544      95726   FrScA     S216     94.5823928
545      95738    OcnA     S216             NA
546      95743   FrScA     S216     95.9367946
547      95770    OcnA     S216     91.9681742
548      95868    OcnA     S216     39.4103853
549      95896   FrScA     S216     75.5079007
550      95915   AnPhA     S216     74.1874672
551      95919   AnPhA     S216     86.5349328
552      95919   FrScA     S216     94.6388262
553      95921    OcnA     S216     80.9782245
554      95923   FrScA     S216     89.6162528
555      95925   FrScA     S216     90.7449210
556      95957   AnPhA     S216     67.9248000
557      95989   FrScA     S216     85.4401806
558      95991   FrScA     S216     82.3927765
559      96027   PhysA     S216     74.4791667
560      96048   FrScA     S216     70.8532731
561      96082   FrScA     S216     52.5959368
562      96090   PhysA     S216     11.0277778
563      96121    OcnA     S216     81.2864322
564      96134   FrScA     S216     89.7291196
565      96142   FrScA     S216     90.8577878
566      96189   FrScA     S216     88.4875847
567      96228   AnPhA     S216     91.0640000
568      96280   FrScA     S216     81.0383747
569      96345    OcnA     S216     63.1457286
570      96373    OcnA     S216     80.2730318
571      96374    OcnA     S216     77.1524288
572      96412    OcnA     S216     72.4137353
573      96414   FrScA     S216     61.6252822
574      96433   FrScA     S216     93.4537246
575      96472   PhysA     S216     62.2083333
576      96590   PhysA     S216     15.4166667
577      96640   AnPhA     S216      6.3360000
578      96671    OcnA     S216     32.7001675
579      96677   AnPhA     S216      5.2000000
580      96680   AnPhA     S216     52.5504000
581      96689    OcnA     S216     82.6683417
582      96690   AnPhA     S216     64.8128000
583      96720   AnPhA     S216      7.8800000
584      96756    OcnA     S216     91.1390285
585      96769   FrScA     S216     59.5936795
586      96808   PhysA     S216     93.7500000
587      96826   AnPhA     S216     88.4080000
588      96841   FrScA     S216     92.5507901
589      96853   AnPhA     S216     85.4277328
590      96854   AnPhA     S216     85.1189328
591      96856    OcnA     S216     13.0284757
592      96867   PhysA     S216     90.6250000
593      96871   AnPhA     S216     81.1482656
594      96950    BioA     S216     91.8181818
595      96959   AnPhA     S216     67.6608000
596      96994   AnPhA     S216     86.8074672
597      97006    OcnA     S216     68.1507538
598      97150   PhysA     S216     62.5486111
599      97265   PhysA     S216     84.5694444
600      97272    OcnA     S216     84.2395325
601      97374    BioA     S216     12.3529412
602      97386    BioA     S216     54.1582888
603      97441   FrScA     S216     23.1376975

#inspect your data

What do you notice about FinalGradeCEMS? (*Hint: NAs?)

Answer here
There is missing data in the Final Grades column, as indicated by the NA values. We could resolve this by handling either by imputation or removal depending on requirements of the analysis.

In code chunk named select-2 select all columns except subject and section. Assign to a new object with a different name. Inspect your data frame with a different function.

# Type your code here
sci_online_classes %>% select (student_id: percentage_earned,
                               semester, 
                               Gradebook_Item: TimeSpent_std)

    student_id     course_id total_points_possible total_points_earned
1        43146 FrScA-S216-02                  3280                2220
2        44638  OcnA-S116-01                  3531                2672
3        47448 FrScA-S216-01                  2870                1897
4        47979  OcnA-S216-01                  4562                3090
5        48797 PhysA-S116-01                  2207                1910
6        51943 FrScA-S216-03                  4208                3596
7        52326 AnPhA-S216-01                  4325                2255
8        52446 PhysA-S116-01                  2086                1719
9        53447 FrScA-S116-01                  4655                3149
10       53475 FrScA-S116-02                  1710                1402
11       53475 FrScA-S216-01                  1209                 977
12       54066  OcnA-S116-01                  4641                3429
13       54282  OcnA-S116-02                  3581                2777
14       54342  OcnA-S116-02                  3256                2876
15       54346  OcnA-S116-01                  4471                3773
16       54434 PhysA-S116-01                  3228                2506
17       54567  OcnA-S216-02                  3871                3286
18       55078 FrScA-S216-01                  7000                4212
19       55140 PhysA-S116-01                  1245                 945
20       55283 FrScA-S116-01                  5356                4596
21       56152 AnPhA-S116-02                  3323                2468
22       57188 AnPhA-S116-02                 11918                8260
23       57188 FrScA-S216-01                  2205                1446
24       57224 FrScA-S116-03                  4546                3772
25       57489 PhysA-S116-01                  2970                2050
26       57981  OcnA-S116-01                  3587                2879
27       58168 AnPhA-S216-01                  4079                3327
28       58178  OcnA-S116-01                  3940                3348
29       60186 AnPhA-S116-01                  3014                2520
30       61357 FrScA-S116-02                  1857                1491
31       61941 FrScA-S116-01                  2281                1937
32       61965  BioA-S116-01                  2576                2288
33       62157 FrScA-S116-02                  2822                2262
34       62175  OcnA-S216-01                  3169                2249
35       62576 PhysA-S116-01                  2215                1931
36       62752 PhysA-S116-01                  3318                2453
37       62754 PhysA-S116-01                  3342                2532
38       64930 FrScA-T116-01                  2439                1977
39       65116 FrScA-S216-01                  4320                2326
40       65627 AnPhA-S116-02                  3133                2519
41       66508 AnPhA-T116-01                  2185                1542
42       66508 PhysA-T116-01                  3277                2575
43       66689 FrScA-S216-01                  3390                2738
44       66693 AnPhA-S116-01                  3262                2716
45       66740  OcnA-S116-01                  4171                3639
46       66811 AnPhA-S116-01                  4659                3665
47       66862 AnPhA-S116-01                  5003                3759
48       67013 AnPhA-S216-01                  5064                3306
49       67102 PhysA-S216-01                  4499                3377
50       67463 FrScA-S216-01                  1581                1329
51       67508 AnPhA-S116-01                  3747                2765
52       67762 FrScA-S116-02                  2996                2518
53       67920  OcnA-S116-01                  3321                2364
54       68022  OcnA-S216-01                  2928                2061
55       68188 FrScA-S116-01                  3450                2132
56       68476  OcnA-S116-02                  8004                5148
57       68598  BioA-S116-01                  2678                2058
58       68768 FrScA-S116-02                  1548                1310
59       68795 FrScA-S216-01                  4422                3656
60       69072 FrScA-S116-01                  4339                3173
61       69182 FrScA-S216-01                  5019                4102
62       69397 FrScA-S216-01                  6808                5472
63       69544 FrScA-S216-04                  2859                1830
64       69743 AnPhA-S216-01                  6884                5444
65       69937  BioA-S116-01                  3457                2781
66       70037 FrScA-S116-01                  2688                2057
67       70068 FrScA-S116-03                  4112                3440
68       70187 PhysA-S216-01                  6518                4290
69       70192 AnPhA-S116-02                  1936                1763
70       70408  BioA-S116-01                  5028                3723
71       70532 AnPhA-S116-01                 10694                9088
72       70681  BioA-S116-01                  5472                4404
73       71110 FrScA-S216-01                  3379                2886
74       71415 FrScA-S216-01                  3284                2574
75       71434  BioA-S116-01                  2810                2318
76       71725 AnPhA-S216-01                  1812                1234
77       72287 FrScA-T116-01                  3020                2404
78       73132 FrScA-S116-03                  3480                3064
79       74551 PhysA-S116-01                  8118                6402
80       74552 AnPhA-S216-02                  5208                3886
81       76132 AnPhA-T116-01                  6986                4216
82       76133 PhysA-S116-01                  3835                2943
83       76426 PhysA-S116-01                  2930                2245
84       76443  OcnA-S216-01                  3213                2527
85       76673 AnPhA-S216-01                  7696                5212
86       76674 AnPhA-S216-01                  7824                5728
87       76840 AnPhA-S216-01                  6766                4204
88       76840 FrScA-S116-01                 11328                9306
89       76891  OcnA-S116-01                  6087                3819
90       76930 AnPhA-S116-02                  2765                1813
91       76998 AnPhA-S216-01                  5618                4824
92       77010 AnPhA-S116-01                  2297                1827
93       77067 FrScA-S216-02                  3272                1896
94       77141 FrScA-S216-02                  2083                1567
95       77169  BioA-S116-01                  3749                2954
96       77190 FrScA-S216-01                  2446                1949
97       77246 FrScA-S116-01                  3913                2904
98       77298 FrScA-S116-02                  1572                1319
99       77976 FrScA-S116-03                  4664                3508
100      77980 FrScA-S216-02                  3528                2951
101      78000 FrScA-S216-01                  2269                1946
102      78002  OcnA-S216-02                  4673                3159
103      78153 PhysA-S216-01                  6530                3702
104      78164 AnPhA-S216-01                  3225                2637
105      78241  OcnA-S216-02                  1976                1529
106      78691 FrScA-S116-03                  8892                8012
107      79128 PhysA-S116-01                  2369                1920
108      79220 AnPhA-S116-02                  2269                1371
109      79352 PhysA-S116-01                  1226                 935
110      79596 PhysA-S116-01                  1374                1091
111      79859 AnPhA-T116-01                  5896                4038
112      79893  OcnA-T116-01                  4133                3029
113      80822  OcnA-S216-01                  3968                3075
114      84632 PhysA-T116-01                  3180                2693
115      84640 AnPhA-T116-01                  2358                1940
116      84641 AnPhA-T116-01                  1931                1170
117      84645  OcnA-T116-01                  2508                1975
118      84684  OcnA-T116-01                  5074                3874
119      84685  OcnA-T116-01                  3080                2019
120      84749 AnPhA-T116-01                  4543                2646
121      84757 AnPhA-T116-01                  4534                3668
122      84794  BioA-T116-01                  2787                1439
123      84932  OcnA-S216-01                  5225                4300
124      85123 FrScA-S216-01                  2494                1800
125      85248 AnPhA-S216-01                  2935                2078
126      85249 AnPhA-S116-01                  4558                3295
127      85258 FrScA-S116-02                  3656                2660
128      85258 FrScA-S216-01                  2309                1726
129      85287 FrScA-S216-01                  5792                3188
130      85292  BioA-S116-01                  2669                2234
131      85323 FrScA-S116-01                  4000                3136
132      85348 FrScA-S216-03                  2607                1380
133      85355  OcnA-S116-01                  3173                2687
134      85390 PhysA-S116-01                  5246                4318
135      85410  OcnA-S116-02                  3474                2761
136      85411 AnPhA-S116-01                  3150                2000
137      85416 FrScA-S116-01                  1966                1500
138      85431 FrScA-S116-01                  1597                1448
139      85432 FrScA-S116-01                  5219                3521
140      85433 FrScA-S116-01                  6602                4826
141      85443 FrScA-S116-01                  3559                2757
142      85482  OcnA-S116-02                  5553                4613
143      85487  OcnA-S116-02                  3513                3068
144      85522 PhysA-S116-01                  2904                2379
145      85539 FrScA-S116-01                  3674                3006
146      85567 FrScA-S116-02                  5496                4575
147      85573 FrScA-S116-03                  3372                2636
148      85574 FrScA-S116-03                  2119                1605
149      85579 FrScA-S116-01                  2636                2059
150      85583 AnPhA-S116-01                  3026                2540
151      85583 FrScA-S216-01                  3130                2706
152      85642 FrScA-S216-01                  3264                2180
153      85644 FrScA-S216-01                  2836                2074
154      85644  OcnA-S116-01                  3413                2639
155      85649 FrScA-S116-01                  2790                1971
156      85650 FrScA-S116-01                  8206                4432
157      85651 FrScA-S116-01                  2749                1744
158      85659 FrScA-S116-01                  3521                1845
159      85659 FrScA-S216-01                  5093                3587
160      85661 FrScA-S116-02                  3143                2707
161      85662 FrScA-S116-01                  7846                6642
162      85663 FrScA-S116-01                  8668                6886
163      85665 FrScA-S116-01                  2691                2091
164      85668 FrScA-S116-01                  3181                2353
165      85698 FrScA-S116-02                  3473                2472
166      85700 FrScA-S116-03                  4406                3094
167      85701 FrScA-S116-03                  2808                2091
168      85702 FrScA-S116-03                  2836                2488
169      85704 FrScA-S116-03                  8226                6168
170      85791 FrScA-S116-01                  3800                3302
171      85792 FrScA-S116-01                  4078                3369
172      85796 FrScA-S216-01                  3219                2667
173      85865 AnPhA-S116-01                  3050                2644
174      85866 AnPhA-S116-01                  4068                3186
175      85867 FrScA-S216-04                  2547                2143
176      85889  BioA-S116-01                  3838                2248
177      85891 FrScA-S116-03                  3199                2753
178      85929 FrScA-S116-01                  7192                5388
179      85930 FrScA-S116-01                  2652                1799
180      85953 PhysA-S116-01                  6564                5614
181      85962 PhysA-S116-01                  3254                1828
182      85970 AnPhA-S116-01                  5722                4431
183      86002 FrScA-S216-04                  1337                1054
184      86067  BioA-S116-01                  4054                2304
185      86072 AnPhA-S116-01                  2297                1182
186      86105 FrScA-S116-01                  3730                2854
187      86110  BioA-S116-01                  4075                3300
188      86113  BioA-S116-01                 15092               12208
189      86119 AnPhA-S116-01                  3925                3340
190      86130  BioA-S116-01                  6672                5288
191      86133  OcnA-S116-02                 10110                7730
192      86202  BioA-S116-01                  4501                3498
193      86216  BioA-S116-01                  2583                1452
194      86229 FrScA-S216-01                  2398                1333
195      86240  OcnA-S216-01                  2919                2513
196      86251 FrScA-S216-01                  2167                1959
197      86267 AnPhA-S116-01                  3045                2705
198      86268 AnPhA-S216-01                  3013                2491
199      86271 FrScA-S116-01                  4358                3608
200      86275 AnPhA-S116-01                  5926                3882
201      86277 AnPhA-S116-01                  1306                 686
202      86280 FrScA-S116-01                  5898                5168
203      86286 AnPhA-S116-01                  4594                3037
204      86294 AnPhA-S116-01                  4878                3627
205      86296  OcnA-S216-01                 14067               11637
206      86309 FrScA-S116-03                  8428                6892
207      86314 AnPhA-S116-02                  3888                2732
208      86339 FrScA-S116-01                  3140                2533
209      86340 FrScA-S116-01                  4161                3367
210      86340  OcnA-S216-01                  3110                2517
211      86349 FrScA-S216-01                   840                 672
212      86349  OcnA-S116-01                  3227                2723
213      86353 PhysA-S116-01                  5736                4953
214      86364 FrScA-S116-01                  5774                4510
215      86365 FrScA-S116-01                  1265                 969
216      86429 AnPhA-S116-01                  4936                4208
217      86432 AnPhA-S116-01                  4634                2988
218      86446 AnPhA-S116-01                  3316                2265
219      86451 AnPhA-S116-01                  2416                2014
220      86455 FrScA-S116-01                 12288                9132
221      86455  OcnA-S216-01                  3189                2539
222      86460  OcnA-S116-01                  3643                3174
223      86476 AnPhA-S116-01                  2882                2335
224      86476 FrScA-S116-01                  2683                2014
225      86479 AnPhA-S116-01                  3070                2450
226      86484 AnPhA-S116-01                  2648                1831
227      86488 AnPhA-S116-01                  3342                3033
228      86490 FrScA-S216-01                  6372                4524
229      86492 AnPhA-S116-01                  3537                2717
230      86504 AnPhA-S116-01                  6242                4465
231      86515 FrScA-S216-01                  8631                7164
232      86527  OcnA-S216-01                  2084                1716
233      86543 FrScA-S116-01                  3189                2752
234      86580  BioA-S116-01                  4560                3220
235      86588 AnPhA-S116-01                  4024                2812
236      86608 AnPhA-S116-01                  2534                1412
237      86618 FrScA-S116-03                  1810                1400
238      86627 FrScA-S116-02                  1163                 800
239      86679 FrScA-S116-01                  1563                1233
240      86689  OcnA-S116-02                  4932                3316
241      86697  OcnA-S216-02                  3898                3409
242      86707 AnPhA-S116-02                 11355               10026
243      86709 FrScA-S116-01                  1835                1577
244      86758  OcnA-S116-01                  2835                1775
245      86792 FrScA-S116-01                  2316                1927
246      86793 FrScA-S116-01                 10826                8760
247      86794 FrScA-S116-01                  1424                1146
248      86803 FrScA-S116-01                  5430                4784
249      86815 FrScA-S116-01                  3288                2064
250      86836 FrScA-S216-01                  8692                7122
251      86836  OcnA-S116-01                  2867                2288
252      86882 FrScA-S116-03                  3140                2724
253      86942 AnPhA-S216-01                  8132                5874
254      86943  OcnA-S116-01                  4756                3015
255      87001  OcnA-S116-02                  4934                4252
256      87010 FrScA-S116-01                  4052                2486
257      87020 FrScA-S216-01                  2428                1924
258      87027 FrScA-S116-01                  5336                4606
259      87043 AnPhA-S116-01                  3349                2514
260      87081  BioA-S116-01                  4254                3315
261      87093 FrScA-S116-01                  2182                1544
262      87122  OcnA-S116-02                  9066                5414
263      87163 FrScA-S116-01                  3634                2827
264      87166 AnPhA-S116-01                  3818                2836
265      87171 PhysA-S116-01                  6318                5466
266      87209  OcnA-S116-02                  2402                1921
267      87484 FrScA-S116-01                  7654                5626
268      87485 FrScA-S116-01                  2201                1496
269      87489 FrScA-S116-01                  9543                5562
270      87504 FrScA-S116-01                  4005                3380
271      87552  BioA-S116-01                  3761                2626
272      87579 FrScA-S116-01                  3741                3238
273      87670  OcnA-S216-01                  2473                2116
274      87689  BioA-T116-01                  5016                3877
275      87693 FrScA-T116-01                  2833                2520
276      87805 FrScA-S116-01                  3850                2844
277      87825  OcnA-S216-01                  2514                1246
278      87861 FrScA-S216-01                  1668                1156
279      87865 AnPhA-T116-01                  3776                3113
280      87866 FrScA-T116-01                  6130                4638
281      87905 FrScA-S116-01                  8672                5622
282      87906 FrScA-S116-01                  1520                 709
283      87914 FrScA-S116-01                  5082                2898
284      87927 FrScA-S116-01                  3045                2575
285      87955  OcnA-T116-01                  4910                3906
286      87970  OcnA-S116-01                  4151                2830
287      87988 FrScA-S216-02                  1924                 651
288      88048 FrScA-S216-02                  1632                1217
289      88050 AnPhA-S116-01                  5814                3566
290      88068 AnPhA-S116-01                  1536                1329
291      88075 FrScA-S116-04                  2249                1747
292      88091 PhysA-S116-01                  4792                3626
293      88099 AnPhA-S116-01                  4162                3012
294      88153 AnPhA-S116-01                  4640                4094
295      88166  OcnA-S116-02                  6592                5636
296      88168  OcnA-S116-02                  3523                2108
297      88261 FrScA-S116-01                  2419                1624
298      88282  OcnA-T116-01                  3935                2787
299      88296 PhysA-S116-01                  4974                3802
300      88307  OcnA-S116-03                  9645                7890
301      88311 FrScA-S216-04                  3207                2279
302      88340  OcnA-T116-01                  4968                4157
303      88381 PhysA-S116-01                 10275                8685
304      88409 FrScA-S116-03                  1582                1220
305      88440 AnPhA-S216-01                  2409                2021
306      88440  OcnA-S116-01                  4338                3629
307      88474  OcnA-S216-01                  7950                6190
308      88481 PhysA-S116-01                  2902                2183
309      88493 FrScA-S116-01                  3974                3194
310      88501 FrScA-S116-01                  1404                1040
311      88504  OcnA-S216-01                  2486                1984
312      88527 FrScA-S116-01                  4918                4022
313      88568  BioA-S116-01                  4946                4308
314      88568  BioA-S216-01                  2774                2425
315      88596 FrScA-S216-01                  2531                2125
316      88612 AnPhA-S216-01                  8490                7410
317      88636 FrScA-S116-03                  1619                1259
318      88641 AnPhA-S116-01                  4833                3711
319      88642  OcnA-S216-02                  9454                8118
320      88703  OcnA-T116-01                  4721                3989
321      88803  OcnA-S216-02                  5828                3944
322      88835 FrScA-S116-03                  4712                2866
323      88836 FrScA-S116-03                  3027                2497
324      88845 FrScA-S216-01                  4268                3576
325      88849  OcnA-S216-01                  7159                5031
326      88854 FrScA-S216-01                  4834                3894
327      88854  OcnA-S116-01                  3062                2609
328      88864  OcnA-S216-02                  9748                7894
329      88868 FrScA-S116-03                  3222                2095
330      88874 FrScA-S116-03                  3370                2770
331      88886 FrScA-S116-03                  1535                1266
332      88979 AnPhA-S216-02                  3687                2329
333      88995 AnPhA-T116-01                  2841                2191
334      89005 AnPhA-T116-01                  5131                3565
335      89114  OcnA-S116-01                  2571                2158
336      89128 FrScA-S116-01                  8016                6446
337      89142 AnPhA-S116-01                  2559                1962
338      89144 FrScA-S116-03                  3277                2381
339      89165 FrScA-S116-03                  3676                2926
340      89168 FrScA-S116-03                  1100                 871
341      89194 AnPhA-S116-01                  3886                3068
342      89295 PhysA-S116-01                  7772                5914
343      89300  BioA-S116-01                  3024                2031
344      89333 FrScA-S216-01                  6464                5496
345      89345 FrScA-S216-01                  2645                1688
346      89374 FrScA-S216-01                  4096                3187
347      89376 FrScA-S116-03                  3984                3391
348      89388 FrScA-S116-03                  3668                2848
349      89395 PhysA-S116-01                  9522                6076
350      89425 PhysA-S116-01                  5208                4005
351      89435  OcnA-S116-01                  4238                3766
352      89465 FrScA-S216-01                  1555                1145
353      89487  OcnA-S116-01                  2345                1992
354      89490 PhysA-S116-01                  5560                3462
355      89918 AnPhA-S116-01                  7600                6516
356      89994 FrScA-S216-02                  3428                2686
357      90029 FrScA-S216-01                  2328                1872
358      90090  OcnA-S116-02                  2040                1718
359      90095 FrScA-S116-01                  2296                1185
360      90097 FrScA-S116-03                  1946                1447
361      90098 FrScA-S116-03                  2055                1518
362      90253  BioA-S116-01                  3142                1952
363      90274 FrScA-S116-03                  5054                4024
364      90277 FrScA-S216-01                  6940                4244
365      90305 AnPhA-S116-01                  2458                1769
366      90326 PhysA-S116-01                  2966                2539
367      90333 PhysA-S116-01                  3290                2235
368      90370 FrScA-S116-03                 10988                8006
369      90372 FrScA-S116-03                  3284                2710
370      90394 AnPhA-S116-02                  3737                2885
371      90394 FrScA-S216-01                  1469                1158
372      90395 AnPhA-S116-02                  3338                2330
373      90396 AnPhA-S116-02                  3583                2658
374      90397 AnPhA-S116-02                 15552               10767
375      90398 AnPhA-S116-02                  6964                4270
376      90399 AnPhA-S116-02                  4692                3876
377      90430  BioA-S116-01                  3508                2918
378      90433 FrScA-S116-01                  2335                1963
379      90466  BioA-S116-01                  1074                 821
380      90516 AnPhA-T116-01                  4234                3276
381      90562  OcnA-S116-01                  4158                3346
382      90589 FrScA-S116-03                  2745                2134
383      90622 FrScA-S216-01                  3148                1570
384      90636 FrScA-S216-01                  2859                2258
385      90855 FrScA-S116-03                  6538                3472
386      90861  OcnA-S116-01                  5006                4193
387      90878 FrScA-S116-03                  2355                1884
388      90928  OcnA-S116-01                  4119                3333
389      90956 AnPhA-S116-02                  2433                1658
390      90971 AnPhA-S116-02                  7572                5326
391      90989 FrScA-S216-01                  4455                3648
392      90995 AnPhA-S116-02                  3516                2878
393      90995  BioA-S116-01                  3670                2566
394      90996 FrScA-S116-04                  2298                1475
395      90996  OcnA-S216-01                  2836                1885
396      91030 PhysA-S116-01                  2558                1945
397      91038 PhysA-S116-01                  2875                2197
398      91065 AnPhA-S116-02                  3238                2012
399      91066  BioA-S116-01                  5766                4820
400      91067  BioA-S116-01                  2672                2249
401      91163  OcnA-S216-02                  4616                2979
402      91164 AnPhA-S216-02                  4141                3066
403      91173 FrScA-S116-01                  2434                1827
404      91175 AnPhA-S116-02                  3199                2867
405      91176 FrScA-S116-04                  3421                2246
406      91212 FrScA-S216-01                  4959                4100
407      91252  OcnA-S216-02                  5288                4328
408      91300  BioA-S116-01                  7932                5958
409      91313 AnPhA-S216-01                  5200                3766
410      91319 AnPhA-S116-02                  1863                1465
411      91320 AnPhA-S116-02                  6470                4954
412      91326 AnPhA-S216-01                  2881                2318
413      91326 FrScA-S116-04                  2440                2046
414      91340 FrScA-S116-02                  3231                2768
415      91351  BioA-S116-01                  4234                3264
416      91410 FrScA-S216-02                  1253                 682
417      91471 FrScA-S116-01                  6354                4964
418      91477 FrScA-S116-04                  3634                2427
419      91550 FrScA-S216-02                  3330                2353
420      91574 AnPhA-S116-02                  9984                8529
421      91575 PhysA-S116-01                  2315                1743
422      91607 FrScA-S216-02                  3396                2792
423      91611  BioA-S116-01                  2713                2051
424      91619 AnPhA-S116-02                  9244                7740
425      91624  BioA-S116-01                  1237                 952
426      91633 PhysA-S116-01                  1624                1253
427      91634 AnPhA-S116-02                  3666                3111
428      91635  OcnA-S116-01                  2820                2033
429      91672 AnPhA-S116-02                  4640                2418
430      91709 AnPhA-S116-02                  3883                2742
431      91771 AnPhA-S116-02                  3461                2699
432      91818  OcnA-S116-01                 11004                7857
433      91821 PhysA-S116-01                  3435                2711
434      91932 AnPhA-S116-02                  4220                2877
435      91943 FrScA-S216-02                  2431                1752
436      92021  OcnA-S116-02                  5252                3409
437      92124 FrScA-S216-01                  2385                1826
438      92143 FrScA-S116-01                  2430                1887
439      92152  BioA-S116-01                  4462                3414
440      92185 AnPhA-S116-02                  4049                3016
441      92214 FrScA-S116-01                  7132                6160
442      92510  BioA-S116-01                  3880                3017
443      92511 PhysA-S116-01                  3477                2390
444      92604 FrScA-S116-03                  1272                 830
445      92606  BioA-S116-01                  2809                2147
446      92606  BioA-S216-01                  4585                3217
447      92633  BioA-S116-01                  2954                2495
448      92724 PhysA-S116-01                  4402                3103
449      92725 PhysA-S116-01                  3226                1880
450      92726 PhysA-S116-01                  2739                2356
451      92727 PhysA-S116-01                  4094                2642
452      92729 PhysA-S116-01                  3556                1770
453      92732 PhysA-S116-01                  1207                 721
454      92733 PhysA-S116-01                  2829                2549
455      92740 PhysA-S116-01                  3347                2308
456      92741 PhysA-S116-01                  3070                2163
457      92743 PhysA-S116-01                  2669                1704
458      94070 FrScA-S216-01                  2528                1735
459      94135 FrScA-S216-01                  5940                4654
460      94156 FrScA-S216-01                  4636                2960
461      94172 FrScA-S216-01                  2364                2016
462      94189 PhysA-S216-01                  3682                3187
463      94219 AnPhA-S216-02                  2928                2349
464      94240  OcnA-S216-02                  6128                5498
465      94246 AnPhA-S216-01                  3146                1999
466      94251 PhysA-S216-01                  9202                7666
467      94257 FrScA-S216-01                  5794                4708
468      94288 FrScA-S216-01                  2779                2265
469      94292 FrScA-S216-01                  2546                1476
470      94319  OcnA-S216-01                  7774                6588
471      94323  OcnA-S216-01                  3388                2710
472      94327  OcnA-S216-02                  4985                3863
473      94331 FrScA-S216-01                  2662                2178
474      94332 FrScA-S216-01                  7414                4954
475      94356 FrScA-S216-01                  8058                5440
476      94369 FrScA-S216-03                  5292                3524
477      94370 FrScA-S216-01                  3876                3063
478      94376 FrScA-S216-01                  4162                3415
479      94400 FrScA-S216-01                  4859                2938
480      94402 FrScA-S216-01                  7170                5242
481      94404 FrScA-S216-01                 10104                7752
482      94419 FrScA-S216-01                  3523                2819
483      94542 AnPhA-S216-02                  5644                4638
484      94545 AnPhA-S216-02                  5690                4274
485      94550 AnPhA-S216-02                  3522                2554
486      94556  OcnA-S216-02                  6688                4580
487      94577  OcnA-S216-02                  5994                4318
488      94586 FrScA-S216-01                  2136                1593
489      94590  OcnA-S216-01                  2253                1772
490      94630  OcnA-S216-01                  4278                2858
491      94654  OcnA-S216-01                  5466                4198
492      94661 FrScA-S216-01                  3536                3052
493      94691 AnPhA-S216-01                  4489                3345
494      94717  OcnA-S216-01                  4698                3918
495      94744  OcnA-S216-01                  9326                7520
496      94756 FrScA-S216-01                  4620                3954
497      94805 AnPhA-S216-01                  9228                7624
498      94824 FrScA-S216-01                  5676                3738
499      94846 AnPhA-S216-01                  4122                3096
500      94869 FrScA-S216-01                  5222                4414
501      94872 AnPhA-S216-01                  3295                2820
502      94876  OcnA-S216-02                  5889                4953
503      94898 AnPhA-S216-02                  3964                3146
504      94903 AnPhA-S216-02                  6774                5238
505      94956  OcnA-S216-01                  3149                2316
506      94970 PhysA-S216-01                  5128                4102
507      95005 FrScA-S216-01                  3652                3072
508      95014 AnPhA-S216-01                  5116                2950
509      95017 AnPhA-S216-02                  6234                3138
510      95041 AnPhA-S216-02                  6434                4980
511      95045 FrScA-S216-01                  3641                2872
512      95091  OcnA-S216-01                 10998                9156
513      95114 AnPhA-S216-01                  4114                2622
514      95160 AnPhA-S216-02                  3865                3154
515      95165 FrScA-S216-01                  4834                2550
516      95264 AnPhA-S216-02                  8682                7206
517      95266 PhysA-S216-01                  3518                2916
518      95283 AnPhA-S216-01                  5514                4224
519      95283 PhysA-S216-01                   898                 749
520      95360 FrScA-S216-01                 12777               10590
521      95368  OcnA-S216-02                  2488                1580
522      95375  OcnA-S216-02                  2321                1921
523      95377 AnPhA-S216-02                  3205                2633
524      95449 FrScA-S216-01                  9564                6708
525      95476 FrScA-S216-02                  8212                7150
526      95485 FrScA-S216-01                  1825                1525
527      95504  OcnA-S216-01                  5548                4610
528      95533  OcnA-S216-01                  2858                2266
529      95545 AnPhA-S216-01                  3056                2514
530      95578 PhysA-S216-01                 12844               10342
531      95594 AnPhA-S216-01                  2907                2327
532      95601 AnPhA-S216-01                 11718                8820
533      95618 AnPhA-S216-01                  7052                5040
534      95620 AnPhA-S216-01                  2671                2147
535      95621 FrScA-S216-01                  3267                1968
536      95624  OcnA-S216-02                  6536                4764
537      95632 FrScA-S216-01                  2666                1599
538      95633 FrScA-S216-01                  8874                7110
539      95634 AnPhA-S216-01                  5508                4466
540      95658  BioA-S216-01                  3362                2775
541      95684 FrScA-S216-01                  4317                3373
542      95707  BioA-S216-01                  3912                2196
543      95725  OcnA-S216-01                  5083                3586
544      95726 FrScA-S216-01                  3216                2892
545      95738  OcnA-S216-01                 11716                8974
546      95743 FrScA-S216-01                  4010                2234
547      95770  OcnA-S216-01                  3249                2753
548      95868  OcnA-S216-02                  5286                3332
549      95896 FrScA-S216-01                  3244                2453
550      95915 AnPhA-S216-01                  3843                2491
551      95919 AnPhA-S216-02                  3741                3230
552      95919 FrScA-S216-02                  3212                2692
553      95921  OcnA-S216-02                  2075                1479
554      95923 FrScA-S216-02                  8196                6030
555      95925 FrScA-S216-02                  4989                3972
556      95957 AnPhA-S216-01                  4580                3626
557      95989 FrScA-S216-01                  3242                2587
558      95991 FrScA-S216-01                  7638                5427
559      96027 PhysA-S216-01                  2981                2534
560      96048 FrScA-S216-04                  3384                2630
561      96082 FrScA-S216-02                  2459                1713
562      96090 PhysA-S216-01                  2377                1793
563      96121  OcnA-S216-01                  3300                2401
564      96134 FrScA-S216-02                  5566                4522
565      96142 FrScA-S216-02                  9198                5574
566      96189 FrScA-S216-02                  2245                1676
567      96228 AnPhA-S216-01                  2707                1990
568      96280 FrScA-S216-02                  2847                2350
569      96345  OcnA-S216-01                  6343                5295
570      96373  OcnA-S216-01                  4780                3770
571      96374  OcnA-S216-01                  3795                3268
572      96412  OcnA-S216-01                  3098                2265
573      96414 FrScA-S216-02                  2343                1860
574      96433 FrScA-S216-02                  1260                 973
575      96472 PhysA-S216-01                  2107                1693
576      96590 PhysA-S216-01                  2984                2318
577      96640 AnPhA-S216-01                  3742                2999
578      96671  OcnA-S216-01                  3361                2737
579      96677 AnPhA-S216-01                  1427                1247
580      96680 AnPhA-S216-01                  2832                2055
581      96689  OcnA-S216-01                  3623                2863
582      96690 AnPhA-S216-01                  4804                4309
583      96720 AnPhA-S216-01                  3333                2530
584      96756  OcnA-S216-01                  3820                2711
585      96769 FrScA-S216-02                  1290                 801
586      96808 PhysA-S216-01                  3412                2330
587      96826 AnPhA-S216-02                  6134                5044
588      96841 FrScA-S216-02                  5394                4510
589      96853 AnPhA-S216-01                  7539                6435
590      96854 AnPhA-S216-01                  7068                5648
591      96856  OcnA-S216-01                  9630                8110
592      96867 PhysA-S216-01                  4165                3309
593      96871 AnPhA-S216-02                  3012                2560
594      96950  BioA-S216-01                  6190                4970
595      96959 AnPhA-S216-01                  2946                1898
596      96994 AnPhA-S216-01                  2150                1565
597      97006  OcnA-S216-01                  3922                3209
598      97150 PhysA-S216-01                  2710                1803
599      97265 PhysA-S216-01                  3101                2078
600      97272  OcnA-S216-01                  2872                1733
601      97374  BioA-S216-01                  8586                6978
602      97386  BioA-S216-01                  2761                1937
603      97441 FrScA-S216-02                  2607                2205
    percentage_earned semester                      Gradebook_Item
1           0.6768293     S216 POINTS EARNED & TOTAL COURSE POINTS
2           0.7567261     S116                           ATTEMPTED
3           0.6609756     S216 POINTS EARNED & TOTAL COURSE POINTS
4           0.6773345     S216 POINTS EARNED & TOTAL COURSE POINTS
5           0.8654282     S116 POINTS EARNED & TOTAL COURSE POINTS
6           0.8545627     S216 POINTS EARNED & TOTAL COURSE POINTS
7           0.5213873     S216 POINTS EARNED & TOTAL COURSE POINTS
8           0.8240652     S116 POINTS EARNED & TOTAL COURSE POINTS
9           0.6764769     S116 POINTS EARNED & TOTAL COURSE POINTS
10          0.8198830     S116 POINTS EARNED & TOTAL COURSE POINTS
11          0.8081059     S216 POINTS EARNED & TOTAL COURSE POINTS
12          0.7388494     S116                           ATTEMPTED
13          0.7754817     S116 POINTS EARNED & TOTAL COURSE POINTS
14          0.8832924     S116 POINTS EARNED & TOTAL COURSE POINTS
15          0.8438828     S116                           ATTEMPTED
16          0.7763321     S116 POINTS EARNED & TOTAL COURSE POINTS
17          0.8488763     S216 POINTS EARNED & TOTAL COURSE POINTS
18          0.6017143     S216 POINTS EARNED & TOTAL COURSE POINTS
19          0.7590361     S116 POINTS EARNED & TOTAL COURSE POINTS
20          0.8581031     S116 POINTS EARNED & TOTAL COURSE POINTS
21          0.7427024     S116 POINTS EARNED & TOTAL COURSE POINTS
22          0.6930693     S116 POINTS EARNED & TOTAL COURSE POINTS
23          0.6557823     S216 POINTS EARNED & TOTAL COURSE POINTS
24          0.8297404     S116 POINTS EARNED & TOTAL COURSE POINTS
25          0.6902357     S116 POINTS EARNED & TOTAL COURSE POINTS
26          0.8026206     S116                           ATTEMPTED
27          0.8156411     S216 POINTS EARNED & TOTAL COURSE POINTS
28          0.8497462     S116                           ATTEMPTED
29          0.8360982     S116 POINTS EARNED & TOTAL COURSE POINTS
30          0.8029079     S116 POINTS EARNED & TOTAL COURSE POINTS
31          0.8491890     S116 POINTS EARNED & TOTAL COURSE POINTS
32          0.8881988     S116 POINTS EARNED & TOTAL COURSE POINTS
33          0.8015592     S116 POINTS EARNED & TOTAL COURSE POINTS
34          0.7096876     S216 POINTS EARNED & TOTAL COURSE POINTS
35          0.8717833     S116 POINTS EARNED & TOTAL COURSE POINTS
36          0.7393008     S116 POINTS EARNED & TOTAL COURSE POINTS
37          0.7576302     S116 POINTS EARNED & TOTAL COURSE POINTS
38          0.8105781     T116 POINTS EARNED & TOTAL COURSE POINTS
39          0.5384259     S216 POINTS EARNED & TOTAL COURSE POINTS
40          0.8040217     S116 POINTS EARNED & TOTAL COURSE POINTS
41          0.7057208     T116 POINTS EARNED & TOTAL COURSE POINTS
42          0.7857797     T116       OutcomeDefinition.Total.title
43          0.8076696     S216 POINTS EARNED & TOTAL COURSE POINTS
44          0.8326180     S116 POINTS EARNED & TOTAL COURSE POINTS
45          0.8724526     S116                           ATTEMPTED
46          0.7866495     S116 POINTS EARNED & TOTAL COURSE POINTS
47          0.7513492     S116 POINTS EARNED & TOTAL COURSE POINTS
48          0.6528436     S216 POINTS EARNED & TOTAL COURSE POINTS
49          0.7506112     S216 POINTS EARNED & TOTAL COURSE POINTS
50          0.8406072     S216 POINTS EARNED & TOTAL COURSE POINTS
51          0.7379237     S116 POINTS EARNED & TOTAL COURSE POINTS
52          0.8404539     S116 POINTS EARNED & TOTAL COURSE POINTS
53          0.7118338     S116                           ATTEMPTED
54          0.7038934     S216 POINTS EARNED & TOTAL COURSE POINTS
55          0.6179710     S116 POINTS EARNED & TOTAL COURSE POINTS
56          0.6431784     S116 POINTS EARNED & TOTAL COURSE POINTS
57          0.7684839     S116 POINTS EARNED & TOTAL COURSE POINTS
58          0.8462532     S116 POINTS EARNED & TOTAL COURSE POINTS
59          0.8267752     S216 POINTS EARNED & TOTAL COURSE POINTS
60          0.7312745     S116 POINTS EARNED & TOTAL COURSE POINTS
61          0.8172943     S216 POINTS EARNED & TOTAL COURSE POINTS
62          0.8037603     S216 POINTS EARNED & TOTAL COURSE POINTS
63          0.6400839     S216       OutcomeDefinition.Total.title
64          0.7908193     S216 POINTS EARNED & TOTAL COURSE POINTS
65          0.8044547     S116 POINTS EARNED & TOTAL COURSE POINTS
66          0.7652530     S116 POINTS EARNED & TOTAL COURSE POINTS
67          0.8365759     S116 POINTS EARNED & TOTAL COURSE POINTS
68          0.6581774     S216 POINTS EARNED & TOTAL COURSE POINTS
69          0.9106405     S116 POINTS EARNED & TOTAL COURSE POINTS
70          0.7404535     S116 POINTS EARNED & TOTAL COURSE POINTS
71          0.8498223     S116 POINTS EARNED & TOTAL COURSE POINTS
72          0.8048246     S116 POINTS EARNED & TOTAL COURSE POINTS
73          0.8540988     S216 POINTS EARNED & TOTAL COURSE POINTS
74          0.7838002     S216 POINTS EARNED & TOTAL COURSE POINTS
75          0.8249110     S116 POINTS EARNED & TOTAL COURSE POINTS
76          0.6810155     S216 POINTS EARNED & TOTAL COURSE POINTS
77          0.7960265     T116 POINTS EARNED & TOTAL COURSE POINTS
78          0.8804598     S116 POINTS EARNED & TOTAL COURSE POINTS
79          0.7886179     S116 POINTS EARNED & TOTAL COURSE POINTS
80          0.7461598     S216 POINTS EARNED & TOTAL COURSE POINTS
81          0.6034927     T116 POINTS EARNED & TOTAL COURSE POINTS
82          0.7674055     S116 POINTS EARNED & TOTAL COURSE POINTS
83          0.7662116     S116 POINTS EARNED & TOTAL COURSE POINTS
84          0.7864924     S216 POINTS EARNED & TOTAL COURSE POINTS
85          0.6772349     S216 POINTS EARNED & TOTAL COURSE POINTS
86          0.7321063     S216 POINTS EARNED & TOTAL COURSE POINTS
87          0.6213420     S216 POINTS EARNED & TOTAL COURSE POINTS
88          0.8215042     S116 POINTS EARNED & TOTAL COURSE POINTS
89          0.6274027     S116                           ATTEMPTED
90          0.6556962     S116 POINTS EARNED & TOTAL COURSE POINTS
91          0.8586686     S216 POINTS EARNED & TOTAL COURSE POINTS
92          0.7953853     S116 POINTS EARNED & TOTAL COURSE POINTS
93          0.5794621     S216 POINTS EARNED & TOTAL COURSE POINTS
94          0.7522804     S216 POINTS EARNED & TOTAL COURSE POINTS
95          0.7879435     S116 POINTS EARNED & TOTAL COURSE POINTS
96          0.7968111     S216 POINTS EARNED & TOTAL COURSE POINTS
97          0.7421416     S116 POINTS EARNED & TOTAL COURSE POINTS
98          0.8390585     S116 POINTS EARNED & TOTAL COURSE POINTS
99          0.7521441     S116 POINTS EARNED & TOTAL COURSE POINTS
100         0.8364512     S216 POINTS EARNED & TOTAL COURSE POINTS
101         0.8576465     S216 POINTS EARNED & TOTAL COURSE POINTS
102         0.6760111     S216 POINTS EARNED & TOTAL COURSE POINTS
103         0.5669219     S216 POINTS EARNED & TOTAL COURSE POINTS
104         0.8176744     S216 POINTS EARNED & TOTAL COURSE POINTS
105         0.7737854     S216 POINTS EARNED & TOTAL COURSE POINTS
106         0.9010346     S116 POINTS EARNED & TOTAL COURSE POINTS
107         0.8104686     S116 POINTS EARNED & TOTAL COURSE POINTS
108         0.6042309     S116 POINTS EARNED & TOTAL COURSE POINTS
109         0.7626427     S116 POINTS EARNED & TOTAL COURSE POINTS
110         0.7940320     S116 POINTS EARNED & TOTAL COURSE POINTS
111         0.6848711     T116 POINTS EARNED & TOTAL COURSE POINTS
112         0.7328817     T116 POINTS EARNED & TOTAL COURSE POINTS
113         0.7749496     S216 POINTS EARNED & TOTAL COURSE POINTS
114         0.8468553     T116       OutcomeDefinition.Total.title
115         0.8227311     T116 POINTS EARNED & TOTAL COURSE POINTS
116         0.6059037     T116 POINTS EARNED & TOTAL COURSE POINTS
117         0.7874801     T116 POINTS EARNED & TOTAL COURSE POINTS
118         0.7635002     T116 POINTS EARNED & TOTAL COURSE POINTS
119         0.6555195     T116 POINTS EARNED & TOTAL COURSE POINTS
120         0.5824345     T116 POINTS EARNED & TOTAL COURSE POINTS
121         0.8089987     T116 POINTS EARNED & TOTAL COURSE POINTS
122         0.5163258     T116 POINTS EARNED & TOTAL COURSE POINTS
123         0.8229665     S216 POINTS EARNED & TOTAL COURSE POINTS
124         0.7217322     S216 POINTS EARNED & TOTAL COURSE POINTS
125         0.7080068     S216 POINTS EARNED & TOTAL COURSE POINTS
126         0.7229048     S116 POINTS EARNED & TOTAL COURSE POINTS
127         0.7275711     S116 POINTS EARNED & TOTAL COURSE POINTS
128         0.7475097     S216 POINTS EARNED & TOTAL COURSE POINTS
129         0.5504144     S216 POINTS EARNED & TOTAL COURSE POINTS
130         0.8370176     S116 POINTS EARNED & TOTAL COURSE POINTS
131         0.7840000     S116 POINTS EARNED & TOTAL COURSE POINTS
132         0.5293441     S216 POINTS EARNED & TOTAL COURSE POINTS
133         0.8468327     S116                           ATTEMPTED
134         0.8231033     S116 POINTS EARNED & TOTAL COURSE POINTS
135         0.7947611     S116 POINTS EARNED & TOTAL COURSE POINTS
136         0.6349206     S116 POINTS EARNED & TOTAL COURSE POINTS
137         0.7629705     S116 POINTS EARNED & TOTAL COURSE POINTS
138         0.9067001     S116 POINTS EARNED & TOTAL COURSE POINTS
139         0.6746503     S116 POINTS EARNED & TOTAL COURSE POINTS
140         0.7309906     S116 POINTS EARNED & TOTAL COURSE POINTS
141         0.7746558     S116 POINTS EARNED & TOTAL COURSE POINTS
142         0.8307221     S116 POINTS EARNED & TOTAL COURSE POINTS
143         0.8733276     S116 POINTS EARNED & TOTAL COURSE POINTS
144         0.8192149     S116 POINTS EARNED & TOTAL COURSE POINTS
145         0.8181818     S116 POINTS EARNED & TOTAL COURSE POINTS
146         0.8324236     S116 POINTS EARNED & TOTAL COURSE POINTS
147         0.7817319     S116 POINTS EARNED & TOTAL COURSE POINTS
148         0.7574328     S116 POINTS EARNED & TOTAL COURSE POINTS
149         0.7811077     S116 POINTS EARNED & TOTAL COURSE POINTS
150         0.8393919     S116 POINTS EARNED & TOTAL COURSE POINTS
151         0.8645367     S216 POINTS EARNED & TOTAL COURSE POINTS
152         0.6678922     S216 POINTS EARNED & TOTAL COURSE POINTS
153         0.7313117     S216 POINTS EARNED & TOTAL COURSE POINTS
154         0.7732200     S116                           ATTEMPTED
155         0.7064516     S116 POINTS EARNED & TOTAL COURSE POINTS
156         0.5400926     S116 POINTS EARNED & TOTAL COURSE POINTS
157         0.6344125     S116 POINTS EARNED & TOTAL COURSE POINTS
158         0.5239989     S116 POINTS EARNED & TOTAL COURSE POINTS
159         0.7043000     S216 POINTS EARNED & TOTAL COURSE POINTS
160         0.8612790     S116 POINTS EARNED & TOTAL COURSE POINTS
161         0.8465460     S116 POINTS EARNED & TOTAL COURSE POINTS
162         0.7944162     S116 POINTS EARNED & TOTAL COURSE POINTS
163         0.7770346     S116 POINTS EARNED & TOTAL COURSE POINTS
164         0.7397045     S116 POINTS EARNED & TOTAL COURSE POINTS
165         0.7117766     S116 POINTS EARNED & TOTAL COURSE POINTS
166         0.7022242     S116 POINTS EARNED & TOTAL COURSE POINTS
167         0.7446581     S116 POINTS EARNED & TOTAL COURSE POINTS
168         0.8772920     S116 POINTS EARNED & TOTAL COURSE POINTS
169         0.7498177     S116 POINTS EARNED & TOTAL COURSE POINTS
170         0.8689474     S116 POINTS EARNED & TOTAL COURSE POINTS
171         0.8261403     S116 POINTS EARNED & TOTAL COURSE POINTS
172         0.8285182     S216 POINTS EARNED & TOTAL COURSE POINTS
173         0.8668852     S116 POINTS EARNED & TOTAL COURSE POINTS
174         0.7831858     S116 POINTS EARNED & TOTAL COURSE POINTS
175         0.8413820     S216       OutcomeDefinition.Total.title
176         0.5857217     S116 POINTS EARNED & TOTAL COURSE POINTS
177         0.8605814     S116 POINTS EARNED & TOTAL COURSE POINTS
178         0.7491657     S116 POINTS EARNED & TOTAL COURSE POINTS
179         0.6783560     S116 POINTS EARNED & TOTAL COURSE POINTS
180         0.8552712     S116 POINTS EARNED & TOTAL COURSE POINTS
181         0.5617701     S116 POINTS EARNED & TOTAL COURSE POINTS
182         0.7743796     S116 POINTS EARNED & TOTAL COURSE POINTS
183         0.7883321     S216       OutcomeDefinition.Total.title
184         0.5683276     S116 POINTS EARNED & TOTAL COURSE POINTS
185         0.5145842     S116 POINTS EARNED & TOTAL COURSE POINTS
186         0.7651475     S116 POINTS EARNED & TOTAL COURSE POINTS
187         0.8098160     S116 POINTS EARNED & TOTAL COURSE POINTS
188         0.8089054     S116 POINTS EARNED & TOTAL COURSE POINTS
189         0.8509554     S116 POINTS EARNED & TOTAL COURSE POINTS
190         0.7925659     S116 POINTS EARNED & TOTAL COURSE POINTS
191         0.7645895     S116 POINTS EARNED & TOTAL COURSE POINTS
192         0.7771606     S116 POINTS EARNED & TOTAL COURSE POINTS
193         0.5621370     S116 POINTS EARNED & TOTAL COURSE POINTS
194         0.5558799     S216 POINTS EARNED & TOTAL COURSE POINTS
195         0.8609113     S216 POINTS EARNED & TOTAL COURSE POINTS
196         0.9040148     S216 POINTS EARNED & TOTAL COURSE POINTS
197         0.8883415     S116 POINTS EARNED & TOTAL COURSE POINTS
198         0.8267507     S216 POINTS EARNED & TOTAL COURSE POINTS
199         0.8279027     S116 POINTS EARNED & TOTAL COURSE POINTS
200         0.6550793     S116 POINTS EARNED & TOTAL COURSE POINTS
201         0.5252680     S116 POINTS EARNED & TOTAL COURSE POINTS
202         0.8762292     S116 POINTS EARNED & TOTAL COURSE POINTS
203         0.6610797     S116 POINTS EARNED & TOTAL COURSE POINTS
204         0.7435424     S116 POINTS EARNED & TOTAL COURSE POINTS
205         0.8272553     S216 POINTS EARNED & TOTAL COURSE POINTS
206         0.8177504     S116 POINTS EARNED & TOTAL COURSE POINTS
207         0.7026749     S116 POINTS EARNED & TOTAL COURSE POINTS
208         0.8066879     S116 POINTS EARNED & TOTAL COURSE POINTS
209         0.8091805     S116 POINTS EARNED & TOTAL COURSE POINTS
210         0.8093248     S216 POINTS EARNED & TOTAL COURSE POINTS
211         0.8000000     S216 POINTS EARNED & TOTAL COURSE POINTS
212         0.8438178     S116                           ATTEMPTED
213         0.8634937     S116 POINTS EARNED & TOTAL COURSE POINTS
214         0.7810876     S116 POINTS EARNED & TOTAL COURSE POINTS
215         0.7660079     S116 POINTS EARNED & TOTAL COURSE POINTS
216         0.8525122     S116 POINTS EARNED & TOTAL COURSE POINTS
217         0.6447993     S116 POINTS EARNED & TOTAL COURSE POINTS
218         0.6830519     S116 POINTS EARNED & TOTAL COURSE POINTS
219         0.8336093     S116 POINTS EARNED & TOTAL COURSE POINTS
220         0.7431641     S116 POINTS EARNED & TOTAL COURSE POINTS
221         0.7961743     S216 POINTS EARNED & TOTAL COURSE POINTS
222         0.8712600     S116                           ATTEMPTED
223         0.8102012     S116 POINTS EARNED & TOTAL COURSE POINTS
224         0.7506523     S116 POINTS EARNED & TOTAL COURSE POINTS
225         0.7980456     S116 POINTS EARNED & TOTAL COURSE POINTS
226         0.6914653     S116 POINTS EARNED & TOTAL COURSE POINTS
227         0.9075404     S116 POINTS EARNED & TOTAL COURSE POINTS
228         0.7099812     S216 POINTS EARNED & TOTAL COURSE POINTS
229         0.7681651     S116 POINTS EARNED & TOTAL COURSE POINTS
230         0.7153156     S116 POINTS EARNED & TOTAL COURSE POINTS
231         0.8300313     S216 POINTS EARNED & TOTAL COURSE POINTS
232         0.8234165     S216 POINTS EARNED & TOTAL COURSE POINTS
233         0.8629664     S116 POINTS EARNED & TOTAL COURSE POINTS
234         0.7061404     S116 POINTS EARNED & TOTAL COURSE POINTS
235         0.6988072     S116 POINTS EARNED & TOTAL COURSE POINTS
236         0.5572218     S116 POINTS EARNED & TOTAL COURSE POINTS
237         0.7734807     S116 POINTS EARNED & TOTAL COURSE POINTS
238         0.6878762     S116 POINTS EARNED & TOTAL COURSE POINTS
239         0.7888676     S116 POINTS EARNED & TOTAL COURSE POINTS
240         0.6723439     S116 POINTS EARNED & TOTAL COURSE POINTS
241         0.8745511     S216 POINTS EARNED & TOTAL COURSE POINTS
242         0.8829590     S116 POINTS EARNED & TOTAL COURSE POINTS
243         0.8594005     S116 POINTS EARNED & TOTAL COURSE POINTS
244         0.6261023     S116                           ATTEMPTED
245         0.8320380     S116 POINTS EARNED & TOTAL COURSE POINTS
246         0.8091631     S116 POINTS EARNED & TOTAL COURSE POINTS
247         0.8047753     S116 POINTS EARNED & TOTAL COURSE POINTS
248         0.8810313     S116 POINTS EARNED & TOTAL COURSE POINTS
249         0.6277372     S116 POINTS EARNED & TOTAL COURSE POINTS
250         0.8193741     S216 POINTS EARNED & TOTAL COURSE POINTS
251         0.7980467     S116                           ATTEMPTED
252         0.8675159     S116 POINTS EARNED & TOTAL COURSE POINTS
253         0.7223315     S216 POINTS EARNED & TOTAL COURSE POINTS
254         0.6339361     S116                           ATTEMPTED
255         0.8617754     S116 POINTS EARNED & TOTAL COURSE POINTS
256         0.6135242     S116 POINTS EARNED & TOTAL COURSE POINTS
257         0.7924217     S216 POINTS EARNED & TOTAL COURSE POINTS
258         0.8631934     S116 POINTS EARNED & TOTAL COURSE POINTS
259         0.7506718     S116 POINTS EARNED & TOTAL COURSE POINTS
260         0.7792666     S116 POINTS EARNED & TOTAL COURSE POINTS
261         0.7076077     S116 POINTS EARNED & TOTAL COURSE POINTS
262         0.5971763     S116 POINTS EARNED & TOTAL COURSE POINTS
263         0.7779307     S116 POINTS EARNED & TOTAL COURSE POINTS
264         0.7427973     S116 POINTS EARNED & TOTAL COURSE POINTS
265         0.8651472     S116 POINTS EARNED & TOTAL COURSE POINTS
266         0.7997502     S116 POINTS EARNED & TOTAL COURSE POINTS
267         0.7350405     S116 POINTS EARNED & TOTAL COURSE POINTS
268         0.6796910     S116 POINTS EARNED & TOTAL COURSE POINTS
269         0.5828356     S116 POINTS EARNED & TOTAL COURSE POINTS
270         0.8439451     S116 POINTS EARNED & TOTAL COURSE POINTS
271         0.6982186     S116 POINTS EARNED & TOTAL COURSE POINTS
272         0.8655440     S116 POINTS EARNED & TOTAL COURSE POINTS
273         0.8556409     S216 POINTS EARNED & TOTAL COURSE POINTS
274         0.7729266     T116 POINTS EARNED & TOTAL COURSE POINTS
275         0.8895164     T116 POINTS EARNED & TOTAL COURSE POINTS
276         0.7387013     S116 POINTS EARNED & TOTAL COURSE POINTS
277         0.4956245     S216 POINTS EARNED & TOTAL COURSE POINTS
278         0.6930456     S216 POINTS EARNED & TOTAL COURSE POINTS
279         0.8244174     T116 POINTS EARNED & TOTAL COURSE POINTS
280         0.7566069     T116 POINTS EARNED & TOTAL COURSE POINTS
281         0.6482934     S116 POINTS EARNED & TOTAL COURSE POINTS
282         0.4664474     S116 POINTS EARNED & TOTAL COURSE POINTS
283         0.5702479     S116 POINTS EARNED & TOTAL COURSE POINTS
284         0.8456486     S116 POINTS EARNED & TOTAL COURSE POINTS
285         0.7955193     T116 POINTS EARNED & TOTAL COURSE POINTS
286         0.6817634     S116                           ATTEMPTED
287         0.3383576     S216 POINTS EARNED & TOTAL COURSE POINTS
288         0.7457108     S216 POINTS EARNED & TOTAL COURSE POINTS
289         0.6133471     S116 POINTS EARNED & TOTAL COURSE POINTS
290         0.8652344     S116 POINTS EARNED & TOTAL COURSE POINTS
291         0.7767897     S116 POINTS EARNED & TOTAL COURSE POINTS
292         0.7566778     S116 POINTS EARNED & TOTAL COURSE POINTS
293         0.7236905     S116 POINTS EARNED & TOTAL COURSE POINTS
294         0.8823276     S116 POINTS EARNED & TOTAL COURSE POINTS
295         0.8549757     S116 POINTS EARNED & TOTAL COURSE POINTS
296         0.5983537     S116 POINTS EARNED & TOTAL COURSE POINTS
297         0.6713518     S116 POINTS EARNED & TOTAL COURSE POINTS
298         0.7082592     T116 POINTS EARNED & TOTAL COURSE POINTS
299         0.7643747     S116 POINTS EARNED & TOTAL COURSE POINTS
300         0.8180404     S116 POINTS EARNED & TOTAL COURSE POINTS
301         0.7106330     S216       OutcomeDefinition.Total.title
302         0.8367552     T116 POINTS EARNED & TOTAL COURSE POINTS
303         0.8452555     S116 POINTS EARNED & TOTAL COURSE POINTS
304         0.7711757     S116 POINTS EARNED & TOTAL COURSE POINTS
305         0.8389373     S216 POINTS EARNED & TOTAL COURSE POINTS
306         0.8365606     S116                           ATTEMPTED
307         0.7786164     S216 POINTS EARNED & TOTAL COURSE POINTS
308         0.7522398     S116 POINTS EARNED & TOTAL COURSE POINTS
309         0.8037242     S116 POINTS EARNED & TOTAL COURSE POINTS
310         0.7407407     S116 POINTS EARNED & TOTAL COURSE POINTS
311         0.7980692     S216 POINTS EARNED & TOTAL COURSE POINTS
312         0.8178121     S116 POINTS EARNED & TOTAL COURSE POINTS
313         0.8710069     S116 POINTS EARNED & TOTAL COURSE POINTS
314         0.8741889     S216 POINTS EARNED & TOTAL COURSE POINTS
315         0.8395891     S216 POINTS EARNED & TOTAL COURSE POINTS
316         0.8727915     S216 POINTS EARNED & TOTAL COURSE POINTS
317         0.7776405     S116 POINTS EARNED & TOTAL COURSE POINTS
318         0.7678461     S116 POINTS EARNED & TOTAL COURSE POINTS
319         0.8586842     S216 POINTS EARNED & TOTAL COURSE POINTS
320         0.8449481     T116 POINTS EARNED & TOTAL COURSE POINTS
321         0.6767330     S216 POINTS EARNED & TOTAL COURSE POINTS
322         0.6082343     S116 POINTS EARNED & TOTAL COURSE POINTS
323         0.8249092     S116 POINTS EARNED & TOTAL COURSE POINTS
324         0.8378632     S216 POINTS EARNED & TOTAL COURSE POINTS
325         0.7027518     S216 POINTS EARNED & TOTAL COURSE POINTS
326         0.8055441     S216 POINTS EARNED & TOTAL COURSE POINTS
327         0.8520575     S116                           ATTEMPTED
328         0.8098071     S216 POINTS EARNED & TOTAL COURSE POINTS
329         0.6502173     S116 POINTS EARNED & TOTAL COURSE POINTS
330         0.8219585     S116 POINTS EARNED & TOTAL COURSE POINTS
331         0.8247557     S116 POINTS EARNED & TOTAL COURSE POINTS
332         0.6316789     S216 POINTS EARNED & TOTAL COURSE POINTS
333         0.7712073     T116 POINTS EARNED & TOTAL COURSE POINTS
334         0.6947963     T116 POINTS EARNED & TOTAL COURSE POINTS
335         0.8393621     S116                           ATTEMPTED
336         0.8041417     S116 POINTS EARNED & TOTAL COURSE POINTS
337         0.7667057     S116 POINTS EARNED & TOTAL COURSE POINTS
338         0.7265792     S116 POINTS EARNED & TOTAL COURSE POINTS
339         0.7959739     S116 POINTS EARNED & TOTAL COURSE POINTS
340         0.7918182     S116 POINTS EARNED & TOTAL COURSE POINTS
341         0.7895008     S116 POINTS EARNED & TOTAL COURSE POINTS
342         0.7609367     S116 POINTS EARNED & TOTAL COURSE POINTS
343         0.6716270     S116 POINTS EARNED & TOTAL COURSE POINTS
344         0.8502475     S216 POINTS EARNED & TOTAL COURSE POINTS
345         0.6381853     S216 POINTS EARNED & TOTAL COURSE POINTS
346         0.7780762     S216 POINTS EARNED & TOTAL COURSE POINTS
347         0.8511546     S116 POINTS EARNED & TOTAL COURSE POINTS
348         0.7764449     S116 POINTS EARNED & TOTAL COURSE POINTS
349         0.6381012     S116 POINTS EARNED & TOTAL COURSE POINTS
350         0.7690092     S116 POINTS EARNED & TOTAL COURSE POINTS
351         0.8886267     S116                           ATTEMPTED
352         0.7363344     S216 POINTS EARNED & TOTAL COURSE POINTS
353         0.8494670     S116                           ATTEMPTED
354         0.6226619     S116 POINTS EARNED & TOTAL COURSE POINTS
355         0.8573684     S116 POINTS EARNED & TOTAL COURSE POINTS
356         0.7835473     S216 POINTS EARNED & TOTAL COURSE POINTS
357         0.8041237     S216 POINTS EARNED & TOTAL COURSE POINTS
358         0.8421569     S116 POINTS EARNED & TOTAL COURSE POINTS
359         0.5161150     S116 POINTS EARNED & TOTAL COURSE POINTS
360         0.7435766     S116 POINTS EARNED & TOTAL COURSE POINTS
361         0.7386861     S116 POINTS EARNED & TOTAL COURSE POINTS
362         0.6212603     S116 POINTS EARNED & TOTAL COURSE POINTS
363         0.7962010     S116 POINTS EARNED & TOTAL COURSE POINTS
364         0.6115274     S216 POINTS EARNED & TOTAL COURSE POINTS
365         0.7196908     S116 POINTS EARNED & TOTAL COURSE POINTS
366         0.8560351     S116 POINTS EARNED & TOTAL COURSE POINTS
367         0.6793313     S116 POINTS EARNED & TOTAL COURSE POINTS
368         0.7286130     S116 POINTS EARNED & TOTAL COURSE POINTS
369         0.8252132     S116 POINTS EARNED & TOTAL COURSE POINTS
370         0.7720096     S116 POINTS EARNED & TOTAL COURSE POINTS
371         0.7882914     S216 POINTS EARNED & TOTAL COURSE POINTS
372         0.6980228     S116 POINTS EARNED & TOTAL COURSE POINTS
373         0.7418364     S116 POINTS EARNED & TOTAL COURSE POINTS
374         0.6923225     S116 POINTS EARNED & TOTAL COURSE POINTS
375         0.6131534     S116 POINTS EARNED & TOTAL COURSE POINTS
376         0.8260870     S116 POINTS EARNED & TOTAL COURSE POINTS
377         0.8318130     S116 POINTS EARNED & TOTAL COURSE POINTS
378         0.8406852     S116 POINTS EARNED & TOTAL COURSE POINTS
379         0.7644320     S116 POINTS EARNED & TOTAL COURSE POINTS
380         0.7737364     T116 POINTS EARNED & TOTAL COURSE POINTS
381         0.8047138     S116                           ATTEMPTED
382         0.7774135     S116 POINTS EARNED & TOTAL COURSE POINTS
383         0.4987294     S216 POINTS EARNED & TOTAL COURSE POINTS
384         0.7897866     S216 POINTS EARNED & TOTAL COURSE POINTS
385         0.5310493     S116 POINTS EARNED & TOTAL COURSE POINTS
386         0.8375949     S116                           ATTEMPTED
387         0.8000000     S116 POINTS EARNED & TOTAL COURSE POINTS
388         0.8091770     S116                           ATTEMPTED
389         0.6814632     S116 POINTS EARNED & TOTAL COURSE POINTS
390         0.7033809     S116 POINTS EARNED & TOTAL COURSE POINTS
391         0.8188552     S216 POINTS EARNED & TOTAL COURSE POINTS
392         0.8185438     S116 POINTS EARNED & TOTAL COURSE POINTS
393         0.6991826     S116 POINTS EARNED & TOTAL COURSE POINTS
394         0.6418625     S116 POINTS EARNED & TOTAL COURSE POINTS
395         0.6646685     S216 POINTS EARNED & TOTAL COURSE POINTS
396         0.7603597     S116 POINTS EARNED & TOTAL COURSE POINTS
397         0.7641739     S116 POINTS EARNED & TOTAL COURSE POINTS
398         0.6213712     S116 POINTS EARNED & TOTAL COURSE POINTS
399         0.8359348     S116 POINTS EARNED & TOTAL COURSE POINTS
400         0.8416916     S116 POINTS EARNED & TOTAL COURSE POINTS
401         0.6453640     S216 POINTS EARNED & TOTAL COURSE POINTS
402         0.7404009     S216 POINTS EARNED & TOTAL COURSE POINTS
403         0.7506163     S116 POINTS EARNED & TOTAL COURSE POINTS
404         0.8962176     S116 POINTS EARNED & TOTAL COURSE POINTS
405         0.6565332     S116 POINTS EARNED & TOTAL COURSE POINTS
406         0.8267796     S216 POINTS EARNED & TOTAL COURSE POINTS
407         0.8184569     S216 POINTS EARNED & TOTAL COURSE POINTS
408         0.7511346     S116 POINTS EARNED & TOTAL COURSE POINTS
409         0.7242308     S216 POINTS EARNED & TOTAL COURSE POINTS
410         0.7863661     S116 POINTS EARNED & TOTAL COURSE POINTS
411         0.7656878     S116 POINTS EARNED & TOTAL COURSE POINTS
412         0.8045817     S216 POINTS EARNED & TOTAL COURSE POINTS
413         0.8385246     S116 POINTS EARNED & TOTAL COURSE POINTS
414         0.8567007     S116 POINTS EARNED & TOTAL COURSE POINTS
415         0.7709022     S116 POINTS EARNED & TOTAL COURSE POINTS
416         0.5442937     S216 POINTS EARNED & TOTAL COURSE POINTS
417         0.7812402     S116 POINTS EARNED & TOTAL COURSE POINTS
418         0.6678591     S116 POINTS EARNED & TOTAL COURSE POINTS
419         0.7066066     S216 POINTS EARNED & TOTAL COURSE POINTS
420         0.8542668     S116 POINTS EARNED & TOTAL COURSE POINTS
421         0.7529158     S116 POINTS EARNED & TOTAL COURSE POINTS
422         0.8221437     S216 POINTS EARNED & TOTAL COURSE POINTS
423         0.7559897     S116 POINTS EARNED & TOTAL COURSE POINTS
424         0.8372999     S116 POINTS EARNED & TOTAL COURSE POINTS
425         0.7696039     S116 POINTS EARNED & TOTAL COURSE POINTS
426         0.7715517     S116 POINTS EARNED & TOTAL COURSE POINTS
427         0.8486088     S116 POINTS EARNED & TOTAL COURSE POINTS
428         0.7209220     S116                           ATTEMPTED
429         0.5211207     S116 POINTS EARNED & TOTAL COURSE POINTS
430         0.7061550     S116 POINTS EARNED & TOTAL COURSE POINTS
431         0.7798324     S116 POINTS EARNED & TOTAL COURSE POINTS
432         0.7140131     S116                           ATTEMPTED
433         0.7892285     S116 POINTS EARNED & TOTAL COURSE POINTS
434         0.6817536     S116 POINTS EARNED & TOTAL COURSE POINTS
435         0.7206911     S216 POINTS EARNED & TOTAL COURSE POINTS
436         0.6490861     S116 POINTS EARNED & TOTAL COURSE POINTS
437         0.7656184     S216 POINTS EARNED & TOTAL COURSE POINTS
438         0.7765432     S116 POINTS EARNED & TOTAL COURSE POINTS
439         0.7651277     S116 POINTS EARNED & TOTAL COURSE POINTS
440         0.7448753     S116 POINTS EARNED & TOTAL COURSE POINTS
441         0.8637128     S116 POINTS EARNED & TOTAL COURSE POINTS
442         0.7775773     S116 POINTS EARNED & TOTAL COURSE POINTS
443         0.6873742     S116 POINTS EARNED & TOTAL COURSE POINTS
444         0.6525157     S116 POINTS EARNED & TOTAL COURSE POINTS
445         0.7643289     S116 POINTS EARNED & TOTAL COURSE POINTS
446         0.7016358     S216 POINTS EARNED & TOTAL COURSE POINTS
447         0.8446175     S116 POINTS EARNED & TOTAL COURSE POINTS
448         0.7049069     S116 POINTS EARNED & TOTAL COURSE POINTS
449         0.5827650     S116 POINTS EARNED & TOTAL COURSE POINTS
450         0.8601679     S116 POINTS EARNED & TOTAL COURSE POINTS
451         0.6453346     S116 POINTS EARNED & TOTAL COURSE POINTS
452         0.4977503     S116 POINTS EARNED & TOTAL COURSE POINTS
453         0.5973488     S116 POINTS EARNED & TOTAL COURSE POINTS
454         0.9010251     S116 POINTS EARNED & TOTAL COURSE POINTS
455         0.6895728     S116 POINTS EARNED & TOTAL COURSE POINTS
456         0.7045603     S116 POINTS EARNED & TOTAL COURSE POINTS
457         0.6384414     S116 POINTS EARNED & TOTAL COURSE POINTS
458         0.6863133     S216 POINTS EARNED & TOTAL COURSE POINTS
459         0.7835017     S216 POINTS EARNED & TOTAL COURSE POINTS
460         0.6384814     S216 POINTS EARNED & TOTAL COURSE POINTS
461         0.8527919     S216 POINTS EARNED & TOTAL COURSE POINTS
462         0.8655622     S216 POINTS EARNED & TOTAL COURSE POINTS
463         0.8022541     S216 POINTS EARNED & TOTAL COURSE POINTS
464         0.8971932     S216 POINTS EARNED & TOTAL COURSE POINTS
465         0.6354100     S216 POINTS EARNED & TOTAL COURSE POINTS
466         0.8330798     S216 POINTS EARNED & TOTAL COURSE POINTS
467         0.8125647     S216 POINTS EARNED & TOTAL COURSE POINTS
468         0.8150414     S216 POINTS EARNED & TOTAL COURSE POINTS
469         0.5797329     S216 POINTS EARNED & TOTAL COURSE POINTS
470         0.8474402     S216 POINTS EARNED & TOTAL COURSE POINTS
471         0.7998819     S216 POINTS EARNED & TOTAL COURSE POINTS
472         0.7749248     S216 POINTS EARNED & TOTAL COURSE POINTS
473         0.8181818     S216 POINTS EARNED & TOTAL COURSE POINTS
474         0.6681953     S216 POINTS EARNED & TOTAL COURSE POINTS
475         0.6751055     S216 POINTS EARNED & TOTAL COURSE POINTS
476         0.6659108     S216 POINTS EARNED & TOTAL COURSE POINTS
477         0.7902477     S216 POINTS EARNED & TOTAL COURSE POINTS
478         0.8205190     S216 POINTS EARNED & TOTAL COURSE POINTS
479         0.6046512     S216 POINTS EARNED & TOTAL COURSE POINTS
480         0.7311018     S216 POINTS EARNED & TOTAL COURSE POINTS
481         0.7672209     S216 POINTS EARNED & TOTAL COURSE POINTS
482         0.8001703     S216 POINTS EARNED & TOTAL COURSE POINTS
483         0.8217576     S216 POINTS EARNED & TOTAL COURSE POINTS
484         0.7511424     S216 POINTS EARNED & TOTAL COURSE POINTS
485         0.7251562     S216 POINTS EARNED & TOTAL COURSE POINTS
486         0.6848086     S216 POINTS EARNED & TOTAL COURSE POINTS
487         0.7203871     S216 POINTS EARNED & TOTAL COURSE POINTS
488         0.7457865     S216 POINTS EARNED & TOTAL COURSE POINTS
489         0.7865069     S216 POINTS EARNED & TOTAL COURSE POINTS
490         0.6680692     S216 POINTS EARNED & TOTAL COURSE POINTS
491         0.7680205     S216 POINTS EARNED & TOTAL COURSE POINTS
492         0.8631222     S216 POINTS EARNED & TOTAL COURSE POINTS
493         0.7451548     S216 POINTS EARNED & TOTAL COURSE POINTS
494         0.8339719     S216 POINTS EARNED & TOTAL COURSE POINTS
495         0.8063478     S216 POINTS EARNED & TOTAL COURSE POINTS
496         0.8558442     S216 POINTS EARNED & TOTAL COURSE POINTS
497         0.8261812     S216 POINTS EARNED & TOTAL COURSE POINTS
498         0.6585624     S216 POINTS EARNED & TOTAL COURSE POINTS
499         0.7510917     S216 POINTS EARNED & TOTAL COURSE POINTS
500         0.8452700     S216 POINTS EARNED & TOTAL COURSE POINTS
501         0.8558422     S216 POINTS EARNED & TOTAL COURSE POINTS
502         0.8410596     S216 POINTS EARNED & TOTAL COURSE POINTS
503         0.7936428     S216 POINTS EARNED & TOTAL COURSE POINTS
504         0.7732507     S216 POINTS EARNED & TOTAL COURSE POINTS
505         0.7354716     S216 POINTS EARNED & TOTAL COURSE POINTS
506         0.7999220     S216 POINTS EARNED & TOTAL COURSE POINTS
507         0.8411829     S216 POINTS EARNED & TOTAL COURSE POINTS
508         0.5766224     S216 POINTS EARNED & TOTAL COURSE POINTS
509         0.5033686     S216 POINTS EARNED & TOTAL COURSE POINTS
510         0.7740131     S216 POINTS EARNED & TOTAL COURSE POINTS
511         0.7887943     S216 POINTS EARNED & TOTAL COURSE POINTS
512         0.8325150     S216 POINTS EARNED & TOTAL COURSE POINTS
513         0.6373359     S216 POINTS EARNED & TOTAL COURSE POINTS
514         0.8160414     S216 POINTS EARNED & TOTAL COURSE POINTS
515         0.5275134     S216 POINTS EARNED & TOTAL COURSE POINTS
516         0.8299931     S216 POINTS EARNED & TOTAL COURSE POINTS
517         0.8288800     S216 POINTS EARNED & TOTAL COURSE POINTS
518         0.7660501     S216 POINTS EARNED & TOTAL COURSE POINTS
519         0.8340757     S216 POINTS EARNED & TOTAL COURSE POINTS
520         0.8288331     S216 POINTS EARNED & TOTAL COURSE POINTS
521         0.6350482     S216 POINTS EARNED & TOTAL COURSE POINTS
522         0.8276605     S216 POINTS EARNED & TOTAL COURSE POINTS
523         0.8215289     S216 POINTS EARNED & TOTAL COURSE POINTS
524         0.7013802     S216 POINTS EARNED & TOTAL COURSE POINTS
525         0.8706771     S216 POINTS EARNED & TOTAL COURSE POINTS
526         0.8356164     S216 POINTS EARNED & TOTAL COURSE POINTS
527         0.8309301     S216 POINTS EARNED & TOTAL COURSE POINTS
528         0.7928621     S216 POINTS EARNED & TOTAL COURSE POINTS
529         0.8226440     S216 POINTS EARNED & TOTAL COURSE POINTS
530         0.8052009     S216 POINTS EARNED & TOTAL COURSE POINTS
531         0.8004816     S216 POINTS EARNED & TOTAL COURSE POINTS
532         0.7526882     S216 POINTS EARNED & TOTAL COURSE POINTS
533         0.7146909     S216 POINTS EARNED & TOTAL COURSE POINTS
534         0.8038188     S216 POINTS EARNED & TOTAL COURSE POINTS
535         0.6023875     S216 POINTS EARNED & TOTAL COURSE POINTS
536         0.7288862     S216 POINTS EARNED & TOTAL COURSE POINTS
537         0.5997749     S216 POINTS EARNED & TOTAL COURSE POINTS
538         0.8012170     S216 POINTS EARNED & TOTAL COURSE POINTS
539         0.8108206     S216 POINTS EARNED & TOTAL COURSE POINTS
540         0.8254015     S216 POINTS EARNED & TOTAL COURSE POINTS
541         0.7813296     S216 POINTS EARNED & TOTAL COURSE POINTS
542         0.5613497     S216 POINTS EARNED & TOTAL COURSE POINTS
543         0.7054889     S216 POINTS EARNED & TOTAL COURSE POINTS
544         0.8992537     S216 POINTS EARNED & TOTAL COURSE POINTS
545         0.7659611     S216 POINTS EARNED & TOTAL COURSE POINTS
546         0.5571072     S216 POINTS EARNED & TOTAL COURSE POINTS
547         0.8473376     S216 POINTS EARNED & TOTAL COURSE POINTS
548         0.6303443     S216 POINTS EARNED & TOTAL COURSE POINTS
549         0.7561652     S216 POINTS EARNED & TOTAL COURSE POINTS
550         0.6481915     S216 POINTS EARNED & TOTAL COURSE POINTS
551         0.8634055     S216 POINTS EARNED & TOTAL COURSE POINTS
552         0.8381071     S216 POINTS EARNED & TOTAL COURSE POINTS
553         0.7127711     S216 POINTS EARNED & TOTAL COURSE POINTS
554         0.7357247     S216 POINTS EARNED & TOTAL COURSE POINTS
555         0.7961515     S216 POINTS EARNED & TOTAL COURSE POINTS
556         0.7917031     S216 POINTS EARNED & TOTAL COURSE POINTS
557         0.7979642     S216 POINTS EARNED & TOTAL COURSE POINTS
558         0.7105263     S216 POINTS EARNED & TOTAL COURSE POINTS
559         0.8500503     S216 POINTS EARNED & TOTAL COURSE POINTS
560         0.7771868     S216       OutcomeDefinition.Total.title
561         0.6966246     S216 POINTS EARNED & TOTAL COURSE POINTS
562         0.7543122     S216 POINTS EARNED & TOTAL COURSE POINTS
563         0.7275758     S216 POINTS EARNED & TOTAL COURSE POINTS
564         0.8124326     S216 POINTS EARNED & TOTAL COURSE POINTS
565         0.6060013     S216 POINTS EARNED & TOTAL COURSE POINTS
566         0.7465479     S216 POINTS EARNED & TOTAL COURSE POINTS
567         0.7351311     S216 POINTS EARNED & TOTAL COURSE POINTS
568         0.8254303     S216 POINTS EARNED & TOTAL COURSE POINTS
569         0.8347785     S216 POINTS EARNED & TOTAL COURSE POINTS
570         0.7887029     S216 POINTS EARNED & TOTAL COURSE POINTS
571         0.8611331     S216 POINTS EARNED & TOTAL COURSE POINTS
572         0.7311168     S216 POINTS EARNED & TOTAL COURSE POINTS
573         0.7938540     S216 POINTS EARNED & TOTAL COURSE POINTS
574         0.7722222     S216 POINTS EARNED & TOTAL COURSE POINTS
575         0.8035121     S216 POINTS EARNED & TOTAL COURSE POINTS
576         0.7768097     S216 POINTS EARNED & TOTAL COURSE POINTS
577         0.8014431     S216 POINTS EARNED & TOTAL COURSE POINTS
578         0.8143410     S216 POINTS EARNED & TOTAL COURSE POINTS
579         0.8738612     S216 POINTS EARNED & TOTAL COURSE POINTS
580         0.7256356     S216 POINTS EARNED & TOTAL COURSE POINTS
581         0.7902291     S216 POINTS EARNED & TOTAL COURSE POINTS
582         0.8969609     S216 POINTS EARNED & TOTAL COURSE POINTS
583         0.7590759     S216 POINTS EARNED & TOTAL COURSE POINTS
584         0.7096859     S216 POINTS EARNED & TOTAL COURSE POINTS
585         0.6209302     S216 POINTS EARNED & TOTAL COURSE POINTS
586         0.6828839     S216 POINTS EARNED & TOTAL COURSE POINTS
587         0.8223019     S216 POINTS EARNED & TOTAL COURSE POINTS
588         0.8361142     S216 POINTS EARNED & TOTAL COURSE POINTS
589         0.8535615     S216 POINTS EARNED & TOTAL COURSE POINTS
590         0.7990945     S216 POINTS EARNED & TOTAL COURSE POINTS
591         0.8421599     S216 POINTS EARNED & TOTAL COURSE POINTS
592         0.7944778     S216 POINTS EARNED & TOTAL COURSE POINTS
593         0.8499336     S216 POINTS EARNED & TOTAL COURSE POINTS
594         0.8029079     S216 POINTS EARNED & TOTAL COURSE POINTS
595         0.6442634     S216 POINTS EARNED & TOTAL COURSE POINTS
596         0.7279070     S216 POINTS EARNED & TOTAL COURSE POINTS
597         0.8182050     S216 POINTS EARNED & TOTAL COURSE POINTS
598         0.6653137     S216 POINTS EARNED & TOTAL COURSE POINTS
599         0.6701064     S216 POINTS EARNED & TOTAL COURSE POINTS
600         0.6034123     S216 POINTS EARNED & TOTAL COURSE POINTS
601         0.8127184     S216 POINTS EARNED & TOTAL COURSE POINTS
602         0.7015574     S216 POINTS EARNED & TOTAL COURSE POINTS
603         0.8457998     S216 POINTS EARNED & TOTAL COURSE POINTS
    Grade_Category FinalGradeCEMS Points_Possible Points_Earned Gender q1 q2 q3
1               NA     93.4537246               5            NA      M  5  4  4
2               NA     81.7018425              10       10.0000      F  4  4  3
3               NA     88.4875847              10            NA      M  5  4  4
4               NA     81.8525963               5        4.0000      M  5  5  3
5               NA     84.0000000             438      399.0000      F  4  3  3
6               NA             NA               5            NA      F NA NA NA
7               NA     83.5882656              10            NA      M  5  5  3
8               NA     97.7777778              10       10.0000      F  3  3  3
9               NA     96.1187215             443      425.0000      F  4  3  3
10              NA             NA               5        2.5000      M NA NA NA
11              NA     81.0383747              12       12.0000      M NA NA NA
12              NA     93.9045226              10        6.0000      M  4  5  3
13              NA     93.4003350               5        5.0000      F  3  3  3
14              NA     64.7822446              10       10.0000      F  5  3  5
15              NA     51.0921273             220       10.0000      F NA NA NA
16              NA     93.0625000              30       21.0000      F  4  2  2
17              NA     65.8425461              10       10.0000      F  4  4  3
18              NA     97.7426637              10       10.0000      F NA NA NA
19              NA     73.7847222               5        3.0000      F  4  3  3
20              NA             NA             635      586.3700      F  4  2  3
21              NA     94.1248000              30            NA      F  3  2  4
22              NA     80.7344000              10        8.0000      F  3  4  3
23              NA     76.9751693              30       27.0000      F NA NA NA
24              NA     87.0936073             443      323.0000      F  4  2  3
25              NA     94.7916667               5            NA      F  3  2  2
26              NA     66.6901173              10       10.0000      F  4  4  3
27              NA     96.5216000              15       11.0000      F  5  5  5
28              NA     92.6817420              10        7.5000      F  4  4  2
29              NA     86.2720000               5        4.0500      F  5  4  5
30              NA             NA              10        6.0000      F NA NA NA
31              NA     94.2922374              10        9.0000      M  4  3  3
32              NA     77.6569892             465      425.0000      M NA NA NA
33              NA     70.6210046              30       19.5000      F  5  3  3
34              NA     73.7738693              30       19.0000      M  5  3  4
35              NA     94.4444444              10       10.0000      M  3  4  2
36              NA     93.7777778              10        7.0000      F  4  3  3
37              NA     96.3402778              10            NA      F  4  3  2
38              NA     83.2328767               5        5.0000      F  4  3  3
39              NA     93.2279910              10       10.0000      M  5  4  4
40              NA     81.4872000             244      220.0000      F NA NA NA
41              NA             NA              15        9.0000      F  4  4  3
42              NA     93.8888889             273      232.0000      M NA NA NA
43              NA     98.6455982              10       10.0000      M  4  4  3
44              NA     93.7536000              24       24.0000      F  4  3  2
45              NA     99.3299832              10            NA      M  5  2  4
46              NA     91.2016000              10       10.0000      F  4  3  2
47              NA     59.8197328              15       12.0000      F  4  3  2
48              NA     46.0720000               5        5.0000      F  4  3  4
49              NA     89.8611111              15        9.0000      F NA NA NA
50              NA     91.4221219              25            NA      M  4  3  3
51              NA     83.8149328               5        5.0000      F  4  3  3
52              NA     83.4132420              10            NA      M  4  3  2
53              NA     90.7035176              10        9.0000      F  5  4  4
54              NA     90.9597990              10        8.0000      F  4  3  1
55              NA     92.4657534              10        9.5000      F  5  5  4
56              NA     94.5795645             935      115.5000      F  4  4  2
57              NA     87.2440860               5       10.0000      M  4  3  2
58              NA     64.7602740              10        8.7500      F  4  5  4
59              NA     83.0699774              30       16.3500      M  4  4  4
60              NA     93.6073059              12       11.6400      F  5  3  3
61              NA     91.1963883              30       27.0000      F  5  4  4
62              NA     94.6952596               5            NA      F  4  4  3
63              NA     93.1715576              30       26.0000      F  5  4  3
64              NA     85.4714656              15       11.0000      M  5  4  5
65              NA             NA               5        5.0000      F NA NA NA
66              NA     93.3789954              12       10.5000      F  3  3  3
67              NA     95.3767123              30            NA      F  5  5  5
68              NA     78.1250000             105      100.7500      F  4  3  2
69              NA     95.9600000              10        7.0000      F  4  3  3
70              NA     91.5053763               5        5.0000      F NA NA NA
71              NA     93.6400000               5        5.0000      F  4  4  3
72              NA     90.2365591              10       10.0000      F NA NA NA
73              NA     88.7133183               5        4.0000      F  5  3  3
74              NA     14.4469526              30       27.0000      F  5  2  4
75              NA     83.9602151               5            NA      F NA NA NA
76              NA     77.2789328              20       20.0000      F  5  5  4
77              NA     90.8675799              30       30.0000      F  3  2  2
78              NA     87.5296804              15            NA      M NA NA NA
79              NA     71.6708333              10       10.0000      M  5  2  3
80              NA     96.1600000              10       10.0000      F NA NA NA
81              NA     95.3392000              30       26.0000      M  4  4  2
82              NA     93.6180556              10            NA      M  5  4  3
83              NA     95.4166667               5        4.0000      F  1  2  2
84              NA             NA              10        8.5000      F  4  3  4
85              NA     92.2000000              25       25.0000      F NA NA NA
86              NA     95.8608000              10        8.0000      M NA NA NA
87              NA     74.4392000             130      124.0000      M  4  2  3
88              NA     92.4657534              10        6.0000      F NA NA NA
89              NA     88.9162479              30       21.0000      F  3  4  3
90              NA     81.2720000             244      212.0000      F  4  4  3
91              NA     40.2389328               5        5.0000      F  4  4  4
92              NA     73.1706672              24       10.0000      M NA NA NA
93              NA             NA             438      409.9400      F  5  5  3
94              NA     82.2799097              40       35.0000      F  5  4  3
95              NA     93.8172043              10       10.0000      M  5  5  3
96              NA     92.4379232               5        5.0000      F NA NA NA
97              NA     88.3561644              10       10.0000      F  4  4  2
98              NA     75.4611872             570      553.0000      F  4  3  2
99              NA     90.5958904               5        4.0000      F  5  3  4
100             NA     93.0022573              10       10.0000      M  4  3  2
101             NA     91.4221219               5            NA      F  5 NA  5
102             NA     63.9832496              10       10.0000      F  3  4  4
103             NA     99.0277778              10            NA      F  4  4  3
104             NA     76.1040000               5            NA      M  5  5  4
105             NA     57.2495812              10       10.0000      F  5  4  3
106             NA     92.9223744               5        5.0000      F NA NA NA
107             NA     96.4097222              10        5.8000      F  4  3  2
108             NA     91.8208000              30            NA      F  4  2  2
109             NA     95.4861111              15        7.0000      M  5  5  3
110             NA     90.9722222               5        5.0000      F  4  3  2
111             NA     72.9920000              10            NA      F  3  4  3
112             NA     94.4656616               5        5.0000      M  4  4  4
113             NA     90.9463987              10       10.0000      F  5  5  4
114             NA     97.6388889               5        5.0000      F  4  4  4
115             NA     86.1648000              30       25.0000      F  4  4  3
116             NA     83.5525328              10       10.0000      M NA NA NA
117             NA     22.6800670              10        9.0000      F  5  5  5
118             NA     90.8056951              15       13.0000      M  4  2  3
119             NA     82.0318258              30       28.5000      M  4  4  3
120             NA     82.5520000               5        5.0000      M  5  4  4
121             NA     85.3376000             680      536.2500      M NA NA NA
122             NA     73.8182796              10        0.0000      M  5  5  5
123             NA     88.3031826             145      136.0000      F  4  4  4
124             NA     81.7155756              24        8.0000      F  5  4  3
125             NA     94.8261328              10        9.2500      M NA NA NA
126             NA     86.8912000               5        4.0000      F  4  2  3
127             NA             NA              28       26.0000      F NA NA NA
128             NA     89.0519187              10        8.0000      F  5  5  4
129             NA     93.6794582              10       10.0000      F  5  4  4
130             NA     93.3494624              10            NA      F  4  4  3
131             NA     15.0684932              20       18.0000      F  3  3  2
132             NA     76.2946429              10       10.0000      M  3  3  3
133             NA     17.2227806              15       15.0000      F  5  5  3
134             NA      3.0555556              10       10.0000      F  5 NA  4
135             NA     93.9279732              10            NA      F NA NA NA
136             NA     90.9157328              30            NA      F NA NA NA
137             NA     94.7488585              10            NA      F  4  4  2
138             NA     92.9223744              10        7.0000      F  5  3  4
139             NA     49.0867580              10       10.0000      F  5  5  4
140             NA     72.1461187              10       10.0000      F  3  4  2
141             NA     86.3013699              10        8.0000      F  5  4  4
142             NA     79.4991625              10            NA      M  5  5  5
143             NA             NA              15       15.0000      M  4  3  4
144             NA     98.0555556              10            NA      F  3  2  2
145             NA     90.1826484              10        9.0000      M NA NA NA
146             NA     65.1780822              30       21.0000      M  4  4  3
147             NA     71.2511415               5            NA      M  5  5  5
148             NA     96.6050228              60       60.0000      F NA NA NA
149             NA     96.3470320             597      340.1000      F  5  1  3
150             NA     91.6549328              24       10.0000      F  4  3  3
151             NA     83.0699774              20       18.0000      M  5  2  5
152             NA     83.7471783               5        5.0000      M  5  3  4
153             NA     84.9887133             625      328.4400      F NA NA NA
154             NA     79.0971524               5        5.0000      F NA NA NA
155             NA     86.9863014               5        5.0000      F NA NA NA
156             NA    100.0000000              30       30.0000      F  4  3  2
157             NA     64.9885845              30       29.1000      F NA NA NA
158             NA             NA               5            NA      M NA NA NA
159             NA     67.7200903               5            NA      F  4  3  3
160             NA     87.1986301               5        3.0000      M  5  3  4
161             NA             NA              30       30.0000      F  5  4  4
162             NA     49.3150685             930      597.3900      F  5  4  4
163             NA     96.8036530             935      828.2000      F  4  2  2
164             NA     42.6940639              30       29.6300      F  3  4  2
165             NA     32.5913242               5        5.0000      F  5  4  3
166             NA     89.8424658              30       24.7000      F  5  4  3
167             NA     91.4109589              20            NA      F NA NA NA
168             NA     86.5205479             345      300.3800      F  5  5  5
169             NA     68.2648402              10            NA      M  3  4  2
170             NA     96.8036530               5            NA      M  3  3  3
171             NA     89.4977169             570      413.5000      M  4  4  3
172             NA     91.1963883              50       23.0000      M  4  4  3
173             NA     52.1712000             460      452.0000      F NA NA NA
174             NA     75.1296000              30            NA      M  3  3  3
175             NA     86.2076749               5        5.0000      F  5  3  3
176             NA      7.5806452              15            NA      F  5  3  4
177             NA     85.8744292             125      120.0000      F NA NA NA
178             NA     85.6164384             345      319.8800      M  5  3  3
179             NA     83.7899543               5        5.0000      F NA NA NA
180             NA     95.1388889             140      140.2500      F  3  4  2
181             NA     85.9305556              10        5.0000      F  4  3  3
182             NA     81.6224000              10        6.0000      M  3  2  3
183             NA     91.5056433              10        8.0000      F  5  5  5
184             NA     88.7849462             358      324.0000      F NA NA NA
185             NA     91.2928000              15            NA      M  4  4  3
186             NA     89.9543379              10       10.0000      M NA NA NA
187             NA     75.1118280             428      383.5000      F  5  4  4
188             NA     75.0827957               5        5.0000      F  3  3  3
189             NA     71.7376000              10       10.0000      F  4  4  3
190             NA     72.8494624              28            NA      F  4  3  3
191             NA     79.1122278               5            NA      M  5  3  3
192             NA     45.7666667              10        9.1300      F  4  3  3
193             NA     92.9430107              20            NA      F  5  3  4
194             NA     84.6501129              10       10.0000      F  5  4  5
195             NA     71.8090452               5            NA      F  3  4  3
196             NA     72.9119639              15       15.0000      F  5  5  5
197             NA     35.0608000              50       50.0000      M  5  5  3
198             NA     93.5386672              10            NA      M NA NA NA
199             NA     97.2602740              10       10.0000      F NA NA NA
200             NA     95.0208000              10       10.0000      F  4  4  3
201             NA     89.8133328              10       10.0000      M  4  3  4
202             NA     85.6164384              10        6.1300      F  4  3  2
203             NA     96.8144000              10       10.0000      F  5  5  4
204             NA     83.4938672              30       28.0000      F  5  5  5
205             NA     73.1038526               5        5.0000      F  4  3  3
206             NA     68.6552511              30       22.0000      F NA NA NA
207             NA     81.5237328             438      413.0500      F  3  1  1
208             NA     91.7808219             438      402.0000      F  4  4  3
209             NA     95.4337900              20       20.0000      M  4  3  3
210             NA             NA              10        0.0000      F NA NA NA
211             NA     87.8103837               5        5.0000      F  4  4  2
212             NA     90.8676717             353      313.0000      F NA NA NA
213             NA     85.7361111              10        9.0000      F  5  5  5
214             NA     81.2785388              10       10.0000      M  5  4  3
215             NA     98.1735160              10        9.3200      M  5  5  5
216             NA     89.5072000              30       21.0000      M NA NA NA
217             NA     68.6629328              12       12.0000      M  5  4  4
218             NA     85.6208000               5            NA      M  4  4  3
219             NA     93.7024000              30        0.0000      F  4  3  3
220             NA     91.0958904               5            NA      F  4  2  2
221             NA     92.0351759              10       10.0000      F  5  5  5
222             NA     88.7202680             322      310.2500      M NA NA NA
223             NA     92.1949328               5        5.0000      F NA NA NA
224             NA     95.4337900              75       70.0000      F  5  5  4
225             NA     92.6074672               5       10.0000      F  4  3  3
226             NA     80.0656000              10        9.7000      F  4  4  4
227             NA     87.4408000              28       26.0000      M  4  4  2
228             NA     93.6794582              75       70.0000      M  5  4  4
229             NA     25.5928000              28       22.0000      F NA NA NA
230             NA     75.5392000             353      277.5500      M NA NA NA
231             NA     87.1331828              24       16.0000      F  5  4  3
232             NA     82.7152429              20       16.0000      F  4  3  3
233             NA     79.4520548               5            NA      F NA NA NA
234             NA     83.1666667               5        5.0000      M  5  5  4
235             NA     19.8400000              10        8.0000      F  5  4  5
236             NA     79.8506672               5        4.0000      M  3  2  4
237             NA     49.1301370              10       10.0000      F  4  3  3
238             NA     61.2283105              50            NA      F  4  3  3
239             NA     95.8904110              10        9.0000      F  4  4  3
240             NA     60.4020101               5        5.0000      M NA NA NA
241             NA     90.0770519              10        8.0000      M  5  3  3
242             NA     85.9093344              15       11.0000      F  4  2  3
243             NA     95.6621005              10        8.0000      F NA NA NA
244             NA     94.6147404              10        8.0000      F  5  3  4
245             NA     99.0867580               5            NA      M  3  3  2
246             NA     96.3470320              30       13.8700      F NA NA NA
247             NA     90.1826484              10       10.0000      F NA NA NA
248             NA     87.5570776              10        6.0000      M NA NA NA
249             NA     83.3333333              10       10.0000      F  4  5  3
250             NA     89.8419865              10        0.0000      M  2  2  2
251             NA             NA               5        5.0000      F NA NA NA
252             NA     80.3652968             235      231.7500      F  4  5  4
253             NA     83.6240000              10       10.0000      M  5  4  3
254             NA     73.0787270               5        5.0000      F  5  4  5
255             NA     68.2579564              10        9.0000      F NA NA NA
256             NA     88.0136986              20       20.0000      F  5  3  3
257             NA     73.2505643               5        5.0000      F  4  3  3
258             NA     78.7671233              10       10.0000      F  5  5  4
259             NA     91.3120000               5        6.0000      F NA NA NA
260             NA      6.6935484              20       19.0000      M  3  3  2
261             NA     60.2739726               5        5.0000      F  5  5  4
262             NA      8.0402010              24            NA      F  5  4  4
263             NA     88.5844749             465      223.0750      M NA NA NA
264             NA     77.3104000               5        3.0000      F  5  4  3
265             NA     97.5000000             443      398.0000      F  4  4  3
266             NA     80.8375209              10       10.0000      F  4  3  4
267             NA     92.6940639              10            NA      M  4  4  4
268             NA     65.9817352              10       10.0000      M  4  3  3
269             NA     71.0045662             438        5.5000      M  4  3  3
270             NA     55.0228311              50            NA      M NA NA NA
271             NA     90.0806452               5        5.0000      F  4  3  3
272             NA     96.1187215              15       15.0000      F  3  3  3
273             NA     76.2043551              10        0.0000      F NA NA NA
274             NA     82.7021505              10            NA      F NA NA NA
275             NA     89.7648402              50       44.0000      M  4  2  3
276             NA     96.8036530             465      412.5700      F NA NA NA
277             NA     93.4773869              10            NA      M  4  4  3
278             NA     95.4853273               5        5.0000      F  4  2  2
279             NA     83.1264000             377      137.1500      M  4  5  3
280             NA     94.5045662             443      334.5000      F  5  4  3
281             NA     93.3789954              10        9.0000      F  5  5  4
282             NA     81.7351598              75       30.0000      M  4  3  3
283             NA     86.0730594              10       10.0000      F  4  4  4
284             NA     69.6347032              10       10.0000      F  3  5  3
285             NA     83.4472362             443      304.0000      M  4  3  3
286             NA     86.6951424              10            NA      F  5  4  4
287             NA             NA              10        9.2500      F  5  4  3
288             NA     93.0022573               5        5.0000      F  4  3  2
289             NA     71.6757328              30            NA      F  4  4  3
290             NA     70.6074672              10       10.0000      F  5  4  5
291             NA     83.1712329               5            NA      F  3  5  3
292             NA     97.7222222              20       20.0000      M  4  2  2
293             NA     81.9629328               5        4.0000      M  4  3  2
294             NA     88.7024000              10        8.0000      F  5  4  4
295             NA     84.9212730               5       10.0000      F  4  4  3
296             NA     95.9631491              10       10.0000      M  4  4  4
297             NA     98.6301370              37       37.0000      M  5  4  3
298             NA     92.1206030              30       22.8800      F  4  2  3
299             NA     58.5347222              10       10.0000      F  5  4  5
300             NA     54.5352381             625      595.8700      F NA NA NA
301             NA     92.6072235              10        9.0000      M  4  4  3
302             NA     68.9380235             625      572.8433      F  5  5  5
303             NA     96.8055556              10       10.0000      M  4  5  3
304             NA     68.0342466               5        2.5000      F  5  4  4
305             NA     84.2160000              10       10.0000      F NA NA NA
306             NA     81.0653266              10       10.0000      F  4  4  3
307             NA     56.9681742               5        5.0000      F  4  4  3
308             NA     26.8055556              15       14.0000      F  4  4  4
309             NA             NA              15       14.0000      M  4  3  3
310             NA     78.3105023              37       27.8500      F NA NA NA
311             NA             NA               5        3.5000      F  5  4  4
312             NA     92.6940639              10        6.0000      F  5  5  3
313             NA     36.5741935              20       20.0000      F  4  4  4
314             NA             NA              10        9.0000      F NA NA NA
315             NA     91.8735892             443      412.0000      F NA NA NA
316             NA     71.6544000             353      330.0000      F NA NA NA
317             NA     65.5639269              10       10.0000      M  5  5  5
318             NA     87.1808000              10       10.0000      F  4  4  4
319             NA     83.5845896              10       10.0000      F  4  3  4
320             NA     35.7453936              30       26.2500      F  5  5  5
321             NA     65.0368509               5        5.0000      F NA NA NA
322             NA     81.9794521              10       10.0000      F  4  3  4
323             NA     67.9178082              24       18.0000      F  5  5  5
324             NA     90.9706546             443      409.5000      F  4  5  3
325             NA     90.7688442              10       10.0000      M  4  4  3
326             NA     69.6388262              30       22.0000      F  4  4  3
327             NA     76.5879397              10        8.5000      F NA NA NA
328             NA     69.8040201              10        6.7500      F NA NA NA
329             NA     76.3082192             358            NA      F  5  5  4
330             NA     11.1529680              37            NA      F  5  4  3
331             NA     75.2831050              10       10.0000      F  5  5  5
332             NA             NA               5        4.7500      F NA NA NA
333             NA     85.7936000              10        9.2500      F  3 NA  3
334             NA     87.6208000              10       10.0000      F NA NA NA
335             NA     95.0083752              10        8.5000      F  5  3  4
336             NA     87.6712329              50       41.0000      M  4  4  4
337             NA     95.1040000              10        9.0000      M  4  3  3
338             NA     90.6506849             532      286.3100      F  4  5  3
339             NA     92.4657534              30            NA      F  5  3  4
340             NA             NA              20       18.0000      M  5  3  3
341             NA     83.2053328             515      213.4000      F  5  5  5
342             NA     68.0555556              10        7.5000      F  4  2  1
343             NA     61.3172043             522      494.1100      M NA NA NA
344             NA     90.5191874              15       14.0000      F  5  3  4
345             NA             NA              10            NA      F NA NA NA
346             NA     82.3927765               5        5.0000      M  4  3  2
347             NA     86.2945206               5        2.0000      M  4  4  3
348             NA     93.5936073               5        5.0000      F  4  3  2
349             NA     76.8750000               5        3.0000      F  5  4  4
350             NA     92.3750000              10       10.0000      F  5  5  5
351             NA     93.8324958             345      318.7500      F  4  4  4
352             NA             NA              10            NA      F  4  2  3
353             NA     81.8978225              30       27.0000      F  5  4  3
354             NA     71.5972222               5        5.0000      F  5  4  3
355             NA     75.6416000              10       10.0000      F  4  2  2
356             NA     90.7449210             345      295.7800      F NA NA NA
357             NA     68.6230248              10        5.5000      F NA NA NA
358             NA     96.2981575               5            NA      F  4  3  3
359             NA     73.5159817              10       10.0000      F  5  2  4
360             NA     76.9703196               5            NA      M  4  3  3
361             NA     86.6004566              10       10.0000      F  5  4  4
362             NA     64.2354839              10        8.7500      M  4  3  2
363             NA     94.3036530              10        6.0000      M  5  4  3
364             NA     91.4221219               5        4.0000      F  4  2  1
365             NA     73.4533328              10        9.5000      F  4  4  3
366             NA     77.4305556             597      529.6600      F  5  4  4
367             NA     70.7361111              10            NA      F  4  2  2
368             NA     63.8515982              28       26.0000      M  5  5  5
369             NA     62.7328767              30       26.6300      M  5  4  3
370             NA     71.8320000               5        5.0000      M NA NA NA
371             NA     45.5981941               5            NA      F  5  5  5
372             NA     81.1226672              10            NA      M  4  4  4
373             NA     79.3941328              10            NA      F  5  5  3
374             NA     81.7482672             625      573.8800      F NA NA NA
375             NA     94.9274672              30       30.0000      M  4  3  2
376             NA     88.8896000             438      285.4800      F  4  4  2
377             NA     78.8666667              15       13.0000      F  4  4  3
378             NA     91.0958904             625      447.9733      F  4  3  3
379             NA     82.3333333              10       10.0000      F  5  5  5
380             NA     73.8816000             220      212.5000      M  4  2  2
381             NA     77.5561139              30       27.0000      F  4  4  4
382             NA             NA              20       14.0000      M  4  2  3
383             NA     89.6162528               5        5.0000      M NA NA NA
384             NA     52.3702032              10       10.0000      F NA NA NA
385             NA     67.9566210              20            NA      F  4  4  3
386             NA     89.1289782              10       10.0000      M  5  2  3
387             NA     88.5205479              10        8.0000      M NA NA NA
388             NA     74.9095477              24       16.0000      F  5  4  3
389             NA     91.9120000              10        9.0000      F  4  4  3
390             NA     79.8400000              20       16.0000      M  4  5  4
391             NA     88.4875847              24       16.0000      F  4  2  3
392             NA      5.0400000               5        3.0000      F  5  4  5
393             NA      0.0000000              10       10.0000      M  4  4  5
394             NA             NA              10        5.8000      M NA NA NA
395             NA      1.8006700              24            NA      M  3  4  3
396             NA     92.7083333               5        5.0000      F  4  4  4
397             NA     76.1388889              30       23.0000      F  4  4  4
398             NA     60.9642672              10        0.0000      F  4  4  2
399             NA     36.3440860              24       10.0000      F NA NA NA
400             NA     99.7580645              10        9.5000      F  4  3  3
401             NA     97.3701842               5            NA      M  4  3  3
402             NA     90.0016000               5            NA      F  4  4  3
403             NA     64.3835616              30       24.0000      F NA NA NA
404             NA     82.1541328               5        5.0000      F  5  3  3
405             NA     96.1803653              10       10.0000      F NA NA NA
406             NA     81.6027088              30       12.0000      M  5  4  4
407             NA     70.2177554              10            NA      F  4  3  3
408             NA     96.2634409             105      101.1000      F  4  3  2
409             NA     84.9536000              30       29.0000      F  5  3  3
410             NA     84.0224000              10            NA      M  4  3  3
411             NA     29.6533328             443      305.0000      M  3  2  3
412             NA     47.0544000              10        0.0000      M  3  3  2
413             NA     65.3538813              10        8.0000      F NA NA NA
414             NA     85.3835616              10       10.0000      F  5  4  5
415             NA      6.7473118              10       10.0000      M  5  3  4
416             NA     61.1738149              30       30.0000      F  5  3  3
417             NA     65.9817352               5        3.0000      F  4  4  3
418             NA     90.2283105              10        7.0000      F  5  5  4
419             NA     69.9774266              30       20.0000      F  4  3  3
420             NA     81.8309328             597      557.7800      F  4  4  3
421             NA     95.1388889              20       16.0000      F  5  3  4
422             NA     70.5417607              10        5.0000      F  5  3  4
423             NA     92.9032258              10        9.0000      F NA NA NA
424             NA     35.8320000              30            NA      F  4  2  2
425             NA     78.5494624              10        6.5000      M  5  4  3
426             NA     81.5277778             353      215.0000      F  4  4  4
427             NA     84.9893328              30       29.0000      F  5  4  3
428             NA     73.4874372              10       10.0000      F  4  4  3
429             NA     92.8824000              20       17.0000      F  5  4  4
430             NA     87.2928000              28       16.0000      F  5  4  3
431             NA     28.4800000              10        9.0000      F  4  4  4
432             NA     96.4623116             377      346.0000      F  4  2  4
433             NA     93.9583333              10       10.0000      M  3  4  2
434             NA     82.6117328             625            NA      F  5  4  5
435             NA     91.6478555              50        0.0000      M  4  4  4
436             NA     86.7671692              15        9.0000      F  5  5  4
437             NA     75.1693002              24       16.0000      F  4  3  2
438             NA     93.3789954              20       14.0000      F  5  3  3
439             NA     93.4806452              10        1.0000      M  5  3  3
440             NA     91.8528000             635       70.5000      M  4  3  3
441             NA     84.6461187              10       10.0000      F  5  5  4
442             NA     91.9086021              10        8.0000      F  4  3  2
443             NA     67.4930556              10        6.0000      M  5  5  2
444             NA      7.2031963              30       26.0000      M  4  3  3
445             NA      5.6989247              10       10.0000      F  5  5  4
446             NA      0.5347594              10        9.0000      F  4  3  3
447             NA      3.0107527             438      345.0000      F  5  3  3
448             NA     93.8888889              30       30.0000      F  4  3  2
449             NA     96.5972222              10        6.0000      F  4  4  3
450             NA     98.1944444               5        5.0000      F  5  5  3
451             NA     98.0555556               5        1.0000      F  4  5  3
452             NA     94.2361111              30       29.0000      F  3  2  2
453             NA     92.9166667              10            NA      F  5  3  4
454             NA     94.1666667             457      381.6500      F  5  3  4
455             NA     98.6111111              12       12.0000      F  4  2  4
456             NA     98.1944444              10        3.0000      F  5  4  5
457             NA     92.8472222               5            NA      F  2  2  3
458             NA     93.6794582             615      544.8800      F  3  2  4
459             NA     85.8916479               5        4.0000      F  5  5  4
460             NA     95.0338601              24       14.0000      M  4  4  2
461             NA     90.9706546              10       10.0000      F NA NA NA
462             NA     90.4444444              10       10.0000      F  4  4  5
463             NA             NA              24            NA      M NA NA NA
464             NA     87.0938024              10       10.0000      F  4  3  2
465             NA     35.6920000               5        5.0000      F  4  2  4
466             NA     96.9444444              10        1.0000      M  4  5  3
467             NA     90.2934537              10        8.5000      M  4  4  3
468             NA     91.8735892              12        9.6000      M NA NA NA
469             NA     89.0519187               5            NA      F  5  5  5
470             NA     56.9949749              10        9.1300      F  5  5  5
471             NA     93.9698492               5            NA      F  3  2  4
472             NA     15.9095477              50            NA      M  5  5  3
473             NA     21.8961625               5        3.0000      F  5  4  3
474             NA     75.8465011              10        9.0000      M  5  5  4
475             NA             NA              24       20.0000      M  4  3  4
476             NA     66.0379464             244      231.0000      F  4  4  5
477             NA     94.1309255               5        5.0000      F  4  4  4
478             NA     93.6794582              10       10.0000      F  3  3  2
479             NA     85.1015801              10       10.0000      M  4  4  3
480             NA     92.0993228              10       10.0000      F  4  3  3
481             NA     83.1828442               5        5.0000      F  5  5  3
482             NA     83.7471783               5        5.0000      M  4  3  4
483             NA     33.2800000              10       10.0000      M NA NA NA
484             NA     45.4000000              15       12.0000      M  5  5  5
485             NA     85.3408000               5        5.0000      M  5  4  4
486             NA     83.2428811             625      585.2500      F  3  4  3
487             NA     84.7956449              10        6.0000      F  5  5  5
488             NA     75.1693002             625      578.3300      F  4  3  2
489             NA     75.9949749              10        7.0000      F  5  4  3
490             NA      3.4338358              12       12.0000      M  4  4  3
491             NA     81.5075377             438      381.4700      F  5  5  5
492             NA     73.1376975              50            NA      F  4  4  3
493             NA     10.6608000               5        5.0000      F  4  4  4
494             NA     66.7336683              10       10.0000      F NA NA NA
495             NA     96.7973199              10       10.0000      F  5  3  4
496             NA     68.8487585              30       30.0000      F NA NA NA
497             NA     87.3024000              10        9.6300      M  5  3  4
498             NA     96.3882619              30       17.0000      M  4  3  3
499             NA     70.4149328              10       10.0000      F  4  2  3
500             NA     40.9706546              24       16.0000      F  4  3  2
501             NA     69.6682672              10       10.0000      F  4  4  4
502             NA      2.9313233              10       10.0000      F  4  3  3
503             NA     73.6608000              10       10.0000      M NA NA NA
504             NA     69.8808000              15       12.0000      F  5  4  4
505             NA     55.7755444              30       30.0000      M  4  3  2
506             NA     95.4166667              30       30.0000      M  5  4  3
507             NA     95.0338601               5        5.0000      F  4  4  3
508             NA     95.6208000              10            NA      M NA NA NA
509             NA     71.5200000              30       16.0000      F  3  3  4
510             NA     14.5408000               5        5.0000      M  5  5  5
511             NA     76.7494357              10       10.0000      M  4  4  3
512             NA     61.0418760              10        9.2500      M  5  5  5
513             NA             NA              28       22.0000      F  5  1  4
514             NA     94.4208000              20       14.0000      F NA NA NA
515             NA     92.0993228              10            NA      F  5  2  5
516             NA             NA              75       75.0000      F NA NA NA
517             NA     90.5555556              10       10.0000      M  5  4  5
518             NA     91.3376000              10        8.0000      F NA NA NA
519             NA             NA               5        4.0000      F NA NA NA
520             NA     91.8735892              10       10.0000      F  4  2  3
521             NA     92.2897822               5            NA      F  4  3  3
522             NA     93.4304858              37       37.0000      F  4  4  4
523             NA     76.6304000               5        2.0000      F  5  5  5
524             NA     42.0993228              15       15.0000      F  5  5  4
525             NA     68.1715576             570      535.0000      M  4  3  3
526             NA     36.7945824              10        7.9000      F  5  4  4
527             NA     42.4154104              30            NA      F  4  5  3
528             NA     22.9731993             597      561.0000      M  4  4  4
529             NA     72.3008000             595      561.0000      M  3  3  2
530             NA     90.5555556              30       27.7500      M  5  3  3
531             NA     40.4533328              15       13.0000      M  5  4  3
532             NA     84.4474672              10       10.0000      F  5  4  4
533             NA     66.7525328              30       22.0000      M  4  4  3
534             NA     72.8880000              10       10.0000      F  4  3  2
535             NA     95.4853273              12       12.0000      F NA NA NA
536             NA     87.1273032              10       10.0000      F  5  3  2
537             NA     61.8510158               5        5.0000      F  5  5  5
538             NA     66.9300226              24       18.0000      M  4  3  3
539             NA     76.5749312              15            NA      M  5  4  3
540             NA     82.2994652              10       10.0000      M  3  2  2
541             NA      0.9029345              10        6.0000      F NA NA NA
542             NA     88.5775401              30       29.0000      F  2  2  2
543             NA     68.4405360              75       45.0000      F  4  3  3
544             NA     94.5823928              30       30.0000      F NA NA NA
545             NA             NA              37       30.3900      F  5  5  5
546             NA     95.9367946              20       20.0000      F  5  4  4
547             NA     91.9681742              30       24.7500      F  4  4  4
548             NA     39.4103853               5            NA      M  3  2  3
549             NA     75.5079007              37       30.0000      M  5  4  3
550             NA     74.1874672              10            NA      F  3  3  2
551             NA     86.5349328              30       30.0000      F  5  3  3
552             NA     94.6388262              15       15.0000      F NA NA NA
553             NA     80.9782245              10       10.0000      F  5  4  3
554             NA     89.6162528              15            NA      F  5  5  5
555             NA     90.7449210             237      224.6300      F  4  5  4
556             NA     67.9248000              15       10.0000      F  4  4  4
557             NA     85.4401806             597      567.2000      F  4  3  4
558             NA     82.3927765              10        9.0000      F  4  4  3
559             NA     74.4791667             105      103.5000      F NA NA NA
560             NA     70.8532731              20       14.0000      F  4  4  3
561             NA     52.5959368              50       39.0000      F  4  2  1
562             NA     11.0277778              10       10.0000      F  5  3  4
563             NA     81.2864322               5        5.0000      F  4  2  3
564             NA     89.7291196              10        7.0000      F NA NA NA
565             NA     90.8577878             345      338.0000      F  4  3  4
566             NA     88.4875847              15       15.0000      M  3  3  2
567             NA     91.0640000              10       10.0000      M NA NA NA
568             NA     81.0383747               5        3.0000      M NA NA NA
569             NA     63.1457286             720      651.2000      M NA NA NA
570             NA     80.2730318              10        2.0000      M  5  5  4
571             NA     77.1524288             625      599.7500      F  5  4  3
572             NA     72.4137353             457      360.6000      M  4  3  3
573             NA     61.6252822             720      700.0000      F  5  4  4
574             NA     93.4537246              10        6.0000      F  5  3  3
575             NA     62.2083333              75       65.0000      F  5  5  4
576             NA     15.4166667              30            NA      F  5  5  5
577             NA      6.3360000               5        5.0000      F NA NA NA
578             NA     32.7001675             235      233.0000      M NA NA NA
579             NA      5.2000000              10       10.0000      F  4  4  3
580             NA     52.5504000              10        8.5000      F  5  4  3
581             NA     82.6683417              10        7.0000      F  4  3  3
582             NA     64.8128000              10        3.0000      F  4  3  2
583             NA      7.8800000              10       10.0000      F  5  5  4
584             NA     91.1390285               5        5.0000      F  4  3  3
585             NA     59.5936795              10       10.0000      F NA NA NA
586             NA     93.7500000               5            NA      M NA NA NA
587             NA     88.4080000              30       30.0000      F NA NA NA
588             NA     92.5507901              15        8.0000      F  5  5  4
589             NA     85.4277328              15       15.0000      F NA NA NA
590             NA     85.1189328              10        6.0000      F  4  4  5
591             NA     13.0284757              30            NA      M  4  3  3
592             NA     90.6250000             113       93.5000      F  4  4  3
593             NA     81.1482656              10        5.0000      M NA NA NA
594             NA     91.8181818               5        5.0000      F  4  3  2
595             NA     67.6608000               5        5.0000      F NA NA NA
596             NA     86.8074672               5        5.0000      F  4  5  3
597             NA     68.1507538              30       30.0000      F  5  4  5
598             NA     62.5486111             625      460.3800      F NA NA NA
599             NA     84.5694444             438            NA      F  4  4  3
600             NA     84.2395325              30       30.0000      F  5  5  3
601             NA     12.3529412              10        8.5000      F NA NA NA
602             NA     54.1582888               5            NA      F  4  4  3
603             NA     23.1376975              10       10.0000      F  4  2  3
    q4 q5 q6 q7 q8 q9 q10 TimeSpent TimeSpent_hours TimeSpent_std
1    5  5  5  5  5  4   5 1555.1667    2.591944e+01 -0.1805149641
2    4  4  4  4  5  4   4 1382.7001    2.304500e+01 -0.3078031279
3    5  5  4  4  5  3   5  860.4335    1.434056e+01 -0.6932595379
4    5  5  5  4  5  5   5 1598.6166    2.664361e+01 -0.1484469696
5    4  4  4  4  4 NA   3 1481.8000    2.469667e+01 -0.2346629123
6   NA NA NA NA NA NA  NA    3.4501    5.750167e-02 -1.3257521094
7    5  5  5  4  5  5   5 1321.8164    2.203027e+01 -0.3527380566
8    3  3  4  3  3  3   3 1390.2167    2.317028e+01 -0.3022555365
9    4  4  3  3  4  2   5 1479.4166    2.465694e+01 -0.2364219695
10  NA NA NA NA NA NA  NA        NA              NA            NA
11  NA NA NA NA NA NA  NA 1867.4169    3.112361e+01  0.0499398288
12   5  5  5  5  4  5   4 2625.5164    4.375861e+01  0.6094516025
13   3  4  3  3  3  2   4 2025.1672    3.375279e+01  0.1663666964
14   5  5  5  5  5  2   5 1581.0831    2.635139e+01 -0.1613874869
15  NA NA NA NA NA NA  NA 1191.3836    1.985639e+01 -0.4490033717
16   4  4  4  4  4  2   4 1231.8666    2.053111e+01 -0.4191250838
17   5  4  4  5  4  4   4 1180.2664    1.967111e+01 -0.4572083689
18  NA NA NA NA NA NA  NA 2130.7497    3.551249e+01  0.2442913644
19   4  4  3  3  4  2   3 2083.3167    3.472194e+01  0.2092836617
20   4  3  3  3  4  3   4    3.9167    6.527833e-02 -1.3254077375
21   4  5  3  4  5  3   3 4438.8165    7.398027e+01  1.9477492208
22   5  4  4  4  3  3   3 5305.4334    8.842389e+01  2.5873517517
23  NA NA NA NA NA NA  NA 2193.0833    3.655139e+01  0.2902963850
24   5  5  4  3  5  3   4 2356.4668    3.927445e+01  0.4108808095
25   4  4  4  3  4  4   3 1863.5169    3.105861e+01  0.0470614521
26   4  4  4  3  5  3   4 3343.3333    5.572222e+01  1.1392329926
27  NA  5  5  5  5  4   5  433.3669    7.222782e+00 -1.0084540353
28   4  4  4  4  4  4   4 3502.0004    5.836667e+01  1.2563365002
29   5  5  5  5  5  5   5 2087.0501    3.478417e+01  0.2120390800
30  NA NA NA NA NA NA  NA        NA              NA            NA
31   4  4  4  4  4  3   4 1637.9504    2.729917e+01 -0.1194168433
32  NA NA NA NA NA NA  NA  615.2168    1.025361e+01 -0.8742405711
33   5  4  3  4  5  3   5 2497.1666    4.161944e+01  0.5147236357
34   4  4  3  4  4  4   3 1403.6834    2.339472e+01 -0.2923165019
35   4  3  3  4  3  1   4  793.9500    1.323250e+01 -0.7423273727
36   5  3  3  2  4  1   5  898.2998    1.497166e+01 -0.6653124931
37   4  3  3  2  3  1   2  674.3167    1.123861e+01 -0.8306221676
38   4  4  4  3  4  4   4 3424.5662    5.707610e+01  1.1991865528
39   5  5  4  5  5  5   5 1918.6166    3.197694e+01  0.0877275268
40  NA NA NA NA NA NA  NA 2164.9001    3.608167e+01  0.2694959067
41   4  4  5  3  4  4   4    0.4500    7.500000e-03 -1.3279663191
42  NA NA NA NA NA NA  NA 2823.7501    4.706250e+01  0.7557570533
43   4  4  4  4  4  3   4 1137.8334    1.896389e+01 -0.4885258452
44   4  4  4  4  4  3   4 2309.0334    3.848389e+01  0.3758728115
45   5  5  4  5  5  5   5  965.2994    1.608832e+01 -0.6158637532
46   4  3  5  3  4  4   4 5298.8507    8.831418e+01  2.5824934209
47   4  4  4  4  4  4   4 1746.9667    2.911611e+01 -0.0389578754
48   4  3  3  5  4  3   3 2297.2332    3.828722e+01  0.3671637293
49  NA NA NA NA NA NA  NA  719.2833    1.198806e+01 -0.7974347798
50   4  4  4  3  4  4   5 1359.0330    2.265055e+01 -0.3252705198
51   4  4  4  4  4  3   3 2668.1830    4.446972e+01  0.6409414862
52   4  4  4  4  4  4   4  801.2336    1.335389e+01 -0.7369517459
53   5  5  4  5  5  4   5 4094.9995    6.824999e+01  1.6939966995
54   5  3  3  5  5  2   5   39.7504    6.625067e-01 -1.2989608436
55   5  5  5  5  5  5   5  583.2498    9.720830e+00 -0.8978336652
56   2  3  4  4  4  4   4  969.4666    1.615778e+01 -0.6127881708
57   2  4  2  4  4  2   2 3331.6169    5.552695e+01  1.1305857586
58   5  4  5  5  5  4   5 1966.0169    3.276695e+01  0.1227110954
59   5  4  4  5  5  4   4 3022.5333    5.037555e+01  0.9024680600
60   5  4  4  4  4  4   4  956.1665    1.593611e+01 -0.6226042471
61   5  5  4  5  5  5   5  444.4832    7.408053e+00 -1.0002497023
62   4  4  5  3  5  3   5 1087.6003    1.812667e+01 -0.5256001486
63   5  5  4  4  5  5   5 2673.3831    4.455638e+01  0.6447793955
64   5  4  4  5  4  4   5 7084.7003    1.180783e+02  3.9005313267
65  NA NA NA NA NA NA  NA    1.2168    2.028000e-02 -1.3274003860
66   1  3  4  3  2  2   3 2591.1496    4.318583e+01  0.5840873473
67   5  5  5  5  5  5   5 2101.9330    3.503222e+01  0.2230233344
68   4  3  3  3  4  2   3  719.1165    1.198527e+01 -0.7975578857
69   4  4  3  3  5  2   5 1537.1834    2.561972e+01 -0.1937874542
70  NA NA NA NA NA NA  NA 6664.4499    1.110742e+02  3.5903674937
71   4  4  4  3  4  4   5 2938.4666    4.897444e+01  0.8404230271
72  NA NA NA NA NA NA  NA 2602.2333    4.337055e+01  0.5922676200
73   5  5  3  4  5  4   5 2006.4003    3.344000e+01  0.1525158741
74   5  5  4  5  5  5   5  408.4000    6.806667e+00 -1.0268807385
75  NA NA NA NA NA NA  NA 1006.3337    1.677223e+01 -0.5855785809
76   5  5  5  4  5  4   4 3514.5498    5.857583e+01  1.2655985259
77   3  4  3  2  3  3   3 3946.5666    6.577611e+01  1.5844464952
78  NA NA NA NA NA NA  NA 1746.5501    2.910917e+01 -0.0392653450
79   5  5  4  4  5  3   5 1014.5665    1.690944e+01 -0.5795024015
80  NA NA NA NA NA NA  NA 6123.8832    1.020647e+02  3.1914047808
81   4  4  4  3  4  4   4 5037.3331    8.395555e+01  2.3894815851
82   4  4  4  4  4  3   4 1276.5167    2.127528e+01 -0.3861712873
83   3  4  4  5  3  2   1  850.7329    1.417888e+01 -0.7004190202
84   5  5  4  3 NA  4   4  100.3334    1.672223e+00 -1.2542478451
85  NA NA NA NA NA NA  NA 4945.2164    8.242027e+01  2.3214952875
86  NA NA NA NA NA NA  NA 2368.4997    3.947499e+01  0.4197616348
87   4  4  2  5  4  2   2 3968.1668    6.613611e+01  1.6003884213
88  NA NA NA NA NA NA  NA 2634.6832    4.391139e+01  0.6162171162
89   5  4  5  5  4  2   3 2334.5502    3.890917e+01  0.3947053658
90   2  3  4  4  4  4   4 2804.9832    4.674972e+01  0.7419062310
91   5  4  4  4  4  4   4 1270.0997    2.116833e+01 -0.3909073240
92  NA NA NA NA NA NA  NA 1533.0996    2.555166e+01 -0.1968014836
93   5  4  1  4  5  4   4   40.4334    6.738900e-01 -1.2984567586
94   5  5  4  4  5  4   5 3020.7167    5.034528e+01  0.9011273269
95   4  4  5  4  5  4   5  735.0999    1.225167e+01 -0.7857614125
96  NA NA NA NA NA NA  NA  763.1498    1.271916e+01 -0.7650593156
97   2  4  4  2  4  4   3  782.5002    1.304167e+01 -0.7507778438
98   5  5  4  3  5  3   5 1907.6502    3.179417e+01  0.0796338268
99   5  4  3  5  5  4   5 2448.4838    4.080806e+01  0.4787935239
100  2  4  3  4  4  3   2 3031.3165    5.052194e+01  0.9089504595
101  5  5  4  5  5  2   4 1366.5835    2.277639e+01 -0.3196979088
102  3  4  5  3 NA  4   2 1290.4502    2.150750e+01 -0.3758877331
103  5  4  5  4  5  4   4 1769.8667    2.949778e+01 -0.0220566380
104  5  5  4  3  5  3   5 2591.6168    4.319361e+01  0.5844321620
105  5  5  5  5  5  5   5   26.9168    4.486133e-01 -1.3084326217
106 NA NA NA NA NA NA  NA 1559.9667    2.599944e+01 -0.1769723467
107  5  4  5  4  4  5   3 1910.2338    3.183723e+01  0.0815406406
108  4  4  3  4  4  2   4 3781.6498    6.302750e+01  1.4627304258
109  5  5  5  5  5  5   5 1062.8665    1.771444e+01 -0.5438548135
110  5  4  4  4  4  3   3 1546.4166    2.577361e+01 -0.1869729343
111  4  4  5  3  5  4   4 2040.7333    3.401222e+01  0.1778551834
112  4  4  4  4  4  4   4 1856.6669    3.094445e+01  0.0420058418
113  5  5  5  4  5  5   5 4538.4835    7.564139e+01  2.0213079818
114  4  4 NA NA NA NA  NA 1289.1006    2.148501e+01 -0.3768837990
115  4  4  4  4  4  2   4 2362.1000    3.936833e+01  0.4150383663
116 NA NA NA NA NA NA  NA 4614.4000    7.690667e+01  2.0773377979
117  5  5  5  5  5  5   5   48.0332    8.005533e-01 -1.2928477619
118  3  4 NA NA NA NA  NA 3095.2494    5.158749e+01  0.9561358359
119  3  4  4  4  4  4   4 3073.6162    5.122694e+01  0.9401695543
120  2  4  4  2  5  4   4 4199.4169    6.999028e+01  1.7710614710
121 NA NA NA NA NA NA  NA  128.6165    2.143608e+00 -1.2333736360
122  5  5  5  4  5  5   5  919.5000    1.532500e+01 -0.6496657851
123  5  4  5  4  4  3   4 2573.4502    4.289084e+01  0.5710243883
124  4  4 NA NA NA NA  NA 1341.7002    2.236167e+01 -0.3380629114
125 NA NA NA NA NA NA  NA 2269.8829    3.783138e+01  0.3469779689
126  5  5  3  4  5  3   3 1209.8496    2.016416e+01 -0.4353746272
127 NA NA NA NA NA NA  NA        NA              NA            NA
128  5  5  4  3  5  3   5 2285.7836    3.809639e+01  0.3587134058
129  4  5  5 NA  5  4   4  156.5829    2.609715e+00 -1.2127331659
130  4  4  4  4  4  4   4  264.2002    4.403337e+00 -1.1333067233
131  2  2  4  3  3  2   3 1449.7001    2.416167e+01 -0.2583540927
132  3  3  3  2  3  3   3  608.2501    1.013750e+01 -0.8793823113
133  5  5  5  5  5  5   5  594.6165    9.910275e+00 -0.8894445257
134  5  5  4  5  5  5   4    0.7000    1.166667e-02 -1.3277818078
135 NA NA NA NA NA NA  NA 6771.9673    1.128661e+02  3.6697202055
136 NA NA NA NA NA NA  NA  473.0333    7.883888e+00 -0.9791784352
137  4  4  4  3  4  4   4  846.5665    1.410944e+01 -0.7034940121
138  4  5  5  4  5  4   5 1448.9339    2.414890e+01 -0.2589195830
139  5  5  5  4  5  4   5  874.0172    1.456695e+01 -0.6832341520
140  3  3  4  3  3  4   4 2575.4667    4.292444e+01  0.5725126566
141  5  4  5  3  5  2   5 1564.6330    2.607722e+01 -0.1735284059
142 NA  5  5  5  5  5   5 1822.5494    3.037582e+01  0.0168255812
143  4  4  4  4  4  5   4    0.5833    9.721667e-03 -1.3278679377
144  4  3  3  3  4  3   4  968.3333    1.613889e+01 -0.6136245975
145 NA NA NA NA NA NA  NA 2948.6174    4.914362e+01  0.8479147773
146  4  4  4  3  4  3   3 2544.3666    4.240611e+01  0.5495593739
147  5  5  5  5  5  5   5 1978.0169    3.296695e+01  0.1315676391
148 NA NA NA NA NA NA  NA 1871.1168    3.118528e+01  0.0526705226
149  5  5  5  3  5  3   5 2822.5166    4.704194e+01  0.7548466744
150  4  4  4  4  4  3   4 5532.4164    9.220694e+01  2.7548754883
151  5  5  3  5  5  3   4 3382.9006    5.638168e+01  1.1684354525
152  5  4  4  3  4  4   5 1627.3499    2.712250e+01 -0.1272404925
153 NA NA NA NA NA NA  NA  890.4333    1.484056e+01 -0.6711183265
154 NA NA NA NA NA NA  NA 1632.4000    2.720667e+01 -0.1235132900
155 NA NA NA NA NA NA  NA 1464.4668    2.440778e+01 -0.2474555991
156  4  4  4  4  4  4   4 2689.1334    4.481889e+01  0.6564038304
157 NA NA NA NA NA NA  NA  565.7832    9.429720e+00 -0.9107248073
158 NA NA NA NA NA NA  NA        NA              NA            NA
159  5  4  5  5  5  3   3  816.7002    1.361167e+01 -0.7255366945
160  5  5  5  4  5  3   5 1375.4834    2.292472e+01 -0.3131293794
161  5  4  3  5  5  4   4  107.8999    1.798332e+00 -1.2486634253
162  5  5  4  4  5  4   5  191.3834    3.189723e+00 -1.1870488204
163  3  4  4  4  4  3   3 4046.6159    6.744360e+01  1.6582874109
164  3  3  4  3  3  2   2  379.1335    6.318892e+00 -1.0484807413
165  5  4  4  3  3  3   4 1070.2167    1.783695e+01 -0.5384300329
166  5  5  4  3  5  4   5  787.2831    1.312139e+01 -0.7472478469
167 NA NA NA NA NA NA  NA 2381.6998    3.969500e+01  0.4295039065
168  5  5  5  5  5  5   5  638.7338    1.064556e+01 -0.8568839598
169  3  3  4  4  3  2   2 1376.4830    2.294138e+01 -0.3123916293
170  3  4  3  3  3  2   2 1461.8332    2.436389e+01 -0.2493993152
171  4  4  5  3  5  3   4 1687.3165    2.812194e+01 -0.0829824252
172  5  4  4  4  4  3   4 1024.7833    1.707972e+01 -0.5719619403
173 NA NA NA NA NA NA  NA   95.3000    1.588333e+00 -1.2579627223
174  2  2  4  2  3  2   2 3050.0831    5.083472e+01  0.9228010605
175  4  5  4  3  4  3   4 1283.4669    2.139111e+01 -0.3810417248
176  5  5  4  5  5  5   5  297.5167    4.958612e+00 -1.1087176371
177 NA NA NA NA NA NA  NA 1784.2506    2.973751e+01 -0.0114406682
178  5  4  4  3  5  3   5 1297.9167    2.163194e+01 -0.3703771178
179 NA NA NA NA NA NA  NA 1647.2669    2.745445e+01 -0.1125408443
180  4  2  4  4  3  3   2 3255.3003    5.425500e+01  1.0742606506
181  4  4  4  4  4  3   3 1349.9664    2.249944e+01 -0.3319620813
182  4  4  4  3  3  4   3  610.8334    1.018056e+01 -0.8774757189
183  5  5  5  5  5  5   5  501.1839    8.353065e+00 -0.9584020171
184 NA NA NA NA NA NA  NA  516.7003    8.611672e+00 -0.9469502110
185  4  4  4  3  5  3   4  608.1834    1.013639e+01 -0.8794315389
186 NA NA NA NA NA NA  NA 4075.5504    6.792584e+01  1.6796423827
187  5  4  5  5  5  4   5 3954.2997    6.590499e+01  1.5901538733
188  3  3  3  2  3  1   4   63.6837    1.061395e+00 -1.2812969840
189  5  4  4  4  4  4   4 2127.0664    3.545111e+01  0.2415729222
190  4  4  3  3  4  3   4  142.7337    2.378895e+00 -1.2229545029
191  3  5  4  4  5  3   5 1581.7665    2.636277e+01 -0.1608831067
192  5  5  5  4  5  3   5 1391.0673    2.318445e+01 -0.3016277552
193  4  5  4  3  5  4   5 1855.9338    3.093223e+01  0.0414647808
194  5  4  4  4  4  3   5 1210.0499    2.016750e+01 -0.4352267967
195  4  4  5  3  4  3   4 1800.2174    3.000362e+01  0.0003435535
196  5  5  5  5  5  5   5 1374.9500    2.291583e+01 -0.3135230527
197  5  5  5  4  5  5   5  406.0001    6.766668e+00 -1.0286519734
198 NA NA NA NA NA NA  NA 1272.3172    2.120529e+01 -0.3892707085
199 NA NA NA NA NA NA  NA  282.7834    4.713057e+00 -1.1195914799
200  4  4  4  3  4  4   4 7067.1498    1.177858e+02  3.8875782626
201  4  4  4  3  4  4   5 3856.8672    6.428112e+01  1.5182442745
202  4  4  4  4  4  3   4 2167.9669    3.613278e+01  0.2717593440
203  5  5  5  5  5  5   5 4140.4495    6.900749e+01  1.7275408585
204  5  5  5  3  5  5   5 4239.5495    7.065916e+01  1.8006811478
205  4  4  3  4  4  2   5  403.8000    6.730000e+00 -1.0302757469
206 NA NA NA NA NA  1  NA 1219.4837    2.032473e+01 -0.4282642249
207  3  2  1  2  3  1   2 3030.1667    5.050278e+01  0.9081018550
208  5  4  4  4  4  3   4  598.7830    9.979717e+00 -0.8863694600
209  4  4  3  4  4  2   5 1077.3504    1.795584e+01 -0.5331650391
210 NA NA NA NA NA NA  NA  111.5834    1.859723e+00 -1.2459448355
211  4  3  3  3  4  3   4  847.9663    1.413277e+01 -0.7024608963
212 NA NA NA NA NA NA  NA 1601.1335    2.668556e+01 -0.1465893834
213  5  5  5  2  5  5   5  328.5168    5.475280e+00 -1.0858381589
214  5  5  5  5  5  3   5 3429.2834    5.715472e+01  1.2026680600
215  4  4  5  5  5  5   5 1027.7002    1.712834e+01 -0.5698091359
216 NA NA NA NA NA NA  NA 7003.0005    1.167167e+02  3.8402331732
217  5  5  5  5  5  5   5 3715.9002    6.193167e+01  1.4142042425
218  4  5  3  5  4  3   2 2527.6997    4.212833e+01  0.5372584467
219  4  4  4  4  4  3   4 4176.8337    6.961389e+01  1.7543940463
220  4  4  4  4  4  2   4 1616.3337    2.693889e+01 -0.1353709472
221  5  5  5  5  5  5   5 2337.4167    3.895695e+01  0.3968209727
222 NA NA NA NA NA NA  NA 1891.1999    3.152000e+01  0.0674927602
223 NA NA NA NA NA NA  NA 1937.5168    3.229195e+01  0.1016767306
224  5  4  4  4  5  3   4 1673.8004    2.789667e+01 -0.0929579193
225  4  4  4  3  4  3   5 2712.2340    4.520390e+01  0.6734531197
226  4  4  4  4  4  2   4 1872.0336    3.120056e+01  0.0533471625
227  3  3  3  3  2  3   3 3599.7168    5.999528e+01  1.3284556301
228  5  4  4  5  4  4   4 1101.2833    1.835472e+01 -0.5155014747
229 NA NA NA NA NA NA  NA  893.1332    1.488555e+01 -0.6691256780
230 NA NA NA NA NA NA  NA 1551.3498    2.585583e+01 -0.1833320092
231  4  4  4  4  5  2   4  846.0835    1.410139e+01 -0.7038504880
232  4  4  4 NA  4  3   2 2211.5331    3.685889e+01  0.3039131732
233 NA NA NA NA NA NA  NA 1425.9832    2.376639e+01 -0.2758582393
234  5  5  5  5  5  5   5 1076.5339    1.794223e+01 -0.5337676531
235  5  4  4  4  5  4   5   67.5167    1.125278e+00 -1.2784680563
236  4  3  3  4  4  3   4 3109.0664    5.181777e+01  0.9663334079
237  5  5  3  4  4  3   4 2393.4669    3.989111e+01  0.4381885594
238  4  4  3  3  3  3   3 2193.1170    3.655195e+01  0.2903212571
239  4  4  3  4  5  4   5 2267.4000    3.779000e+01  0.3451454762
240 NA NA NA NA NA NA  NA 2457.1828    4.095305e+01  0.4852137800
241  5  5  4  5  5  3   5 1133.4667    1.889111e+01 -0.4917486676
242  4  4  3  4  4  1   2 2143.1330    3.571888e+01  0.2534308008
243 NA NA NA NA NA NA  NA 1600.3334    2.667222e+01 -0.1471798934
244  4  4  4  4  4  4   4 3742.8836    6.238139e+01  1.4341192141
245  4  2  5  4  3  4   3  879.1998    1.465333e+01 -0.6794091584
246 NA NA NA NA NA NA  NA  553.3835    9.223058e+00 -0.9198763476
247 NA NA NA NA NA NA  NA 1274.8167    2.124695e+01 -0.3874259643
248 NA NA NA NA NA NA  NA 3344.1504    5.573584e+01  1.1398360494
249  5  4  5  4  5  3   5 1666.7332    2.777889e+01 -0.0981738330
250  1  3  2  5  2  2   3 1422.7335    2.371223e+01 -0.2782566651
251 NA NA NA NA NA NA  NA   46.6833    7.780550e-01 -1.2938440493
252  4  4  4  4  4  4   5 1294.8334    2.158056e+01 -0.3726527329
253  5  4  4  4  3  3   5 3101.5166    5.169194e+01  0.9607613134
254  5  5  5  5  5  3   5 1377.5666    2.295944e+01 -0.3115918834
255 NA NA NA NA NA NA  NA 1202.6335    2.004389e+01 -0.4407004359
256  5  4  4  3  5  2   3 1920.8168    3.201361e+01  0.0893513740
257  4  4  3  3  5  2   5 1788.9003    2.981500e+01 -0.0080089789
258  4  4  5  4  5  4   5 1605.0336    2.675056e+01 -0.1437109329
259 NA NA NA NA NA NA  NA 1587.1833    2.645305e+01 -0.1568852629
260  2  3  3  3  2  3   3  181.5999    3.026665e+00 -1.1942694866
261  4  4  5  5  5  4   4  486.6500    8.110833e+00 -0.9691286937
262  5  4  4  4  4  3   5  546.4335    9.107225e+00 -0.9250057625
263 NA NA NA NA NA NA  NA 1365.8501    2.276417e+01 -0.3202391912
264  5  5  5  4  5  4   5 1471.8833    2.453139e+01 -0.2419818862
265  4  4  4  3  4  4   4  768.6994    1.281166e+01 -0.7609634594
266  5  5  3  4  5  3   5 3755.1506    6.258584e+01  1.4431728158
267  5  4  4  5  4  5   5 3341.9499    5.569917e+01  1.1382119807
268  3  3  3  4  3  3   2 1451.8836    2.419806e+01 -0.2567425708
269  4  4  4  4  4  3   5 1075.0999    1.791833e+01 -0.5348260101
270 NA NA NA NA NA NA  NA 1330.8502    2.218084e+01 -0.3460707029
271  3  4  4  3  4  2   5 1496.8001    2.494667e+01 -0.2235921590
272  3  4  4  3  3  2   3 1451.9169    2.419862e+01 -0.2567179939
273 NA NA NA NA NA NA  NA 1995.5832    3.325972e+01  0.1445323642
274 NA NA NA NA NA NA  NA 1525.0333    2.541722e+01 -0.2027547784
275  4  4  2  4  4  2   4 2479.8167    4.133028e+01  0.5019186236
276 NA NA NA NA NA NA  NA 1388.1167    2.313528e+01 -0.3038054317
277  4  4  5  4  5  4   5  330.7998    5.513330e+00 -1.0841532015
278  3  4  3  3  4  2   2 3303.3832    5.505639e+01  1.1097480090
279  3  3  4  4  4  3   4 1304.1168    2.173528e+01 -0.3658011632
280  5  4  4  3  3  3   5 1988.8836    3.314806e+01  0.1395877559
281  4  4  5  4  5  4   5 2166.8999    3.611500e+01  0.2709718497
282  5  5  4  5  5  3   4 1095.6001    1.826000e+01 -0.5196959338
283  4  5  4  4  4  4   4 1156.1668    1.926945e+01 -0.4749949655
284  3  4  5  4  4  4   3 3934.8498    6.558083e+01  1.5757989660
285  4  4  3  4  4  3   4 2420.5994    4.034332e+01  0.4582135735
286  5  4  5  3  4  3   5 3123.3502    5.205584e+01  0.9768754993
287  5  5  5  5  5  4   4    7.8831    1.313850e-01 -1.3224803546
288  4  4  3  3  4  3   3 2269.1330    3.781888e+01  0.3464245087
289  5  4  4  4  4  4   5 2130.6666    3.551111e+01  0.2442300329
290  5  4  4  3  4  3   4  535.8334    8.930557e+00 -0.9328291165
291  4  3  4  3  4  4   4 4323.8332    7.206389e+01  1.8628863365
292  4  3  3  3  4  2   3  262.5502    4.375837e+00 -1.1345244981
293  4  4  3  4  4  3   4 2615.4998    4.359166e+01  0.6020588979
294  5  5  5  5  4  4   5 6954.6997    1.159117e+02  3.8045849947
295  4  4  4  4  4  3   4 2137.7164    3.562861e+01  0.2494331046
296  5  4  4  4  4  4   5 2885.7832    4.809639e+01  0.8015402913
297  5  5  4  4  5  4   5 1269.6667    2.116111e+01 -0.3912268976
298  4  4  3  4  4  3   2 2373.7169    3.956195e+01  0.4236121647
299  5  5  5  5  5  5   5 1190.5998    1.984333e+01 -0.4495818516
300 NA NA NA NA NA NA  NA 1811.9338    3.019890e+01  0.0089907875
301  4  4  4  4  4  4   4 1660.9829    2.768305e+01 -0.1024178149
302  5  5  5  4  5  5   5  444.5000    7.408333e+00 -1.0002373032
303  5  5  5  4  4  4   5 1120.3670    1.867278e+01 -0.5014168396
304  5  4  3  4  4  3   4 2313.5495    3.855916e+01  0.3792058979
305 NA NA NA NA NA NA  NA 2544.4002    4.240667e+01  0.5495841723
306  5  4  4  5  4  4   4 2600.1334    4.333556e+01  0.5907177986
307  4  4  4  3  4  3   3 4112.7673    6.854612e+01  1.7071101408
308  4  4  4  4  4  4   4  642.0504    1.070084e+01 -0.8544361587
309  4  4  3  4  4  3   3   56.3166    9.386100e-01 -1.2867342375
310 NA NA NA NA NA NA  NA 3315.3331    5.525555e+01  1.1185675766
311  4  4  4  4  4  3   4   68.6333    1.143888e+00 -1.2776439549
312  5  5  4  5  5  5   5 1551.6665    2.586111e+01 -0.1830982703
313  5  4  5  4  5  3   4 1329.3997    2.215666e+01 -0.3471412376
314 NA NA NA NA NA NA  NA        NA              NA            NA
315 NA NA NA NA NA NA  NA 1395.8998    2.326500e+01 -0.2980611513
316 NA NA NA NA NA NA  NA 2258.9165    3.764861e+01  0.3388842689
317  5  5 NA NA NA NA  NA 1284.8333    2.141389e+01 -0.3800332597
318  5  4  5  4  4  3   4 1998.4998    3.330833e+01  0.1466849472
319  4  5  4  4  5  4   4 1980.6001    3.301000e+01  0.1334741577
320  5  5  5  5  5  5   5 1233.3832    2.055639e+01 -0.4180057643
321 NA NA NA NA NA NA  NA 2015.5833    3.359305e+01  0.1592933441
322  4  4  4  4  4  4   4 2062.9500    3.438250e+01  0.1942521144
323  5  5  5  5  5  5   5  152.7499    2.545832e+00 -1.2155620936
324  4  4  4  4  4  3   3 1075.6163    1.792694e+01 -0.5344448835
325  3  3  4  3  4  3   4 4799.4830    7.999138e+01  2.2139374364
326  4  3  4  4  4  5   4  885.9167    1.476528e+01 -0.6744517819
327 NA NA NA NA NA NA  NA  762.5997    1.270999e+01 -0.7654653143
328 NA NA NA NA NA NA  NA 2231.3667    3.718944e+01  0.3185512685
329  5  4  5  3  5  4   5 1174.3499    1.957250e+01 -0.4615750139
330  4  4  4  4  4  3   5  700.9668    1.168278e+01 -0.8109531865
331  1  5  5  1  5  5   5 1598.3499    2.663916e+01 -0.1486438063
332 NA NA NA NA NA NA  NA  364.5001    6.075002e+00 -1.0592808534
333  3  4  3  3  3  3   4  119.3169    1.988615e+00 -1.2402371621
334 NA NA NA NA NA NA  NA 2429.3997    4.049000e+01  0.4647085936
335  5  5  5  3  5  3   5 1092.3662    1.820610e+01 -0.5220826985
336  4  4  4  4  4  3   4  362.8837    6.048062e+00 -1.0604738299
337  4  5  5  5  5  4   3 3067.4676    5.112446e+01  0.9356316090
338  5  4  5  4  5  3   5 2582.4167    4.304028e+01  0.5776420714
339  5  5  3  4  5  2   5 2571.5334    4.285889e+01  0.5696097030
340  5  4  4  3  5  3   5   60.6500    1.010833e+00 -1.2835359920
341  5  4  4  4  5  5   5  317.2168    5.286947e+00 -1.0941780708
342  3  4  4  4  4  4   4  532.7998    8.879997e+00 -0.9350680507
343 NA NA NA NA NA NA  NA 1132.1503    1.886917e+01 -0.4927202304
344  5  5  4  5  5  4   5  945.4170    1.575695e+01 -0.6305378651
345 NA NA NA NA NA NA  NA   48.4333    8.072217e-01 -1.2925524700
346  4  3  4  3  4  3   2 2517.9500    4.196583e+01  0.5300627264
347  4  4  4  4  4  4   2 3780.5335    6.300889e+01  1.4619065459
348  4  3  4  4  4  4   4 2999.8498    4.999750e+01  0.8857266094
349  5  4  4  4  4 NA   4 2432.7831    4.054639e+01  0.4672056961
350  5  5  5  4  5  4   5 2173.1333    3.621889e+01  0.2755723813
351  5  4  3  4  4  4   4 6348.4492    1.058075e+02  3.3571446619
352  4  4  2  3  4  2   2   24.6500    4.108333e-01 -1.3101056228
353  4  4  4  3  4  4   5 2151.1498    3.585250e+01  0.2593475624
354  5  5  4  3  5  4   5 2046.9998    3.411666e+01  0.1824801443
355  4  4  3  3  4  3   4 6009.3666    1.001561e+02  3.1068863423
356 NA NA NA NA NA NA  NA 2310.3333    3.850555e+01  0.3768321966
357 NA NA NA NA NA NA  NA  766.5663    1.277610e+01 -0.7625377838
358  4  4  3  4  4  3   3 1430.2170    2.383695e+01 -0.2727335031
359  1  4  2  5  4  2   4 1476.0832    2.460139e+01 -0.2388821697
360  4  4  4  3  4  3   5 1145.5167    1.909194e+01 -0.4828552217
361  5  4  4  5  5  5   5 1692.6164    2.821027e+01 -0.0790708589
362  4  3  5  3  4  4   4 1803.8334    3.006389e+01  0.0030123254
363  5  5  5  4  5  4   4 1517.5835    2.529306e+01 -0.2082530683
364  4  4  4  4  4  4   4 1097.8003    1.829667e+01 -0.5180720865
365  4  4  4  4  4  3   3 2363.6832    3.939472e+01  0.4162068396
366  5  5  3  5  5  4   5  509.5167    8.491945e+00 -0.9522520332
367  5  5  3  5  5  3   5  231.7502    3.862503e+00 -1.1572562934
368  5  5  5  5  5  5   5 3890.0000    6.483333e+01  1.5426977818
369  5  5  5  4  5  5   5 1378.9840    2.298307e+01 -0.3105457780
370 NA NA NA NA NA NA  NA 1886.5329    3.144221e+01  0.0640483027
371  5  5  5  5  5  5   5  871.2833    1.452139e+01 -0.6852518940
372  4  4  4  3  4  4   5 2300.6664    3.834444e+01  0.3696975864
373  4  4  5  4  5  4   5 3544.8161    5.908027e+01  1.2879364264
374 NA NA NA NA NA NA  NA 2394.3497    3.990583e+01  0.4388401058
375  4  4  4  3  4  3   3 4264.2500    7.107083e+01  1.8189112358
376  3  3  4  2  3  4   4  768.4833    1.280805e+01 -0.7611229510
377  4  4  4  4  4  4   4 2252.5000    3.754167e+01  0.3341486013
378  4  3  3  2  4  2   3 2689.2001    4.482000e+01  0.6564530581
379  5  5  5  5  5  5   5  658.4165    1.097361e+01 -0.8423572355
380  4  4  3  3  4  2   4  250.4331    4.173885e+00 -1.1434674668
381  4  4  4  4  4  2   5 1389.3161    2.315527e+01 -0.3029202201
382  4  4  4  3  4  2   4  123.1833    2.053055e+00 -1.2373835838
383 NA NA NA NA NA NA  NA 1077.1836    1.795306e+01 -0.5332881451
384 NA NA NA NA NA NA  NA  849.6835    1.416139e+01 -0.7011935249
385  5  4  4  3  4  4   4 1103.0832    1.838472e+01 -0.5141730670
386  5  5  4  3  5  2   5 2454.3332    4.090555e+01  0.4831106461
387 NA NA NA NA NA NA  NA 1178.0834    1.963472e+01 -0.4588195218
388  5  4  4  4  4  3   4 3900.2504    6.500417e+01  1.5502630414
389  4  4  4  4  4  4   3 1550.4668    2.584111e+01 -0.1839837032
390  5  5  5  4  4  4   5 3785.2838    6.308806e+01  1.4654124825
391  4  4  3  4  3  3   4 1821.6838    3.036140e+01  0.0161867292
392  5  5  5  5  5  5   5  202.2832    3.371387e+00 -1.1790042742
393  4  4  4  3  4  4   5   13.9333    2.322217e-01 -1.3180150329
394 NA NA NA NA NA NA  NA   58.1833    9.697217e-01 -1.2853565283
395  4 NA  5  5  3  3   2   44.7332    7.455533e-01 -1.2952833114
396  4  4  5  5  4  3   4 1302.8501    2.171417e+01 -0.3667360451
397  5  4  4  5  4  4   3 1639.4498    2.732416e+01 -0.1183102182
398  3  3  4  4  3  2   1 1334.7001    2.224500e+01 -0.3432293023
399 NA NA NA NA NA NA  NA  222.9831    3.716385e+00 -1.1637268103
400  4  4  4  3  4  3   3 2920.9838    4.868306e+01  0.8275199287
401  4  4  5  5  4  3   4 6243.9003    1.040650e+02  3.2799828375
402  4  4  5  3  4  3   4 4359.0996    7.265166e+01  1.8889145374
403 NA NA NA NA NA NA  NA  756.0998    1.260166e+01 -0.7702625349
404  5  5  4  3  5  3   5 1315.2500    2.192083e+01 -0.3575843572
405 NA NA NA NA NA NA  NA 3868.5332    6.447555e+01  1.5268543110
406  5  4  5  4  5  4   5  906.8832    1.511472e+01 -0.6589775551
407  5  5  3  4  5  4   4 1479.8998    2.466500e+01 -0.2360653460
408  2  2  4  3  4  2   5 1311.9998    2.186666e+01 -0.3599831521
409  4  4  4  4  4  3   4 3134.9666    5.224944e+01  0.9854489288
410  4  4  3  3  5  3   4  686.2998    1.143833e+01 -0.8217780970
411  3  3  1  4  3  2   2  584.9166    9.748610e+00 -0.8966034913
412  2  2  4  3  3  4   2  657.1668    1.095278e+01 -0.8432795707
413 NA NA NA NA NA NA  NA  792.6166    1.321028e+01 -0.7433114823
414  5  5  2  4  4  4   3 1182.9332    1.971555e+01 -0.4552401497
415  4  4  3  4  4  3   4  206.2335    3.437225e+00 -1.1760887739
416  5  5  4  3  4  3   5  857.6167    1.429361e+01 -0.6953384639
417  4  4  5  5  4  4   5  946.7998    1.578000e+01 -0.6295172960
418  5  4  4  5  5  4   5 1192.1837    1.986973e+01 -0.4484128617
419  4  4  4  4  4  3   4 1722.1833    2.870305e+01 -0.0572491473
420  5  4  4  4  4  3   4 2999.7500    4.999583e+01  0.8856529525
421  5  5  5  4  5  3   5 2219.9160    3.699860e+01  0.3101001332
422  5  5  3  5  5  4   5  608.0833    1.013472e+01 -0.8795054173
423 NA NA NA NA NA NA  NA  616.3672    1.027279e+01 -0.8733915238
424  4  4  4  4  4  4   4 1272.2331    2.120388e+01 -0.3893327781
425  5  4  4  3  4  4   5  583.1167    9.718612e+00 -0.8979318991
426  4  4  4  4  4  4   4 1510.7002    2.517834e+01 -0.2133332555
427  5  5  5  5  5  4   5 1857.8168    3.096361e+01  0.0428545201
428  4  4  4  3  4  4   4 3797.3334    6.328889e+01  1.4743056331
429  5  5  5  5  5  5   5 2763.0331    4.605055e+01  0.7109451568
430  5  5  4  4  5  4   5 4315.8839    7.193140e+01  1.8570193930
431  4  5  4  4  5  4   5  540.5001    9.008335e+00 -0.9293848804
432  4  4  4  4  4  4   4 1651.5005    2.752501e+01 -0.1094162557
433  3  4  5  4  4  4   3  377.7002    6.295003e+00 -1.0495385817
434  5  5  5  5  5  3   5 1182.9667    1.971611e+01 -0.4552154252
435  4  4  4  3  4  4   4 3429.0336    5.715056e+01  1.2024836963
436  4  4  4  4  4  4   4  758.3668    1.263945e+01 -0.7685893862
437  5  4  4  4  4  3   3  918.1832    1.530305e+01 -0.6506376432
438  5  4  3  5  5  4   5 1792.1003    2.986834e+01 -0.0056472340
439  5  5  4  3  4  3   5 3214.3998    5.357333e+01  1.0440742288
440  5  4  4  3  4  3   5 6162.1998    1.027033e+02  3.2196841674
441  5  4  4  4  4  4   4 1101.8330    1.836388e+01 -0.5150957712
442  3  3  2  3  4  2   2  295.5494    4.925823e+00 -1.1101695936
443  5  4  5  4  4  4   4  125.0666    2.084443e+00 -1.2359936230
444  5  5  4  3  5  4   5  811.4334    1.352389e+01 -0.7294238315
445  5  5  5  4  5  5   5   10.1498    1.691633e-01 -1.3208074273
446  4  3  4  3  4  3   4  306.2668    5.104447e+00 -1.1022596669
447  4  4  3  4  4  3   3  571.2834    9.521390e+00 -0.9066654105
448  4 NA  3 NA  4  3   3 2700.6668    4.501111e+01  0.6649160021
449  4  4  4  4  4  4   2 2058.4167    3.430695e+01  0.1909063337
450  4  4  4  3  4  3   4 1901.9166    3.169861e+01  0.0754021702
451  5  4  5  4  4  3   4  898.0000    1.496667e+01 -0.6655337591
452  4  4  3  4  3  1   2 1691.5998    2.819333e+01 -0.0798211558
453  5  4  3  3  5  5  NA 2199.3000    3.665500e+01  0.2948845912
454  5  4  4  3  4  3   5 1020.5828    1.700971e+01 -0.5750620996
455  4  4  3  4  4  3   4 1272.7001    2.121167e+01 -0.3889881110
456  5  5  4  5  5  5   5 5373.3502    8.955584e+01  2.6374774268
457  1  3  1  2  1  1   3 1711.0164    2.851694e+01 -0.0654908254
458  3  4  4  2  3  5   4 2469.4006    4.115668e+01  0.4942310699
459  5  5  5  4  4  4   5  706.2332    1.177055e+01 -0.8070663448
460  4  4  3  3  4  4   4 2598.5669    4.330945e+01  0.5895616507
461 NA NA NA NA NA NA  NA 1835.5833    3.059305e+01  0.0264451899
462  3  4  4  2  3  4   4 2321.7998    3.869666e+01  0.3852949930
463 NA NA NA NA NA NA  NA  151.7500    2.529167e+00 -1.2163000651
464  4  3  3  2  4  1   2 2276.3169    3.793861e+01  0.3517265524
465  4  4  3  4  4  1   4 1351.9003    2.253167e+01 -0.3305347755
466  4  4  4  4  4  4   5 4552.0833    7.586805e+01  2.0313452503
467  5  4  4  4  4  3   4 1175.8330    1.959722e+01 -0.4604804190
468 NA NA NA NA NA NA  NA 3058.6498    5.097750e+01  0.9291236731
469  5  5  5  4  5  4   5 3135.3167    5.225528e+01  0.9857073184
470  5  5  5  5  5  4   5 1588.5500    2.647583e+01 -0.1558765764
471  3  4  4  4  3  4   3 4214.7332    7.024555e+01  1.7823655942
472  5  5  5  5  5  4   5  580.3167    9.671945e+00 -0.8999984259
473  5  5  5  5  5  5   5  524.7165    8.745275e+00 -0.9410338923
474  5  4  5  5  5  5   3 1272.7337    2.121223e+01 -0.3889633127
475  4  4  3  3  4  3   5  160.4166    2.673610e+00 -1.2099037217
476  4  4  4  4  4  3   4 1753.5833    2.922639e+01 -0.0340745248
477  5  4  4  4  4  3   4  940.3001    1.567167e+01 -0.6343143691
478  3  3  3  3  3  3   4 1434.3999    2.390666e+01 -0.2696463334
479  5  4  4  4  4  4   4 2111.7837    3.519640e+01  0.2302935972
480  4  5  3  5  5  3   5  177.7168    2.961947e+00 -1.1971353903
481  5  5  5  4  5  3   5 1665.1169    2.775195e+01 -0.0993667357
482  4  4  4  4  4  3   4 1095.1999    1.825333e+01 -0.5199912995
483 NA NA NA NA NA NA  NA 1558.5331    2.597555e+01 -0.1780304084
484  5  5  5  5  5  5   5  855.3833    1.425639e+01 -0.6969868143
485  4  5  5  3  5  4   5 2856.6166    4.761028e+01  0.7800140192
486  4  4  4  3  4  4   4 2287.2334    3.812056e+01  0.3597834239
487  5  5  5  5  5  5   5 1697.5829    2.829305e+01 -0.0754053569
488  4  4  3  4  4  3   2  791.0503    1.318417e+01 -0.7444674826
489  5  5  5  4  5  4   5 1428.0167    2.380028e+01 -0.2743574242
490  4  4  4  4  4  4   4  245.2834    4.088057e+00 -1.1472681787
491  5  5  5  3  5  5   5 3140.7669    5.234612e+01  0.9897298129
492  4  4  4  4  4  3   4 1705.1165    2.841861e+01 -0.0698452188
493  4  4  4  4  4  4   4  258.3500    4.305833e+00 -1.1376244360
494 NA NA NA NA NA NA  NA  821.9161    1.369860e+01 -0.7216871240
495  5  5  4  4  5  3   4 8870.8833    1.478481e+02  5.2188152968
496 NA NA NA  2 NA NA  NA 1122.5334    1.870889e+01 -0.4998179383
497  5  4  5  5  5  4   4 4438.7165    7.397861e+01  1.9476754163
498  2  4  3  5  4  5   4 2414.5498    4.024250e+01  0.4537486947
499  4  4  4  3  3  2   3  764.1668    1.273611e+01 -0.7643087235
500  2  4  3  5  4  3   4  955.3000    1.592167e+01 -0.6232437634
501  4 NA  4  4  5  4   4 3547.0667    5.911778e+01  1.2895974712
502  3  4  3  4  4  2   4   57.6666    9.611100e-01 -1.2857378763
503 NA NA NA NA NA NA  NA 1904.1662    3.173610e+01  0.0770624769
504  5  5  4  4  5  3   5 2288.5835    3.814306e+01  0.3607798589
505  4  4  4  3  4  4   4 1242.6000    2.071000e+01 -0.4112033483
506  5  5  4  4  5  4   5 2415.2493    4.025415e+01  0.4542649574
507  5  4  4  5  4  3   4 2182.8836    3.638139e+01  0.2827685444
508 NA NA NA NA NA NA  NA 2999.9832    4.999972e+01  0.8858250647
509  3  4  3  3  4  3   4 2773.6164    4.622694e+01  0.7187561116
510  5  5  5  5  5  4   5  322.9502    5.382503e+00 -1.0899465619
511  4  4  4  4  4  2   4 2977.4502    4.962417e+01  0.8691946899
512  5  5  5  5  5  5   5 3475.8000    5.793000e+01  1.2369994181
513  5  5  4  5  5  2  NA  546.8500    9.114167e+00 -0.9246983666
514 NA NA NA NA NA NA  NA 4154.4333    6.924056e+01  1.7378615363
515  5  5  4  5  5  5   5 1113.2168    1.855361e+01 -0.5066940111
516 NA NA NA NA NA NA  NA  237.3000    3.955000e+00 -1.1531602895
517  5  5  5  4  5  3   5  609.7999    1.016333e+01 -0.8782384887
518 NA NA NA NA NA NA  NA 2689.4502    4.482417e+01  0.6566376432
519 NA NA NA NA NA NA  NA   47.0000    7.833333e-01 -1.2936103104
520  3  4  3  3  4  2   3 1613.3166    2.688861e+01 -0.1375977037
521  3  4  4  3  3  3   1 3368.0167    5.613361e+01  1.1574504600
522  5  5  4  5  5  4   4  224.7166    3.745277e+00 -1.1624474088
523  5  5  5  4  5  5   5 1089.9667    1.816611e+01 -0.5238536382
524  5  5  5  5  5  4   4 1232.8665    2.054778e+01 -0.4183871123
525  5  5  4  5  5  3   4 1038.0003    1.730000e+01 -0.5622071955
526  5  5  4  4  5  3   5  193.0498    3.217497e+00 -1.1858189417
527  5  4  5  5  4  4   4  451.8001    7.530002e+00 -0.9948494987
528  4  4  5  4  4  4   4 1591.2504    2.652084e+01 -0.1538835589
529  3  3  3  3  3  3   4 4284.4003    7.140667e+01  1.8337830700
530  5  4  3  4  4  2   3 2201.5503    3.669250e+01  0.2965454146
531  5  5  5  5  5  4   4 1419.8000    2.366333e+01 -0.2804217210
532  5  5  5  4  5  4   5 2915.5167    4.859195e+01  0.8234849612
533  4  4  4  4  4  4   4 3789.3996    6.315666e+01  1.4684501293
534  5  5  4  4  5  3   5 4013.3999    6.689000e+01  1.6337724982
535 NA NA NA NA NA NA  NA 1903.0337    3.171723e+01  0.0762266406
536  3  4  3  4  4  3   3 2111.0837    3.518473e+01  0.2297769655
537  1  5  5  3  4  4   4  948.1999    1.580333e+01 -0.6284839588
538  3  4  4  3  4  2   4  981.7835    1.636306e+01 -0.6036977406
539  5  5  5  5  5  5   5 4466.3670    7.443945e+01  1.9680827379
540  2  4  3  3  4  3   4  644.2667    1.073778e+01 -0.8528004289
541 NA NA NA NA NA NA  NA   88.5167    1.475278e+00 -1.2629691050
542  2  3  3  4  3  1   2 4034.7502    6.724584e+01  1.6495299868
543  4  4  3  4  4  2   3 1886.3334    3.143889e+01  0.0639010627
544 NA NA NA  4 NA NA  NA 1823.8667    3.039778e+01  0.0177978083
545  5  5  4  5  5  4   5  163.6832    2.728053e+00 -1.2074928229
546  4  4  4  4  5  5   5 3122.9167    5.204861e+01  0.9765555567
547  4  4  4  5  4  4   4 3003.6162    5.006027e+01  0.8885063833
548  3  2  3  2  3  3   3 1929.4000    3.215667e+01  0.0956861645
549  5  5  4  4  5  4   5 1133.2169    1.888695e+01 -0.4919330313
550  4  4  3  4  4  3   2 2670.7669    4.451278e+01  0.6428485214
551  5  5  4  4  4  3   5 1937.4333    3.229055e+01  0.1016151038
552 NA NA NA NA NA NA  NA 1636.5333    2.727556e+01 -0.1204627273
553  5  5  4  3  5  5   5  960.2998    1.600500e+01 -0.6195536845
554  5  5  5  5  5  5   5 1276.7667    2.127944e+01 -0.3859867760
555  5  4  4  5  4  4   4 2111.8333    3.519722e+01  0.2303302043
556  4  5  4  4  4  4   4 3542.5501    5.904250e+01  1.2862640158
557  4  3  3  5  4  3   3  873.6171    1.456029e+01 -0.6835294439
558  5  4  4  5  5  3   5  870.3836    1.450639e+01 -0.6859159134
559 NA NA NA NA NA NA  NA 2363.2667    3.938778e+01  0.4158994437
560  4  3  4  4  4  5   4 1665.1665    2.775277e+01 -0.0993301286
561  4  4  4  4  4  3   4 1250.7833    2.084639e+01 -0.4051637022
562  5  5  3  4  5  4   5  112.5167    1.875278e+00 -1.2452560178
563  4  4  3  4  3  1   2 1320.5499    2.200916e+01 -0.3536727909
564 NA NA NA NA NA NA  NA 2047.7501    3.412917e+01  0.1830338997
565  4  5  5  4  4  5   5 1548.7666    2.581278e+01 -0.1852385279
566  4  2  3  4  3  3   3 1268.1002    2.113500e+01 -0.3923830456
567 NA NA NA NA NA NA  NA 1747.1669    2.911945e+01 -0.0388101187
568 NA NA NA NA NA NA  NA  914.8667    1.524778e+01 -0.6530853704
569 NA NA NA NA NA NA  NA 1540.1833    2.566972e+01 -0.1915733921
570  5  5  4  5  5  4   5 2449.6827    4.082804e+01  0.4796783664
571  5  5  4  5  5 NA   2 2626.9001    4.378167e+01  0.6104728358
572  4  4  4  5  4  3   3  943.0669    1.571778e+01 -0.6322723453
573  5  4  4  5  5  4   5  310.9335    5.182225e+00 -1.0988154309
574  4 NA  3  5  4  4   4 2427.9167    4.046528e+01  0.4636140724
575  5  5  5  4  5  5   5  377.3498    6.289163e+00 -1.0497971927
576  5  5  5  5  5  5   5  262.1667    4.369445e+00 -1.1348075385
577 NA NA NA NA NA NA  NA  769.2331    1.282055e+01 -0.7605695646
578 NA NA NA NA NA NA  NA 1734.6833    2.891139e+01 -0.0480235810
579  4  4  4  4  4  4   4   11.0333    1.838883e-01 -1.3201553643
580  5  4  5  5  4  4   4 1776.5166    2.960861e+01 -0.0171487105
581  4  4  3  3  4  3   4 1858.3502    3.097250e+01  0.0432481934
582  5  4  4  3  4  3   2 1969.5003    3.282500e+01  0.1252820025
583  4  5  5  5  5  5   5   68.1167    1.135278e+00 -1.2780252291
584  4  3  3  3  4  2   5 3967.3171    6.612195e+01  1.5997613042
585 NA NA NA NA NA NA  NA  510.8667    8.514445e+00 -0.9512556721
586 NA NA NA NA NA NA  NA 2446.3169    4.077195e+01  0.4771942536
587 NA NA NA NA NA NA  NA 1073.9500    1.789917e+01 -0.5356746884
588  4  4  4  4  5  3   4 1670.9500    2.784917e+01 -0.0950616436
589 NA NA NA NA NA NA  NA 2521.2334    4.202056e+01  0.5324860244
590  5  4  3  5  4  3   4 2563.3833    4.272306e+01  0.5635945600
591  4  4  4  3  4  4   4  529.2335    8.820558e+00 -0.9377001416
592  4  4  4 NA  4  4   4 1841.7836    3.069639e+01  0.0310212921
593 NA NA NA NA NA NA  NA  244.3835    4.073058e+00 -1.1479323457
594  4  4  3  4  4  3   2 2264.4834    3.774139e+01  0.3429928933
595 NA NA NA NA NA NA  NA 1727.2666    2.878778e+01 -0.0534974416
596  4  4  5  4  4  4   4 2676.7501    4.461250e+01  0.6472643941
597  5  5  4  5  5  3   4 2399.5166    3.999194e+01  0.4426535121
598 NA NA NA NA NA NA  NA  759.3335    1.265556e+01 -0.7678759179
599  4  3  4  4  4  4   4  817.4501    1.362417e+01 -0.7249832343
600  5  4  5  3  5  5   3 1638.4500    2.730750e+01 -0.1190481159
601 NA NA NA NA NA NA  NA  470.8000    7.846667e+00 -0.9808267117
602  4  4  4  3  4  3   3   71.0166    1.183610e+00 -1.2758849716
603  5  4  2  5  5  2   4  208.6664    3.477773e+00 -1.1742931835

#inspect data

In the code chunk named filter-1, Filter the sci_classes data frame for students in OcnA courses. Assign to a new object with a different name. Use the head() function to examine your data frame.

#Type your code here
ocnaclasses <-filter(sci_online_classes, subject== "OcnA")
head(ocnaclasses)

  student_id    course_id total_points_possible total_points_earned
1      44638 OcnA-S116-01                  3531                2672
2      47979 OcnA-S216-01                  4562                3090
3      54066 OcnA-S116-01                  4641                3429
4      54282 OcnA-S116-02                  3581                2777
5      54342 OcnA-S116-02                  3256                2876
6      54346 OcnA-S116-01                  4471                3773
  percentage_earned subject semester section
1         0.7567261    OcnA     S116       1
2         0.6773345    OcnA     S216       1
3         0.7388494    OcnA     S116       1
4         0.7754817    OcnA     S116       2
5         0.8832924    OcnA     S116       2
6         0.8438828    OcnA     S116       1
                       Gradebook_Item Grade_Category FinalGradeCEMS
1                           ATTEMPTED             NA       81.70184
2 POINTS EARNED & TOTAL COURSE POINTS             NA       81.85260
3                           ATTEMPTED             NA       93.90452
4 POINTS EARNED & TOTAL COURSE POINTS             NA       93.40034
5 POINTS EARNED & TOTAL COURSE POINTS             NA       64.78224
6                           ATTEMPTED             NA       51.09213
  Points_Possible Points_Earned Gender q1 q2 q3 q4 q5 q6 q7 q8 q9 q10 TimeSpent
1              10            10      F  4  4  3  4  4  4  4  5  4   4  1382.700
2               5             4      M  5  5  3  5  5  5  4  5  5   5  1598.617
3              10             6      M  4  5  3  5  5  5  5  4  5   4  2625.516
4               5             5      F  3  3  3  3  4  3  3  3  2   4  2025.167
5              10            10      F  5  3  5  5  5  5  5  5  2   5  1581.083
6             220            10      F NA NA NA NA NA NA NA NA NA  NA  1191.384
  TimeSpent_hours TimeSpent_std int  pc       uv
1        23.04500    -0.3078031 4.2 3.5 4.000000
2        26.64361    -0.1484470 5.0 3.5 5.000000
3        43.75861     0.6094516 4.4 4.0 5.000000
4        33.75279     0.1663667 3.4 3.0 2.666667
5        26.35139    -0.1613875 4.7 4.5 3.833333
6        19.85639    -0.4490034  NA  NA       NA

#inspect your data

Q: How many rows does the head() function display? Hint: Check the dimensions of your tibble in the console.

Answer here

The head function displays 6 rows of data.

In code chunk named filter-2, filter the sci_classes data frame so rows with NA for points earned are removed. Assign to a new object with a different name. Use glimpse() to examine all columns of your data frame.

# Type your code here
no_na_points <- filter(sci_online_classes, !is.na(total_points_earned))


#inspect data 
glimpse(no_na_points)

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…

In the code chunk called arrange-1, Arrange sci_classes data by subject then percentage_earned in descending order. Assign to a new object. Use the str() function to examine the data type of each column in your data frame.

# Type your code here
arranged_classes <- arrange(sci_online_classes, subject, desc(percentage_earned))
str(arranged_classes)

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

#inpsect data

In the code chunk name final-wrangle, use sci_classes data data and the %>% pipe operator:

Select student_id, subject, semester, FinalGradeCEMS.
Filter for students in OcnA courses.
Arrange grades by section in descending order.
Assign to a new object.
Examine the contents using a method of your choosing.

#Type your code here
final_data <- sci_online_classes %>%
  select(student_id, subject, semester, FinalGradeCEMS) %>%
  filter(subject == "OcnA") %>%
  arrange(desc(FinalGradeCEMS))
print(final_data)

    student_id subject semester FinalGradeCEMS
1        66740    OcnA     S116      99.329983
2        91163    OcnA     S216      97.370184
3        94744    OcnA     S216      96.797320
4        91818    OcnA     S116      96.462312
5        90090    OcnA     S116      96.298157
6        88168    OcnA     S116      95.963149
7        89114    OcnA     S116      95.008375
8        86758    OcnA     S116      94.614740
9        68476    OcnA     S116      94.579564
10       79893    OcnA     T116      94.465662
11       94323    OcnA     S216      93.969849
12       85410    OcnA     S116      93.927973
13       54066    OcnA     S116      93.904523
14       89435    OcnA     S116      93.832496
15       87825    OcnA     S216      93.477387
16       95375    OcnA     S216      93.430486
17       54282    OcnA     S116      93.400335
18       58178    OcnA     S116      92.681742
19       95368    OcnA     S216      92.289782
20       88282    OcnA     T116      92.120603
21       86455    OcnA     S216      92.035176
22       95770    OcnA     S216      91.968174
23       96756    OcnA     S216      91.139028
24       68022    OcnA     S216      90.959799
25       80822    OcnA     S216      90.946399
26       86349    OcnA     S116      90.867672
27       84684    OcnA     T116      90.805695
28       88849    OcnA     S216      90.768844
29       67920    OcnA     S116      90.703518
30       86697    OcnA     S216      90.077052
31       90861    OcnA     S116      89.128978
32       76891    OcnA     S116      88.916248
33       86460    OcnA     S116      88.720268
34       84932    OcnA     S216      88.303183
35       95624    OcnA     S216      87.127303
36       94240    OcnA     S216      87.093802
37       92021    OcnA     S116      86.767169
38       87970    OcnA     S116      86.695142
39       88166    OcnA     S116      84.921273
40       94577    OcnA     S216      84.795645
41       97272    OcnA     S216      84.239532
42       88642    OcnA     S216      83.584590
43       87955    OcnA     T116      83.447236
44       94556    OcnA     S216      83.242881
45       86527    OcnA     S216      82.715243
46       96689    OcnA     S216      82.668342
47       84685    OcnA     T116      82.031826
48       89487    OcnA     S116      81.897822
49       47979    OcnA     S216      81.852596
50       44638    OcnA     S116      81.701843
51       94654    OcnA     S216      81.507538
52       96121    OcnA     S216      81.286432
53       88440    OcnA     S116      81.065327
54       95921    OcnA     S216      80.978224
55       87209    OcnA     S116      80.837521
56       96373    OcnA     S216      80.273032
57       85482    OcnA     S116      79.499162
58       86133    OcnA     S116      79.112228
59       85644    OcnA     S116      79.097152
60       90562    OcnA     S116      77.556114
61       96374    OcnA     S216      77.152429
62       88854    OcnA     S116      76.587940
63       87670    OcnA     S216      76.204355
64       94590    OcnA     S216      75.994975
65       90928    OcnA     S116      74.909548
66       62175    OcnA     S216      73.773869
67       91635    OcnA     S116      73.487437
68       86296    OcnA     S216      73.103853
69       86943    OcnA     S116      73.078727
70       96412    OcnA     S216      72.413735
71       86240    OcnA     S216      71.809045
72       91252    OcnA     S216      70.217755
73       88864    OcnA     S216      69.804020
74       88340    OcnA     T116      68.938023
75       95725    OcnA     S216      68.440536
76       87001    OcnA     S116      68.257956
77       97006    OcnA     S216      68.150754
78       94717    OcnA     S216      66.733668
79       57981    OcnA     S116      66.690117
80       54567    OcnA     S216      65.842546
81       88803    OcnA     S216      65.036851
82       54342    OcnA     S116      64.782245
83       78002    OcnA     S216      63.983250
84       96345    OcnA     S216      63.145729
85       95091    OcnA     S216      61.041876
86       86689    OcnA     S116      60.402010
87       78241    OcnA     S216      57.249581
88       94319    OcnA     S216      56.994975
89       88474    OcnA     S216      56.968174
90       94956    OcnA     S216      55.775544
91       88307    OcnA     S116      54.535238
92       54346    OcnA     S116      51.092127
93       95504    OcnA     S216      42.415410
94       95868    OcnA     S216      39.410385
95       88703    OcnA     T116      35.745394
96       96671    OcnA     S216      32.700167
97       95533    OcnA     S216      22.973199
98       84645    OcnA     T116      22.680067
99       85355    OcnA     S116      17.222781
100      94327    OcnA     S216      15.909548
101      96856    OcnA     S216      13.028476
102      87122    OcnA     S116       8.040201
103      94630    OcnA     S216       3.433836
104      94876    OcnA     S216       2.931323
105      90996    OcnA     S216       1.800670
106      76443    OcnA     S216             NA
107      85487    OcnA     S116             NA
108      86340    OcnA     S216             NA
109      86836    OcnA     S116             NA
110      88504    OcnA     S216             NA
111      95738    OcnA     S216             NA

Render & Submit

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