# Code to load grade distribution data files:

# Data originally from reddit user austingwalters in this reddit thread: https://www.reddit.com/r/udub/comments/4e6kxl/i_made_a_website_that_shows_grade_distributions/
# Dataset and 2016 FOIA request info from their dropbox: https://www.dropbox.com/scl/fo/8lbyazjlt5jmv86jvvs06/AGtgMaWeyZtZuS2fSYLYn_4?dl=0&e=1&rlkey=1sg7t372nhslxogwjl3e9lt9t

astbio_grades_df <- read.csv("https://raw.githubusercontent.com/kylethayer/Info-201-au-24-datasets/refs/heads/main/ASTBIO_grades_2016.csv")
biol_grades_df <- read.csv("https://raw.githubusercontent.com/kylethayer/Info-201-au-24-datasets/refs/heads/main/BIOL_grades_2016.csv")
cse_grades_df <- read.csv("https://raw.githubusercontent.com/kylethayer/Info-201-au-24-datasets/refs/heads/main/CSE_grades_2016.csv")
dance_grades_df <- read.csv("https://raw.githubusercontent.com/kylethayer/Info-201-au-24-datasets/refs/heads/main/DANCE_grades_2016.csv")
design_grades_df <- read.csv("https://raw.githubusercontent.com/kylethayer/Info-201-au-24-datasets/refs/heads/main/DESIGN_grades_2016.csv")
info_grades_df <- read.csv("https://raw.githubusercontent.com/kylethayer/Info-201-au-24-datasets/refs/heads/main/INFO_grades_2016.csv")
# The two programs I choose to compare are BIOL and INFO.
#a

biol_grades_df
      X Academic_Year                Term Course_Number         Course_Title
1     1       2010-11 20104 (Autumn 2010)    BIOL 104 A    BIOL FOR EL TCHRS
2     2       2010-11 20104 (Autumn 2010)    BIOL 106 A    INTRO BIO SEMINAR
3     3       2010-11 20104 (Autumn 2010)    BIOL 110 A  DISCOVERY SEM - BIO
4     4       2010-11 20104 (Autumn 2010)    BIOL 118 A    SURVEY OF PHYSIOL
5     5       2010-11 20104 (Autumn 2010)    BIOL 118 B    SURVEY OF PHYSIOL
6     6       2010-11 20104 (Autumn 2010)    BIOL 119 A     ELEM PHYSIOL LAB
7     7       2010-11 20104 (Autumn 2010)    BIOL 119 B     ELEM PHYSIOL LAB
8     8       2010-11 20104 (Autumn 2010)    BIOL 119 C     ELEM PHYSIOL LAB
9     9       2010-11 20104 (Autumn 2010)    BIOL 119 D     ELEM PHYSIOL LAB
10   10       2010-11 20104 (Autumn 2010)    BIOL 119 E     ELEM PHYSIOL LAB
11   11       2010-11 20104 (Autumn 2010)    BIOL 119 F     ELEM PHYSIOL LAB
12   12       2010-11 20104 (Autumn 2010)    BIOL 180 A        INTRO BIOLOGY
13   13       2010-11 20104 (Autumn 2010)    BIOL 200 A           INTRO BIOL
14   14       2010-11 20104 (Autumn 2010)    BIOL 220 A           INTRO BIOL
15   15       2010-11 20104 (Autumn 2010)    BIOL 250 A       MARINE BIOLOGY
16   16       2010-11 20104 (Autumn 2010)    BIOL 280 A  THE HISTORY OF LIFE
17   17       2010-11 20104 (Autumn 2010)    BIOL 302 A  LAB TECHNIQS IN CMB
18   18       2010-11 20104 (Autumn 2010)    BIOL 340 A  GENETS & MOLEC ECOL
19   19       2010-11 20104 (Autumn 2010)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
20   20       2010-11 20104 (Autumn 2010)    BIOL 354 A EVOL AND SYSTEMATICS
21   21       2010-11 20104 (Autumn 2010)    BIOL 355 A FNDATION MOL CEL BIO
22   22       2010-11 20104 (Autumn 2010)    BIOL 355 B FNDATION MOL CEL BIO
23   23       2010-11 20104 (Autumn 2010)    BIOL 356 A   FNDATNS IN ECOLOGY
24   24       2010-11 20104 (Autumn 2010)    BIOL 401 A     ADV CELL BIOLOGY
25   25       2010-11 20104 (Autumn 2010)    BIOL 402 A     CELL BIOLOGY LAB
26   26       2010-11 20104 (Autumn 2010)    BIOL 411 A             DEV BIOL
27   27       2010-11 20104 (Autumn 2010)    BIOL 414 A  MOLECULAR EVOLUTION
28   28       2010-11 20104 (Autumn 2010)    BIOL 415 A  EVOLUTION & DEVELOP
29   29       2010-11 20104 (Autumn 2010)    BIOL 441 A  MORPH ANAT LAND PLT
30   30       2010-11 20104 (Autumn 2010)    BIOL 450 A          VERTE PALEO
31   31       2010-11 20104 (Autumn 2010)    BIOL 462 A      ADV ANIMAL PHYS
32   32       2010-11 20104 (Autumn 2010)    BIOL 463 A  ADV ANIMAL PHYS LAB
33   33       2010-11 20104 (Autumn 2010)    BIOL 463 B  ADV ANIMAL PHYS LAB
34   34       2010-11 20104 (Autumn 2010)    BIOL 463 C  ADV ANIMAL PHYS LAB
35   35       2010-11 20104 (Autumn 2010)    BIOL 464 A    MUSCLE PHYSIOLOGY
36   36       2010-11 20104 (Autumn 2010)    BIOL 465 A  COMPR ENDOCRINOLOGY
37   37       2010-11 20104 (Autumn 2010)    BIOL 468 A   MEDICAL PHYSIOLOGY
38   38       2010-11 20104 (Autumn 2010)    BIOL 473 A            LIMNOLOGY
39   39       2010-11 20104 (Autumn 2010)    BIOL 473 B            LIMNOLOGY
40   40       2010-11 20104 (Autumn 2010)    BIOL 481 A  EXPMTL EVOL ECOLOGY
41   41       2010-11 20104 (Autumn 2010)    BIOL 492 B  TEACHING OF BIOLOGY
42   42       2010-11 20104 (Autumn 2010)    BIOL 502 A        GRANT WRITING
43   43       2010-11 20111 (Winter 2011)    BIOL 106 A    INTRO BIO SEMINAR
44   44       2010-11 20111 (Winter 2011)    BIOL 118 A    SURVEY OF PHYSIOL
45   45       2010-11 20111 (Winter 2011)    BIOL 119 A     ELEM PHYSIOL LAB
46   46       2010-11 20111 (Winter 2011)    BIOL 119 B     ELEM PHYSIOL LAB
47   47       2010-11 20111 (Winter 2011)    BIOL 119 C     ELEM PHYSIOL LAB
48   48       2010-11 20111 (Winter 2011)    BIOL 119 D     ELEM PHYSIOL LAB
49   49       2010-11 20111 (Winter 2011)    BIOL 119 E     ELEM PHYSIOL LAB
50   50       2010-11 20111 (Winter 2011)    BIOL 119 F     ELEM PHYSIOL LAB
51   51       2010-11 20111 (Winter 2011)    BIOL 119 G     ELEM PHYSIOL LAB
52   52       2010-11 20111 (Winter 2011)    BIOL 180 A        INTRO BIOLOGY
53   53       2010-11 20111 (Winter 2011)    BIOL 200 A           INTRO BIOL
54   54       2010-11 20111 (Winter 2011)    BIOL 220 A           INTRO BIOL
55   55       2010-11 20111 (Winter 2011)    BIOL 302 A  LAB TECHNIQS IN CMB
56   56       2010-11 20111 (Winter 2011)    BIOL 311 A    BIOLOGY OF FISHES
57   57       2010-11 20111 (Winter 2011)    BIOL 311 B    BIOLOGY OF FISHES
58   58       2010-11 20111 (Winter 2011)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
59   59       2010-11 20111 (Winter 2011)    BIOL 355 A FNDATION MOL CEL BIO
60   60       2010-11 20111 (Winter 2011)    BIOL 356 A   FNDATNS IN ECOLOGY
61   61       2010-11 20111 (Winter 2011)    BIOL 401 A     ADV CELL BIOLOGY
62   62       2010-11 20111 (Winter 2011)    BIOL 405 A  CEL&MOL BIO DISEASE
63   63       2010-11 20111 (Winter 2011)    BIOL 409 A         SOCIOBIOLOGY
64   64       2010-11 20111 (Winter 2011)    BIOL 411 A             DEV BIOL
65   65       2010-11 20111 (Winter 2011)    BIOL 412 A    DEVELOPMENTAL LAB
66   66       2010-11 20111 (Winter 2011)    BIOL 416 A  MOL GENET PLANT DEV
67   67       2010-11 20111 (Winter 2011)    BIOL 422 A   BEHAVIOR OF PLANTS
68   68       2010-11 20111 (Winter 2011)    BIOL 424 A  PLANT ECOPHYSIOLOGY
69   69       2010-11 20111 (Winter 2011)    BIOL 434 A    INVERTEBRATE ZOOL
70   70       2010-11 20111 (Winter 2011)    BIOL 440 A     GENERAL MYCOLOGY
71   71       2010-11 20111 (Winter 2011)    BIOL 453 A      CMPR ANAT VERTS
72   72       2010-11 20111 (Winter 2011)    BIOL 457 A   CHEM COMMUNICATION
73   73       2010-11 20111 (Winter 2011)    BIOL 458 A  BEHAVIORAL GENETICS
74   74       2010-11 20111 (Winter 2011)    BIOL 461 A         NEUROBIOLOGY
75   75       2010-11 20111 (Winter 2011)    BIOL 469 A   EVOLUTION&MEDICINE
76   76       2010-11 20111 (Winter 2011)    BIOL 476 A    CONSERVATION BIOL
77   77       2010-11 20111 (Winter 2011)    BIOL 485 B CELL MOLE& DEV SEMNR
78   78       2010-11 20111 (Winter 2011)    BIOL 485 C CELL MOLE& DEV SEMNR
79   79       2010-11 20111 (Winter 2011)    BIOL 485 D CELL MOLE& DEV SEMNR
80   80       2010-11 20111 (Winter 2011)    BIOL 506 A   MANUSCRIPT WRITING
81   81       2010-11 20112 (Spring 2011)    BIOL 118 A    SURVEY OF PHYSIOL
82   82       2010-11 20112 (Spring 2011)    BIOL 119 A     ELEM PHYSIOL LAB
83   83       2010-11 20112 (Spring 2011)    BIOL 119 B     ELEM PHYSIOL LAB
84   84       2010-11 20112 (Spring 2011)    BIOL 119 C     ELEM PHYSIOL LAB
85   85       2010-11 20112 (Spring 2011)    BIOL 119 D     ELEM PHYSIOL LAB
86   86       2010-11 20112 (Spring 2011)    BIOL 119 E     ELEM PHYSIOL LAB
87   87       2010-11 20112 (Spring 2011)    BIOL 119 F     ELEM PHYSIOL LAB
88   88       2010-11 20112 (Spring 2011)    BIOL 119 G     ELEM PHYSIOL LAB
89   89       2010-11 20112 (Spring 2011)    BIOL 180 A        INTRO BIOLOGY
90   90       2010-11 20112 (Spring 2011)    BIOL 200 A           INTRO BIOL
91   91       2010-11 20112 (Spring 2011)    BIOL 220 A           INTRO BIOL
92   92       2010-11 20112 (Spring 2011)    BIOL 240 A       THE URBAN FARM
93   93       2010-11 20112 (Spring 2011)    BIOL 302 A  LAB TECHNIQS IN CMB
94   94       2010-11 20112 (Spring 2011)    BIOL 305 A   VIDEO STORYTELLING
95   95       2010-11 20112 (Spring 2011)    BIOL 317 A  PLANT CLASS & IDENT
96   96       2010-11 20112 (Spring 2011)    BIOL 325 A         TREE OF LIFE
97   97       2010-11 20112 (Spring 2011)    BIOL 331 A   LSCAPE PLANT RECOG
98   98       2010-11 20112 (Spring 2011)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
99   99       2010-11 20112 (Spring 2011)    BIOL 354 A EVOL AND SYSTEMATICS
100 100       2010-11 20112 (Spring 2011)    BIOL 355 A FNDATION MOL CEL BIO
101 101       2010-11 20112 (Spring 2011)    BIOL 390 A   INTERNSHIP SEMINAR
102 102       2010-11 20112 (Spring 2011)    BIOL 400 A    MOLECULAR BIOLOGY
103 103       2010-11 20112 (Spring 2011)    BIOL 401 A     ADV CELL BIOLOGY
104 104       2010-11 20112 (Spring 2011)    BIOL 405 A  CEL&MOL BIO DISEASE
105 105       2010-11 20112 (Spring 2011)    BIOL 406 A        INSECT BEHAVR
106 106       2010-11 20112 (Spring 2011)    BIOL 415 A  EVOLUTION & DEVELOP
107 107       2010-11 20112 (Spring 2011)    BIOL 418 A          BIO RHYTHMS
108 108       2010-11 20112 (Spring 2011)    BIOL 425 A  PLANT PHYSIOL & DEV
109 109       2010-11 20112 (Spring 2011)    BIOL 426 A    PLANT PHYSIOL LAB
110 110       2010-11 20112 (Spring 2011)    BIOL 427 A         BIOMECHANICS
111 111       2010-11 20112 (Spring 2011)    BIOL 430 A       MARINE ZOOLOGY
112 112       2010-11 20112 (Spring 2011)    BIOL 433 A       MARINE ECOLOGY
113 113       2010-11 20112 (Spring 2011)    BIOL 443 A     MAMMAL EVOLUTION
114 114       2010-11 20112 (Spring 2011)    BIOL 444 A     NATRL HIST BIRDS
115 115       2010-11 20112 (Spring 2011)    BIOL 445 A        MARINE BOTANY
116 116       2010-11 20112 (Spring 2011)    BIOL 446 A     BIOLOGY OF ALGAE
117 117       2010-11 20112 (Spring 2011)    BIOL 452 A   VERTEBRATE BIOLOGY
118 118       2010-11 20112 (Spring 2011)    BIOL 454 A           ENTOMOLOGY
119 119       2010-11 20112 (Spring 2011)    BIOL 460 A    MAMMALIAN PHYSIOL
120 120       2010-11 20112 (Spring 2011)    BIOL 471 A        PLANT ECOLOGY
121 121       2010-11 20112 (Spring 2011)    BIOL 480 A        FIELD ECOLOGY
122 122       2010-11 20112 (Spring 2011)    BIOL 485 A CELL MOLE& DEV SEMNR
123 123       2010-11 20112 (Spring 2011)    BIOL 485 B CELL MOLE& DEV SEMNR
124 124       2010-11 20112 (Spring 2011)    BIOL 490 A    UNDERGRAD SEMINAR
125 125       2010-11 20112 (Spring 2011)    BIOL 492 B  TEACHING OF BIOLOGY
126 126       2010-11 20113 (Summer 2011)    BIOL 100 A   INTRODCTRY BIOLOGY
127 127       2010-11 20113 (Summer 2011)    BIOL 118 A    SURVEY OF PHYSIOL
128 128       2010-11 20113 (Summer 2011)    BIOL 119 A     ELEM PHYSIOL LAB
129 129       2010-11 20113 (Summer 2011)    BIOL 119 B     ELEM PHYSIOL LAB
130 130       2010-11 20113 (Summer 2011)    BIOL 180 A        INTRO BIOLOGY
131 131       2010-11 20113 (Summer 2011)    BIOL 200 A           INTRO BIOL
132 132       2010-11 20113 (Summer 2011)    BIOL 220 A           INTRO BIOL
133 133       2010-11 20113 (Summer 2011)    BIOL 250 A       MARINE BIOLOGY
134 134       2010-11 20113 (Summer 2011)    BIOL 317 A  PLANT CLASS & IDENT
135 135       2010-11 20113 (Summer 2011)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
136 136       2010-11 20113 (Summer 2011)    BIOL 355 A FNDATION MOL CEL BIO
137 137       2010-11 20113 (Summer 2011)    BIOL 409 A         SOCIOBIOLOGY
138 138       2010-11 20113 (Summer 2011)    BIOL 432 A   MARINE INVERT ZOOL
139 139       2010-11 20113 (Summer 2011)    BIOL 434 A    INVERTEBRATE ZOOL
140 140       2010-11 20113 (Summer 2011)    BIOL 442 A  MUSH & RELATD FUNGI
141 141       2010-11 20113 (Summer 2011)    BIOL 452 A   VERTEBRATE BIOLOGY
142 142       2010-11 20113 (Summer 2011)    BIOL 497 A       SPECIAL TOPICS
143 143       2010-11 20113 (Summer 2011)    BIOL 533 A         ADV ORG BIOL
144 144       2010-11 20113 (Summer 2011)    BIOL 533 B         ADV ORG BIOL
145 145       2011-12 20114 (Autumn 2011)    BIOL 104 A    BIOL FOR EL TCHRS
146 146       2011-12 20114 (Autumn 2011)    BIOL 106 A    INTRO BIO SEMINAR
147 147       2011-12 20114 (Autumn 2011)    BIOL 110 A  DISCOVERY SEM - BIO
148 148       2011-12 20114 (Autumn 2011)    BIOL 110 B  DISCOVERY SEM - BIO
149 149       2011-12 20114 (Autumn 2011)    BIOL 118 A    SURVEY OF PHYSIOL
150 150       2011-12 20114 (Autumn 2011)    BIOL 118 B    SURVEY OF PHYSIOL
151 151       2011-12 20114 (Autumn 2011)    BIOL 119 A     ELEM PHYSIOL LAB
152 152       2011-12 20114 (Autumn 2011)    BIOL 119 B     ELEM PHYSIOL LAB
153 153       2011-12 20114 (Autumn 2011)    BIOL 119 C     ELEM PHYSIOL LAB
154 154       2011-12 20114 (Autumn 2011)    BIOL 119 D     ELEM PHYSIOL LAB
155 155       2011-12 20114 (Autumn 2011)    BIOL 119 E     ELEM PHYSIOL LAB
156 156       2011-12 20114 (Autumn 2011)    BIOL 119 F     ELEM PHYSIOL LAB
157 157       2011-12 20114 (Autumn 2011)    BIOL 179 A    LEARN IN SCIENCES
158 158       2011-12 20114 (Autumn 2011)    BIOL 180 A        INTRO BIOLOGY
159 159       2011-12 20114 (Autumn 2011)    BIOL 200 A           INTRO BIOL
160 160       2011-12 20114 (Autumn 2011)    BIOL 220 A           INTRO BIOL
161 161       2011-12 20114 (Autumn 2011)    BIOL 250 D       MARINE BIOLOGY
162 162       2011-12 20114 (Autumn 2011)    BIOL 280 A  THE HISTORY OF LIFE
163 163       2011-12 20114 (Autumn 2011)    BIOL 302 A  LAB TECHNIQS IN CMB
164 164       2011-12 20114 (Autumn 2011)    BIOL 340 A  GENETS & MOLEC ECOL
165 165       2011-12 20114 (Autumn 2011)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
166 166       2011-12 20114 (Autumn 2011)    BIOL 354 A EVOL AND SYSTEMATICS
167 167       2011-12 20114 (Autumn 2011)    BIOL 355 A FNDATION MOL CEL BIO
168 168       2011-12 20114 (Autumn 2011)    BIOL 355 B FNDATION MOL CEL BIO
169 169       2011-12 20114 (Autumn 2011)    BIOL 356 A   FNDATNS IN ECOLOGY
170 170       2011-12 20114 (Autumn 2011)    BIOL 400 A    MOLECULAR BIOLOGY
171 171       2011-12 20114 (Autumn 2011)    BIOL 404 A  ANIMAL CELL PHYSIOL
172 172       2011-12 20114 (Autumn 2011)    BIOL 408 A   MECH OF ANML BEHAV
173 173       2011-12 20114 (Autumn 2011)    BIOL 411 A             DEV BIOL
174 174       2011-12 20114 (Autumn 2011)    BIOL 415 A  EVOLUTION & DEVELOP
175 175       2011-12 20114 (Autumn 2011)    BIOL 441 A  MORPH ANAT LAND PLT
176 176       2011-12 20114 (Autumn 2011)    BIOL 447 A    GREENING OF EARTH
177 177       2011-12 20114 (Autumn 2011)    BIOL 453 A      CMPR ANAT VERTS
178 178       2011-12 20114 (Autumn 2011)    BIOL 462 A      ADV ANIMAL PHYS
179 179       2011-12 20114 (Autumn 2011)    BIOL 463 A  ADV ANIMAL PHYS LAB
180 180       2011-12 20114 (Autumn 2011)    BIOL 463 C  ADV ANIMAL PHYS LAB
181 181       2011-12 20114 (Autumn 2011)    BIOL 465 A  COMPR ENDOCRINOLOGY
182 182       2011-12 20114 (Autumn 2011)    BIOL 468 A   MEDICAL PHYSIOLOGY
183 183       2011-12 20114 (Autumn 2011)    BIOL 473 A            LIMNOLOGY
184 184       2011-12 20114 (Autumn 2011)    BIOL 473 B            LIMNOLOGY
185 185       2011-12 20114 (Autumn 2011)    BIOL 481 A  EXPMTL EVOL ECOLOGY
186 186       2011-12 20114 (Autumn 2011)    BIOL 492 B  TEACHING OF BIOLOGY
187 187       2011-12 20114 (Autumn 2011)    BIOL 502 A        GRANT WRITING
188 188       2011-12 20121 (Winter 2012)    BIOL 104 A    BIOL FOR EL TCHRS
189 189       2011-12 20121 (Winter 2012)    BIOL 106 A    INTRO BIO SEMINAR
190 190       2011-12 20121 (Winter 2012)    BIOL 118 A    SURVEY OF PHYSIOL
191 191       2011-12 20121 (Winter 2012)    BIOL 119 A     ELEM PHYSIOL LAB
192 192       2011-12 20121 (Winter 2012)    BIOL 119 B     ELEM PHYSIOL LAB
193 193       2011-12 20121 (Winter 2012)    BIOL 119 C     ELEM PHYSIOL LAB
194 194       2011-12 20121 (Winter 2012)    BIOL 119 D     ELEM PHYSIOL LAB
195 195       2011-12 20121 (Winter 2012)    BIOL 119 E     ELEM PHYSIOL LAB
196 196       2011-12 20121 (Winter 2012)    BIOL 119 F     ELEM PHYSIOL LAB
197 197       2011-12 20121 (Winter 2012)    BIOL 119 G     ELEM PHYSIOL LAB
198 198       2011-12 20121 (Winter 2012)    BIOL 180 A        INTRO BIOLOGY
199 199       2011-12 20121 (Winter 2012)    BIOL 200 A           INTRO BIOL
200 200       2011-12 20121 (Winter 2012)    BIOL 220 A           INTRO BIOL
201 201       2011-12 20121 (Winter 2012)    BIOL 300 A   INTRO NEUROSCIENCE
202 202       2011-12 20121 (Winter 2012)    BIOL 302 A  LAB TECHNIQS IN CMB
203 203       2011-12 20121 (Winter 2012)    BIOL 311 A    BIOLOGY OF FISHES
204 204       2011-12 20121 (Winter 2012)    BIOL 311 B    BIOLOGY OF FISHES
205 205       2011-12 20121 (Winter 2012)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
206 206       2011-12 20121 (Winter 2012)    BIOL 355 A FNDATION MOL CEL BIO
207 207       2011-12 20121 (Winter 2012)    BIOL 356 A   FNDATNS IN ECOLOGY
208 208       2011-12 20121 (Winter 2012)    BIOL 400 A    MOLECULAR BIOLOGY
209 209       2011-12 20121 (Winter 2012)    BIOL 401 A     ADV CELL BIOLOGY
210 210       2011-12 20121 (Winter 2012)    BIOL 409 A         SOCIOBIOLOGY
211 211       2011-12 20121 (Winter 2012)    BIOL 411 A             DEV BIOL
212 212       2011-12 20121 (Winter 2012)    BIOL 423 A  MARINE ECOL PROCESS
213 213       2011-12 20121 (Winter 2012)    BIOL 424 A  PLANT ECOPHYSIOLOGY
214 214       2011-12 20121 (Winter 2012)    BIOL 434 A    INVERTEBRATE ZOOL
215 215       2011-12 20121 (Winter 2012)    BIOL 440 A     GENERAL MYCOLOGY
216 216       2011-12 20121 (Winter 2012)    BIOL 453 A      CMPR ANAT VERTS
217 217       2011-12 20121 (Winter 2012)    BIOL 457 A   CHEM COMMUNICATION
218 218       2011-12 20121 (Winter 2012)    BIOL 460 A    MAMMALIAN PHYSIOL
219 219       2011-12 20121 (Winter 2012)    BIOL 469 A   EVOLUTION&MEDICINE
220 220       2011-12 20121 (Winter 2012)    BIOL 476 A    CONSERVATION BIOL
221 221       2011-12 20122 (Spring 2012)    BIOL 106 A    INTRO BIO SEMINAR
222 222       2011-12 20122 (Spring 2012)    BIOL 118 A    SURVEY OF PHYSIOL
223 223       2011-12 20122 (Spring 2012)    BIOL 119 A     ELEM PHYSIOL LAB
224 224       2011-12 20122 (Spring 2012)    BIOL 119 B     ELEM PHYSIOL LAB
225 225       2011-12 20122 (Spring 2012)    BIOL 119 C     ELEM PHYSIOL LAB
226 226       2011-12 20122 (Spring 2012)    BIOL 119 D     ELEM PHYSIOL LAB
227 227       2011-12 20122 (Spring 2012)    BIOL 119 E     ELEM PHYSIOL LAB
228 228       2011-12 20122 (Spring 2012)    BIOL 119 F     ELEM PHYSIOL LAB
229 229       2011-12 20122 (Spring 2012)    BIOL 119 G     ELEM PHYSIOL LAB
230 230       2011-12 20122 (Spring 2012)    BIOL 180 A        INTRO BIOLOGY
231 231       2011-12 20122 (Spring 2012)    BIOL 200 A           INTRO BIOL
232 232       2011-12 20122 (Spring 2012)    BIOL 220 A           INTRO BIOL
233 233       2011-12 20122 (Spring 2012)    BIOL 240 A       THE URBAN FARM
234 234       2011-12 20122 (Spring 2012)    BIOL 305 A   VIDEO STORYTELLING
235 235       2011-12 20122 (Spring 2012)    BIOL 315 A  BIOL IMP CLMAT CHNG
236 236       2011-12 20122 (Spring 2012)    BIOL 317 A  PLANT CLASS & IDENT
237 237       2011-12 20122 (Spring 2012)    BIOL 325 A         TREE OF LIFE
238 238       2011-12 20122 (Spring 2012)    BIOL 331 A   LSCAPE PLANT RECOG
239 239       2011-12 20122 (Spring 2012)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
240 240       2011-12 20122 (Spring 2012)    BIOL 354 A EVOL AND SYSTEMATICS
241 241       2011-12 20122 (Spring 2012)    BIOL 355 A FNDATION MOL CEL BIO
242 242       2011-12 20122 (Spring 2012)    BIOL 400 A    MOLECULAR BIOLOGY
243 243       2011-12 20122 (Spring 2012)    BIOL 401 A     ADV CELL BIOLOGY
244 244       2011-12 20122 (Spring 2012)    BIOL 405 A  CEL&MOL BIO DISEASE
245 245       2011-12 20122 (Spring 2012)    BIOL 418 A          BIO RHYTHMS
246 246       2011-12 20122 (Spring 2012)    BIOL 425 A  PLANT PHYSIOL & DEV
247 247       2011-12 20122 (Spring 2012)    BIOL 426 A    PLANT PHYSIOL LAB
248 248       2011-12 20122 (Spring 2012)    BIOL 430 A       MARINE ZOOLOGY
249 249       2011-12 20122 (Spring 2012)    BIOL 443 A     MAMMAL EVOLUTION
250 250       2011-12 20122 (Spring 2012)    BIOL 444 A     NATRL HIST BIRDS
251 251       2011-12 20122 (Spring 2012)    BIOL 445 A        MARINE BOTANY
252 252       2011-12 20122 (Spring 2012)    BIOL 446 A     BIOLOGY OF ALGAE
253 253       2011-12 20122 (Spring 2012)    BIOL 452 A   VERTEBRATE BIOLOGY
254 254       2011-12 20122 (Spring 2012)    BIOL 454 A           ENTOMOLOGY
255 255       2011-12 20122 (Spring 2012)    BIOL 455 A       ENTOMOLOGY LAB
256 256       2011-12 20122 (Spring 2012)    BIOL 459 A  DEVLPMNTL NEUROBIOL
257 257       2011-12 20122 (Spring 2012)    BIOL 471 A        PLANT ECOLOGY
258 258       2011-12 20122 (Spring 2012)    BIOL 480 A        FIELD ECOLOGY
259 259       2011-12 20122 (Spring 2012)    BIOL 485 A CELL MOLE& DEV SEMNR
260 260       2011-12 20122 (Spring 2012)    BIOL 488 A   PHYSIOLOGY SEMINAR
261 261       2011-12 20122 (Spring 2012)    BIOL 489 A   PLANT BIOL SEMINAR
262 262       2011-12 20122 (Spring 2012)    BIOL 490 A    UNDERGRAD SEMINAR
263 263       2011-12 20122 (Spring 2012)    BIOL 490 E    UNDERGRAD SEMINAR
264 264       2011-12 20122 (Spring 2012)    BIOL 492 B  TEACHING OF BIOLOGY
265 265       2011-12 20122 (Spring 2012)    BIOL 497 A       SPECIAL TOPICS
266 266       2011-12 20123 (Summer 2012)    BIOL 118 A    SURVEY OF PHYSIOL
267 267       2011-12 20123 (Summer 2012)    BIOL 119 B     ELEM PHYSIOL LAB
268 268       2011-12 20123 (Summer 2012)    BIOL 119 C     ELEM PHYSIOL LAB
269 269       2011-12 20123 (Summer 2012)    BIOL 180 A        INTRO BIOLOGY
270 270       2011-12 20123 (Summer 2012)    BIOL 200 A           INTRO BIOL
271 271       2011-12 20123 (Summer 2012)    BIOL 200 B           INTRO BIOL
272 272       2011-12 20123 (Summer 2012)    BIOL 220 A           INTRO BIOL
273 273       2011-12 20123 (Summer 2012)    BIOL 240 A       THE URBAN FARM
274 274       2011-12 20123 (Summer 2012)    BIOL 250 A       MARINE BIOLOGY
275 275       2011-12 20123 (Summer 2012)    BIOL 317 A  PLANT CLASS & IDENT
276 276       2011-12 20123 (Summer 2012)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
277 277       2011-12 20123 (Summer 2012)    BIOL 355 A FNDATION MOL CEL BIO
278 278       2011-12 20123 (Summer 2012)    BIOL 432 A   MARINE INVERT ZOOL
279 279       2011-12 20123 (Summer 2012)    BIOL 434 A    INVERTEBRATE ZOOL
280 280       2011-12 20123 (Summer 2012)    BIOL 442 A  MUSH & RELATD FUNGI
281 281       2011-12 20123 (Summer 2012)    BIOL 452 A   VERTEBRATE BIOLOGY
282 282       2011-12 20123 (Summer 2012)    BIOL 459 A  DEVLPMNTL NEUROBIOL
283 283       2011-12 20123 (Summer 2012)    BIOL 533 A         ADV ORG BIOL
284 284       2011-12 20123 (Summer 2012)    BIOL 533 B         ADV ORG BIOL
285 285       2012-13 20124 (Autumn 2012)    BIOL 104 A    BIOL FOR EL TCHRS
286 286       2012-13 20124 (Autumn 2012)    BIOL 106 A    INTRO BIO SEMINAR
287 287       2012-13 20124 (Autumn 2012)    BIOL 118 A    SURVEY OF PHYSIOL
288 288       2012-13 20124 (Autumn 2012)    BIOL 118 B    SURVEY OF PHYSIOL
289 289       2012-13 20124 (Autumn 2012)    BIOL 119 A     ELEM PHYSIOL LAB
290 290       2012-13 20124 (Autumn 2012)    BIOL 119 B     ELEM PHYSIOL LAB
291 291       2012-13 20124 (Autumn 2012)    BIOL 119 C     ELEM PHYSIOL LAB
292 292       2012-13 20124 (Autumn 2012)    BIOL 119 D     ELEM PHYSIOL LAB
293 293       2012-13 20124 (Autumn 2012)    BIOL 119 E     ELEM PHYSIOL LAB
294 294       2012-13 20124 (Autumn 2012)    BIOL 119 F     ELEM PHYSIOL LAB
295 295       2012-13 20124 (Autumn 2012)    BIOL 180 A        INTRO BIOLOGY
296 296       2012-13 20124 (Autumn 2012)    BIOL 180 B        INTRO BIOLOGY
297 297       2012-13 20124 (Autumn 2012)    BIOL 200 A           INTRO BIOL
298 298       2012-13 20124 (Autumn 2012)    BIOL 220 A           INTRO BIOL
299 299       2012-13 20124 (Autumn 2012)    BIOL 250 D       MARINE BIOLOGY
300 300       2012-13 20124 (Autumn 2012)    BIOL 280 A  THE HISTORY OF LIFE
301 301       2012-13 20124 (Autumn 2012)    BIOL 302 A  LAB TECHNIQS IN CMB
302 302       2012-13 20124 (Autumn 2012)    BIOL 315 A  BIOL IMP CLMAT CHNG
303 303       2012-13 20124 (Autumn 2012)    BIOL 340 A  GENETS & MOLEC ECOL
304 304       2012-13 20124 (Autumn 2012)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
305 305       2012-13 20124 (Autumn 2012)    BIOL 354 A EVOL AND SYSTEMATICS
306 306       2012-13 20124 (Autumn 2012)    BIOL 355 A FNDATION MOL CEL BIO
307 307       2012-13 20124 (Autumn 2012)    BIOL 355 B FNDATION MOL CEL BIO
308 308       2012-13 20124 (Autumn 2012)    BIOL 356 A   FNDATNS IN ECOLOGY
309 309       2012-13 20124 (Autumn 2012)    BIOL 380 A  BIOMEDICAL ADVANCES
310 310       2012-13 20124 (Autumn 2012)    BIOL 400 A    MOLECULAR BIOLOGY
311 311       2012-13 20124 (Autumn 2012)    BIOL 411 A             DEV BIOL
312 312       2012-13 20124 (Autumn 2012)    BIOL 427 A         BIOMECHANICS
313 313       2012-13 20124 (Autumn 2012)    BIOL 441 A  MORPH ANAT LAND PLT
314 314       2012-13 20124 (Autumn 2012)    BIOL 442 A  MUSH & RELATD FUNGI
315 315       2012-13 20124 (Autumn 2012)    BIOL 450 A          VERTE PALEO
316 316       2012-13 20124 (Autumn 2012)    BIOL 453 A      CMPR ANAT VERTS
317 317       2012-13 20124 (Autumn 2012)    BIOL 462 A      ADV ANIMAL PHYS
318 318       2012-13 20124 (Autumn 2012)    BIOL 463 A  ADV ANIMAL PHYS LAB
319 319       2012-13 20124 (Autumn 2012)    BIOL 463 B  ADV ANIMAL PHYS LAB
320 320       2012-13 20124 (Autumn 2012)    BIOL 463 C  ADV ANIMAL PHYS LAB
321 321       2012-13 20124 (Autumn 2012)    BIOL 465 A  COMPR ENDOCRINOLOGY
322 322       2012-13 20124 (Autumn 2012)    BIOL 468 A   MEDICAL PHYSIOLOGY
323 323       2012-13 20124 (Autumn 2012)    BIOL 473 A            LIMNOLOGY
324 324       2012-13 20124 (Autumn 2012)    BIOL 473 B            LIMNOLOGY
325 325       2012-13 20124 (Autumn 2012)    BIOL 481 A  EXPMTL EVOL ECOLOGY
326 326       2012-13 20124 (Autumn 2012)    BIOL 485 A CELL MOLE& DEV SEMNR
327 327       2012-13 20124 (Autumn 2012)    BIOL 502 A        GRANT WRITING
328 328       2012-13 20131 (Winter 2013)    BIOL 106 A    INTRO BIO SEMINAR
329 329       2012-13 20131 (Winter 2013)    BIOL 118 A    SURVEY OF PHYSIOL
330 330       2012-13 20131 (Winter 2013)    BIOL 119 A     ELEM PHYSIOL LAB
331 331       2012-13 20131 (Winter 2013)    BIOL 119 B     ELEM PHYSIOL LAB
332 332       2012-13 20131 (Winter 2013)    BIOL 119 C     ELEM PHYSIOL LAB
333 333       2012-13 20131 (Winter 2013)    BIOL 119 D     ELEM PHYSIOL LAB
334 334       2012-13 20131 (Winter 2013)    BIOL 119 E     ELEM PHYSIOL LAB
335 335       2012-13 20131 (Winter 2013)    BIOL 119 F     ELEM PHYSIOL LAB
336 336       2012-13 20131 (Winter 2013)    BIOL 119 G     ELEM PHYSIOL LAB
337 337       2012-13 20131 (Winter 2013)    BIOL 180 A        INTRO BIOLOGY
338 338       2012-13 20131 (Winter 2013)    BIOL 200 A           INTRO BIOL
339 339       2012-13 20131 (Winter 2013)    BIOL 200 B           INTRO BIOL
340 340       2012-13 20131 (Winter 2013)    BIOL 220 A           INTRO BIOL
341 341       2012-13 20131 (Winter 2013)    BIOL 300 A   INTRO NEUROSCIENCE
342 342       2012-13 20131 (Winter 2013)    BIOL 302 A  LAB TECHNIQS IN CMB
343 343       2012-13 20131 (Winter 2013)    BIOL 311 A    BIOLOGY OF FISHES
344 344       2012-13 20131 (Winter 2013)    BIOL 311 B    BIOLOGY OF FISHES
345 345       2012-13 20131 (Winter 2013)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
346 346       2012-13 20131 (Winter 2013)    BIOL 355 A FNDATION MOL CEL BIO
347 347       2012-13 20131 (Winter 2013)    BIOL 356 A   FNDATNS IN ECOLOGY
348 348       2012-13 20131 (Winter 2013)    BIOL 403 A       PHYS HISTOLOGY
349 349       2012-13 20131 (Winter 2013)    BIOL 411 A             DEV BIOL
350 350       2012-13 20131 (Winter 2013)    BIOL 413 A  GENETICS OF DVLPMNT
351 351       2012-13 20131 (Winter 2013)    BIOL 416 A  MOL GENET PLANT DEV
352 352       2012-13 20131 (Winter 2013)    BIOL 422 A   BEHAVIOR OF PLANTS
353 353       2012-13 20131 (Winter 2013)    BIOL 423 A  MARINE ECOL PROCESS
354 354       2012-13 20131 (Winter 2013)    BIOL 424 A  PLANT ECOPHYSIOLOGY
355 355       2012-13 20131 (Winter 2013)    BIOL 434 A    INVERTEBRATE ZOOL
356 356       2012-13 20131 (Winter 2013)    BIOL 453 A      CMPR ANAT VERTS
357 357       2012-13 20131 (Winter 2013)    BIOL 459 A  DEVLPMNTL NEUROBIOL
358 358       2012-13 20131 (Winter 2013)    BIOL 461 A         NEUROBIOLOGY
359 359       2012-13 20131 (Winter 2013)    BIOL 476 A    CONSERVATION BIOL
360 360       2012-13 20131 (Winter 2013)    BIOL 482 A  ADV EXP EVOL ECOLGY
361 361       2012-13 20131 (Winter 2013)    BIOL 490 B    UNDERGRAD SEMINAR
362 362       2012-13 20132 (Spring 2013)    BIOL 106 A    INTRO BIO SEMINAR
363 363       2012-13 20132 (Spring 2013)    BIOL 108 A   EVOL & HUMAN BEHAV
364 364       2012-13 20132 (Spring 2013)    BIOL 118 A    SURVEY OF PHYSIOL
365 365       2012-13 20132 (Spring 2013)    BIOL 119 A     ELEM PHYSIOL LAB
366 366       2012-13 20132 (Spring 2013)    BIOL 119 B     ELEM PHYSIOL LAB
367 367       2012-13 20132 (Spring 2013)    BIOL 119 C     ELEM PHYSIOL LAB
368 368       2012-13 20132 (Spring 2013)    BIOL 119 D     ELEM PHYSIOL LAB
369 369       2012-13 20132 (Spring 2013)    BIOL 119 E     ELEM PHYSIOL LAB
370 370       2012-13 20132 (Spring 2013)    BIOL 119 F     ELEM PHYSIOL LAB
371 371       2012-13 20132 (Spring 2013)    BIOL 119 G     ELEM PHYSIOL LAB
372 372       2012-13 20132 (Spring 2013)    BIOL 180 A        INTRO BIOLOGY
373 373       2012-13 20132 (Spring 2013)    BIOL 200 A           INTRO BIOL
374 374       2012-13 20132 (Spring 2013)    BIOL 220 A           INTRO BIOL
375 375       2012-13 20132 (Spring 2013)    BIOL 305 A   VIDEO STORYTELLING
376 376       2012-13 20132 (Spring 2013)    BIOL 317 A  PLANT CLASS & IDENT
377 377       2012-13 20132 (Spring 2013)    BIOL 331 A   LSCAPE PLANT RECOG
378 378       2012-13 20132 (Spring 2013)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
379 379       2012-13 20132 (Spring 2013)    BIOL 354 A EVOL AND SYSTEMATICS
380 380       2012-13 20132 (Spring 2013)    BIOL 355 A FNDATION MOL CEL BIO
381 381       2012-13 20132 (Spring 2013)    BIOL 360 A     CELLULAR ANATOMY
382 382       2012-13 20132 (Spring 2013)    BIOL 400 A    MOLECULAR BIOLOGY
383 383       2012-13 20132 (Spring 2013)    BIOL 401 A     ADV CELL BIOLOGY
384 384       2012-13 20132 (Spring 2013)    BIOL 405 A  CEL&MOL BIO DISEASE
385 385       2012-13 20132 (Spring 2013)    BIOL 411 A             DEV BIOL
386 386       2012-13 20132 (Spring 2013)    BIOL 415 A  EVOLUTION & DEVELOP
387 387       2012-13 20132 (Spring 2013)    BIOL 425 A  PLANT PHYSIOL & DEV
388 388       2012-13 20132 (Spring 2013)    BIOL 426 A    PLANT PHYSIOL LAB
389 389       2012-13 20132 (Spring 2013)    BIOL 426 B    PLANT PHYSIOL LAB
390 390       2012-13 20132 (Spring 2013)    BIOL 430 A       MARINE ZOOLOGY
391 391       2012-13 20132 (Spring 2013)    BIOL 433 A       MARINE ECOLOGY
392 392       2012-13 20132 (Spring 2013)    BIOL 440 A     GENERAL MYCOLOGY
393 393       2012-13 20132 (Spring 2013)    BIOL 444 A          ORNITHOLOGY
394 394       2012-13 20132 (Spring 2013)    BIOL 445 A        MARINE BOTANY
395 395       2012-13 20132 (Spring 2013)    BIOL 452 A   VERTEBRATE BIOLOGY
396 396       2012-13 20132 (Spring 2013)    BIOL 454 A           ENTOMOLOGY
397 397       2012-13 20132 (Spring 2013)    BIOL 460 A    MAMMALIAN PHYSIOL
398 398       2012-13 20132 (Spring 2013)    BIOL 466 A    EMERGING DISEASES
399 399       2012-13 20132 (Spring 2013)    BIOL 471 A        PLANT ECOLOGY
400 400       2012-13 20132 (Spring 2013)    BIOL 480 A        FIELD ECOLOGY
401 401       2012-13 20132 (Spring 2013)    BIOL 487 A   CONSERV BIOL SEMNR
402 402       2012-13 20132 (Spring 2013)    BIOL 488 A   PHYSIOLOGY SEMINAR
403 403       2012-13 20132 (Spring 2013)    BIOL 488 B   PHYSIOLOGY SEMINAR
404 404       2012-13 20132 (Spring 2013)    BIOL 489 A   PLANT BIOL SEMINAR
405 405       2012-13 20132 (Spring 2013)    BIOL 489 B   PLANT BIOL SEMINAR
406 406       2012-13 20132 (Spring 2013)    BIOL 492 A  TEACHING OF BIOLOGY
407 407       2012-13 20133 (Summer 2013)    BIOL 118 A    SURVEY OF PHYSIOL
408 408       2012-13 20133 (Summer 2013)    BIOL 119 A     ELEM PHYSIOL LAB
409 409       2012-13 20133 (Summer 2013)    BIOL 119 C     ELEM PHYSIOL LAB
410 410       2012-13 20133 (Summer 2013)    BIOL 180 A        INTRO BIOLOGY
411 411       2012-13 20133 (Summer 2013)    BIOL 200 A           INTRO BIOL
412 412       2012-13 20133 (Summer 2013)    BIOL 200 B           INTRO BIOL
413 413       2012-13 20133 (Summer 2013)    BIOL 220 A           INTRO BIOL
414 414       2012-13 20133 (Summer 2013)    BIOL 240 A       THE URBAN FARM
415 415       2012-13 20133 (Summer 2013)    BIOL 317 A  PLANT CLASS & IDENT
416 416       2012-13 20133 (Summer 2013)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
417 417       2012-13 20133 (Summer 2013)    BIOL 354 A EVOL AND SYSTEMATICS
418 418       2012-13 20133 (Summer 2013)    BIOL 355 A FNDATION MOL CEL BIO
419 419       2012-13 20133 (Summer 2013)    BIOL 415 A  EVOLUTION & DEVELOP
420 420       2012-13 20133 (Summer 2013)    BIOL 432 A   MARINE INVERT ZOOL
421 421       2012-13 20133 (Summer 2013)    BIOL 434 A    INVERTEBRATE ZOOL
422 422       2012-13 20133 (Summer 2013)    BIOL 440 A     GENERAL MYCOLOGY
423 423       2012-13 20133 (Summer 2013)    BIOL 452 A   VERTEBRATE BIOLOGY
424 424       2012-13 20133 (Summer 2013)    BIOL 459 A  DEVLPMNTL NEUROBIOL
425 425       2012-13 20133 (Summer 2013)    BIOL 485 A CELL MOLE& DEV SEMNR
426 426       2012-13 20133 (Summer 2013)    BIOL 536 A  COMP INVERT EMBRYOL
427 427       2013-14 20134 (Autumn 2013)    BIOL 100 C   INTRODCTRY BIOLOGY
428 428       2013-14 20134 (Autumn 2013)    BIOL 100 N   INTRODCTRY BIOLOGY
429 429       2013-14 20134 (Autumn 2013)    BIOL 106 A    INTRO BIO SEMINAR
430 430       2013-14 20134 (Autumn 2013)    BIOL 110 A  DISCOVERY SEM - BIO
431 431       2013-14 20134 (Autumn 2013)    BIOL 118 A    SURVEY OF PHYSIOL
432 432       2013-14 20134 (Autumn 2013)    BIOL 118 B    SURVEY OF PHYSIOL
433 433       2013-14 20134 (Autumn 2013)    BIOL 119 A     ELEM PHYSIOL LAB
434 434       2013-14 20134 (Autumn 2013)    BIOL 119 B     ELEM PHYSIOL LAB
435 435       2013-14 20134 (Autumn 2013)    BIOL 119 C     ELEM PHYSIOL LAB
436 436       2013-14 20134 (Autumn 2013)    BIOL 119 D     ELEM PHYSIOL LAB
437 437       2013-14 20134 (Autumn 2013)    BIOL 119 E     ELEM PHYSIOL LAB
438 438       2013-14 20134 (Autumn 2013)    BIOL 119 F     ELEM PHYSIOL LAB
439 439       2013-14 20134 (Autumn 2013)    BIOL 180 A        INTRO BIOLOGY
440 440       2013-14 20134 (Autumn 2013)    BIOL 180 B        INTRO BIOLOGY
441 441       2013-14 20134 (Autumn 2013)    BIOL 200 A           INTRO BIOL
442 442       2013-14 20134 (Autumn 2013)    BIOL 220 A           INTRO BIOL
443 443       2013-14 20134 (Autumn 2013)    BIOL 250 D       MARINE BIOLOGY
444 444       2013-14 20134 (Autumn 2013)    BIOL 280 A  THE HISTORY OF LIFE
445 445       2013-14 20134 (Autumn 2013)    BIOL 302 A  LAB TECHNIQS IN CMB
446 446       2013-14 20134 (Autumn 2013)    BIOL 340 A  GENETS & MOLEC ECOL
447 447       2013-14 20134 (Autumn 2013)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
448 448       2013-14 20134 (Autumn 2013)    BIOL 354 A EVOL AND SYSTEMATICS
449 449       2013-14 20134 (Autumn 2013)    BIOL 355 A FNDATION MOL CEL BIO
450 450       2013-14 20134 (Autumn 2013)    BIOL 355 B FNDATION MOL CEL BIO
451 451       2013-14 20134 (Autumn 2013)    BIOL 356 A   FNDATNS IN ECOLOGY
452 452       2013-14 20134 (Autumn 2013)    BIOL 360 A     CELLULAR ANATOMY
453 453       2013-14 20134 (Autumn 2013)    BIOL 380 A     BIOMED & SOCIETY
454 454       2013-14 20134 (Autumn 2013)    BIOL 400 A    MOLECULAR BIOLOGY
455 455       2013-14 20134 (Autumn 2013)    BIOL 404 A  ANIMAL CELL PHYSIOL
456 456       2013-14 20134 (Autumn 2013)    BIOL 408 A   MECH OF ANML BEHAV
457 457       2013-14 20134 (Autumn 2013)    BIOL 411 A             DEV BIOL
458 458       2013-14 20134 (Autumn 2013)    BIOL 415 A  EVOLUTION & DEVELOP
459 459       2013-14 20134 (Autumn 2013)    BIOL 417 A  REPRODUC PHYS VERTS
460 460       2013-14 20134 (Autumn 2013)    BIOL 421 A  ECO&EVOL PHYSIOLOGY
461 461       2013-14 20134 (Autumn 2013)    BIOL 427 A         BIOMECHANICS
462 462       2013-14 20134 (Autumn 2013)    BIOL 441 A  LAND PLT EVO TRENDS
463 463       2013-14 20134 (Autumn 2013)    BIOL 442 A  MUSH & RELATD FUNGI
464 464       2013-14 20134 (Autumn 2013)    BIOL 447 A    GREENING OF EARTH
465 465       2013-14 20134 (Autumn 2013)    BIOL 448 A            MAMMALOGY
466 466       2013-14 20134 (Autumn 2013)    BIOL 453 A      CMPR ANAT VERTS
467 467       2013-14 20134 (Autumn 2013)    BIOL 462 A      ADV ANIMAL PHYS
468 468       2013-14 20134 (Autumn 2013)    BIOL 463 A  ADV ANIMAL PHYS LAB
469 469       2013-14 20134 (Autumn 2013)    BIOL 463 C  ADV ANIMAL PHYS LAB
470 470       2013-14 20134 (Autumn 2013)    BIOL 466 A    EMERGING DISEASES
471 471       2013-14 20134 (Autumn 2013)    BIOL 468 A   MEDICAL PHYSIOLOGY
472 472       2013-14 20134 (Autumn 2013)    BIOL 473 A            LIMNOLOGY
473 473       2013-14 20134 (Autumn 2013)    BIOL 473 B            LIMNOLOGY
474 474       2013-14 20134 (Autumn 2013)    BIOL 485 A CELL MOLE& DEV SEMNR
475 475       2013-14 20134 (Autumn 2013)    BIOL 492 A  TEACHING OF BIOLOGY
476 476       2013-14 20141 (Winter 2014)    BIOL 106 A    INTRO BIO SEMINAR
477 477       2013-14 20141 (Winter 2014)    BIOL 108 A   EVOL & HUMAN BEHAV
478 478       2013-14 20141 (Winter 2014)    BIOL 118 A    SURVEY OF PHYSIOL
479 479       2013-14 20141 (Winter 2014)    BIOL 119 A     ELEM PHYSIOL LAB
480 480       2013-14 20141 (Winter 2014)    BIOL 119 B     ELEM PHYSIOL LAB
481 481       2013-14 20141 (Winter 2014)    BIOL 119 C     ELEM PHYSIOL LAB
482 482       2013-14 20141 (Winter 2014)    BIOL 119 E     ELEM PHYSIOL LAB
483 483       2013-14 20141 (Winter 2014)    BIOL 119 F     ELEM PHYSIOL LAB
484 484       2013-14 20141 (Winter 2014)    BIOL 119 G     ELEM PHYSIOL LAB
485 485       2013-14 20141 (Winter 2014)    BIOL 180 A        INTRO BIOLOGY
486 486       2013-14 20141 (Winter 2014)    BIOL 200 A           INTRO BIOL
487 487       2013-14 20141 (Winter 2014)    BIOL 200 B           INTRO BIOL
488 488       2013-14 20141 (Winter 2014)    BIOL 220 A           INTRO BIOL
489 489       2013-14 20141 (Winter 2014)    BIOL 300 A   INTRO NEUROSCIENCE
490 490       2013-14 20141 (Winter 2014)    BIOL 302 A  LAB TECHNIQS IN CMB
491 491       2013-14 20141 (Winter 2014)    BIOL 311 A    BIOLOGY OF FISHES
492 492       2013-14 20141 (Winter 2014)    BIOL 311 B    BIOLOGY OF FISHES
493 493       2013-14 20141 (Winter 2014)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
494 494       2013-14 20141 (Winter 2014)    BIOL 355 A FNDATION MOL CEL BIO
495 495       2013-14 20141 (Winter 2014)    BIOL 356 A   FNDATNS IN ECOLOGY
496 496       2013-14 20141 (Winter 2014)    BIOL 401 A     ADV CELL BIOLOGY
497 497       2013-14 20141 (Winter 2014)    BIOL 403 A       PHYS HISTOLOGY
498 498       2013-14 20141 (Winter 2014)    BIOL 411 A             DEV BIOL
499 499       2013-14 20141 (Winter 2014)    BIOL 413 A  GENETICS OF DVLPMNT
500 500       2013-14 20141 (Winter 2014)    BIOL 423 A  MARINE ECOL PROCESS
501 501       2013-14 20141 (Winter 2014)    BIOL 424 A  PLANT ECOPHYSIOLOGY
502 502       2013-14 20141 (Winter 2014)    BIOL 425 A  PLANT PHYSIOL & DEV
503 503       2013-14 20141 (Winter 2014)    BIOL 434 A    INVERTEBRATE ZOOL
504 504       2013-14 20141 (Winter 2014)    BIOL 453 A      CMPR ANAT VERTS
505 505       2013-14 20141 (Winter 2014)    BIOL 457 A   CHEM COMMUNICATION
506 506       2013-14 20141 (Winter 2014)    BIOL 459 A  DEVLPMNTL NEUROBIOL
507 507       2013-14 20141 (Winter 2014)    BIOL 460 A    MAMMALIAN PHYSIOL
508 508       2013-14 20141 (Winter 2014)    BIOL 461 A         NEUROBIOLOGY
509 509       2013-14 20141 (Winter 2014)    BIOL 476 A    CONSERVATION BIOL
510 510       2013-14 20141 (Winter 2014)    BIOL 489 A   PLANT BIOL SEMINAR
511 511       2013-14 20141 (Winter 2014)    BIOL 490 A    UNDERGRAD SEMINAR
512 512       2013-14 20142 (Spring 2014)    BIOL 106 A    INTRO BIO SEMINAR
513 513       2013-14 20142 (Spring 2014)    BIOL 118 A    SURVEY OF PHYSIOL
514 514       2013-14 20142 (Spring 2014)    BIOL 119 A     ELEM PHYSIOL LAB
515 515       2013-14 20142 (Spring 2014)    BIOL 119 B     ELEM PHYSIOL LAB
516 516       2013-14 20142 (Spring 2014)    BIOL 119 C     ELEM PHYSIOL LAB
517 517       2013-14 20142 (Spring 2014)    BIOL 119 D     ELEM PHYSIOL LAB
518 518       2013-14 20142 (Spring 2014)    BIOL 119 E     ELEM PHYSIOL LAB
519 519       2013-14 20142 (Spring 2014)    BIOL 119 F     ELEM PHYSIOL LAB
520 520       2013-14 20142 (Spring 2014)    BIOL 180 A        INTRO BIOLOGY
521 521       2013-14 20142 (Spring 2014)    BIOL 200 A           INTRO BIOL
522 522       2013-14 20142 (Spring 2014)    BIOL 220 A           INTRO BIOL
523 523       2013-14 20142 (Spring 2014)    BIOL 305 A   VIDEO STORYTELLING
524 524       2013-14 20142 (Spring 2014)    BIOL 315 A  BIOL IMP CLMAT CHNG
525 525       2013-14 20142 (Spring 2014)    BIOL 317 A  PLANT CLASS & IDENT
526 526       2013-14 20142 (Spring 2014)    BIOL 325 A         TREE OF LIFE
527 527       2013-14 20142 (Spring 2014)    BIOL 331 A   LSCAPE PLANT RECOG
528 528       2013-14 20142 (Spring 2014)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
529 529       2013-14 20142 (Spring 2014)    BIOL 354 A EVOL AND SYSTEMATICS
530 530       2013-14 20142 (Spring 2014)    BIOL 355 A FNDATION MOL CEL BIO
531 531       2013-14 20142 (Spring 2014)    BIOL 355 B FNDATION MOL CEL BIO
532 532       2013-14 20142 (Spring 2014)    BIOL 360 A     CELLULAR ANATOMY
533 533       2013-14 20142 (Spring 2014)    BIOL 400 A    MOLECULAR BIOLOGY
534 534       2013-14 20142 (Spring 2014)    BIOL 401 A     ADV CELL BIOLOGY
535 535       2013-14 20142 (Spring 2014)    BIOL 402 A  FUNCTIONAL GENOMICS
536 536       2013-14 20142 (Spring 2014)    BIOL 405 A  CEL&MOL BIO DISEASE
537 537       2013-14 20142 (Spring 2014)    BIOL 411 A             DEV BIOL
538 538       2013-14 20142 (Spring 2014)    BIOL 416 A  MOL GENET PLANT DEV
539 539       2013-14 20142 (Spring 2014)    BIOL 418 A          BIO RHYTHMS
540 540       2013-14 20142 (Spring 2014)    BIOL 422 A   BEHAVIOR OF PLANTS
541 541       2013-14 20142 (Spring 2014)    BIOL 428 A  SENSORY NEURO &ECOL
542 542       2013-14 20142 (Spring 2014)    BIOL 430 A       MARINE ZOOLOGY
543 543       2013-14 20142 (Spring 2014)    BIOL 434 A    INVERTEBRATE ZOOL
544 544       2013-14 20142 (Spring 2014)    BIOL 440 A     GENERAL MYCOLOGY
545 545       2013-14 20142 (Spring 2014)    BIOL 443 A     MAMMAL EVOLUTION
546 546       2013-14 20142 (Spring 2014)    BIOL 445 A        MARINE BOTANY
547 547       2013-14 20142 (Spring 2014)    BIOL 446 A    C&M TECH IN ALGAE
548 548       2013-14 20142 (Spring 2014)    BIOL 452 A   VERTEBRATE BIOLOGY
549 549       2013-14 20142 (Spring 2014)    BIOL 454 A           ENTOMOLOGY
550 550       2013-14 20142 (Spring 2014)    BIOL 466 A    EMERGING DISEASES
551 551       2013-14 20142 (Spring 2014)    BIOL 467 A  COMP ANIMAL PHYSIOL
552 552       2013-14 20142 (Spring 2014)    BIOL 470 A         BIOGEOGRAPHY
553 553       2013-14 20142 (Spring 2014)    BIOL 471 A        PLANT ECOLOGY
554 554       2013-14 20142 (Spring 2014)    BIOL 480 A        FIELD ECOLOGY
555 555       2013-14 20142 (Spring 2014)    BIOL 485 A CELL MOLE& DEV SEMNR
556 556       2013-14 20142 (Spring 2014)    BIOL 488 A   PHYSIOLOGY SEMINAR
557 557       2013-14 20142 (Spring 2014)    BIOL 489 A   PLANT BIOL SEMINAR
558 558       2013-14 20142 (Spring 2014)    BIOL 489 B   PLANT BIOL SEMINAR
559 559       2013-14 20142 (Spring 2014)    BIOL 492 A  TEACHING OF BIOLOGY
560 560       2013-14 20143 (Summer 2014)    BIOL 100 A   INTRODCTRY BIOLOGY
561 561       2013-14 20143 (Summer 2014)    BIOL 118 A    SURVEY OF PHYSIOL
562 562       2013-14 20143 (Summer 2014)    BIOL 119 A     ELEM PHYSIOL LAB
563 563       2013-14 20143 (Summer 2014)    BIOL 119 B     ELEM PHYSIOL LAB
564 564       2013-14 20143 (Summer 2014)    BIOL 180 A        INTRO BIOLOGY
565 565       2013-14 20143 (Summer 2014)    BIOL 200 A           INTRO BIOL
566 566       2013-14 20143 (Summer 2014)    BIOL 200 B           INTRO BIOL
567 567       2013-14 20143 (Summer 2014)    BIOL 220 A           INTRO BIOL
568 568       2013-14 20143 (Summer 2014)    BIOL 317 A  PLANT CLASS & IDENT
569 569       2013-14 20143 (Summer 2014)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
570 570       2013-14 20143 (Summer 2014)    BIOL 355 A FNDATION MOL CEL BIO
571 571       2013-14 20143 (Summer 2014)    BIOL 356 A   FNDATNS IN ECOLOGY
572 572       2013-14 20143 (Summer 2014)    BIOL 432 A   MARINE INVERT ZOOL
573 573       2013-14 20143 (Summer 2014)    BIOL 434 A    INVERTEBRATE ZOOL
574 574       2013-14 20143 (Summer 2014)    BIOL 440 A     GENERAL MYCOLOGY
575 575       2013-14 20143 (Summer 2014)    BIOL 452 A   VERTEBRATE BIOLOGY
576 576       2013-14 20143 (Summer 2014)    BIOL 459 A  DEVLPMNTL NEUROBIOL
577 577       2013-14 20143 (Summer 2014)    BIOL 533 F         ADV ORG BIOL
578 578       2014-15 20144 (Autumn 2014)    BIOL 100 B   INTRODCTRY BIOLOGY
579 579       2014-15 20144 (Autumn 2014)    BIOL 106 A    INTRO BIO SEMINAR
580 580       2014-15 20144 (Autumn 2014)    BIOL 114 A   INTRO ASTROBIOLOGY
581 581       2014-15 20144 (Autumn 2014)    BIOL 118 A    SURVEY OF PHYSIOL
582 582       2014-15 20144 (Autumn 2014)    BIOL 118 B    SURVEY OF PHYSIOL
583 583       2014-15 20144 (Autumn 2014)    BIOL 119 A     ELEM PHYSIOL LAB
584 584       2014-15 20144 (Autumn 2014)    BIOL 119 B     ELEM PHYSIOL LAB
585 585       2014-15 20144 (Autumn 2014)    BIOL 119 C     ELEM PHYSIOL LAB
586 586       2014-15 20144 (Autumn 2014)    BIOL 119 D     ELEM PHYSIOL LAB
587 587       2014-15 20144 (Autumn 2014)    BIOL 119 E     ELEM PHYSIOL LAB
588 588       2014-15 20144 (Autumn 2014)    BIOL 119 F     ELEM PHYSIOL LAB
589 589       2014-15 20144 (Autumn 2014)    BIOL 180 A        INTRO BIOLOGY
590 590       2014-15 20144 (Autumn 2014)    BIOL 180 B        INTRO BIOLOGY
591 591       2014-15 20144 (Autumn 2014)    BIOL 200 A           INTRO BIOL
592 592       2014-15 20144 (Autumn 2014)    BIOL 220 A           INTRO BIOL
593 593       2014-15 20144 (Autumn 2014)    BIOL 250 D       MARINE BIOLOGY
594 594       2014-15 20144 (Autumn 2014)    BIOL 302 A  LAB TECHNIQS IN CMB
595 595       2014-15 20144 (Autumn 2014)    BIOL 315 A  BIOL IMP CLMAT CHNG
596 596       2014-15 20144 (Autumn 2014)    BIOL 340 A  GENETS & MOLEC ECOL
597 597       2014-15 20144 (Autumn 2014)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
598 598       2014-15 20144 (Autumn 2014)    BIOL 354 A EVOL AND SYSTEMATICS
599 599       2014-15 20144 (Autumn 2014)    BIOL 355 A FNDATION MOL CEL BIO
600 600       2014-15 20144 (Autumn 2014)    BIOL 355 B FNDATION MOL CEL BIO
601 601       2014-15 20144 (Autumn 2014)    BIOL 356 A   FNDATNS IN ECOLOGY
602 602       2014-15 20144 (Autumn 2014)    BIOL 360 A     CELLULAR ANATOMY
603 603       2014-15 20144 (Autumn 2014)    BIOL 385 A     EVOLUTIONARY MED
604 604       2014-15 20144 (Autumn 2014)    BIOL 400 A    MOLECULAR BIOLOGY
605 605       2014-15 20144 (Autumn 2014)    BIOL 401 A     ADV CELL BIOLOGY
606 606       2014-15 20144 (Autumn 2014)    BIOL 404 A  ANIMAL CELL PHYSIOL
607 607       2014-15 20144 (Autumn 2014)    BIOL 411 A             DEV BIOL
608 608       2014-15 20144 (Autumn 2014)    BIOL 441 A  LAND PLT EVO TRENDS
609 609       2014-15 20144 (Autumn 2014)    BIOL 442 A  MUSH & RELATD FUNGI
610 610       2014-15 20144 (Autumn 2014)    BIOL 448 A            MAMMALOGY
611 611       2014-15 20144 (Autumn 2014)    BIOL 453 A      CMPR ANAT VERTS
612 612       2014-15 20144 (Autumn 2014)    BIOL 462 A      ADV ANIMAL PHYS
613 613       2014-15 20144 (Autumn 2014)    BIOL 466 A    EMERGING DISEASES
614 614       2014-15 20144 (Autumn 2014)    BIOL 468 A   MEDICAL PHYSIOLOGY
615 615       2014-15 20144 (Autumn 2014)    BIOL 473 A            LIMNOLOGY
616 616       2014-15 20144 (Autumn 2014)    BIOL 473 B            LIMNOLOGY
617 617       2014-15 20144 (Autumn 2014)    BIOL 481 A  EXPMTL EVOL ECOLOGY
618 618       2014-15 20144 (Autumn 2014)    BIOL 485 B CELL MOLE& DEV SEMNR
619 619       2014-15 20144 (Autumn 2014)    BIOL 502 A        GRANT WRITING
620 620       2014-15 20151 (Winter 2015)    BIOL 106 A    INTRO BIO SEMINAR
621 621       2014-15 20151 (Winter 2015)    BIOL 118 A    SURVEY OF PHYSIOL
622 622       2014-15 20151 (Winter 2015)    BIOL 119 A     ELEM PHYSIOL LAB
623 623       2014-15 20151 (Winter 2015)    BIOL 119 B     ELEM PHYSIOL LAB
624 624       2014-15 20151 (Winter 2015)    BIOL 119 C     ELEM PHYSIOL LAB
625 625       2014-15 20151 (Winter 2015)    BIOL 119 D     ELEM PHYSIOL LAB
626 626       2014-15 20151 (Winter 2015)    BIOL 119 E     ELEM PHYSIOL LAB
627 627       2014-15 20151 (Winter 2015)    BIOL 119 F     ELEM PHYSIOL LAB
628 628       2014-15 20151 (Winter 2015)    BIOL 119 G     ELEM PHYSIOL LAB
629 629       2014-15 20151 (Winter 2015)    BIOL 180 A        INTRO BIOLOGY
630 630       2014-15 20151 (Winter 2015)    BIOL 200 A           INTRO BIOL
631 631       2014-15 20151 (Winter 2015)    BIOL 200 B           INTRO BIOL
632 632       2014-15 20151 (Winter 2015)    BIOL 220 A           INTRO BIOL
633 633       2014-15 20151 (Winter 2015)    BIOL 300 A   INTRO NEUROSCIENCE
634 634       2014-15 20151 (Winter 2015)    BIOL 302 A  LAB TECHNIQS IN CMB
635 635       2014-15 20151 (Winter 2015)    BIOL 311 A    BIOLOGY OF FISHES
636 636       2014-15 20151 (Winter 2015)    BIOL 311 B    BIOLOGY OF FISHES
637 637       2014-15 20151 (Winter 2015)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
638 638       2014-15 20151 (Winter 2015)    BIOL 355 A FNDATION MOL CEL BIO
639 639       2014-15 20151 (Winter 2015)    BIOL 356 A   FNDATNS IN ECOLOGY
640 640       2014-15 20151 (Winter 2015)    BIOL 401 A     ADV CELL BIOLOGY
641 641       2014-15 20151 (Winter 2015)    BIOL 403 A       PHYS HISTOLOGY
642 642       2014-15 20151 (Winter 2015)    BIOL 408 A   MECH OF ANML BEHAV
643 643       2014-15 20151 (Winter 2015)    BIOL 411 A             DEV BIOL
644 644       2014-15 20151 (Winter 2015)    BIOL 413 A  GENETICS OF DVLPMNT
645 645       2014-15 20151 (Winter 2015)    BIOL 414 A  MOLECULAR EVOLUTION
646 646       2014-15 20151 (Winter 2015)    BIOL 415 A  EVOLUTION & DEVELOP
647 647       2014-15 20151 (Winter 2015)    BIOL 423 A  MARINE ECOL PROCESS
648 648       2014-15 20151 (Winter 2015)    BIOL 424 A  PLANT ECOPHYSIOLOGY
649 649       2014-15 20151 (Winter 2015)    BIOL 425 A  PLANT PHYSIOL & DEV
650 650       2014-15 20151 (Winter 2015)    BIOL 434 A    INVERTEBRATE ZOOL
651 651       2014-15 20151 (Winter 2015)    BIOL 450 A          VERTE PALEO
652 652       2014-15 20151 (Winter 2015)    BIOL 451 A  INVERT PALEONTOLOGY
653 653       2014-15 20151 (Winter 2015)    BIOL 453 A      CMPR ANAT VERTS
654 654       2014-15 20151 (Winter 2015)    BIOL 457 A   CHEM COMMUNICATION
655 655       2014-15 20151 (Winter 2015)    BIOL 461 A         NEUROBIOLOGY
656 656       2014-15 20151 (Winter 2015)    BIOL 476 A    CONSERVATION BIOL
657 657       2014-15 20151 (Winter 2015)    BIOL 478 A     SUSTAINABLE FISH
658 658       2014-15 20151 (Winter 2015)    BIOL 485 A CELL MOLE& DEV SEMNR
659 659       2014-15 20151 (Winter 2015)    BIOL 485 B CELL MOLE& DEV SEMNR
660 660       2014-15 20151 (Winter 2015)    BIOL 490 A    UNDERGRAD SEMINAR
661 661       2014-15 20152 (Spring 2015)    BIOL 106 A    INTRO BIO SEMINAR
662 662       2014-15 20152 (Spring 2015)    BIOL 118 A    SURVEY OF PHYSIOL
663 663       2014-15 20152 (Spring 2015)    BIOL 119 A     ELEM PHYSIOL LAB
664 664       2014-15 20152 (Spring 2015)    BIOL 119 B     ELEM PHYSIOL LAB
665 665       2014-15 20152 (Spring 2015)    BIOL 119 C     ELEM PHYSIOL LAB
666 666       2014-15 20152 (Spring 2015)    BIOL 119 D     ELEM PHYSIOL LAB
667 667       2014-15 20152 (Spring 2015)    BIOL 119 E     ELEM PHYSIOL LAB
668 668       2014-15 20152 (Spring 2015)    BIOL 119 F     ELEM PHYSIOL LAB
669 669       2014-15 20152 (Spring 2015)    BIOL 180 A        INTRO BIOLOGY
670 670       2014-15 20152 (Spring 2015)    BIOL 200 A           INTRO BIOL
671 671       2014-15 20152 (Spring 2015)    BIOL 220 A           INTRO BIOL
672 672       2014-15 20152 (Spring 2015)    BIOL 305 A   VIDEO STORYTELLING
673 673       2014-15 20152 (Spring 2015)    BIOL 317 A  PLANT CLASS & IDENT
674 674       2014-15 20152 (Spring 2015)    BIOL 331 A   LSCAPE PLANT RECOG
675 675       2014-15 20152 (Spring 2015)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
676 676       2014-15 20152 (Spring 2015)    BIOL 354 A EVOL AND SYSTEMATICS
677 677       2014-15 20152 (Spring 2015)    BIOL 355 A FNDATION MOL CEL BIO
678 678       2014-15 20152 (Spring 2015)    BIOL 355 B FNDATION MOL CEL BIO
679 679       2014-15 20152 (Spring 2015)    BIOL 360 A     CELLULAR ANATOMY
680 680       2014-15 20152 (Spring 2015)    BIOL 380 A     BIOMED & SOCIETY
681 681       2014-15 20152 (Spring 2015)    BIOL 400 A    MOLECULAR BIOLOGY
682 682       2014-15 20152 (Spring 2015)    BIOL 402 A  FUNCTIONAL GENOMICS
683 683       2014-15 20152 (Spring 2015)    BIOL 405 A  CEL&MOL BIO DISEASE
684 684       2014-15 20152 (Spring 2015)    BIOL 411 A             DEV BIOL
685 685       2014-15 20152 (Spring 2015)    BIOL 416 A  MOL GENET PLANT DEV
686 686       2014-15 20152 (Spring 2015)    BIOL 417 A  REPRODUC PHYS VERTS
687 687       2014-15 20152 (Spring 2015)    BIOL 418 A          BIO RHYTHMS
688 688       2014-15 20152 (Spring 2015)    BIOL 419 A     BIO DATA SCIENCE
689 689       2014-15 20152 (Spring 2015)    BIOL 422 A   BEHAVIOR OF PLANTS
690 690       2014-15 20152 (Spring 2015)    BIOL 428 A  SENSORY NEURO &ECOL
691 691       2014-15 20152 (Spring 2015)    BIOL 433 A       MARINE ECOLOGY
692 692       2014-15 20152 (Spring 2015)    BIOL 440 A     GENERAL MYCOLOGY
693 693       2014-15 20152 (Spring 2015)    BIOL 443 A     MAMMAL EVOLUTION
694 694       2014-15 20152 (Spring 2015)    BIOL 444 A          ORNITHOLOGY
695 695       2014-15 20152 (Spring 2015)    BIOL 452 A   VERTEBRATE BIOLOGY
696 696       2014-15 20152 (Spring 2015)    BIOL 454 A           ENTOMOLOGY
697 697       2014-15 20152 (Spring 2015)    BIOL 462 A      ADV ANIMAL PHYS
698 698       2014-15 20152 (Spring 2015)    BIOL 466 A    EMERGING DISEASES
699 699       2014-15 20152 (Spring 2015)    BIOL 467 A  COMP ANIMAL PHYSIOL
700 700       2014-15 20152 (Spring 2015)    BIOL 469 A   EVOLUTION&MEDICINE
701 701       2014-15 20152 (Spring 2015)    BIOL 471 A        PLANT ECOLOGY
702 702       2014-15 20152 (Spring 2015)    BIOL 480 A        FIELD ECOLOGY
703 703       2014-15 20152 (Spring 2015)    BIOL 485 B CELL MOLE& DEV SEMNR
704 704       2014-15 20152 (Spring 2015)    BIOL 485 C CELL MOLE& DEV SEMNR
705 705       2014-15 20152 (Spring 2015)    BIOL 488 A   PHYSIOLOGY SEMINAR
706 706       2014-15 20152 (Spring 2015)    BIOL 492 A  BIOTEACH INCL DIVRS
707 707       2014-15 20152 (Spring 2015)    BIOL 497 A       SPECIAL TOPICS
708 708       2014-15 20152 (Spring 2015)    BIOL 505 B  BIOTEACH INCL DIVRS
709 709       2014-15 20153 (Summer 2015)    BIOL 100 B   INTRODCTRY BIOLOGY
710 710       2014-15 20153 (Summer 2015)    BIOL 118 A    SURVEY OF PHYSIOL
711 711       2014-15 20153 (Summer 2015)    BIOL 119 A     ELEM PHYSIOL LAB
712 712       2014-15 20153 (Summer 2015)    BIOL 180 A        INTRO BIOLOGY
713 713       2014-15 20153 (Summer 2015)    BIOL 200 A           INTRO BIOL
714 714       2014-15 20153 (Summer 2015)    BIOL 220 A           INTRO BIOL
715 715       2014-15 20153 (Summer 2015)    BIOL 280 A  THE HISTORY OF LIFE
716 716       2014-15 20153 (Summer 2015)    BIOL 300 A   INTRO NEUROSCIENCE
717 717       2014-15 20153 (Summer 2015)    BIOL 302 A  LAB TECHNIQS IN CMB
718 718       2014-15 20153 (Summer 2015)    BIOL 317 A  PLANT CLASS & IDENT
719 719       2014-15 20153 (Summer 2015)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
720 720       2014-15 20153 (Summer 2015)    BIOL 354 A EVOL AND SYSTEMATICS
721 721       2014-15 20153 (Summer 2015)    BIOL 355 A FNDATION MOL CEL BIO
722 722       2014-15 20153 (Summer 2015)    BIOL 356 A   FNDATNS IN ECOLOGY
723 723       2014-15 20153 (Summer 2015)    BIOL 400 A    MOLECULAR BIOLOGY
724 724       2014-15 20153 (Summer 2015)    BIOL 434 A    INVERTEBRATE ZOOL
725 725       2014-15 20153 (Summer 2015)    BIOL 440 A     GENERAL MYCOLOGY
726 726       2014-15 20153 (Summer 2015)    BIOL 452 A   VERTEBRATE BIOLOGY
727 727       2014-15 20153 (Summer 2015)    BIOL 459 A  DEVLPMNTL NEUROBIOL
728 728       2014-15 20153 (Summer 2015)    BIOL 485 A CELL MOLE& DEV SEMNR
729 729       2014-15 20153 (Summer 2015)    BIOL 485 B CELL MOLE& DEV SEMNR
730 730       2015-16 20154 (Autumn 2015)    BIOL 100 C   INTRODCTRY BIOLOGY
731 731       2015-16 20154 (Autumn 2015)    BIOL 100 I   INTRODCTRY BIOLOGY
732 732       2015-16 20154 (Autumn 2015)    BIOL 106 A    INTRO BIO SEMINAR
733 733       2015-16 20154 (Autumn 2015)    BIOL 114 A   INTRO ASTROBIOLOGY
734 734       2015-16 20154 (Autumn 2015)    BIOL 118 A    SURVEY OF PHYSIOL
735 735       2015-16 20154 (Autumn 2015)    BIOL 118 B    SURVEY OF PHYSIOL
736 736       2015-16 20154 (Autumn 2015)    BIOL 119 A     ELEM PHYSIOL LAB
737 737       2015-16 20154 (Autumn 2015)    BIOL 119 B     ELEM PHYSIOL LAB
738 738       2015-16 20154 (Autumn 2015)    BIOL 119 C     ELEM PHYSIOL LAB
739 739       2015-16 20154 (Autumn 2015)    BIOL 119 D     ELEM PHYSIOL LAB
740 740       2015-16 20154 (Autumn 2015)    BIOL 119 E     ELEM PHYSIOL LAB
741 741       2015-16 20154 (Autumn 2015)    BIOL 119 F     ELEM PHYSIOL LAB
742 742       2015-16 20154 (Autumn 2015)    BIOL 180 A        INTRO BIOLOGY
743 743       2015-16 20154 (Autumn 2015)    BIOL 180 B        INTRO BIOLOGY
744 744       2015-16 20154 (Autumn 2015)    BIOL 200 A           INTRO BIOL
745 745       2015-16 20154 (Autumn 2015)    BIOL 220 A           INTRO BIOL
746 746       2015-16 20154 (Autumn 2015)    BIOL 250 D       MARINE BIOLOGY
747 747       2015-16 20154 (Autumn 2015)    BIOL 302 A  LAB TECHNIQS IN CMB
748 748       2015-16 20154 (Autumn 2015)    BIOL 340 A  GENETS & MOLEC ECOL
749 749       2015-16 20154 (Autumn 2015)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
750 750       2015-16 20154 (Autumn 2015)    BIOL 354 A EVOL AND SYSTEMATICS
751 751       2015-16 20154 (Autumn 2015)    BIOL 355 A FNDATION MOL CEL BIO
752 752       2015-16 20154 (Autumn 2015)    BIOL 355 B FNDATION MOL CEL BIO
753 753       2015-16 20154 (Autumn 2015)    BIOL 356 A   FNDATNS IN ECOLOGY
754 754       2015-16 20154 (Autumn 2015)    BIOL 400 A    MOLECULAR BIOLOGY
755 755       2015-16 20154 (Autumn 2015)    BIOL 401 A     ADV CELL BIOLOGY
756 756       2015-16 20154 (Autumn 2015)    BIOL 404 A  ANIMAL CELL PHYSIOL
757 757       2015-16 20154 (Autumn 2015)    BIOL 411 A             DEV BIOL
758 758       2015-16 20154 (Autumn 2015)    BIOL 416 A  MOL GENET PLANT DEV
759 759       2015-16 20154 (Autumn 2015)    BIOL 420 A      BIO GAME THEORY
760 760       2015-16 20154 (Autumn 2015)    BIOL 421 A  ECO&EVOL PHYSIOLOGY
761 761       2015-16 20154 (Autumn 2015)    BIOL 427 A         BIOMECHANICS
762 762       2015-16 20154 (Autumn 2015)    BIOL 441 A  LAND PLT EVO TRENDS
763 763       2015-16 20154 (Autumn 2015)    BIOL 442 A  MUSH & RELATD FUNGI
764 764       2015-16 20154 (Autumn 2015)    BIOL 448 A            MAMMALOGY
765 765       2015-16 20154 (Autumn 2015)    BIOL 453 A      CMPR ANAT VERTS
766 766       2015-16 20154 (Autumn 2015)    BIOL 468 A   MEDICAL PHYSIOLOGY
767 767       2015-16 20154 (Autumn 2015)    BIOL 472 A    COMMUNITY ECOLOGY
768 768       2015-16 20154 (Autumn 2015)    BIOL 473 A            LIMNOLOGY
769 769       2015-16 20154 (Autumn 2015)    BIOL 473 B            LIMNOLOGY
770 770       2015-16 20154 (Autumn 2015)    BIOL 485 B CELL MOLE& DEV SEMNR
771 771       2015-16 20154 (Autumn 2015)    BIOL 497 A       SPECIAL TOPICS
772 772       2015-16 20154 (Autumn 2015)    BIOL 497 B       SPECIAL TOPICS
773 773       2015-16 20154 (Autumn 2015)    BIOL 502 A        GRANT WRITING
774 774       2015-16 20161 (Winter 2016)    BIOL 106 A    INTRO BIO SEMINAR
775 775       2015-16 20161 (Winter 2016)    BIOL 118 A    SURVEY OF PHYSIOL
776 776       2015-16 20161 (Winter 2016)    BIOL 119 A     ELEM PHYSIOL LAB
777 777       2015-16 20161 (Winter 2016)    BIOL 119 B     ELEM PHYSIOL LAB
778 778       2015-16 20161 (Winter 2016)    BIOL 119 C     ELEM PHYSIOL LAB
779 779       2015-16 20161 (Winter 2016)    BIOL 119 D     ELEM PHYSIOL LAB
780 780       2015-16 20161 (Winter 2016)    BIOL 119 E     ELEM PHYSIOL LAB
781 781       2015-16 20161 (Winter 2016)    BIOL 119 F     ELEM PHYSIOL LAB
782 782       2015-16 20161 (Winter 2016)    BIOL 119 G     ELEM PHYSIOL LAB
783 783       2015-16 20161 (Winter 2016)    BIOL 180 A        INTRO BIOLOGY
784 784       2015-16 20161 (Winter 2016)    BIOL 200 A           INTRO BIOL
785 785       2015-16 20161 (Winter 2016)    BIOL 200 B           INTRO BIOL
786 786       2015-16 20161 (Winter 2016)    BIOL 220 A           INTRO BIOL
787 787       2015-16 20161 (Winter 2016)    BIOL 220 B           INTRO BIOL
788 788       2015-16 20161 (Winter 2016)    BIOL 302 A  LAB TECHNIQS IN CMB
789 789       2015-16 20161 (Winter 2016)    BIOL 311 A    BIOLOGY OF FISHES
790 790       2015-16 20161 (Winter 2016)    BIOL 311 B    BIOLOGY OF FISHES
791 791       2015-16 20161 (Winter 2016)    BIOL 350 A  FOUNDTNS PHYSIOLOGY
792 792       2015-16 20161 (Winter 2016)    BIOL 354 A EVOL AND SYSTEMATICS
793 793       2015-16 20161 (Winter 2016)    BIOL 355 A FNDATION MOL CEL BIO
794 794       2015-16 20161 (Winter 2016)    BIOL 356 A   FNDATNS IN ECOLOGY
795 795       2015-16 20161 (Winter 2016)    BIOL 360 A     CELLULAR ANATOMY
796 796       2015-16 20161 (Winter 2016)    BIOL 380 A     BIOMED & SOCIETY
797 797       2015-16 20161 (Winter 2016)    BIOL 385 A     EVOLUTIONARY MED
798 798       2015-16 20161 (Winter 2016)    BIOL 401 A     ADV CELL BIOLOGY
799 799       2015-16 20161 (Winter 2016)    BIOL 413 A  GENETICS OF DVLPMNT
800 800       2015-16 20161 (Winter 2016)    BIOL 414 A  MOLECULAR EVOLUTION
801 801       2015-16 20161 (Winter 2016)    BIOL 419 A     BIO DATA SCIENCE
802 802       2015-16 20161 (Winter 2016)    BIOL 423 A  MARINE ECOL PROCESS
803 803       2015-16 20161 (Winter 2016)    BIOL 424 A  PLANT ECOPHYSIOLOGY
804 804       2015-16 20161 (Winter 2016)    BIOL 425 A  PLANT PHYSIOL & DEV
805 805       2015-16 20161 (Winter 2016)    BIOL 434 A    INVERTEBRATE ZOOL
806 806       2015-16 20161 (Winter 2016)    BIOL 440 A     GENERAL MYCOLOGY
807 807       2015-16 20161 (Winter 2016)    BIOL 453 A      CMPR ANAT VERTS
808 808       2015-16 20161 (Winter 2016)    BIOL 457 A   CHEM COMMUNICATION
809 809       2015-16 20161 (Winter 2016)    BIOL 459 A  DEVLPMNTL NEUROBIOL
810 810       2015-16 20161 (Winter 2016)    BIOL 460 A    MAMMALIAN PHYSIOL
811 811       2015-16 20161 (Winter 2016)    BIOL 461 A         NEUROBIOLOGY
812 812       2015-16 20161 (Winter 2016)    BIOL 466 A    EMERGING DISEASES
813 813       2015-16 20161 (Winter 2016)    BIOL 469 A   EVOLUTION&MEDICINE
814 814       2015-16 20161 (Winter 2016)    BIOL 481 A  EXPMTL EVOL ECOLOGY
815 815       2015-16 20161 (Winter 2016)    BIOL 485 A CELL MOLE& DEV SEMNR
816 816       2015-16 20161 (Winter 2016)    BIOL 485 B CELL MOLE& DEV SEMNR
             Primary_Instructor Student_Count  A  A.  B.   B B..1 C.  C C..1 D.
1             BUTTEMER, HELEN A            19  4  11   3   1   NA NA NA   NA NA
2            BUCHWITZ, BRIAN J.            65 25  38  NA  NA   NA NA NA   NA NA
3        MARTIN-MORRIS, LINDA E            24  1  13   1   5    2 NA  2   NA NA
4             PETERSEN, KAREN E           389 27  52  95  85   44 26 14   19  3
5             PETERSEN, KAREN E            23  1   3  17  NA    2 NA NA   NA NA
6             PETERSEN, KAREN E            24  3   3   8   9    1 NA NA   NA NA
7             PETERSEN, KAREN E            24 NA   3  16   2    2 NA NA   NA NA
8             PETERSEN, KAREN E            23 NA   4  18   1   NA NA NA   NA NA
9             PETERSEN, KAREN E            23 NA   6  10   5    2 NA NA   NA NA
10            PETERSEN, KAREN E            22 NA   5   9   7   NA NA  1   NA NA
11            PETERSEN, KAREN E            21  1   9   9   2   NA NA NA   NA NA
12               FREEMAN, SCOTT           678 59 103 121 130  104 61 35   19 15
13             SCHIVELL, AMANDA           381 26  65  35  57   61 35 29   32 14
14                WEIGLE, SCOTT           283  9  28  32  45   60 42 22   24 11
15            FRIEDMAN, CAROLYN            54  6   7  14   7    6  3  6    2  1
16                WARD, PETER D           104 13  17  27  18    7 NA  6    8 NA
17             IMAIZUMI, TAKATO            31  3   6   7   6    6 NA  2   NA  1
18               HAUSER, LORENZ            44  6   6  12   1    5  5  3    2  2
19           KENNEDY, MICHAEL L           126  8  21  16  15   17 15 13    3  6
20           WILSON, GREGORY P.           117 24  34  18  20   10  3  4    2 NA
21       MARTIN-MORRIS, LINDA E            57  4  14  17   9    7  5  1   NA NA
22       MARTIN-MORRIS, LINDA E            59  3  26  11   6    9 NA NA    2 NA
23            RUESINK, JENNIFER            75 12  20  12  13    5  3  1    2  3
24              CROWE, ALISON J            36 11   4   2   4    3  4  6   NA  1
25              CROWE, ALISON J            23  4   9   4   4    2 NA NA   NA NA
26               PARICHY, DAVID           109  4  10  18  11   22 14  8    6  5
27               ROHLFS, RORI V            16 NA   5   2   2   NA  1  1    1 NA
28            SWALLA, BILLIE J.            29  7   6   5   6    3 NA  1   NA NA
29           AMMIRATI, JOSEPH F            51 16  15  14   3    3 NA NA   NA NA
30          SIDOR, CHRISTIAN A.            15  4   3   5   2    1 NA NA   NA NA
31            WENDEROTH, MARY P           102  7   7  14  14   13 11  8   12  4
32            WENDEROTH, MARY P            16  4  10  NA   2   NA NA NA   NA NA
33            WENDEROTH, MARY P            14  6   2   2   4   NA NA NA   NA NA
34            WENDEROTH, MARY P            15  6   6  NA   1   NA NA NA    1 NA
35               MORITZ, CHET T            54  6  24  13   9   NA  2 NA   NA NA
36                BILGEN, TOLGA            41  5  23   9   2    2 NA NA   NA NA
37                WEIGLE, SCOTT            52 13  26  11   2   NA NA NA   NA NA
38         SCHINDLER, DANIEL E.            21  1   4   3   7    4  1 NA   NA NA
39         SCHINDLER, DANIEL E.            42  2   9   7  12    6  3  1   NA NA
40             KERR, BENJAMIN B            50 20  15   6   5    3 NA  1   NA NA
41       MARTIN-MORRIS, LINDA E            14  9   3  NA   1   NA  1 NA   NA NA
42       NEMHAUSER, JENNIFER L.            24 19   4   1  NA   NA NA NA   NA NA
43           BUCHWITZ, BRIAN J.            64 16  43   5  NA   NA NA NA   NA NA
44                BILGEN, TOLGA           323 22  39  31  42   58 22 29   20 13
45                BILGEN, TOLGA            23 NA  15   5   3   NA NA NA   NA NA
46                BILGEN, TOLGA            24 NA   9   9   4    2 NA NA   NA NA
47                BILGEN, TOLGA            21 NA   7   7   4    3 NA NA   NA NA
48                BILGEN, TOLGA            22  1  16   4   1   NA NA NA   NA NA
49                BILGEN, TOLGA            24 NA   6  11   5    1 NA NA   NA NA
50                BILGEN, TOLGA            19 NA   6   5   7   NA NA NA   NA NA
51                BILGEN, TOLGA            16 NA   5   7   4   NA NA NA   NA NA
52                 NAISH, KERRY           618 43  96  83  83  113 72 30   28 20
53       RUOHOLA-BAKER, HANNELE           430 36  75  70  64   76 42 29   22  7
54             DANIEL, THOMAS L           284  9  57  57  34   60 27 23    6  1
55       MARTIN-MORRIS, LINDA E            51  5  11  11   6    8  5  1    1 NA
56      PIETSCH, THEODORE WELLS            23 NA   3   1   2    6  2  1    3  2
57      PIETSCH, THEODORE WELLS            29  4   7   2   4    4  4 NA    1  1
58            WENDEROTH, MARY P           114  4  13  16  18   20 12 12    4  1
59          CATTOLICO, ROSE ANN           122 12  25  23  20   26  5  1    2  1
60            CARRINGTON, EMILY            90  5  42   9  17    8  3  2    2 NA
61              CROWE, ALISON J            35  4   9   2   2    6  2  1   NA  2
62             LAIRD, CHARLES D            14  8   5  NA  NA   NA NA NA   NA NA
63             WASSER, SAMUEL K           103 14  13  20  11    8  9  6    7  5
64               COOPER, MARK S            66 15   8   8   6    9  5  4    3  2
65            SWALLA, BILLIE J.            17  4   9   3  NA    1 NA NA   NA NA
66              TORII, KEIKO U.            37  7  10   7   4    7  1 NA    1 NA
67   VAN VOLKENBURGH, ELIZABETH            19  6  11   1  NA   NA NA NA   NA NA
68               KIM, SOO-HYUNG            19  5   3   3   3    1  1 NA    1 NA
69             SCHIVELL, AMANDA            72 11  24  14  14    6  1  1   NA NA
70           AMMIRATI, JOSEPH F           100 31  39  17   6    4  1  1   NA NA
71            PETERSEN, KAREN E            83  1  10  25  22   15  2  3    2  1
72           RIFFELL, JEFFREY A            21 10   1  NA   3    2  1  2   NA NA
73              O'DONNELL, SEAN            16  1   6   6   3   NA NA NA   NA NA
74              PERKEL, DAVID J            68  2  19  22   9    7  5  2   NA NA
75            BERGSTROM, CARL T            46 34   6   2   1    1 NA  1   NA NA
76               BOERSMA, P DEE            97 17  24  21  14    9  4  1    3 NA
77                OAKLEY, AMY E            26 21   4  NA   1   NA NA NA   NA NA
78                 CHU, FRANCES            16  4   9   2   1   NA NA NA   NA NA
79              SHAMIEH, LARA S            17  5   8   3  NA   NA NA NA   NA NA
80    JANNEKE HILLE RIS LAMBERS            14  8   6  NA  NA   NA NA NA   NA NA
81                BILGEN, TOLGA           405 31  50  49  50   55 43 32   33 13
82             KUSHNER, ZARAH A            23  2   9   5   4    1  1  1   NA NA
83             KUSHNER, ZARAH A            24 NA   7   4  10    1 NA  1   NA NA
84             KUSHNER, ZARAH A            22 NA   6   8   5    2 NA NA   NA NA
85             KUSHNER, ZARAH A            24  2   7   9   3    2 NA NA   NA NA
86             KUSHNER, ZARAH A            23 NA   7   4   5    2  2  1   NA NA
87             KUSHNER, ZARAH A            23 NA  10   3   5    4 NA  1   NA NA
88             KUSHNER, ZARAH A            21 NA   3   7   4    1  1  2    2 NA
89          DI STILIO, VERONICA           422 29  63  57  48   63 32 33   30 19
90               COOPER, MARK S           432 33  41  60  71   72 54 45   29 12
91                FORD, E DAVID           282 17  27  46  44   57 27 22   20  7
92           WHEAT, ELIZABETH E            40 23  12   2   1   NA  1 NA   NA NA
93         BRADSHAW, H D 'TOBY'            46 14  24   3   1    2 NA NA    1 NA
94               BOERSMA, P DEE            18  3  10   3  NA    1 NA NA    1 NA
95         OLMSTEAD, RICHARD G.           103 13  15   8  14   13  8  5    8  3
96               FREEMAN, SCOTT            47  6  11   8   8    4  4  2   NA NA
97            REICHARD, SARAH E            20  2   8   6   1    1 NA NA   NA NA
98            WENDEROTH, MARY P           115  8  23   7  17   19 13  6    6  2
99            BERGSTROM, CARL T           113 10  25  27  14   10  4  4    4  1
100              PARRISH, JAY Z           120 15  29  17  15   13  6  5    9  1
101             CROWE, ALISON J            24 16   5  NA   1   NA NA NA   NA NA
102            SCHIVELL, AMANDA            29  6   8   6   4    3  2 NA   NA NA
103            SCHIVELL, AMANDA            37 11   4   3   5    4  3 NA    2  1
104           WAKIMOTO, BARBARA            49  3   7   9   6   10  6  3    1 NA
105             O'DONNELL, SEAN            15 NA   6   2   4    2 NA NA   NA NA
106              PARICHY, DAVID            37  5   3   4  11    4  1  2    3 NA
107   DE LA IGLESIA, HORACIO O.            62  5   8   7  11    4  7  3    8  1
108  VAN VOLKENBURGH, ELIZABETH            79  7  21  15  14   13  2  2   NA NA
109  VAN VOLKENBURGH, ELIZABETH            19  6   6   6   1   NA NA NA   NA NA
110            DANIEL, THOMAS L            58  4  20  12   9    5  2  1   NA NA
111            DETHIER, MEGAN N            14  1   2   3   2    5  1 NA   NA NA
112           RUESINK, JENNIFER            22  3  16   1   1    1 NA NA   NA NA
113          WILSON, GREGORY P.            23  4   8   2   5    1  1  1   NA NA
114              VALDEZ, URSULA            23  7   7   4  NA    1  1  3   NA NA
115            O'KELLY, CHARLES            14  5   6   3  NA   NA NA NA   NA NA
116           WAALAND, J ROBERT            42  6  17  10   3    3  2 NA   NA NA
117           PETERSEN, KAREN E            69  4  11  25  14    7  4 NA    2 NA
118             SUGDEN, EVAN A.            78 20  15   3  11    7  5  3    5  1
119           WENDEROTH, MARY P            78 10  10   7   9    6  9 12    7  2
120            DEL MORAL, ROGER            40  4   7   6   4    8  5  2    2  1
121              BOERSMA, P DEE            17  2   3   3   4    3  2 NA   NA NA
122           BLOCK, GREGORY J.            19  8   9   1   1   NA NA NA   NA NA
123           LARIMORE, KEVIN S            22 13   4   4   1   NA NA NA   NA NA
124          AMMIRATI, JOSEPH F            16 16  NA  NA  NA   NA NA NA   NA NA
125      MARTIN-MORRIS, LINDA E            25 17   6   2  NA   NA NA NA   NA NA
126      MARTIN-MORRIS, LINDA E            19  1   6   4   2    3  1  1    1 NA
127               BILGEN, TOLGA            86  6  10  11   9   13  6  8   10  2
128            KUSHNER, ZARAH A            21  1   7   5   4    2  1 NA    1 NA
129            KUSHNER, ZARAH A            21  3  10   4   1    2 NA NA   NA  1
130        OYARZUN, FERNANDA X.           173 10  19  25  23   26 18  9   10  4
131                WIGGINS, BEN           146 12  18  20  28   36 12  6    5  2
132            ZEMAN, LESLIE B.           180  8  20  22  38   44  6 25    6  2
133              NUWER, MIKELLE            19  4   6   3   1    2 NA  1   NA NA
134            SOZA, VALERIE L.            32  3  11   1   4    5  1  1    2  1
135               BILGEN, TOLGA            61  2  20  19  13    6 NA NA   NA NA
136          BUCHWITZ, BRIAN J.            59  6  13  12   8   12  1  2    1 NA
137          SPRINGER, STEVAN A            49  6   8   8   6    8  5  3    4  1
138              PAULAY, GUSTAV            19  7   6   1   5   NA NA NA   NA NA
139            SCHIVELL, AMANDA            38  7   5   8   6    6 NA  2    3 NA
140          AMMIRATI, JOSEPH F            36 29   6   1  NA   NA NA NA   NA NA
141           PETERSEN, KAREN E            27  4   5   8   5    2  1 NA   NA NA
142              VALDEZ, URSULA            19  8   5   3   1   NA  1 NA   NA NA
143        O'DONNELL, MICHAEL J            26 21   4  NA   1   NA NA NA   NA NA
144            SUMMERS, ADAM P.            29 22   4   1   2   NA NA NA   NA NA
145           BUTTEMER, HELEN A            20  8   8   1   2    1 NA NA   NA NA
146          BUCHWITZ, BRIAN J.            67 23  41  NA  NA   NA NA NA   NA NA
147      MARTIN-MORRIS, LINDA E            23  8   6   8  NA   NA  1 NA   NA NA
148               WARD, PETER D            24  7  10   6   1   NA NA NA   NA NA
149           PETERSEN, KAREN E           383 40  71  82  72   31 21 12   17  9
150           PETERSEN, KAREN E            24  2   5   6   6    4  1 NA   NA NA
151           PETERSEN, KAREN E            23 NA   2   9   4    4  4 NA   NA NA
152           PETERSEN, KAREN E            23  1   7   5   7    1 NA  1   NA NA
153           PETERSEN, KAREN E            24 NA   6   9   6    1 NA  2   NA NA
154           PETERSEN, KAREN E            24  3   6   8   5   NA NA NA    1 NA
155           PETERSEN, KAREN E            24  1   8   5   6    3  1 NA   NA NA
156           PETERSEN, KAREN E            24  2   4   8   7    2 NA NA   NA NA
157   THEOBALD, ELINORE JENKINS            18 14   1   1  NA   NA NA NA    1 NA
158              FREEMAN, SCOTT           687 53 108 105 115  127 64 47   33 10
159            SCHIVELL, AMANDA           381 31  49  72  41   64 36 34   14 12
160               WEIGLE, SCOTT           285 20  45  47  45   63 29  8   13 NA
161           FRIEDMAN, CAROLYN            69  6  22  11   8   10  5  2    2  1
162               WARD, PETER D           232  4  37  86  57   27 13  2    1 NA
163            IMAIZUMI, TAKATO            42 10  15  11   4    1 NA  1   NA NA
164              HAUSER, LORENZ            38  5  10   4   5    5  3  5   NA NA
165          KENNEDY, MICHAEL L           129  8  30  16  17   19 17  7    4  1
166      KONIKOFF, CHARLOTTE E.           120 27  54  17   7    4  2 NA    4  2
167      MARTIN-MORRIS, LINDA E            62 16  16   6  13    8  1 NA    1 NA
168      MARTIN-MORRIS, LINDA E            58 18  22   5  11    1 NA NA   NA NA
169           HORWITH, MICAH J.            84 10  15  15  10   11  7  2    8  2
170             CROWE, ALISON J            16  7   5   3   1   NA NA NA   NA NA
171   DE LA IGLESIA, HORACIO O.           117 12   8  13  11   15  8  7    7  6
172         SISNEROS, JOSEPH A.            20  4   5   7   1    1  1  1   NA NA
173              PARICHY, DAVID           110  8  13  14  18   18 12  5   12 NA
174              PARICHY, DAVID            55  3   3   2   8   18  9  2    4 NA
175         DI STILIO, VERONICA            44  7  14  12   6    1  1 NA    1 NA
176     STROMBERG, CAROLINE A E            21  6   2   6   2    3  2 NA   NA NA
177         SIDOR, CHRISTIAN A.            69  2  14  15   3    7  8  5    5  3
178           WENDEROTH, MARY P            89  3   6   8  15   16 11  7    8  3
179           WENDEROTH, MARY P            15  2  11   2  NA   NA NA NA   NA NA
180           WENDEROTH, MARY P            16  2  10   2  NA    2 NA NA   NA NA
181               BILGEN, TOLGA            41  2  16  13   7    2  1 NA   NA NA
182               WEIGLE, SCOTT            52 20  23   7  NA   NA NA NA   NA NA
183        SCHINDLER, DANIEL E.            31 NA   3  12  12    3 NA NA   NA NA
184        SCHINDLER, DANIEL E.            41  4   7  14   6    5  1  1    1 NA
185            KERR, BENJAMIN B            50 24  14   5   5   NA  1 NA   NA NA
186      MARTIN-MORRIS, LINDA E            16 10   3   2   1   NA NA NA   NA NA
187      NEMHAUSER, JENNIFER L.            27 25   1  NA  NA    1 NA NA   NA NA
188           BUTTEMER, HELEN A            20  9   7   2   2   NA NA NA   NA NA
189          BUCHWITZ, BRIAN J.            87 17  42  14  10   NA NA NA   NA NA
190               BILGEN, TOLGA           415 28  50  58  39   69 33 29   32 20
191               BILGEN, TOLGA            24  1   3   7   8    5 NA NA   NA NA
192               BILGEN, TOLGA            23 NA   8   9   5    1 NA NA   NA NA
193               BILGEN, TOLGA            21  1   8   7   2   NA NA NA   NA NA
194               BILGEN, TOLGA            23  1   8  10   3   NA NA NA   NA NA
195               BILGEN, TOLGA            24 NA  12   7   2   NA  2  1   NA NA
196               BILGEN, TOLGA            23 NA   7  11   4   NA NA NA   NA NA
197               BILGEN, TOLGA            22 NA   3  12   4    2  1 NA   NA NA
198             LEACHE, ADAM D.           632 45  82  76  89  101 62 49   45 20
199      RUOHOLA-BAKER, HANNELE           428 35  63  57  60   91 44 29   18  7
200            DANIEL, THOMAS L           284 10  45  55  59   59 26 16    8  1
201       DICKINSON, MICHAEL H.           111  6  27  17  26   17  6  3    3  1
202      MARTIN-MORRIS, LINDA E            50  3  13  14   7    9  2  2   NA NA
203     PIETSCH, THEODORE WELLS            21  2   4   3   2    2  2  1    1 NA
204     PIETSCH, THEODORE WELLS            26  2   3   3   4    4  2  2    2  2
205           WENDEROTH, MARY P           123  5  11  10  18   22 20 11    8  4
206            SCHIVELL, AMANDA           112  8  20  24  20   14  6  6    6  1
207           RUESINK, JENNIFER            94 14  26  14  13   11  7  4   NA  1
208             CROWE, ALISON J            25  9   4  NA   5    2  2  2    1 NA
209             CROWE, ALISON J            49 13  11  11   5    3  2 NA    2 NA
210            WASSER, SAMUEL K           105 14  33  14  15   15  3  5    4 NA
211              COOPER, MARK S            69 13  23   8  12    6  3 NA   NA NA
212           CARRINGTON, EMILY            56  8  15   7  11    7  2  5   NA NA
213              KIM, SOO-HYUNG            20  3   2   4   6    1  1  1   NA  1
214            SCHIVELL, AMANDA            72 11  16  14   8   13  3  1    2  1
215          AMMIRATI, JOSEPH F           127 27  55  31   8    2  2 NA   NA NA
216           PETERSEN, KAREN E            70  3   8  21  19   12  3  2    2 NA
217          RIFFELL, JEFFREY A            52  2  18   9   7    8 NA  1   NA  1
218           WENDEROTH, MARY P            40  4   4   3   4    9  3  3    5 NA
219           BERGSTROM, CARL T            61 15  27  15   3   NA NA NA    1 NA
220         TEWKSBURY, JOSHUA J           122  8  32  23  14   16  9  3    2  3
221          BUCHWITZ, BRIAN J.            47 22  25  NA  NA   NA NA NA   NA NA
222               BILGEN, TOLGA           402 33  55  48  35   66 26 26   23 20
223              HORTON, JAQUAN            24 NA   5  10   6    3 NA NA   NA NA
224              HORTON, JAQUAN            24 NA   1   6  11    1  2 NA    1 NA
225              HORTON, JAQUAN            24 NA   2   8  10    4 NA NA   NA NA
226              HORTON, JAQUAN            22  2  10   7   2   NA NA NA   NA NA
227              HORTON, JAQUAN            21  1   5  11   2    1 NA NA   NA NA
228              HORTON, JAQUAN            23  1   5   9   6    1  1 NA   NA NA
229              HORTON, JAQUAN            23 NA   5   9   6    1 NA NA   NA NA
230                NAISH, KERRY           456 35  64  61  61   72 36 39   28 20
231              COOPER, MARK S           382 30  53  53  79   73 37 27   16  2
232               FORD, E DAVID           329  9  26  39  52   62 46 37   31  9
233          WHEAT, ELIZABETH E            43 25   8   4   1   NA NA  1   NA NA
234              BOERSMA, P DEE            15  6   2   3   1   NA  1  1   NA NA
235   JANNEKE HILLE RIS LAMBERS            46  4   6  14   6    8  4 NA    2  1
236        OLMSTEAD, RICHARD G.           110 17  16   7  10   16  6 15   12  2
237              FREEMAN, SCOTT            44  5  10   8   5    9  2  2   NA NA
238           REICHARD, SARAH E            22  5   6   2   3    1  3 NA   NA NA
239            SCHIVELL, AMANDA           127 13  30  30  17   20  3  4    7  1
240           BERGSTROM, CARL T           122 15  33  37  16   12  4  1    2 NA
241              PARRISH, JAY Z           120  7  22  16  18   16 17  9    6 NA
242             CROWE, ALISON J            41 14  14   6   2    2  1 NA   NA  1
243            SCHIVELL, AMANDA            54  5  17  14   7    5 NA  1    1  1
244           WAKIMOTO, BARBARA            50  4  19   9  11    2  3 NA   NA NA
245   DE LA IGLESIA, HORACIO O.            67  8  13  13   6   15  3  3    3  1
246  VAN VOLKENBURGH, ELIZABETH           118  8  25  44  27    8  3  2   NA NA
247  VAN VOLKENBURGH, ELIZABETH            18  3   6   5  NA    1  1  1   NA NA
248            DETHIER, MEGAN N            19 NA   4   6   5    3  1 NA   NA NA
249          WILSON, GREGORY P.            22  4   5   1   1    5  3  1   NA  1
250              BILLO, TIMOTHY            17  6   4   3   2    1 NA NA   NA NA
251            O'KELLY, CHARLES            19  4   7   2   4    1  1 NA   NA NA
252           WAALAND, J ROBERT            52 16  18   6   4    5  1 NA   NA NA
253           PETERSEN, KAREN E            70 13   6  24   7    9  4  2    1  1
254             SUGDEN, EVAN A.            92 36  14  15   5    7  3  2    3 NA
255             SUGDEN, EVAN A.            18  5   3   1   2    2 NA  2    1 NA
256               BOSMA, MARTHA            63  7  28  20   4    2  1 NA   NA NA
257            DEL MORAL, ROGER            36  4  10   8   1    8  1  2   NA NA
258              BOERSMA, P DEE            21 NA  12   4   1    2  1 NA   NA NA
259             CROWE, ALISON J            21 14   5  NA   1   NA NA NA   NA NA
260            MOODY, WILLIAM J            37 23  13  NA  NA   NA NA NA   NA NA
261        BRADSHAW, H D 'TOBY'            18  4   3   6   4   NA NA NA   NA NA
262          AMMIRATI, JOSEPH F            16 16  NA  NA  NA   NA NA NA   NA NA
263          AMMIRATI, JOSEPH F            15 15  NA  NA  NA   NA NA NA   NA NA
264      MARTIN-MORRIS, LINDA E            17  7   5   2   2    1 NA NA   NA NA
265       KANE ETTINGER, AILENE            21  4   2   3   3    4  1  1    2 NA
266               BILGEN, TOLGA            87  8  12   5  11   16 12  3    6  2
267    DOOLEY, FREDERICK DANIEL            16  1   5   7   2    1 NA NA   NA NA
268    DOOLEY, FREDERICK DANIEL            14  1   9   4  NA   NA NA NA   NA NA
269           HORWITH, MICAH J.           165 12  14  19  18   30 27  9   16  5
270                WIGGINS, BEN            96  9  14  22  14   14  8  4    4  1
271                WIGGINS, BEN            98  8  13  19  12   17 13  6    2 NA
272            ZEMAN, LESLIE B.           171  8  19  22  27   35 22 11   16  3
273          WHEAT, ELIZABETH E            28 13  11   1   1   NA NA NA   NA NA
274              NUWER, MIKELLE            13  3   5   2  NA    2 NA NA    1 NA
275             MILLER, RYAN J.            38  3   4   4   5    7  3 NA    3  3
276               BILGEN, TOLGA            62  5  26  25   4    2 NA NA   NA NA
277          BUCHWITZ, BRIAN J.            52  9  12  11   7   10 NA  1   NA NA
278      SIGWART, JULIA DOROTHY            19  3  12   3   1   NA NA NA   NA NA
279            SCHIVELL, AMANDA            40  3   8   8   4    8  3  2    1  2
280          AMMIRATI, JOSEPH F            48 26  13   3   1   NA NA NA   NA NA
281           PETERSEN, KAREN E            32  1   3   8  11    1 NA  2    1 NA
282               BOSMA, MARTHA            26  7   6   5   5    2  1 NA   NA NA
283            SUMMERS, ADAM P.            46 27  15   4  NA   NA NA NA   NA NA
284          HARVELL, CATHERINE            33 24   7   2  NA   NA NA NA   NA NA
285           BUTTEMER, HELEN A            17  7   6   3  NA    1 NA NA   NA NA
286          BUCHWITZ, BRIAN J.            58 14  28  12   2   NA NA  1   NA NA
287             SMARR, BENJAMIN           377  7  38  80  86   65 37 11   20  2
288             SMARR, BENJAMIN            17  1   2   1   3    6  2  1   NA NA
289             SMARR, BENJAMIN            23  1   6   3   5    7 NA  1   NA NA
290             SMARR, BENJAMIN            23 NA   4   5   7    1  3 NA   NA NA
291             SMARR, BENJAMIN            24 NA  NA  NA  NA    7  8  3    3  3
292             SMARR, BENJAMIN            22 NA   2   8   4    3  1  2   NA NA
293             SMARR, BENJAMIN            22 NA   6   5   4    5  1 NA    1 NA
294             SMARR, BENJAMIN            23 NA   4   5   4    6  2  1    1 NA
295              FREEMAN, SCOTT           520 42 107  95  84   96 41 22   12  2
296              FREEMAN, SCOTT           466 27  57  52  66   80 37 40   32 15
297             CROWE, ALISON J           379 30  63  47  47   78 28 33   26  7
298             MCABEE, JESSICA           284 21  41  32  53   60 32 26   14  3
299           FRIEDMAN, CAROLYN            69  7  11   6  18    8  9 NA    2 NA
300               WARD, PETER D           208 14  66  56  35   15  6  3    1 NA
301            IMAIZUMI, TAKATO            46 10  28   6   1    1 NA NA   NA NA
302           HORWITH, MICAH J.            51  2  14  15   5    4  1  2    5 NA
303              HAUSER, LORENZ            41  3   6   5   3   15  3  2   NA NA
304          KENNEDY, MICHAEL L           126 26  15  16  12   15 13 11    3  3
305          WILSON, GREGORY P.           119 20  23  25  20   17  3  4    1 NA
306      MARTIN-MORRIS, LINDA E            67 17   8  11   8   11  1  2    1  2
307      MARTIN-MORRIS, LINDA E            63 15  31   7   3    1  3 NA   NA NA
308           RUESINK, JENNIFER            95 15  27  20   9   11  5  2    2  1
309            SCHIVELL, AMANDA            54  8  17   9   6    3  1 NA    2  2
310            SCHIVELL, AMANDA            46 22  11   5   2    3 NA NA    2 NA
311           SWALLA, BILLIE J.           119  9  12  14  19   27  6 11    9  4
312            DANIEL, THOMAS L            61  8  12  10  10    8  4  2    2 NA
313         DI STILIO, VERONICA            44  3  10   5  10    2  2  5    1 NA
314          AMMIRATI, JOSEPH F            48 15  15  14   1    3 NA NA   NA NA
315        NESBITT, STERLING J.            16  5   5   2  NA    2  2 NA   NA NA
316           PETERSEN, KAREN E            46  1   6  11  11    4  6  5    1 NA
317           WENDEROTH, MARY P            97  6  12  10  15   23 11  6    4  2
318           WENDEROTH, MARY P            16  2   9   5  NA   NA NA NA   NA NA
319           WENDEROTH, MARY P            16  6   6   2  NA    2 NA NA   NA NA
320           WENDEROTH, MARY P            13  4   6   3  NA   NA NA NA   NA NA
321               BILGEN, TOLGA            41  3  14  13   7    4 NA NA   NA NA
322               WEIGLE, SCOTT            54 20  28   6  NA   NA NA NA   NA NA
323        SCHINDLER, DANIEL E.            27  2   7   6   4    5  1  1    1 NA
324        SCHINDLER, DANIEL E.            41 NA  14   8   8    7  1  2   NA NA
325            KERR, BENJAMIN B            49 28  17   3   1   NA NA NA   NA NA
326             CROWE, ALISON J            17 14   3  NA  NA   NA NA NA   NA NA
327      NEMHAUSER, JENNIFER L.            16  8   8  NA  NA   NA NA NA   NA NA
328          BUCHWITZ, BRIAN J.            64 17  44   1  NA   NA NA NA   NA NA
329               OAKLEY, AMY E           328 23  62  52  50   56 27 22   10  5
330              HORTON, JAQUAN            17 NA   3   7   4    2 NA NA   NA NA
331              HORTON, JAQUAN            22 NA   3   4  10    3  2 NA   NA NA
332              HORTON, JAQUAN            18  1   3   7   4    2  1 NA   NA NA
333              HORTON, JAQUAN            21  2   7   8   4   NA NA NA   NA NA
334              HORTON, JAQUAN            22  1   2  11   7   NA NA  1   NA NA
335              HORTON, JAQUAN            21  1   3   7   8    2 NA NA   NA NA
336              HORTON, JAQUAN            21 NA   2   5   8    4 NA NA   NA NA
337           MEISTER, CECILE J           578 43  67  70  89  111 48 43   45 15
338              FREEMAN, SCOTT           371 21  52  57  54   49 43 32   19 11
339              FREEMAN, SCOTT           384 34  61  62  53   63 28 22   26  6
340            IMAIZUMI, TAKATO           332 16  40  63  52   64 37 32   19  3
341       DICKINSON, MICHAEL H.           231 22  63  48  45   26  7  5    3  1
342      MARTIN-MORRIS, LINDA E            61  4   9   4  16   17  5  6   NA NA
343     PIETSCH, THEODORE WELLS            21  5   1   2   3    1  2 NA    1 NA
344     PIETSCH, THEODORE WELLS            29  4   8   4   4    4  2  2   NA NA
345           WENDEROTH, MARY P           113  3  12   9  12   20 15  9   11 10
346           WAKIMOTO, BARBARA           113 12  15   9   6   20 13 16    6  5
347           HORWITH, MICAH J.            96  3  16  29  22   16  5  2    1  1
348            ZEMAN, LESLIE B.            46  9   9   6  10    7  4  1   NA NA
349              COOPER, MARK S           121 18  32  22  23   13  4  4    2  1
350              PARRISH, JAY Z            21  5  13   3  NA   NA NA NA   NA NA
351      NEMHAUSER, JENNIFER L.            42 11  11   4   6    6 NA  2    2 NA
352  VAN VOLKENBURGH, ELIZABETH            24  4  17  NA   2   NA NA NA   NA NA
353           HORWITH, MICAH J.            51  2  11  19   6    9  3 NA   NA NA
354              KIM, SOO-HYUNG            19  2   6   1   6    2  2 NA   NA NA
355            SCHIVELL, AMANDA            96  8  20  22  18   12  7  3    4 NA
356           PETERSEN, KAREN E            70  6  11  10  17   13  5  2    2  3
357               BOSMA, MARTHA            57  5  34  13   3    2 NA NA   NA NA
358                 SEBE, JOY Y            56  7   7  11  11   13  2  1    2 NA
359            KROSBY, MEADE B.            96 14  15  13  17   14 10  3    3  2
360            KERR, BENJAMIN B            15 15  NA  NA  NA   NA NA NA   NA NA
361          AMMIRATI, JOSEPH F            16 16  NA  NA  NA   NA NA NA   NA NA
362          BUCHWITZ, BRIAN J.            57 10  40   5  NA   NA NA NA   NA NA
363             KUSHNICK, GEOFF            59 26  11   7   3    4  2 NA    3 NA
364               OAKLEY, AMY E           333 33  48  46  53   52 23 22   22 12
365              HORTON, JAQUAN            23  1   1   7   7    4  1 NA   NA NA
366              HORTON, JAQUAN            24  1   5   8   4    2  2  1   NA NA
367              HORTON, JAQUAN            21 NA   4  11   6   NA NA NA   NA NA
368              HORTON, JAQUAN            24  6   5   6   3    2 NA NA    1 NA
369              HORTON, JAQUAN            22  1   5   4   9    1  1 NA   NA NA
370              HORTON, JAQUAN            24 NA   4   6   7    4  1 NA   NA  1
371              HORTON, JAQUAN            21  2   1  11   4    1 NA NA   NA  2
372                NAISH, KERRY           414 30  56  52  50   58 44 37   33 15
373            SCHIVELL, AMANDA           443 40  53  61  52   83 57 43   24 14
374             MCABEE, JESSICA           609 31  78 118 119  106 65 45   23  9
375              BOERSMA, P DEE            17  5   6   4   2   NA NA NA   NA NA
376        OLMSTEAD, RICHARD G.           117 22  25   3   9   15  7 13   12  1
377           REICHARD, SARAH E            22  3   6   3   1    4  2 NA    1  1
378           WENDEROTH, MARY P           153  3  16  22  29   30 13 19    7  4
379           BERGSTROM, CARL T           127 14  66  28  11    3  1  1   NA NA
380              PARRISH, JAY Z           120  7  32  18  17   16  9 10    3 NA
381            ZEMAN, LESLIE B.            46  4  13  12   6    4  2  2   NA NA
382             CROWE, ALISON J            46 10  21  10   4   NA NA  1   NA NA
383             CROWE, ALISON J            50 14   6   7   4    8  2  4    4  1
384           WAKIMOTO, BARBARA            35  5  10   4   8    4  2  2   NA NA
385              COOPER, MARK S            57  6  21   9   8    4  6  2   NA NA
386          MCMENAMIN, SARAH K            59  5  10   5  10    9  9 NA    2  5
387                 PALM, EMILY            98 11  30  15   8   16  4  8    3  2
388                 PALM, EMILY            20  4   9   1   3    2 NA  1   NA NA
389                 PALM, EMILY            17  5   4   2   2    4 NA NA   NA NA
390            DETHIER, MEGAN N            15  3  NA   5   3   NA  3  1   NA NA
391           RUESINK, JENNIFER            20  4   6   3   3   NA  1  2   NA NA
392          AMMIRATI, JOSEPH F            71 18  16  15   9    4  2  2    2  1
393              KLICKA, JOHN T            26  2   4   2   6    6  2  2    1  1
394            O'KELLY, CHARLES            13  2   7  NA   1    2 NA  1   NA NA
395           PETERSEN, KAREN E            69  4  15  19  14    3  6  2    2 NA
396             SUGDEN, EVAN A.            39  6   5   8   6    4  3  3    3 NA
397           WENDEROTH, MARY P            48  2   7   6   7   11  4  6    1  1
398            ZEMAN, LESLIE B.            48  4  17  11   7    5  2  2   NA NA
399            DEL MORAL, ROGER            46  2  10   6   5   11  6 NA    4 NA
400              BOERSMA, P DEE            19  1   5   3   1    6 NA NA    1 NA
401            KROISS, STEVEN J            20 NA   7   7   3    1  1 NA    1 NA
402            MOODY, WILLIAM J            33  7  20   4   2   NA NA NA   NA NA
403             HUEY, RAYMOND B            14 14  NA  NA  NA   NA NA NA   NA NA
404        BRADSHAW, H D 'TOBY'            20  8   4   2   2    1 NA NA    2 NA
405             MCABEE, JESSICA            23 13   4   2   2   NA  1 NA   NA NA
406      MARTIN-MORRIS, LINDA E            36 16  13   3   4   NA NA NA   NA NA
407               OAKLEY, AMY E            80 11  19   9  16    5  3  5    1  1
408               OAKLEY, AMY E            18  2   7   3   4   NA  1 NA   NA NA
409               OAKLEY, AMY E            14  4   3   6   1   NA NA NA   NA NA
410         VAN BUREN, AMY NOEL           138  8  13  20  11   24 13 16   13  6
411                WIGGINS, BEN            85  7  14  12  14   17  9  5    5 NA
412                WIGGINS, BEN            17  1   4   3   1    3  2  1   NA  1
413            ZEMAN, LESLIE B.           163  7  21  30  30   32 19 12    6  1
414          WHEAT, ELIZABETH E            29 15  10   2   1   NA NA NA   NA NA
415         LU-IRVING, PATRICIA            26  4  11   5   2   NA NA NA   NA  2
416          MALMQUIST, SARAH J            59  7   9  12   9   12  2  2    4 NA
417         MALISKA, MAX EUGENE            31  4  11   9   3    2  1 NA   NA NA
418          BUCHWITZ, BRIAN J.            52  3   9   8  11    8  4  2    2 NA
419          MCMENAMIN, SARAH K            40  8  13   2   2    4  3  2    2  2
420              PAULAY, GUSTAV            17  7   9   1  NA   NA NA NA   NA NA
421            SCHIVELL, AMANDA            46  5  10   6   8   11  1 NA    2  1
422          AMMIRATI, JOSEPH F            47 14  23   7   1    2 NA NA   NA NA
423           PETERSEN, KAREN E            42  1   6  10  14    4 NA  2    1 NA
424               BOSMA, MARTHA            29  4  15   6   3    1 NA NA   NA NA
425        CROWTHER, GREGORY J.            24 18   1   1   1    1 NA NA   NA  1
426            SANTAGATA, SCOTT            13 13  NA  NA  NA   NA NA NA   NA NA
427       OROBINSKAIA, MARINA N            24  6   6   2   2    4  1 NA    1 NA
428  LAZERTE, DEBORAH ELIZABETH            37  5  11   8   6    3  2  1   NA  1
429          BUCHWITZ, BRIAN J.            64 18  39   5  NA   NA NA NA   NA NA
430      MARTIN-MORRIS, LINDA E            23  1   3   5   8    5  1 NA   NA NA
431               OAKLEY, AMY E           386 29  72  64  50   58 41 20   18  6
432               OAKLEY, AMY E            23  2   5   2   4    3  5 NA    1  1
433               OAKLEY, AMY E            24 NA   6   9   8    1 NA NA   NA NA
434               OAKLEY, AMY E            22 NA   1  10   8    3 NA NA   NA NA
435               OAKLEY, AMY E            24 NA   1   9   9    4  1 NA   NA NA
436               OAKLEY, AMY E            23 NA   4  15   1    1  1 NA   NA  1
437               OAKLEY, AMY E            20 NA   2   8   4    1  5 NA   NA NA
438               OAKLEY, AMY E            24 NA   1   3  12    3  1  2    1 NA
439              FREEMAN, SCOTT           512 50  92  81  70   92 43 25   18 11
440              FREEMAN, SCOTT           497 33  56  63  76   90 56 45   25 15
441             CROWE, ALISON J           260 20  36  49  36   40 23 25   14  3
442  VAN VOLKENBURGH, ELIZABETH           332 17  57  51  52   62 33 25   16  4
443           FRIEDMAN, CAROLYN            70  3  24  15  11    8  1  2   NA  3
444    DOOLEY, FREDERICK DANIEL           214 25  59  43  33   27  8  5    5  1
445            IMAIZUMI, TAKATO            41 26   9   3   3   NA NA NA   NA NA
446              HAUSER, LORENZ            41  1   8   7   6    6  7  1    2  1
447          KENNEDY, MICHAEL L           167 39  25  26  12   20  8 16    5  5
448                 HERRON, JON           118  7  38  18  17   11 10  6    3  2
449      MARTIN-MORRIS, LINDA E            88 18  29  15  16    4  1  2   NA NA
450      MARTIN-MORRIS, LINDA E            84 14  28  14  13    6  3  2    1 NA
451           RUESINK, JENNIFER            71 10  15  15  10    8  4  1    5 NA
452            ZEMAN, LESLIE B.            39  2   9   6  13    4 NA NA   NA NA
453            SCHIVELL, AMANDA            58 13   9   9   7    9  3  3    3  2
454            SCHIVELL, AMANDA            43 14  11   5   2    7  2 NA   NA  1
455   DE LA IGLESIA, HORACIO O.            71  5   8   7   8    8  8  6   11  1
456         SISNEROS, JOSEPH A.            16  2   3   4   2    2  2  1   NA NA
457              PARICHY, DAVID           110 14  26  18  15    9  9  9    1 NA
458              PARICHY, DAVID            46  5   1   5   4   15  6  2    4  1
459           PETERSEN, KAREN E            54  2  13   9   7    8  5  3    4  1
460             HUEY, RAYMOND B            19  5   6   4   2    1 NA NA   NA NA
461            DANIEL, THOMAS L            69 14  23  12  13    4  1 NA   NA NA
462         DI STILIO, VERONICA            45  6   9  14   9    3  1  1    1  1
463          AMMIRATI, JOSEPH F            48  4  19  16   7    2 NA NA   NA NA
464     STROMBERG, CAROLINE A E            24  2  10   3   4    5 NA NA   NA NA
465         SANTANA, SHARLENE E            36  5  18  11   1   NA NA NA   NA  1
466         SIDOR, CHRISTIAN A.            66  8   5  11   3   15  7  4    3  4
467           WENDEROTH, MARY P            87  9   6  10  13   15 10 10    7  3
468           WENDEROTH, MARY P            16 NA   6   4   3    3 NA NA   NA NA
469           WENDEROTH, MARY P            15  2   8   5  NA   NA NA NA   NA NA
470            ZEMAN, LESLIE B.            46  2  22  15   4    2 NA  1   NA NA
471               WEIGLE, SCOTT            49 12  33   4  NA   NA NA NA   NA NA
472        SCHINDLER, DANIEL E.            31  2  11   9   6    2  1 NA   NA NA
473        SCHINDLER, DANIEL E.            31  1  12   9   4    2 NA  1   NA NA
474             CROWE, ALISON J            22 17   5  NA  NA   NA NA NA   NA NA
475      MARTIN-MORRIS, LINDA E            18  7   7   2   1    1 NA NA   NA NA
476          BUCHWITZ, BRIAN J.            64 21  34   9  NA   NA NA NA   NA NA
477             KUSHNICK, GEOFF            59 28  18   5   3    3  1 NA   NA NA
478               OAKLEY, AMY E           331 32  67  52  52   38 32 17   16  5
479               OAKLEY, AMY E            23  1   7  10   3    2 NA NA   NA NA
480               OAKLEY, AMY E            23  1  18   2   1    1 NA NA   NA NA
481               OAKLEY, AMY E            23  5   8   4   3   NA  1 NA   NA NA
482               OAKLEY, AMY E            24  4   9   5   6   NA NA NA   NA NA
483               OAKLEY, AMY E            21  1   9   5   5   NA NA NA   NA NA
484               OAKLEY, AMY E            24  9   3   5   5    1  1 NA   NA NA
485           MEISTER, CECILE J           579 41  70  71  80   94 55 42   44 22
486              FREEMAN, SCOTT           351 32  53  53  53   57 36 25   22  4
487              FREEMAN, SCOTT           394 31  53  62  61   66 49 23   21  7
488            DANIEL, THOMAS L           264  8  43  47  46   54 24 21   12  1
489       DICKINSON, MICHAEL H.           213 14  43  27  33   40 23 10   10  1
490      MARTIN-MORRIS, LINDA E            50  4   8   8  12    6  6  5   NA NA
491     PIETSCH, THEODORE WELLS            23  6   5   1   4   NA  3  1    2 NA
492     PIETSCH, THEODORE WELLS            27  8   4   4   4    2 NA  1    1  2
493           WENDEROTH, MARY P           115  5  14  22  21   19 10  8    2  1
494           WAKIMOTO, BARBARA           107  6  16   8  19   22  9  3    7  4
495           RUESINK, JENNIFER            96 11  29  21  14    7  3  3    3  2
496             CROWE, ALISON J            59 11   7  12   8    8  3  7    1  1
497            ZEMAN, LESLIE B.            45  2  14   9  12    5  1  2   NA NA
498             OWENS, KELLY N.           105 19  12  14  14   15 11  2    7 NA
499              PARRISH, JAY Z            24  7  16   1  NA   NA NA NA   NA NA
500           CARRINGTON, EMILY            57  4  19   8   7    8  7  1    1  1
501              KIM, SOO-HYUNG            29 NA   3   5   4    2  3  4    3  2
502                 PALM, EMILY            39  9  12   8   2    1  3  1   NA NA
503            SCHIVELL, AMANDA            73 10  18  11  10    6  8  1    3  2
504           PETERSEN, KAREN E            65  5   6  18  11   15  2  1    3 NA
505          RIFFELL, JEFFREY A            59  6  19   6   6    5  6 NA    2 NA
506               BOSMA, MARTHA            61  4  23  20   7    5  1 NA   NA NA
507           WENDEROTH, MARY P            49  3   5   3  10    5  5  5    6  4
508                 SEBE, JOY Y            51  1  14   9   7    6  6 NA    4 NA
509            KROSBY, MEADE B.            97  8  27  17  13   15  9  2   NA NA
510             MCABEE, JESSICA            23 12   5  NA   2   NA NA  1   NA NA
511          AMMIRATI, JOSEPH F            16 14   2  NA  NA   NA NA NA   NA NA
512          BUCHWITZ, BRIAN J.            66 21  36   6  NA   NA NA NA   NA NA
513               OAKLEY, AMY E           331 29  53  41  46   58 31 20   20  8
514               OAKLEY, AMY E            24 NA   8   9   6   NA NA NA   NA NA
515               OAKLEY, AMY E            24  2   6   9   4    3 NA NA   NA NA
516               OAKLEY, AMY E            23 NA   5  11   6    1 NA NA   NA NA
517               OAKLEY, AMY E            24  1   7   4  12   NA NA NA   NA NA
518               OAKLEY, AMY E            23 NA   3   6  10    2 NA  1   NA  1
519               OAKLEY, AMY E            23 NA   8   8   6    1 NA NA   NA NA
520                NAISH, KERRY           416 39  65  57  60   76 35 26   26 10
521            SCHIVELL, AMANDA           378 28  47  53  77   77 50 19   11  1
522             MCABEE, JESSICA           574 40 101 108  81  100 62 39   23  6
523              BOERSMA, P DEE            20  5  10   2   1    1 NA NA   NA NA
524          SWANN, ABIGAIL L S            45  3  10   8   9   11  2  2   NA NA
525         LU-IRVING, PATRICIA           116  7  19  21  15   20  9  8    5  4
526              FREEMAN, SCOTT            48  6  14  10   9    5  1  1   NA NA
527           REICHARD, SARAH E            17  1   3   3   2    3  1  1    1 NA
528           WENDEROTH, MARY P           113  6   8  16  16   19 14  6   14  5
529           BERGSTROM, CARL T           123  5  17  21  22   19 15  8    7  2
530      MARTIN-MORRIS, LINDA E            87 19  30  20   9    6  2 NA   NA NA
531      MARTIN-MORRIS, LINDA E            84 13  32  14  11    3  4  1    2 NA
532            ZEMAN, LESLIE B.            40  2   3  14  13    6 NA NA   NA NA
533             CROWE, ALISON J            47 22  14   6   1    3  1 NA   NA NA
534             CROWE, ALISON J            41  8   8   1   5    6  4  2    2  3
535       PAREDEZ, ALEXANDER R.            24  5  14   2   2    1 NA NA   NA NA
536           WAKIMOTO, BARBARA            38  5  13  12   5   NA NA  3   NA NA
537             OWENS, KELLY N.           104  7  17  10   9   14 11  8   11  3
538            IMAIZUMI, TAKATO            35 11   4   6   5    3  2  1    2 NA
539   DE LA IGLESIA, HORACIO O.            71  7   9  14   7   16  4  3    7  3
540  VAN VOLKENBURGH, ELIZABETH            20  9   7   2  NA    1 NA NA   NA NA
541          RIFFELL, JEFFREY A            54  8   9  13   8   13  1  1    1 NA
542            DETHIER, MEGAN N            18  2   9   3   2    2 NA NA   NA NA
543          SEBENS, KENNETH, P            46  5  10   9   7    9  3  1   NA NA
544          AMMIRATI, JOSEPH F            70 25  30  13   2   NA NA NA   NA NA
545          WILSON, GREGORY P.            15  2   3   3   1    3  1  2   NA NA
546          MUMFORD, THOMAS F.            18  5   8   4   1   NA NA NA   NA NA
547         CATTOLICO, ROSE ANN            43  5  22   3   5    5 NA  2    1 NA
548           PETERSEN, KAREN E            70  2  12  26  20    5 NA  2    2 NA
549             SUGDEN, EVAN A.            40  9   6   9   3    1  1  5    3  2
550            ZEMAN, LESLIE B.            47  2   5  18  18    2  1  1   NA NA
551            SUMMERS, ADAM P.            33  8  17   2   4   NA NA NA   NA NA
552              KLICKA, JOHN T            68 10  13   6  15    7  5  8    3  1
553              CHANG, CYNTHIA            45 10   4   7   8    9  3  2    1  1
554              BOERSMA, P DEE            21  2   6   4   3    4  2 NA   NA NA
555             JENSEN, JEFFREY            17  4  11  NA  NA   NA NA NA   NA NA
556            MOODY, WILLIAM J            25  3  16   6  NA   NA NA NA   NA NA
557         DI STILIO, VERONICA            15  5   6   1   1    2 NA NA   NA NA
558             MCABEE, JESSICA            17  9   2   4  NA    1 NA  1   NA NA
559      MARTIN-MORRIS, LINDA E            21  8   9   2  NA    1  1 NA   NA NA
560      MARTIN-MORRIS, LINDA E            17  1   4   3   4    1  1  2    1 NA
561               OAKLEY, AMY E            64  7  14  11   8   11  1  2    2  2
562               OAKLEY, AMY E            15  3   4   3   3   NA  1  1   NA NA
563               OAKLEY, AMY E            14  1   4   8   1   NA NA NA   NA NA
564              CHANG, CYNTHIA           151 11  24  14  22   23 17 14    8  8
565                WIGGINS, BEN            64  6  13   8  11   11  5  3    1  3
566                WIGGINS, BEN            46  1   7   7   9    5  5  4    1  2
567             MCABEE, JESSICA           144 10  18  22  15   30 16 12   11  2
568         LU-IRVING, PATRICIA            31  8   9  NA   1    3  3  2    2 NA
569             OWENS, KELLY N.            43  4  11   7   5    8  1  2    2  1
570          BUCHWITZ, BRIAN J.            58  7  16  14   9    8  2 NA   NA NA
571            KROISS, STEVEN J            24  1   6   1   4    3  7  1    1 NA
572         PADILLA, DIANNA KAE            13  5   6   2  NA   NA NA NA   NA NA
573            SCHIVELL, AMANDA            30  4   7   7   5    2 NA  1    2 NA
574          AMMIRATI, JOSEPH F            46  3  19  21   2    1 NA NA   NA NA
575           PETERSEN, KAREN E            35  3   4  10   6    3  4  1    2 NA
576               BOSMA, MARTHA            32  2  16   6   6    1 NA NA    1 NA
577            SUMMERS, ADAM P.            13  9   3  NA   1   NA NA NA   NA NA
578           BUECHLER, LYNNE M            17  4   6   2   2    1 NA  2   NA NA
579          BUCHWITZ, BRIAN J.            60 19  30   6   1   NA NA NA   NA NA
580                BUICK, ROGER            14 NA   3   4   1    2  3  1   NA NA
581               OAKLEY, AMY E           381 35  63  60  49   61 35 25   19  7
582               OAKLEY, AMY E            22 NA   4   1   4    4  1  4    3 NA
583           SAVOLAINEN, LEA C            24  1  15   5   3   NA NA NA   NA NA
584           SAVOLAINEN, LEA C            24  4   9   6   4   NA NA NA   NA NA
585           SAVOLAINEN, LEA C            24 NA  NA   5   7    5  1  2   NA  2
586           SAVOLAINEN, LEA C            24  1   3   7  10    3 NA NA   NA NA
587           SAVOLAINEN, LEA C            22 NA   1  16   4    1 NA NA   NA NA
588           SAVOLAINEN, LEA C            22  3   6   4   6    2 NA NA   NA NA
589              FREEMAN, SCOTT           598 46  95  97 101  103 53 35   29 11
590              FREEMAN, SCOTT           503 31  70  74  65   94 52 44   27  8
591            SCHIVELL, AMANDA           399 27  60  66  59   70 34 28   28 11
592           WENDEROTH, MARY P           289 19  30  36  45   54 25 17   29  5
593           FRIEDMAN, CAROLYN            29  9  11   3   4    1 NA NA   NA NA
594            IMAIZUMI, TAKATO            46 20   9   7   2    3  2 NA   NA NA
595          SWANN, ABIGAIL L S            46  4  14   4   5    9  5  1    1 NA
596              HAUSER, LORENZ            38  5   8   5  10    6  1  2   NA NA
597          KENNEDY, MICHAEL L           181 14  18  12  25   26 14 19   21  6
598                 HERRON, JON           116 10  43   9  19   13  7  1    7  2
599      MARTIN-MORRIS, LINDA E            86  7  19  14  18    7  3  2    5  1
600      MARTIN-MORRIS, LINDA E            80  6  14  16  18    4  7  4    2  1
601           RUESINK, JENNIFER            84 10  23  17  18    8  3  2   NA NA
602            ZEMAN, LESLIE B.            45  3  12   9  14    1  1 NA   NA NA
603     EISENBERG, DANIEL T. A.            25 10   3   3   2    4  2  1   NA NA
604             CROWE, ALISON J            42 15  16   6   4    1 NA NA   NA NA
605             CROWE, ALISON J            55  9  11   6   5    9  2  6    6 NA
606   DE LA IGLESIA, HORACIO O.           108 10  24  21   7   13 12  5    4  2
607           GARLAND, ALAINA L            89 12  14  10  13   15  8  4    4  2
608         DI STILIO, VERONICA            48  8   8  10   8    6  5  1   NA NA
609          AMMIRATI, JOSEPH F            24  6  11   7  NA   NA NA NA   NA NA
610         SANTANA, SHARLENE E            35 NA   6   3   6    6  3  5    2  2
611           PETERSEN, KAREN E            69  3   9  17  19    8  1  7    2  1
612               SIZEMORE, MAX            85  6  21  20  15   12  6  2    2 NA
613            ZEMAN, LESLIE B.            48 10  17  16   1    3 NA  1   NA NA
614               WEIGLE, SCOTT            54 18  31   4  NA    1 NA NA   NA NA
615        SCHINDLER, DANIEL E.            29  3  10   7   4    2  2 NA   NA NA
616        SCHINDLER, DANIEL E.            40 NA  13  11   7    6 NA  2    1 NA
617            KERR, BENJAMIN B            49 24  16   2   3    2  1 NA   NA NA
618      MARTIN-MORRIS, LINDA E            15  9   4   2  NA   NA NA NA   NA NA
619      NEMHAUSER, JENNIFER L.            17 12   5  NA  NA   NA NA NA   NA NA
620          BUCHWITZ, BRIAN J.            59 17  31   7  NA   NA NA NA   NA NA
621                DRAPER, MOON           332 37  49  54  66   61 24 17    3  4
622           SAVOLAINEN, LEA C            21 NA   8   6   6    1 NA NA   NA NA
623           SAVOLAINEN, LEA C            18  2   6   7   2   NA  1 NA   NA NA
624           SAVOLAINEN, LEA C            20  1  11   6   2   NA NA NA   NA NA
625           SAVOLAINEN, LEA C            21  2   5   5   8   NA NA NA   NA NA
626           SAVOLAINEN, LEA C            21 NA   6   7   5    3 NA NA   NA NA
627           SAVOLAINEN, LEA C            22 NA   3   5   9    3  2 NA   NA NA
628           SAVOLAINEN, LEA C            24  1   6  13   3    1 NA NA   NA NA
629   JANNEKE HILLE RIS LAMBERS           587 46  97  75  95  102 56 34   29 13
630              FREEMAN, SCOTT           385 25  58  59  71   67 34 28   15  9
631              FREEMAN, SCOTT           371 32  58  64  51   66 34 25   22  5
632           WENDEROTH, MARY P           326 15  64  50  60   65 24 17    5  1
633             PERKEL, DAVID J           190 14  33  30  31   29 15  8   10  8
634      MARTIN-MORRIS, LINDA E            58  5  10  18   9    7  3  4    1 NA
635     PIETSCH, THEODORE WELLS            19  8   3   1   1    1 NA NA    2  1
636     PIETSCH, THEODORE WELLS            27  5   4   5   2    7  1 NA    3 NA
637           GARLAND, ALAINA L           119 11  18  21  14   21 13  5    8  2
638           WAKIMOTO, BARBARA           110  5  17   9  13   16 11 11    7  2
639            KROISS, STEVEN J            92  1  20  31  19   11  5  1    2  1
640             CROWE, ALISON J            55 11  13   8   6    3  2  2    4  4
641            ZEMAN, LESLIE B.            69 18  11  14  10    6  4  3    3 NA
642         SISNEROS, JOSEPH A.            17  5   5   3   1   NA  3 NA   NA NA
643              PARICHY, DAVID           115  5  20  34  27   12  5  3    3  1
644              PARRISH, JAY Z            22  4  14   4  NA   NA NA NA   NA NA
645              VLADIMIR MININ            34  7  13  11   1    2 NA NA   NA NA
646 WALCHER-CHEVILLET, CRISTINA            59 27  14   4   7    1  1  2   NA NA
647           CARRINGTON, EMILY            55  6  17  20   5    5  2 NA   NA NA
648  KINMONTH-SCHULTZ, HANNAH A            30 NA   7   9   9    1  1  3   NA NA
649  VAN VOLKENBURGH, ELIZABETH            38  3   8   7   5   10  2  2   NA NA
650            SCHIVELL, AMANDA            70  6  17  16  12    7  2  1    3  2
651         SIDOR, CHRISTIAN A.            28  3   6   4   4    4  1  2   NA  3
652               WARD, PETER D            15  4   2   3   1    2  1  2   NA NA
653           PETERSEN, KAREN E            70  2   8  15  18   10  7  2    6 NA
654                 VINAUGER, C            50  8  11  10  10    8 NA  1   NA  1
655                 SEBE, JOY Y            60  7  25   6  12    4  2  1   NA NA
656            KROSBY, MEADE B.            97 28  16  12  14    8  5  3    3  2
657        SCHINDLER, DANIEL E.            16  5   6   5  NA   NA NA NA   NA NA
658              PRICE, REBECCA            25 12  12   1  NA   NA NA NA   NA NA
659 WALCHER-CHEVILLET, CRISTINA            19 19  NA  NA  NA   NA NA NA   NA NA
660          AMMIRATI, JOSEPH F            16 13   3  NA  NA   NA NA NA   NA NA
661          BUCHWITZ, BRIAN J.            61 17  38   5  NA   NA NA NA   NA NA
662                DRAPER, MOON           330 47  51  42  55   49 30 20   15  6
663           SAVOLAINEN, LEA C            23  3   8   5   5    1 NA  1   NA NA
664           SAVOLAINEN, LEA C            24  3   5  11   2    2 NA NA   NA NA
665           SAVOLAINEN, LEA C            21  4   7   4   4    1 NA NA   NA NA
666           SAVOLAINEN, LEA C            22  2   9   9   2   NA NA NA   NA NA
667           SAVOLAINEN, LEA C            22  3   6   5   5   NA  1 NA   NA NA
668           SAVOLAINEN, LEA C            19 NA   5   7   2    2  1 NA   NA NA
669              OAKS, JAMIE R.           402 28  70  64  59   71 31 20   13  9
670      NEMHAUSER, JENNIFER L.           393 34  64  64  46   72 45 28   22  6
671     DOHERTY, JENNIFER HELEN           598 29  89 112  99  111 69 25   30  8
672              BOERSMA, P DEE            23  2  10   8  NA    2 NA NA   NA NA
673        OLMSTEAD, RICHARD G.           121 18  10  18  15   24  9  4   10 NA
674           REICHARD, SARAH E            20  1   3   4   5    4 NA  2    1 NA
675           GARLAND, ALAINA L           121 14  21  15  21   20  8  8    6  1
676                 HERRON, JON           123 10  55  12  11   15  4  4    3  4
677      MARTIN-MORRIS, LINDA E            76 13  22  15  11    7  3  3    2 NA
678      MARTIN-MORRIS, LINDA E            71 13  26  12   8    5  3  1    1 NA
679            ZEMAN, LESLIE B.            45  1  11  12   8    9  1 NA   NA NA
680            SCHIVELL, AMANDA            60 18  13  11   6    7 NA  2   NA  1
681            SCHIVELL, AMANDA            40 10  11   9   3    3  1  2   NA NA
682       PAREDEZ, ALEXANDER R.            18  7   8   2  NA   NA NA NA   NA NA
683           WAKIMOTO, BARBARA            40  6  12   9   4    6 NA  1   NA NA
684              PARICHY, DAVID           101  9  25  13  14   11  4  5    4  1
685            IMAIZUMI, TAKATO            40 13   4   3   5    3  2  3    5 NA
686                POPA, SIMINA            52 13   9   8   7    4  3  3    4  1
687   DE LA IGLESIA, HORACIO O.            67  3  11  16  15   10  5  3    1  2
688           BRUNTON, BINGNI W            24  5   8   7   1   NA  1 NA   NA NA
689  VAN VOLKENBURGH, ELIZABETH            22  6  16  NA  NA   NA NA NA   NA NA
690          RIFFELL, JEFFREY A            49  6  14   7   4   10  1  3    2 NA
691           RUESINK, JENNIFER            26  8  12   4   1   NA NA NA   NA  1
692          AMMIRATI, JOSEPH F            47 10  26   9  NA    2 NA NA   NA NA
693          WILSON, GREGORY P.            18  5  NA   1   5    3  3 NA   NA  1
694              KLICKA, JOHN T            36  8   5   3   6    5  2  3    1 NA
695           PETERSEN, KAREN E            71  6   4  27  12    5  5  4    1  1
696             SUGDEN, EVAN A.            40 10   6   7   5    4  2  2   NA NA
697               SIZEMORE, MAX            52  8  15  10  10    6  1  1   NA NA
698            ZEMAN, LESLIE B.            48  6  11  13   7    9  1  1   NA NA
699               SIZEMORE, MAX            40  3  17  10   2    3  1  1    1  1
700           BERGSTROM, CARL T            59  3  15   8  14   11  2  2    2 NA
701            KROISS, STEVEN J            45  4  19  11   6    4 NA NA   NA NA
702              BOERSMA, P DEE            15  2   7   5   1   NA NA NA   NA NA
703              PRICE, REBECCA            22 17   4  NA  NA   NA NA  1   NA NA
704             JENSEN, JEFFREY            15  2  10   1   1   NA NA NA   NA NA
705            MOODY, WILLIAM J            32  4  21   3   3   NA NA NA   NA NA
706      MARTIN-MORRIS, LINDA E            37 26  10  NA  NA    1 NA NA   NA NA
707   THEOBALD, ELINORE JENKINS            15  3   2   3   1    3  1 NA   NA NA
708              FREEMAN, SCOTT            32 31   1  NA  NA   NA NA NA   NA NA
709      MARTIN-MORRIS, LINDA E            29  4   2   3   4    2  2  1    1 NA
710           SAVOLAINEN, LEA C            46  5   8   9  10    3  1  1    5  1
711           SAVOLAINEN, LEA C            13 NA   5  NA   1    2  1 NA    4 NA
712    DOOLEY, FREDERICK DANIEL           128  9  20  15  11   23  7 15    9 NA
713                WIGGINS, BEN           101  8  18  22  13   15  8  4    3  2
714     DAY, JENNIFER MAE-WHITE           151 11  19  20  22   30 18 10    8  5
715               KLEIN, ELAINE            23  1   4   3   6    2  2  2   NA  2
716             PERKEL, DAVID J            23  2   7   3   5    1  3 NA    1 NA
717                DRAPER, MOON            15 11   2  NA   1   NA NA NA   NA NA
718                CHAU, JOHN H            21  3   3  NA   6    1  1  3    2  1
719          STAWICKI, TAMARA M            49  7  11   8   8    6  5 NA    1 NA
720     CALEDE, JONATHAN JEAN M            26  3   5   2   2    5  3  1    2 NA
721          BUCHWITZ, BRIAN J.            46  7  13   9   7    5  1  1    2 NA
722               TURNER, KEVIN            20  1   8   4   4    1  1 NA   NA NA
723 WALCHER-CHEVILLET, CRISTINA            15  1   4   1   1    4  1  1   NA NA
724            SCHIVELL, AMANDA            29  4   7   5   3    3 NA  1    1  2
725          AMMIRATI, JOSEPH F            46 10  19  13   2    2 NA NA   NA NA
726           PETERSEN, KAREN E            28  1   3   4   7    6  3  1    3 NA
727               BOSMA, MARTHA            26  7  10   7   2   NA NA NA   NA NA
728              PRICE, REBECCA            13 10   3  NA  NA   NA NA NA   NA NA
729              PRICE, REBECCA            15 10   5  NA  NA   NA NA NA   NA NA
730          WALTER, MARGARET G            19  1   6   4   3    2  2 NA   NA NA
731               AULD, SUSAN D            19  7   3   1   4    2  1 NA   NA NA
732          BUCHWITZ, BRIAN J.            53 15  33   2   1   NA NA NA   NA NA
733              BARNES, RORY K            14  1   3   1   1    2  1  2   NA  2
734           PETERSEN, KAREN E           375 18  47 103  68   43 18  9   15 13
735           PETERSEN, KAREN E            23  2   3  11   4    2 NA NA   NA NA
736               SELF, CASEY J            24  1   9   9   4   NA  1 NA   NA NA
737               SELF, CASEY J            21  4   2   7   6    1 NA NA   NA NA
738               SELF, CASEY J            24 NA   7  11   5   NA NA NA   NA NA
739               SELF, CASEY J            24  5   6   7   5   NA NA NA   NA NA
740               SELF, CASEY J            24  2   7   7   4    4 NA NA   NA NA
741               SELF, CASEY J            21  1   2  11   5   NA NA  1   NA NA
742              FREEMAN, SCOTT           579 57 115 104  94   76 48 20   26  9
743              FREEMAN, SCOTT           485 30  82  69  77   78 45 35   23  6
744            SCHIVELL, AMANDA           305 23  48  47  43   49 23 24   24  6
745     DOHERTY, JENNIFER HELEN           308 24  40  47  48   52 31 25   15  7
746             POOL, THOMAS K.            17  2   5  NA   5    3  1 NA   NA NA
747                DRAPER, MOON            47 12  28   7  NA   NA NA NA   NA NA
748              HAUSER, LORENZ            33  8   7  11   2    3  2 NA   NA NA
749           WENDEROTH, MARY P           103  9  10   8  17   17  6  9   13  3
750                 HERRON, JON           114 15  48  16  14   13  1 NA    3  2
751      MARTIN-MORRIS, LINDA E            56 12  23  10   3    5  3 NA   NA NA
752      MARTIN-MORRIS, LINDA E            55  7  19   9  11    3  2  1   NA  1
753         DOBKOWSKI, KATIE A.            88 18  33   8  10    8  3  1    1  1
754                DRAPER, MOON            42 11  28   3  NA   NA NA NA   NA NA
755             CROWE, ALISON J            55 15   6   8   7    4  1  5   NA  2
756   DE LA IGLESIA, HORACIO O.           116  9  15  22  14   14  8 11    7  4
757              PARICHY, DAVID            72 14   9  10  10   11  3  4    4  4
758            IMAIZUMI, TAKATO            40 12   8   9   4    2  1 NA    1  1
759           BERGSTROM, CARL T            41  4   3   7   7    6  4  2    3  1
760             BUCKLEY, LAUREN            46  5  12   7   8    7  1 NA    1 NA
761            DANIEL, THOMAS L            71  8  25  20  10    3  1  1    1  1
762         DI STILIO, VERONICA            45 11  11   7   4    6  3 NA    2 NA
763          AMMIRATI, JOSEPH F            29  9  13   7  NA   NA NA NA   NA NA
764         SANTANA, SHARLENE E            34  3   8   5   2    3  3  4    3  2
765         SIDOR, CHRISTIAN A.            95  8  28  12   7    7 10  6    5  5
766               WEIGLE, SCOTT            52 15  34   3  NA   NA NA NA   NA NA
767   JANNEKE HILLE RIS LAMBERS            14  3   4   3   1   NA NA  1    1 NA
768        SCHINDLER, DANIEL E.            33  4  11   7   8    1  1 NA   NA NA
769        SCHINDLER, DANIEL E.            41 NA  13  10   8    5  1 NA    1 NA
770      MARTIN-MORRIS, LINDA E            30 11   7   6   3    2  1 NA   NA NA
771           GARLAND, ALAINA L            68 12  15  10   5    9  3  2    2  1
772                 BRYSON, ROB            13  2   9   2  NA   NA NA NA   NA NA
773      NEMHAUSER, JENNIFER L.            17 11   6  NA  NA   NA NA NA   NA NA
774          BUCHWITZ, BRIAN J.            55 18  32   3  NA   NA NA NA   NA NA
775                DRAPER, MOON           329 27  70  55  51   51 21 23   11  5
776               SELF, CASEY J            21  1  11   4   1    4 NA NA   NA NA
777               SELF, CASEY J            21  5   7   4   5   NA NA NA   NA NA
778               SELF, CASEY J            21  8   5   7   1   NA NA NA   NA NA
779               SELF, CASEY J            24  7   8   3   6   NA NA NA   NA NA
780               SELF, CASEY J            21 10   5   6  NA   NA NA NA   NA NA
781               SELF, CASEY J            20  4   5  10   1   NA NA NA   NA NA
782               SELF, CASEY J            18  1  10   4   2    1 NA NA   NA NA
783    DOOLEY, FREDERICK DANIEL           583 41  79  88  92  108 63 35   19  8
784                WIGGINS, BEN           354 30  47  60  59   60 34 16   21  7
785                WIGGINS, BEN           378 34  60  59  51   62 48 18   17  6
786             MCABEE, JESSICA           161  8  16  31  29   35 19 11    4  2
787            DANIEL, THOMAS L           116  6  20  19  23   21 16  6    2  1
788      MARTIN-MORRIS, LINDA E            53  3  18   7   7    9  3  3    1 NA
789              HAUSER, LORENZ            22  2   2   4   3    6  1  3   NA  1
790              HAUSER, LORENZ            29  2   6   5   7    4  1  2    1 NA
791           WENDEROTH, MARY P           114  9  22  22  26   11  7  4    7  2
792                 HERRON, JON           117  9  58  16  16   11  2  1    1  1
793           WAKIMOTO, BARBARA            90 11  18   9   8    7  5 10    2  2
794           RUESINK, JENNIFER            92  8  28  24  14   10  4  1   NA NA
795           GARLAND, ALAINA L            42  5   6  10   5    7  2  2    2 NA
796            SCHIVELL, AMANDA            61 13  20  14   5    2 NA  1    2 NA
797     EISENBERG, DANIEL T. A.            29 17   4   1   1    2  1  1    2 NA
798             CROWE, ALISON J            50 13   6   8   4    5  3  2    6  1
799              PARRISH, JAY Z            24  9  11   4  NA   NA NA NA   NA NA
800              VLADIMIR MININ            27  3  10   9   2    1 NA NA   NA NA
801           BRUNTON, BINGNI W            38  6   9  10   2    2  2 NA    1 NA
802          SEBENS, KENNETH, P            53  7  28  14   2    2 NA NA   NA NA
803              KIM, SOO-HYUNG            30  2   4   6   5    4  4  4   NA NA
804  VAN VOLKENBURGH, ELIZABETH            38  6  15   4   8    1  2  1    1 NA
805          SEBENS, KENNETH, P            46  2  11  10  13    4  3  1   NA NA
806          AMMIRATI, JOSEPH F            48  4   9  11  11    6  3  1    1  1
807           PETERSEN, KAREN E            72  2   7  18  12   15  7  4    3  1
808          RIFFELL, JEFFREY A            54  7  17   9  11    6 NA  3   NA NA
809              EASTON, CURTIS            54 10  20  10   9    4 NA NA   NA NA
810           WENDEROTH, MARY P            48  6   5   8   5   13  5  2    2  1
811                 SEBE, JOY Y            59  7  15  10  11    9  2  2    2 NA
812            SCHIVELL, AMANDA            48  5  33   8   1    1 NA NA   NA NA
813         PROMISLOW, DANIEL E            59  5  23  15   9    6  1 NA   NA NA
814         COOPER, JACOB DEVIN            50  4  10   7  13   10  2  3   NA NA
815       PAREDEZ, ALEXANDER R.            24 18   5   1  NA   NA NA NA   NA NA
816              PRICE, REBECCA            23  7   6   4   2   NA NA NA   NA NA
     D D..1  F  W Average_GPA
1   NA   NA NA NA         3.6
2   NA   NA NA  2         3.8
3   NA   NA NA NA         3.3
4    7    3  5  9         2.9
5   NA   NA NA NA         3.3
6   NA   NA NA NA         3.2
7   NA   NA NA  1         3.2
8   NA   NA NA NA         3.3
9   NA   NA NA NA         3.2
10  NA   NA NA NA         3.2
11  NA   NA NA NA         3.4
12   6    3  7 15         2.9
13   5    2  7 13         2.7
14   6    1 NA  3         2.6
15  NA   NA  1  1         2.9
16  NA   NA  2  6         3.0
17  NA   NA NA NA         3.1
18  NA   NA  1  1         2.9
19   1    3  7  1         2.6
20  NA    1 NA  1         3.3
21  NA   NA NA NA         3.1
22   1   NA  1 NA         3.2
23  NA    1  1  2         3.1
24  NA    1 NA NA         2.9
25  NA   NA NA NA         3.4
26   2   NA  4  5         2.6
27   1   NA  1  2         2.7
28  NA   NA NA  1         3.3
29  NA   NA NA NA         3.5
30  NA   NA NA NA         3.4
31   2    2  4  4         2.5
32  NA   NA NA NA         3.6
33  NA   NA NA NA         3.4
34  NA   NA NA  1         3.5
35  NA   NA NA NA         3.4
36  NA   NA NA NA         3.5
37  NA   NA NA NA         3.6
38  NA   NA  1 NA         3.0
39  NA   NA  1  1         3.0
40  NA   NA NA NA         3.5
41  NA   NA NA NA         3.7
42  NA   NA NA NA         3.9
43  NA   NA NA NA         3.6
44   3   11 19 14         2.5
45  NA   NA NA NA         3.5
46  NA   NA NA NA         3.3
47  NA   NA NA NA         3.2
48  NA   NA NA NA         3.5
49  NA   NA NA  1         3.2
50  NA   NA NA  1         3.2
51  NA   NA NA NA         3.3
52   8    4 12 26         2.7
53   2    2  1  4         2.9
54   2   NA  2  6         2.9
55   1   NA NA  2         3.1
56   2   NA  1 NA         2.2
57   1   NA  1 NA         2.8
58   1    1  3  9         2.7
59   2   NA  1  4         3.0
60  NA   NA  1  1         3.2
61   1   NA  3  3         2.7
62  NA   NA NA  1         3.8
63   3    3  1  3         2.8
64  NA    2  1  3         2.9
65  NA   NA NA NA         3.6
66  NA   NA NA NA         3.2
67  NA   NA NA  1         3.7
68  NA   NA  2 NA         2.9
69  NA   NA  1 NA         3.3
70  NA   NA NA  1         3.5
71   1    1 NA NA         2.9
72  NA   NA  2 NA         3.0
73  NA   NA NA NA         3.3
74  NA   NA NA  2         3.1
75  NA   NA  1 NA         3.7
76   3   NA NA  1         3.2
77  NA   NA NA NA         3.8
78  NA   NA NA NA         3.6
79   1   NA NA NA         3.4
80  NA   NA NA NA         3.8
81  14   11 20  4         2.5
82  NA   NA NA NA         3.3
83  NA   NA  1 NA         3.0
84  NA   NA NA  1         3.2
85  NA   NA  1 NA         3.1
86  NA    1 NA  1         3.0
87  NA   NA NA NA         3.2
88  NA   NA NA  1         2.9
89   8    4 17 19         2.6
90   5    2  2  6         2.7
91   4   NA  3  8         2.7
92   1   NA NA NA         3.7
93  NA   NA  1 NA         3.5
94  NA   NA NA NA         3.4
95   4    2  3  7         2.7
96  NA   NA  3  1         3.0
97   1   NA  1 NA         3.1
98   3   NA  3  8         2.7
99   2    1  9  2         2.8
100  4    3  1  2         2.9
101 NA   NA  1  1         3.7
102 NA   NA NA NA         3.3
103 NA   NA  3  1         2.9
104 NA   NA  1  3         2.8
105 NA   NA NA  1         3.2
106 NA   NA  1  3         2.9
107 NA    1 NA  7         2.7
108 NA   NA  3  2         3.0
109 NA   NA NA NA         3.6
110 NA   NA NA  5         3.3
111 NA   NA NA NA         3.0
112 NA   NA NA NA         3.5
113 NA   NA  1 NA         3.2
114 NA   NA NA NA         3.3
115 NA   NA NA NA         3.6
116 NA   NA NA  1         3.4
117 NA   NA  1  1         3.1
118  2    1  3  2         2.9
119 NA   NA  3  3         2.6
120 NA   NA NA  1         2.9
121 NA   NA NA NA         3.1
122 NA   NA NA NA         3.7
123 NA   NA NA NA         3.7
124 NA   NA NA NA         4.0
125 NA   NA NA NA         3.8
126 NA   NA NA NA         3.0
127 NA    1  7  3         2.4
128 NA   NA NA NA         3.2
129 NA   NA NA NA         3.4
130  2    1  4 22         2.7
131  1   NA  2  4         2.8
132 NA   NA  2  7         2.8
133 NA    1 NA  1         3.2
134 NA    2 NA  1         2.9
135 NA   NA NA  1         3.3
136 NA   NA NA  4         3.1
137 NA   NA NA NA         2.9
138 NA   NA NA NA         3.5
139 NA   NA  1 NA         3.0
140 NA   NA NA NA         3.8
141 NA    1  1 NA         3.0
142 NA   NA NA  1         3.6
143 NA   NA NA NA         3.9
144 NA   NA NA NA         3.8
145 NA   NA NA NA         3.6
146 NA   NA NA  3         3.8
147 NA   NA NA NA         3.5
148 NA   NA NA NA         3.6
149  5    4  8 11         2.9
150 NA   NA NA NA         3.2
151 NA   NA NA NA         2.9
152 NA   NA NA  1         3.2
153 NA   NA NA NA         3.1
154 NA   NA NA  1         3.3
155 NA   NA NA NA         3.2
156 NA   NA NA  1         3.2
157 NA   NA NA  1         3.7
158  3    1  4 17         2.9
159  8    5  8  7         2.7
160 NA   NA  6  9         2.9
161 NA   NA NA  2         3.1
162 NA   NA NA  5         3.1
163 NA   NA NA NA         3.5
164 NA   NA NA  1         3.1
165  1    1  4  4         2.8
166 NA    1  1  1         3.4
167 NA   NA  1 NA         3.3
168 NA   NA  1 NA         3.5
169 NA   NA  3  1         2.8
170 NA   NA NA NA         3.6
171  3    6  7 14         2.4
172 NA   NA NA NA         3.3
173  1    2 NA  7         2.7
174  1   NA  2  3         2.5
175  1   NA  1 NA         3.2
176 NA   NA NA NA         3.3
177  1    4  1  1         2.6
178  1    3  5  3         2.4
179 NA   NA NA NA         3.6
180 NA   NA NA NA         3.5
181 NA   NA NA NA         3.3
182 NA   NA NA  2         3.7
183 NA   NA NA  1         3.1
184 NA   NA NA  2         3.1
185 NA   NA NA  1         3.6
186 NA   NA NA NA         3.7
187 NA   NA NA NA         3.9
188 NA   NA NA NA         3.6
189  1    2 NA  1         3.5
190  9   15 17 16         2.5
191 NA   NA NA NA         3.1
192 NA   NA NA NA         3.2
193 NA   NA NA  3         3.4
194 NA   NA NA  1         3.3
195 NA   NA NA NA         3.3
196 NA   NA NA  1         3.3
197 NA   NA NA NA         3.1
198 17    8 14 24         2.6
199  8    4  4  8         2.8
200  1   NA  1  3         2.9
201  2   NA  2  1         2.9
202 NA   NA NA NA         3.2
203 NA    1  3 NA         2.5
204  2   NA NA NA         2.5
205  5    2  5  2         2.4
206 NA    3  4 NA         2.8
207  1    2 NA  1         3.1
208 NA   NA NA NA         3.2
209  1   NA NA  1         3.3
210  2   NA NA NA         3.1
211  1    2 NA  1         3.2
212 NA   NA NA  1         3.2
213  1   NA NA NA         2.9
214  1   NA  1  1         3.1
215 NA   NA NA  2         3.5
216 NA   NA NA NA         3.0
217 NA    5 NA  1         2.9
218  2    2 NA  1         2.5
219 NA   NA NA NA         3.5
220  5    1  5  1         2.8
221 NA   NA NA NA         3.8
222 12   16 20 22         2.5
223 NA   NA NA NA         3.1
224 NA    1 NA  1         2.8
225 NA   NA NA NA         3.0
226 NA   NA NA  1         3.5
227 NA   NA NA  1         3.3
228 NA   NA NA NA         3.2
229 NA   NA NA  2         3.2
230 10    5 11 14         2.7
231  3    2 NA  7         2.9
232  1   NA  2 15         2.6
233 NA   NA  2  2         3.6
234 NA   NA NA  1         3.4
235  1   NA NA NA         3.0
236  1    2  4  2         2.6
237  1   NA  2 NA         2.9
238 NA   NA  1  1         3.2
239 NA   NA  2 NA         3.0
240 NA   NA NA  2         3.2
241  1   NA  1  7         2.8
242 NA   NA NA  1         3.5
243 NA   NA  1  2         3.2
244 NA    1  1 NA         3.2
245 NA   NA NA  2         3.0
246 NA   NA NA  1         3.2
247 NA   NA  1 NA         3.2
248 NA   NA NA NA         3.1
249 NA   NA  1 NA         2.8
250 NA   NA NA  1         3.5
251 NA   NA NA NA         3.4
252  1   NA NA  1         3.4
253 NA   NA  2  1         3.0
254  1   NA  3  3         3.3
255 NA   NA  1  1         3.0
256 NA   NA  1 NA         3.4
257 NA   NA  1  1         3.1
258 NA   NA NA  1         3.4
259 NA   NA NA  1         3.8
260 NA   NA NA  1         3.8
261 NA   NA  1 NA         3.2
262 NA   NA NA NA         4.0
263 NA   NA NA NA         4.0
264 NA   NA NA NA         3.5
265 NA   NA  1 NA         2.8
266  2   NA  5  5         2.6
267 NA   NA NA NA         3.3
268 NA   NA NA NA         3.6
269  2   NA  3 10         2.6
270  3   NA NA  3         2.9
271  3   NA  1  4         2.8
272  1    2  1  4         2.7
273 NA   NA NA  2         3.7
274 NA   NA NA NA         3.3
275  2    1  1  2         2.5
276 NA   NA NA NA         3.4
277 NA   NA  1  1         3.2
278 NA   NA NA NA         3.6
279 NA   NA  1 NA         2.8
280 NA   NA NA  5         3.8
281 NA   NA  2  3         2.8
282 NA   NA NA NA         3.4
283 NA   NA NA NA         3.8
284 NA   NA NA NA         3.8
285 NA   NA NA NA         3.6
286 NA   NA NA  1         3.6
287  2   NA  3 26         2.8
288  1   NA NA NA         2.7
289 NA   NA NA NA         3.1
290  2   NA NA  1         2.9
291 NA   NA NA NA         2.1
292 NA   NA NA  2         2.9
293 NA   NA NA NA         3.0
294 NA   NA NA NA         2.8
295  2    2  5 10         3.0
296  6    3 14 37         2.6
297  5    1  2 12         2.8
298 NA   NA  2 NA         2.8
299  2    1  4  1         2.7
300  2   NA  4  6         3.2
301 NA   NA NA NA         3.6
302 NA   NA  1  2         3.0
303 NA   NA  1  3         2.8
304  2    1  4  5         2.8
305 NA    1  1  4         3.2
306 NA    1 NA  5         3.2
307 NA   NA  2  1         3.4
308 NA   NA  2  1         3.1
309  1    2  1  2         3.0
310 NA   NA  1 NA         3.5
311  1    3 NA  4         2.7
312  1    1  1  2         3.0
313 NA   NA  3  3         2.8
314 NA   NA NA NA         3.5
315 NA   NA NA NA         3.4
316 NA    1 NA NA         2.8
317 NA   NA  2  6         2.7
318 NA   NA NA NA         3.5
319 NA   NA NA NA         3.5
320 NA   NA NA NA         3.6
321 NA   NA NA NA         3.3
322 NA   NA NA NA         3.7
323 NA   NA NA NA         3.1
324 NA   NA NA  1         3.1
325 NA   NA NA NA         3.8
326 NA   NA NA NA         3.9
327 NA   NA NA NA         3.8
328 NA   NA NA  2         3.7
329  1    2  9  9         2.8
330 NA   NA NA  1         3.2
331 NA   NA NA NA         3.1
332 NA   NA NA NA         3.2
333 NA   NA NA NA         3.4
334 NA   NA NA NA         3.2
335 NA   NA NA NA         3.1
336 NA   NA NA  2         3.1
337 13    6 15 13         2.6
338  6    2  2 23         2.7
339 10    2  7 10         2.8
340  1   NA  1  4         2.8
341 NA   NA  6  5         3.1
342 NA   NA NA NA         2.9
343  3   NA  2  1         2.5
344 NA   NA  1 NA         3.0
345  6    1  4  1         2.3
346  2   NA  3  6         2.6
347 NA   NA  1 NA         3.0
348 NA   NA NA NA         3.2
349 NA   NA  1  1         3.2
350 NA   NA NA NA         3.7
351 NA   NA NA NA         3.2
352 NA   NA  1 NA         3.5
353 NA   NA NA  1         3.2
354 NA   NA NA NA         3.2
355  1    1 NA NA         3.0
356  1   NA NA NA         2.9
357 NA   NA NA NA         3.5
358  1    1 NA NA         3.0
359 NA    3 NA  2         2.9
360 NA   NA NA NA         4.0
361 NA   NA NA NA         4.0
362 NA   NA NA  2         3.7
363 NA    2  1 NA         3.3
364  6    2  6  8         2.8
365 NA   NA  2 NA         2.8
366 NA   NA NA  1         3.1
367 NA   NA NA NA         3.3
368  1   NA NA NA         3.3
369 NA   NA NA  1         3.2
370 NA    1 NA NA         2.9
371 NA   NA NA NA         3.0
372  8    2 18 11         2.6
373  3    1  8  4         2.7
374  2   NA  3 10         2.8
375 NA   NA NA NA         3.6
376  2    1  3  4         2.8
377 NA   NA NA  1         3.1
378  3   NA  2  5         2.6
379 NA   NA  2  1         3.4
380 NA    1 NA  7         3.0
381 NA   NA  2  1         3.1
382 NA   NA NA NA         3.5
383 NA   NA NA NA         3.0
384 NA   NA NA NA         3.2
385 NA   NA NA  1         3.2
386 NA    1  2  1         2.7
387 NA   NA NA  1         3.1
388 NA   NA NA NA         3.4
389 NA   NA NA NA         3.3
390 NA   NA NA NA         3.0
391 NA   NA  1 NA         3.1
392  1    1 NA NA         3.2
393 NA   NA NA NA         2.8
394 NA   NA NA NA         3.3
395  2   NA NA  2         3.1
396  1   NA NA NA         2.9
397  2   NA NA  1         2.7
398 NA   NA NA NA         3.2
399 NA    1 NA  1         2.8
400 NA   NA  1  1         2.9
401 NA   NA NA NA         3.2
402 NA   NA NA NA         3.6
403 NA   NA NA NA         4.0
404 NA   NA  1 NA         3.2
405 NA   NA NA  1         3.6
406 NA   NA NA NA         3.7
407  1   NA  3  6         3.0
408 NA   NA NA  1         3.3
409 NA   NA NA NA         3.6
410  3    2  4  5         2.5
411  1   NA NA  1         2.9
412 NA   NA NA  1         2.9
413 NA   NA NA  5         2.9
414 NA   NA NA  1         3.7
415  1   NA  1 NA         3.1
416 NA    1 NA  1         3.0
417 NA   NA NA  1         3.4
418 NA   NA  1  4         2.9
419 NA   NA  2 NA         2.9
420 NA   NA NA NA         3.7
421  2   NA NA NA         3.0
422 NA   NA NA NA         3.6
423  2   NA  1  1         2.9
424 NA   NA NA NA         3.5
425 NA    1 NA NA         3.5
426 NA   NA NA NA         4.0
427 NA   NA NA  2         3.3
428 NA   NA NA NA         3.2
429 NA   NA  1  1         3.6
430 NA   NA NA NA         3.1
431  4    6 10  8         2.8
432 NA   NA NA NA         2.9
433 NA   NA NA NA         3.2
434 NA   NA NA NA         3.1
435 NA   NA NA NA         3.0
436 NA   NA NA NA         3.1
437 NA   NA NA NA         2.9
438 NA   NA NA  1         2.8
439  6    5  9 10         2.9
440  9    5 10 14         2.6
441  2    2  5  5         2.8
442  4    1 NA 10         2.8
443 NA   NA  1  2         3.1
444 NA    2  5  1         3.1
445 NA   NA NA NA         3.8
446  1   NA NA  1         2.8
447  1    2  4  4         3.0
448  3   NA  1  2         3.0
449 NA    1 NA  2         3.3
450 NA   NA  1  2         3.3
451  1   NA  1  1         3.0
452 NA   NA  1  4         3.1
453 NA   NA NA NA         3.0
454 NA   NA NA  1         3.4
455  2    1  4  2         2.4
456 NA   NA NA NA         3.1
457  2   NA  2  5         3.0
458 NA   NA NA  3         2.7
459 NA   NA  1  1         2.9
460 NA   NA NA  1         3.5
461 NA   NA  1  1         3.4
462 NA   NA NA NA         3.2
463 NA   NA NA NA         3.3
464 NA   NA NA NA         3.3
465 NA   NA NA NA         3.5
466  1    3  1  1         2.6
467  1   NA  1  2         2.6
468 NA   NA NA NA         3.2
469 NA   NA NA NA         3.5
470 NA   NA NA NA         3.3
471 NA   NA NA NA         3.7
472 NA   NA NA NA         3.3
473 NA   NA NA  2         3.3
474 NA   NA NA NA         3.9
475 NA   NA NA NA         3.6
476 NA   NA NA NA         3.7
477 NA   NA NA  1         3.6
478  9    2  4  5         2.9
479 NA   NA NA NA         3.3
480 NA   NA NA NA         3.5
481 NA   NA NA  2         3.4
482 NA   NA NA NA         3.4
483 NA   NA NA  1         3.4
484 NA   NA NA NA         3.4
485  9    5 15 31         2.6
486  6    2 NA  8         2.8
487  6    1  6  8         2.8
488  3    1  1  3         2.8
489  1   NA  5  6         2.8
490 NA   NA NA  1         3.0
491 NA    1 NA NA         3.0
492  1   NA NA NA         3.1
493  2   NA  6  5         2.7
494  1   NA  4  8         2.7
495 NA   NA  1  2         3.1
496 NA   NA NA  1         3.0
497 NA   NA NA NA         3.2
498  2    1  3  5         2.8
499 NA   NA NA NA         3.7
500 NA   NA NA  1         3.1
501  1   NA NA  2         2.5
502 NA   NA  2  1         3.2
503  2    1 NA  1         3.0
504  2   NA  1  1         2.9
505 NA    5 NA  4         2.9
506 NA   NA  1 NA         3.3
507  1   NA  2 NA         2.4
508 NA    1  1  2         2.9
509  1    1  2  2         3.0
510 NA   NA  1  2         3.5
511 NA   NA NA NA         3.9
512 NA   NA NA  3         3.7
513  7    5  3 10         2.8
514 NA   NA  1 NA         3.1
515 NA   NA NA NA         3.3
516 NA   NA NA NA         3.2
517 NA   NA NA NA         3.3
518 NA   NA NA NA         3.0
519 NA   NA NA NA         3.3
520  5    3  8  6         2.8
521 NA   NA  3 12         2.9
522  6    2  2  4         2.9
523 NA    1 NA NA         3.4
524 NA   NA NA NA         3.1
525  1    2  2  3         2.7
526 NA   NA  1  1         3.2
527 NA   NA NA  2         3.0
528 NA   NA  3  6         2.6
529  1   NA  3  3         2.7
530 NA   NA  1 NA         3.4
531 NA    1  3 NA         3.2
532 NA   NA  1  1         3.0
533 NA   NA NA NA         3.6
534  1   NA NA  1         2.9
535 NA   NA NA NA         3.6
536 NA   NA NA NA         3.3
537  2    2  6  4         2.5
538 NA   NA NA  1         3.2
539  1   NA NA NA         2.8
540 NA   NA  1 NA         3.5
541 NA   NA NA NA         3.1
542 NA   NA NA NA         3.4
543 NA   NA  1  1         3.1
544 NA   NA NA NA         3.6
545 NA   NA NA NA         3.1
546 NA   NA NA NA         3.6
547 NA   NA NA NA         3.3
548 NA    1 NA NA         3.1
549 NA   NA NA  1         3.0
550 NA   NA NA NA         3.1
551 NA   NA NA  2         3.6
552 NA   NA NA NA         3.0
553 NA   NA NA NA         3.1
554 NA   NA NA NA         3.1
555 NA   NA NA  2         3.7
556 NA   NA NA NA         3.6
557 NA   NA NA NA         3.5
558 NA   NA NA NA         3.5
559 NA   NA NA NA         3.6
560 NA   NA NA NA         2.9
561  3   NA  1  2         2.9
562 NA   NA NA NA         3.3
563 NA   NA NA NA         3.3
564  3   NA  5  2         2.6
565 NA    1  1  1         2.9
566 NA   NA  2  3         2.7
567  1    1  2  4         2.7
568  1    1  1 NA         2.9
569 NA   NA  1  1         2.9
570  1   NA NA  1         3.2
571 NA   NA NA NA         2.8
572 NA   NA NA NA         3.7
573 NA   NA  2 NA         3.0
574 NA   NA NA NA         3.4
575 NA   NA  2 NA         2.8
576 NA   NA NA NA         3.4
577 NA   NA NA NA         3.8
578 NA   NA NA NA         3.3
579 NA   NA  2  2         3.6
580 NA   NA NA NA         2.9
581  5    3  7 12         2.8
582 NA   NA  1 NA         2.5
583 NA   NA NA NA         3.5
584 NA   NA NA  1         3.5
585 NA   NA NA  2         2.7
586 NA   NA NA NA         3.2
587 NA   NA NA NA         3.2
588 NA   NA NA  1         3.3
589  2    3  8 15         2.8
590  8    1  8 21         2.7
591  4    2  5  5         2.8
592  6   NA  5 18         2.7
593  1   NA NA NA         3.5
594 NA   NA NA  3         3.5
595 NA   NA  1  2         3.0
596 NA   NA  1 NA         3.1
597  3   NA 18  5         2.3
598  2   NA NA  3         3.1
599  6    1 NA  3         2.9
600  2    1  3  2         2.8
601 NA   NA  2  1         3.1
602 NA   NA  2  3         3.1
603 NA   NA NA NA         3.3
604 NA   NA NA NA         3.6
605 NA   NA  1 NA         2.9
606  2   NA  4  4         2.9
607  1    3  1  2         2.8
608 NA   NA  1  1         3.1
609 NA   NA NA NA         3.5
610  1   NA  1 NA         2.5
611  1   NA NA  1         2.9
612 NA   NA NA  1         3.1
613 NA   NA NA NA         3.5
614 NA   NA NA NA         3.7
615 NA    1 NA NA         3.2
616 NA   NA NA NA         3.1
617  1   NA NA NA         3.6
618 NA   NA NA NA         3.7
619 NA   NA NA NA         3.9
620 NA   NA  1  3         3.6
621  2   NA  4 11         3.0
622 NA   NA NA NA         3.3
623 NA   NA NA NA         3.4
624 NA   NA NA NA         3.5
625  1   NA NA NA         3.2
626 NA   NA NA NA         3.2
627 NA   NA NA NA         3.0
628 NA   NA NA NA         3.3
629  5    4 13 18         2.8
630  4    1  7  7         2.8
631  2    1  7  4         2.8
632  1   NA  2 22         2.9
633 NA    1  5  6         2.8
634 NA   NA  1 NA         3.0
635 NA   NA  1  1         3.1
636 NA   NA NA NA         3.0
637  1    1  4 NA         2.8
638  3    1  7  8         2.5
639  1   NA NA NA         3.1
640  1   NA  1 NA         2.9
641 NA   NA NA NA         3.2
642 NA   NA NA NA         3.3
643 NA    2  1  2         3.0
644 NA   NA NA NA         3.6
645 NA   NA NA NA         3.5
646 NA   NA  1  2         3.5
647 NA   NA NA NA         3.3
648 NA   NA NA NA         3.0
649 NA   NA NA  1         3.0
650  1   NA  3 NA         2.9
651 NA   NA  1 NA         2.8
652 NA   NA NA NA         3.1
653 NA   NA  1  1         2.8
654 NA   NA NA  1         3.2
655  1    2 NA NA         3.2
656  2   NA  3  1         3.1
657 NA   NA NA NA         3.6
658 NA   NA NA NA         3.8
659 NA   NA NA NA         4.0
660 NA   NA NA NA         3.9
661 NA   NA NA  1         3.7
662  2    2  4  7         2.9
663 NA   NA NA NA         3.3
664 NA   NA NA  1         3.3
665 NA   NA NA  1         3.5
666 NA   NA NA NA         3.4
667 NA   NA NA  2         3.4
668  1   NA NA  1         3.1
669  4    4  8 21         2.8
670  1    1  8  2         2.8
671  2    6  2 16         2.8
672 NA   NA  1 NA         3.3
673  1   NA  9  3         2.7
674 NA   NA NA NA         2.9
675  1    1 NA  5         2.9
676  1    1  1  2         3.1
677 NA   NA NA NA         3.2
678 NA    1  1 NA         3.3
679 NA   NA NA  3         3.2
680 NA   NA NA  2         3.3
681  1   NA NA NA         3.3
682 NA   NA NA  1         3.7
683  1   NA NA  1         3.2
684 NA    3  3  9         2.9
685 NA   NA  1  1         3.0
686 NA   NA NA NA         3.1
687 NA   NA  1 NA         2.9
688 NA   NA  1  1         3.3
689 NA   NA NA NA         3.7
690  2   NA NA NA         3.0
691 NA   NA NA NA         3.5
692 NA   NA NA NA         3.6
693 NA   NA NA NA         3.0
694  1    1 NA  1         3.0
695  2    1  2  1         2.8
696  1   NA  1  2         3.1
697 NA   NA NA  1         3.3
698 NA   NA NA NA         3.2
699 NA   NA  1 NA         3.2
700 NA   NA  2 NA         2.9
701 NA   NA  1 NA         3.3
702 NA   NA NA NA         3.5
703 NA   NA NA NA         3.8
704 NA   NA NA  1         3.6
705 NA   NA NA  1         3.6
706 NA   NA NA NA         3.8
707 NA   NA  1  1         3.0
708 NA   NA NA NA         3.9
709  2   NA  1  7         2.7
710  2   NA  1 NA         2.8
711 NA   NA NA NA         2.7
712 NA    1  3 15         2.7
713 NA    1  2  5         2.9
714  2   NA  2  4         2.7
715 NA   NA  1 NA         2.7
716 NA    1 NA NA         3.0
717 NA   NA NA  1         3.8
718 NA   NA  1 NA         2.7
719 NA   NA  1  2         3.1
720 NA    1  2 NA         2.6
721 NA   NA  1 NA         3.1
722 NA   NA  1 NA         3.2
723  2   NA NA NA         2.8
724  1    1  1 NA         2.8
725 NA   NA NA NA         3.5
726 NA   NA NA NA         2.8
727 NA   NA NA NA         3.6
728 NA   NA NA NA         3.9
729 NA   NA NA NA         3.8
730 NA    1 NA NA         3.0
731  1   NA NA NA         3.3
732 NA   NA  1  1         3.6
733  1   NA NA NA         2.6
734  6    6  7 22         2.8
735 NA   NA  1 NA         3.1
736 NA   NA NA NA         3.3
737 NA   NA NA  1         3.3
738 NA   NA  1 NA         3.1
739 NA   NA NA  1         3.4
740 NA   NA NA NA         3.2
741 NA   NA NA  1         3.2
742  2   NA 10 18         2.9
743  4    2 14 20         2.8
744  1    2  3 12         2.8
745  2    1  3 13         2.8
746 NA   NA NA  1         3.1
747 NA   NA NA NA         3.6
748 NA   NA NA NA         3.4
749  2    2  2  5         2.6
750 NA   NA  2 NA         3.2
751 NA   NA NA NA         3.4
752 NA   NA  1  1         3.2
753  1   NA  2  2         3.2
754 NA   NA NA NA         3.7
755 NA    2  3  2         2.9
756  1    1  8  2         2.6
757 NA   NA  1  2         2.9
758 NA   NA  1  1         3.3
759 NA   NA  3  1         2.7
760 NA   NA  1  4         3.1
761 NA   NA NA  1         3.3
762  1   NA NA NA         3.2
763 NA   NA NA NA         3.6
764 NA   NA  1 NA         2.7
765  1    3 NA  3         2.9
766 NA   NA NA NA         3.7
767 NA   NA NA  1         3.3
768 NA   NA NA  1         3.3
769 NA   NA NA  3         3.1
770 NA   NA NA NA         3.5
771  1    1  2  5         3.0
772 NA   NA NA NA         3.7
773 NA   NA NA NA         3.9
774 NA   NA NA  2         3.7
775  4   NA  7  4         2.9
776 NA   NA NA NA         3.3
777 NA   NA NA NA         3.5
778 NA   NA NA NA         3.6
779 NA   NA NA NA         3.5
780 NA   NA NA NA         3.7
781 NA   NA NA NA         3.4
782 NA   NA NA NA         3.4
783  9    3 17 21         2.7
784  8    2  5  5         2.8
785  5    3  6  9         2.8
786  1    2  2  1         2.8
787  2   NA NA NA         2.9
788 NA   NA NA  2         3.1
789 NA   NA NA NA         2.8
790 NA   NA NA  1         3.0
791 NA    1 NA  3         3.0
792  1   NA  1 NA         3.3
793  1    3  2 12         2.8
794 NA    2  1 NA         3.2
795 NA   NA  2  1         2.9
796 NA   NA  3  1         3.2
797 NA   NA NA NA         3.5
798 NA   NA  1  1         2.9
799 NA   NA NA NA         3.7
800 NA   NA NA  2         3.4
801 NA    1 NA  5         3.2
802 NA   NA NA NA         3.5
803 NA   NA  1 NA         2.8
804 NA   NA NA NA         3.3
805  1   NA NA  1         3.1
806  1   NA NA NA         3.0
807 NA   NA  2  1         2.7
808 NA   NA NA  1         3.2
809 NA   NA NA  1         3.4
810 NA   NA  1 NA         2.8
811 NA   NA NA  1         3.1
812 NA   NA NA NA         3.5
813 NA   NA NA NA         3.3
814 NA   NA  1 NA         3.0
815 NA   NA NA NA         3.8
816 NA   NA  1  3         3.4
info_grades_df
      X Academic_Year                Term Course_Number         Course_Title
1     1       2010-11 20104 (Autumn 2010)    INFO 100 A     COMPUTER FLUENCY
2     2       2010-11 20104 (Autumn 2010)    INFO 200 A   INTELL FOUNDATIONS
3     3       2010-11 20104 (Autumn 2010)    INFO 341 A  COMP NET & DIST APP
4     4       2010-11 20104 (Autumn 2010)    INFO 343 A     WEB TECHNOLOGIES
5     5       2010-11 20104 (Autumn 2010)    INFO 343 B     WEB TECHNOLOGIES
6     6       2010-11 20104 (Autumn 2010)    INFO 445 A      ADV DBMS DESIGN
7     7       2010-11 20104 (Autumn 2010)    INFO 447 A   COMP SUPP COOP WRK
8     8       2010-11 20104 (Autumn 2010)    INFO 461 A   COOPERTIV USR-CNTR
9     9       2010-11 20104 (Autumn 2010)    INFO 470 A  RES METHODS IN INFO
10   10       2010-11 20104 (Autumn 2010)    INFO 481 A   PROJECT MANAGEMENT
11   11       2010-11 20104 (Autumn 2010)    INFO 481 B   PROJECT MANAGEMENT
12   12       2010-11 20111 (Winter 2011)    INFO 100 A     COMPUTER FLUENCY
13   13       2010-11 20111 (Winter 2011)    INFO 200 A   INTELL FOUNDATIONS
14   14       2010-11 20111 (Winter 2011)    INFO 340 A   DBM & INFO RET SYS
15   15       2010-11 20111 (Winter 2011)    INFO 340 B   DBM & INFO RET SYS
16   16       2010-11 20111 (Winter 2011)    INFO 380 A   IS ANALYSIS & MGMT
17   17       2010-11 20111 (Winter 2011)    INFO 424 A     INFO VIS & AESTH
18   18       2010-11 20111 (Winter 2011)    INFO 431 A      METADATA DESIGN
19   19       2010-11 20111 (Winter 2011)    INFO 444 A       VAL SEN DESIGN
20   20       2010-11 20111 (Winter 2011)    INFO 490 A   DSGN DEV INTER SYS
21   21       2010-11 20111 (Winter 2011)    INFO 490 D   DSGN DEV INTER SYS
22   22       2010-11 20112 (Spring 2011)    INFO 100 A     COMPUTER FLUENCY
23   23       2010-11 20112 (Spring 2011)    INFO 200 A   INTELL FOUNDATIONS
24   24       2010-11 20112 (Spring 2011)    INFO 330 A       INFO STUCTURES
25   25       2010-11 20112 (Spring 2011)    INFO 330 B       INFO STUCTURES
26   26       2010-11 20112 (Spring 2011)    INFO 344 A      WEB TOOLS & DEV
27   27       2010-11 20112 (Spring 2011)    INFO 360 A      USER-CTR DESIGN
28   28       2010-11 20112 (Spring 2011)    INFO 360 B      USER-CTR DESIGN
29   29       2010-11 20112 (Spring 2011)    INFO 450 A  INFO ETHICS & POLCY
30   30       2010-11 20112 (Spring 2011)    INFO 463 A  INPUT & INTERACTION
31   31       2010-11 20112 (Spring 2011)    INFO 490 A   DSGN DEV INTER SYS
32   32       2010-11 20112 (Spring 2011)    INFO 498 A    TOPIC INFORMATICS
33   33       2010-11 20113 (Summer 2011)    INFO 200 A   INTELL FOUNDATIONS
34   34       2011-12 20114 (Autumn 2011)    INFO 101 A    SOCIAL NETWORKING
35   35       2011-12 20114 (Autumn 2011)    INFO 200 A   INTELL FOUNDATIONS
36   36       2011-12 20114 (Autumn 2011)    INFO 320 A   INFO NEEDS SRCHING
37   37       2011-12 20114 (Autumn 2011)    INFO 341 A  COMP NET & DIST APP
38   38       2011-12 20114 (Autumn 2011)    INFO 343 A     WEB TECHNOLOGIES
39   39       2011-12 20114 (Autumn 2011)    INFO 343 B     WEB TECHNOLOGIES
40   40       2011-12 20114 (Autumn 2011)    INFO 343 C     WEB TECHNOLOGIES
41   41       2011-12 20114 (Autumn 2011)    INFO 360 A      DESIGN THINKING
42   42       2011-12 20114 (Autumn 2011)    INFO 360 B      DESIGN THINKING
43   43       2011-12 20114 (Autumn 2011)    INFO 360 C      DESIGN THINKING
44   44       2011-12 20114 (Autumn 2011)    INFO 424 A     INFO VIS & AESTH
45   45       2011-12 20114 (Autumn 2011)    INFO 470 A  RES METHODS IN INFO
46   46       2011-12 20114 (Autumn 2011)    INFO 470 B  RES METHODS IN INFO
47   47       2011-12 20114 (Autumn 2011)    INFO 481 A   PROJECT MANAGEMENT
48   48       2011-12 20114 (Autumn 2011)    INFO 481 B   PROJECT MANAGEMENT
49   49       2011-12 20121 (Winter 2012)    INFO 100 A     COMPUTER FLUENCY
50   50       2011-12 20121 (Winter 2012)    INFO 200 A   INTELL FOUNDATIONS
51   51       2011-12 20121 (Winter 2012)    INFO 340 A   DBM & INFO RET SYS
52   52       2011-12 20121 (Winter 2012)    INFO 340 B   DBM & INFO RET SYS
53   53       2011-12 20121 (Winter 2012)    INFO 340 C   DBM & INFO RET SYS
54   54       2011-12 20121 (Winter 2012)    INFO 380 A   IS ANALYSIS & MGMT
55   55       2011-12 20121 (Winter 2012)    INFO 447 A   COMP SUPP COOP WRK
56   56       2011-12 20121 (Winter 2012)    INFO 461 A   COOP SOFTWARE DSGN
57   57       2011-12 20121 (Winter 2012)    INFO 490 A   DSGN DEV INTER SYS
58   58       2011-12 20121 (Winter 2012)    INFO 490 B   DSGN DEV INTER SYS
59   59       2011-12 20121 (Winter 2012)    INFO 498 A    TOPIC INFORMATICS
60   60       2011-12 20121 (Winter 2012)    INFO 498 E    TOPIC INFORMATICS
61   61       2011-12 20122 (Spring 2012)    INFO 100 A     COMPUTER FLUENCY
62   62       2011-12 20122 (Spring 2012)    INFO 200 A   INTELL FOUNDATIONS
63   63       2011-12 20122 (Spring 2012)    INFO 330 A       INFO STUCTURES
64   64       2011-12 20122 (Spring 2012)    INFO 330 B       INFO STUCTURES
65   65       2011-12 20122 (Spring 2012)    INFO 330 C       INFO STUCTURES
66   66       2011-12 20122 (Spring 2012)    INFO 344 A      WEB TOOLS & DEV
67   67       2011-12 20122 (Spring 2012)    INFO 424 A     INFO VIS & AESTH
68   68       2011-12 20122 (Spring 2012)    INFO 445 A      ADV DBMS DESIGN
69   69       2011-12 20122 (Spring 2012)    INFO 450 A  INFO ETHICS & POLCY
70   70       2011-12 20122 (Spring 2012)    INFO 463 A  INPUT & INTERACTION
71   71       2011-12 20122 (Spring 2012)    INFO 490 A   DSGN DEV INTER SYS
72   72       2011-12 20122 (Spring 2012)    INFO 498 D    TOPIC INFORMATICS
73   73       2011-12 20123 (Summer 2012)    INFO 200 A   INTELL FOUNDATIONS
74   74       2011-12 20123 (Summer 2012)    INFO 340 A   DBM & INFO RET SYS
75   75       2011-12 20123 (Summer 2012)    INFO 343 A     WEB TECHNOLOGIES
76   76       2011-12 20123 (Summer 2012)    INFO 344 A      WEB TOOLS & DEV
77   77       2011-12 20123 (Summer 2012)    INFO 445 A      ADV DBMS DESIGN
78   78       2011-12 20123 (Summer 2012)    INFO 498 B    TOPIC INFORMATICS
79   79       2012-13 20124 (Autumn 2012)    INFO 101 A    SOCIAL NETWORKING
80   80       2012-13 20124 (Autumn 2012)    INFO 200 A   INTELL FOUNDATIONS
81   81       2012-13 20124 (Autumn 2012)    INFO 320 A   INFO NEEDS SRCHING
82   82       2012-13 20124 (Autumn 2012)    INFO 341 A  COMP NET & DIST APP
83   83       2012-13 20124 (Autumn 2012)    INFO 343 A     WEB TECHNOLOGIES
84   84       2012-13 20124 (Autumn 2012)    INFO 343 B     WEB TECHNOLOGIES
85   85       2012-13 20124 (Autumn 2012)    INFO 343 C     WEB TECHNOLOGIES
86   86       2012-13 20124 (Autumn 2012)    INFO 360 A      DESIGN THINKING
87   87       2012-13 20124 (Autumn 2012)    INFO 360 B      DESIGN THINKING
88   88       2012-13 20124 (Autumn 2012)    INFO 360 C      DESIGN THINKING
89   89       2012-13 20124 (Autumn 2012)    INFO 424 A     INFO VIS & AESTH
90   90       2012-13 20124 (Autumn 2012)    INFO 444 A       VAL SEN DESIGN
91   91       2012-13 20124 (Autumn 2012)    INFO 445 A      ADV DBMS DESIGN
92   92       2012-13 20124 (Autumn 2012)    INFO 470 A  RES METHODS IN INFO
93   93       2012-13 20124 (Autumn 2012)    INFO 481 A   PROJECT MANAGEMENT
94   94       2012-13 20131 (Winter 2013)    INFO 101 A    SOCIAL NETWORKING
95   95       2012-13 20131 (Winter 2013)    INFO 200 A   INTELL FOUNDATIONS
96   96       2012-13 20131 (Winter 2013)    INFO 340 A   DBM & INFO RET SYS
97   97       2012-13 20131 (Winter 2013)    INFO 340 B   DBM & INFO RET SYS
98   98       2012-13 20131 (Winter 2013)    INFO 340 C   DBM & INFO RET SYS
99   99       2012-13 20131 (Winter 2013)    INFO 380 A   IS ANALYSIS & MGMT
100 100       2012-13 20131 (Winter 2013)    INFO 447 A   COMP SUPP COOP WRK
101 101       2012-13 20131 (Winter 2013)    INFO 461 A   COOP SOFTWARE DSGN
102 102       2012-13 20131 (Winter 2013)    INFO 490 A   CAPSTONE PROJECT I
103 103       2012-13 20131 (Winter 2013)    INFO 498 A    TOPIC INFORMATICS
104 104       2012-13 20131 (Winter 2013)    INFO 498 C    TOPIC INFORMATICS
105 105       2012-13 20131 (Winter 2013)    INFO 498 E    TOPIC INFORMATICS
106 106       2012-13 20132 (Spring 2013)    INFO 101 A    SOCIAL NETWORKING
107 107       2012-13 20132 (Spring 2013)    INFO 200 A   INTELL FOUNDATIONS
108 108       2012-13 20132 (Spring 2013)    INFO 330 A       INFO STUCTURES
109 109       2012-13 20132 (Spring 2013)    INFO 330 B       INFO STUCTURES
110 110       2012-13 20132 (Spring 2013)    INFO 330 C       INFO STUCTURES
111 111       2012-13 20132 (Spring 2013)    INFO 344 A      WEB TOOLS & DEV
112 112       2012-13 20132 (Spring 2013)    INFO 344 B      WEB TOOLS & DEV
113 113       2012-13 20132 (Spring 2013)    INFO 424 A     INFO VIS & AESTH
114 114       2012-13 20132 (Spring 2013)    INFO 431 A      METADATA DESIGN
115 115       2012-13 20132 (Spring 2013)    INFO 445 A      ADV DBMS DESIGN
116 116       2012-13 20132 (Spring 2013)    INFO 450 A  INFO ETHICS & POLCY
117 117       2012-13 20132 (Spring 2013)    INFO 463 A  INPUT & INTERACTION
118 118       2012-13 20132 (Spring 2013)    INFO 491 A  CAPSTONE PROJECT II
119 119       2012-13 20132 (Spring 2013)    INFO 498 B    TOPIC INFORMATICS
120 120       2012-13 20132 (Spring 2013)    INFO 498 E    TOPIC INFORMATICS
121 121       2012-13 20133 (Summer 2013)    INFO 200 A   INTELL FOUNDATIONS
122 122       2012-13 20133 (Summer 2013)    INFO 240 A   DB MGMT FNDMNTLS I
123 123       2012-13 20133 (Summer 2013)    INFO 245 A  DB MGMT FNDMNTLS II
124 124       2012-13 20133 (Summer 2013)    INFO 343 A     WEB TECHNOLOGIES
125 125       2012-13 20133 (Summer 2013)    INFO 344 A      WEB TOOLS & DEV
126 126       2013-14 20134 (Autumn 2013)    INFO 101 A    SOCIAL NETWORKING
127 127       2013-14 20134 (Autumn 2013)    INFO 200 A   INTELL FOUNDATIONS
128 128       2013-14 20134 (Autumn 2013)    INFO 320 A   INFO NEEDS SRCHING
129 129       2013-14 20134 (Autumn 2013)    INFO 341 A  COMP NET & DIST APP
130 130       2013-14 20134 (Autumn 2013)    INFO 343 A     WEB TECHNOLOGIES
131 131       2013-14 20134 (Autumn 2013)    INFO 343 B     WEB TECHNOLOGIES
132 132       2013-14 20134 (Autumn 2013)    INFO 343 C     WEB TECHNOLOGIES
133 133       2013-14 20134 (Autumn 2013)    INFO 360 A      DESIGN THINKING
134 134       2013-14 20134 (Autumn 2013)    INFO 360 B      DESIGN THINKING
135 135       2013-14 20134 (Autumn 2013)    INFO 360 C      DESIGN THINKING
136 136       2013-14 20134 (Autumn 2013)    INFO 360 G      DESIGN THINKING
137 137       2013-14 20134 (Autumn 2013)    INFO 424 A     INFO VIS & AESTH
138 138       2013-14 20134 (Autumn 2013)    INFO 445 A      ADV DBMS DESIGN
139 139       2013-14 20134 (Autumn 2013)    INFO 470 A  RES METHODS IN INFO
140 140       2013-14 20134 (Autumn 2013)    INFO 481 A   PROJECT MANAGEMENT
141 141       2013-14 20134 (Autumn 2013)    INFO 498 B    TOPIC INFORMATICS
142 142       2013-14 20141 (Winter 2014)    INFO 101 A    SOCIAL NETWORKING
143 143       2013-14 20141 (Winter 2014)    INFO 200 A   INTELL FOUNDATIONS
144 144       2013-14 20141 (Winter 2014)    INFO 310 A      IAC FOUNDATIONS
145 145       2013-14 20141 (Winter 2014)    INFO 340 A   DBM & INFO RET SYS
146 146       2013-14 20141 (Winter 2014)    INFO 340 B   DBM & INFO RET SYS
147 147       2013-14 20141 (Winter 2014)    INFO 340 C   DBM & INFO RET SYS
148 148       2013-14 20141 (Winter 2014)    INFO 340 D   DBM & INFO RET SYS
149 149       2013-14 20141 (Winter 2014)    INFO 344 A      WEB TOOLS & DEV
150 150       2013-14 20141 (Winter 2014)    INFO 380 A   IS ANALYSIS & MGMT
151 151       2013-14 20141 (Winter 2014)    INFO 444 A       VAL SEN DESIGN
152 152       2013-14 20141 (Winter 2014)    INFO 447 A   COMP SUPP COOP WRK
153 153       2013-14 20141 (Winter 2014)    INFO 490 A   CAPSTONE PROJECT I
154 154       2013-14 20141 (Winter 2014)    INFO 498 A    TOPIC INFORMATICS
155 155       2013-14 20141 (Winter 2014)    INFO 498 B    TOPIC INFORMATICS
156 156       2013-14 20141 (Winter 2014)    INFO 498 C    TOPIC INFORMATICS
157 157       2013-14 20141 (Winter 2014)    INFO 498 D    TOPIC INFORMATICS
158 158       2013-14 20142 (Spring 2014)    INFO 101 A    SOCIAL NETWORKING
159 159       2013-14 20142 (Spring 2014)    INFO 200 B   INTELL FOUNDATIONS
160 160       2013-14 20142 (Spring 2014)    INFO 330 A       INFO STUCTURES
161 161       2013-14 20142 (Spring 2014)    INFO 330 B       INFO STUCTURES
162 162       2013-14 20142 (Spring 2014)    INFO 330 C       INFO STUCTURES
163 163       2013-14 20142 (Spring 2014)    INFO 330 D       INFO STUCTURES
164 164       2013-14 20142 (Spring 2014)    INFO 344 A      WEB TOOLS & DEV
165 165       2013-14 20142 (Spring 2014)    INFO 415 A   TOPICS IN CYBERSEC
166 166       2013-14 20142 (Spring 2014)    INFO 424 A     INFO VIS & AESTH
167 167       2013-14 20142 (Spring 2014)    INFO 445 A      ADV DBMS DESIGN
168 168       2013-14 20142 (Spring 2014)    INFO 450 A  INFO ETHICS & POLCY
169 169       2013-14 20142 (Spring 2014)    INFO 491 A  CAPSTONE PROJECT II
170 170       2013-14 20142 (Spring 2014)    INFO 498 A    TOPIC INFORMATICS
171 171       2013-14 20142 (Spring 2014)    INFO 498 B    TOPIC INFORMATICS
172 172       2013-14 20142 (Spring 2014)    INFO 498 C    TOPIC INFORMATICS
173 173       2013-14 20142 (Spring 2014)    INFO 498 D    TOPIC INFORMATICS
174 174       2013-14 20142 (Spring 2014)    INFO 498 E    TOPIC INFORMATICS
175 175       2013-14 20143 (Summer 2014)    INFO 200 A   INTELL FOUNDATIONS
176 176       2013-14 20143 (Summer 2014)    INFO 343 A  CLIENT-SIDE WEB DEV
177 177       2014-15 20144 (Autumn 2014)    INFO 101 A    SOCIAL NETWORKING
178 178       2014-15 20144 (Autumn 2014)    INFO 102 A  WOMEN IN TECHNOLOGY
179 179       2014-15 20144 (Autumn 2014)    INFO 200 A   INTELL FOUNDATIONS
180 180       2014-15 20144 (Autumn 2014)    INFO 312 A  ENTRPRISE RISK MGMT
181 181       2014-15 20144 (Autumn 2014)    INFO 320 A   INFO NEEDS SRCHING
182 182       2014-15 20144 (Autumn 2014)    INFO 340 A  RELATNL DB MGMT SYS
183 183       2014-15 20144 (Autumn 2014)    INFO 340 B  RELATNL DB MGMT SYS
184 184       2014-15 20144 (Autumn 2014)    INFO 341 A  COMP NET & DIST APP
185 185       2014-15 20144 (Autumn 2014)    INFO 343 B  CLIENT-SIDE WEB DEV
186 186       2014-15 20144 (Autumn 2014)    INFO 343 C  CLIENT-SIDE WEB DEV
187 187       2014-15 20144 (Autumn 2014)    INFO 343 D  CLIENT-SIDE WEB DEV
188 188       2014-15 20144 (Autumn 2014)    INFO 360 A      DESIGN THINKING
189 189       2014-15 20144 (Autumn 2014)    INFO 360 G      DESIGN THINKING
190 190       2014-15 20144 (Autumn 2014)    INFO 424 A     INFO VIS & AESTH
191 191       2014-15 20144 (Autumn 2014)    INFO 444 A       VAL SEN DESIGN
192 192       2014-15 20144 (Autumn 2014)    INFO 466 A  IMMERSIVE ENVIRMNTS
193 193       2014-15 20144 (Autumn 2014)    INFO 470 A  RES METHODS IN INFO
194 194       2014-15 20144 (Autumn 2014)    INFO 481 A   PROJECT MANAGEMENT
195 195       2014-15 20144 (Autumn 2014)    INFO 481 C   PROJECT MANAGEMENT
196 196       2014-15 20144 (Autumn 2014)    INFO 498 B    TOPIC INFORMATICS
197 197       2014-15 20151 (Winter 2015)    INFO 101 A    SOCIAL NETWORKING
198 198       2014-15 20151 (Winter 2015)    INFO 200 A   INTELL FOUNDATIONS
199 199       2014-15 20151 (Winter 2015)    INFO 310 A  INFO ASSR & CYBRSEC
200 200       2014-15 20151 (Winter 2015)    INFO 340 A  RELATNL DB MGMT SYS
201 201       2014-15 20151 (Winter 2015)    INFO 340 B  RELATNL DB MGMT SYS
202 202       2014-15 20151 (Winter 2015)    INFO 344 A      WEB TOOLS & DEV
203 203       2014-15 20151 (Winter 2015)    INFO 360 A      DESIGN THINKING
204 204       2014-15 20151 (Winter 2015)    INFO 360 C      DESIGN THINKING
205 205       2014-15 20151 (Winter 2015)    INFO 380 A   IS ANALYSIS & DSGN
206 206       2014-15 20151 (Winter 2015)    INFO 386 A      PROFESSIONALISM
207 207       2014-15 20151 (Winter 2015)    INFO 433 A     CONTENT STRATEGY
208 208       2014-15 20151 (Winter 2015)    INFO 466 A  IMMERSIVE ENVIRMNTS
209 209       2014-15 20151 (Winter 2015)    INFO 490 A   CAPSTONE PROJECT I
210 210       2014-15 20151 (Winter 2015)    INFO 498 A    TOPIC INFORMATICS
211 211       2014-15 20151 (Winter 2015)    INFO 498 D    TOPIC INFORMATICS
212 212       2014-15 20152 (Spring 2015)    INFO 101 A    SOCIAL NETWORKING
213 213       2014-15 20152 (Spring 2015)    INFO 102 A  WOMEN IN TECHNOLOGY
214 214       2014-15 20152 (Spring 2015)    INFO 200 A   INTELL FOUNDATIONS
215 215       2014-15 20152 (Spring 2015)    INFO 200 B   INTELL FOUNDATIONS
216 216       2014-15 20152 (Spring 2015)    INFO 330 A       UX & INFO ARCH
217 217       2014-15 20152 (Spring 2015)    INFO 330 B       UX & INFO ARCH
218 218       2014-15 20152 (Spring 2015)    INFO 330 C       UX & INFO ARCH
219 219       2014-15 20152 (Spring 2015)    INFO 330 D       UX & INFO ARCH
220 220       2014-15 20152 (Spring 2015)    INFO 341 A  COMP NET & DIST APP
221 221       2014-15 20152 (Spring 2015)    INFO 344 A  SERVER-SIDE WEB DEV
222 222       2014-15 20152 (Spring 2015)    INFO 370 A   INTRO DATA SCIENCE
223 223       2014-15 20152 (Spring 2015)    INFO 386 A      PROFESSIONALISM
224 224       2014-15 20152 (Spring 2015)    INFO 415 A   TOPICS IN CYBERSEC
225 225       2014-15 20152 (Spring 2015)    INFO 424 A     INFO VIS & AESTH
226 226       2014-15 20152 (Spring 2015)    INFO 431 A      METADATA DESIGN
227 227       2014-15 20152 (Spring 2015)    INFO 445 A      ADV DBMS DESIGN
228 228       2014-15 20152 (Spring 2015)    INFO 450 A  INFO ETHICS & POLCY
229 229       2014-15 20152 (Spring 2015)    INFO 463 A  INPUT & INTERACTION
230 230       2014-15 20152 (Spring 2015)    INFO 467 A  IMMERSIVE ENVIR DSN
231 231       2014-15 20152 (Spring 2015)    INFO 491 A  CAPSTONE PROJECT II
232 232       2014-15 20152 (Spring 2015)    INFO 498 A    TOPIC INFORMATICS
233 233       2014-15 20152 (Spring 2015)    INFO 498 B    TOPIC INFORMATICS
234 234       2014-15 20152 (Spring 2015)    INFO 498 C    TOPIC INFORMATICS
235 235       2014-15 20153 (Summer 2015)    INFO 200 A   INTELL FOUNDATIONS
236 236       2014-15 20153 (Summer 2015)    INFO 240 A   DB MGMT FNDMNTLS I
237 237       2014-15 20153 (Summer 2015)    INFO 245 A  DB MGMT FNDMNTLS II
238 238       2014-15 20153 (Summer 2015)    INFO 343 A  CLIENT-SIDE WEB DEV
239 239       2015-16 20154 (Autumn 2015)    INFO 101 A    SOCIAL NETWORKING
240 240       2015-16 20154 (Autumn 2015)    INFO 102 A   GENDER & INFO TECH
241 241       2015-16 20154 (Autumn 2015)    INFO 200 A   INTELL FOUNDATIONS
242 242       2015-16 20154 (Autumn 2015)    INFO 310 A  INFO ASSR & CYBRSEC
243 243       2015-16 20154 (Autumn 2015)    INFO 312 A  ENTRPRISE RISK MGMT
244 244       2015-16 20154 (Autumn 2015)    INFO 340 A  RELATNL DB MGMT SYS
245 245       2015-16 20154 (Autumn 2015)    INFO 340 B  RELATNL DB MGMT SYS
246 246       2015-16 20154 (Autumn 2015)    INFO 340 C  RELATNL DB MGMT SYS
247 247       2015-16 20154 (Autumn 2015)    INFO 341 A  COMP NET & DIST APP
248 248       2015-16 20154 (Autumn 2015)    INFO 343 A  CLIENT-SIDE WEB DEV
249 249       2015-16 20154 (Autumn 2015)    INFO 343 B  CLIENT-SIDE WEB DEV
250 250       2015-16 20154 (Autumn 2015)    INFO 343 C  CLIENT-SIDE WEB DEV
251 251       2015-16 20154 (Autumn 2015)    INFO 343 D  CLIENT-SIDE WEB DEV
252 252       2015-16 20154 (Autumn 2015)    INFO 343 E  CLIENT-SIDE WEB DEV
253 253       2015-16 20154 (Autumn 2015)    INFO 360 A      DESIGN THINKING
254 254       2015-16 20154 (Autumn 2015)    INFO 360 B      DESIGN THINKING
255 255       2015-16 20154 (Autumn 2015)    INFO 360 C      DESIGN THINKING
256 256       2015-16 20154 (Autumn 2015)    INFO 370 A   INTRO DATA SCIENCE
257 257       2015-16 20154 (Autumn 2015)    INFO 424 A     INFO VIS & AESTH
258 258       2015-16 20154 (Autumn 2015)    INFO 466 A  IMMERSIVE ENVIRMNTS
259 259       2015-16 20154 (Autumn 2015)    INFO 470 A  RES METHODS IN INFO
260 260       2015-16 20154 (Autumn 2015)    INFO 481 A   PROJECT MANAGEMENT
261 261       2015-16 20154 (Autumn 2015)    INFO 481 B   PROJECT MANAGEMENT
262 262       2015-16 20154 (Autumn 2015)    INFO 481 C   PROJECT MANAGEMENT
263 263       2015-16 20154 (Autumn 2015)    INFO 481 D   PROJECT MANAGEMENT
264 264       2015-16 20154 (Autumn 2015)    INFO 498 A    TOPIC INFORMATICS
265 265       2015-16 20154 (Autumn 2015)    INFO 498 B    TOPIC INFORMATICS
266 266       2015-16 20161 (Winter 2016)    INFO 101 A    SOCIAL NETWORKING
267 267       2015-16 20161 (Winter 2016)    INFO 200 A   INTELL FOUNDATIONS
268 268       2015-16 20161 (Winter 2016)    INFO 200 B   INTELL FOUNDATIONS
269 269       2015-16 20161 (Winter 2016)    INFO 310 A  INFO ASSR & CYBRSEC
270 270       2015-16 20161 (Winter 2016)    INFO 330 A       UX & INFO ARCH
271 271       2015-16 20161 (Winter 2016)    INFO 330 B       UX & INFO ARCH
272 272       2015-16 20161 (Winter 2016)    INFO 330 C       UX & INFO ARCH
273 273       2015-16 20161 (Winter 2016)    INFO 344 A  SERVER-SIDE WEB DEV
274 274       2015-16 20161 (Winter 2016)    INFO 360 A      DESIGN THINKING
275 275       2015-16 20161 (Winter 2016)    INFO 360 B      DESIGN THINKING
276 276       2015-16 20161 (Winter 2016)    INFO 360 C      DESIGN THINKING
277 277       2015-16 20161 (Winter 2016)    INFO 380 A   IS ANALYSIS & DSGN
278 278       2015-16 20161 (Winter 2016)    INFO 386 A      PROFESSIONALISM
279 279       2015-16 20161 (Winter 2016)    INFO 433 A     CONTENT STRATEGY
280 280       2015-16 20161 (Winter 2016)    INFO 445 A      ADV DBMS DESIGN
281 281       2015-16 20161 (Winter 2016)    INFO 450 A  INFO ETHICS & POLCY
282 282       2015-16 20161 (Winter 2016)    INFO 466 A  IMMERSIVE ENVIRMNTS
283 283       2015-16 20161 (Winter 2016)    INFO 474 A INTERACTIVE INFO VIS
284 284       2015-16 20161 (Winter 2016)    INFO 490 A   CAPSTONE PROJECT I
285 285       2015-16 20161 (Winter 2016)    INFO 498 A    TOPIC INFORMATICS
286 286       2015-16 20161 (Winter 2016)    INFO 498 D    TOPIC INFORMATICS
287 287       2015-16 20161 (Winter 2016)    INFO 498 E    TOPIC INFORMATICS
288 288       2015-16 20161 (Winter 2016)    INFO 498 F    TOPIC INFORMATICS
               Primary_Instructor Student_Count   A  A. B.  B B..1 C.  C C..1
1                 FLEURY, DARRELL           123  25  66 15  7    6 NA NA   NA
2              EISENBERG, MICHAEL           104  16  66  8  8   NA NA NA    5
3                 MCDONALD, DAVID            35   1  12  9  4    5 NA  1    1
4                   BROOKS, TERRY            35   5  16  7  4    2 NA NA    1
5                   SHARMA, MANSI            31  10   5  7  4    2 NA NA   NA
6              SHINOHARA, KRISTEN            25   3  13  3  3   NA NA NA    1
7                 MCDONALD, DAVID            28   2  14  6  2    2  1  1   NA
8                    KO, ANDREW J            26   2   8  9  4    2  1 NA   NA
9                 WOBBROCK, JACOB            79   2  48 20  7    1 NA NA   NA
10                  TAYLOR, HAZEL            70  28  32  8  2   NA NA NA   NA
11                  TAYLOR, HAZEL            26   4  19  3 NA   NA NA NA   NA
12                FLEURY, DARRELL            79  33  29  8  3    3  1 NA    1
13                  BROOKS, TERRY            68  10  40 11  6   NA NA NA   NA
14                 BAUER, JARED S            40  14  20  2  2   NA  1 NA   NA
15                 BAUER, JARED S            41   9  17  9  4    2 NA NA   NA
16                      HAY, GREG            82  14  40  8  8    8 NA  2    1
17                  BROOKS, TERRY            42  25  14  1 NA   NA NA NA    1
18                   OH, SAM GYUN            20   1  17  1 NA   NA NA NA   NA
19                FRIEDMAN, BATYA            28   4  13  7  3   NA  1 NA   NA
20                   KO, ANDREW J            22   8  11  1  1    1 NA NA   NA
21                   PRATT, WANDA            28  NA  20  8 NA   NA NA NA   NA
22                FLEURY, DARRELL            73  28  30  5  4    2 NA  2   NA
23             EISENBERG, MICHAEL            99  26  57 14  1    1 NA NA   NA
24                     BOIKO, BOB            40  12  15  8  1    2  2 NA   NA
25                     BOIKO, BOB            39   8  15  1  5    6  1 NA   NA
26              WILBANKS, DYLAN E            40  11  23  3  1    1 NA NA   NA
27                  KIENTZ, JULIE            40   6  26  3  2    1  1  1   NA
28                   KO, ANDREW J            37   7   8 12  7    2  1 NA   NA
29                    MOORE, ADAM            76  34  22  9  9    1  1 NA   NA
30                  KANE, SHAUN K            14   1  11  1 NA   NA NA NA   NA
31                MCDONALD, DAVID            24   2  10  3  8   NA NA NA    1
32                  WEAVER, MISTY            14   7   3  2  1    1 NA NA   NA
33              KARLOVA, NATASCHA            18   2   8  5  1   NA NA  1   NA
34                     BOIKO, BOB           148  31  54 29 17    8  3  2   NA
35             EISENBERG, MICHAEL            98  15  52 14  9    4 NA NA   NA
36                 JONES, WILLIAM            37   5  16  5  5    6 NA NA   NA
37                MCDONALD, DAVID            32   2   5  1  9    6  2  3   NA
38                DOOCY, MORGAN T            23   6  13  2  1   NA NA NA   NA
39                DOOCY, MORGAN T            40  24  15 NA NA   NA NA NA   NA
40                DOOCY, MORGAN T            28  14  10  2 NA    1  1 NA   NA
41             SHINOHARA, KRISTEN            39   1  13 10  8    3  1 NA    1
42                 CLARKE, RACHEL            39  NA  12 14  9    2 NA  1    1
43           RANDALL, DAVID PETER            29   4   8 12  3    2 NA NA   NA
44                  BROOKS, TERRY            35  22  13 NA NA   NA NA NA   NA
45                WOBBROCK, JACOB            50   4   8 14 15    5  4 NA   NA
46                WOBBROCK, JACOB            21   3   6  5  4    1  1 NA   NA
47               SANCHEZ, MARIO E            40   5  26  6  2   NA NA NA   NA
48                 NICKLAS, ROBIN            31  15  12  1  2   NA NA NA   NA
49           DEIBEL, KATHERINE N.            75  14  40 10  7    2  1 NA   NA
50                  BROOKS, TERRY            92  23  60  4  1    1  1 NA   NA
51               HOWELL, CURTIS J            43   4  11  9  9    3  4  1    1
52             RATLIFF, JOSHUA E.            41  12  13 10  3    2  1 NA   NA
53       SHANNON, MATTHEW MICHAEL            35   3  14 11  2    3 NA NA   NA
54                      HAY, GREG           121  22  55 21 10    8  4  1   NA
55                 BAUER, JARED S            32   4  18  6  2    1  1 NA   NA
56                   KO, ANDREW J            38   3  19  7  5    3  1 NA   NA
57                FRIEDMAN, BATYA            31  26   5 NA NA   NA NA NA   NA
58                   PRATT, WANDA            30   3   9 10  6    2 NA NA   NA
59          SCHILDKRAUT, LAURA B.            27   1   9 10  6   NA NA  1   NA
60                  WEAVER, MISTY            22  14   3  3  1   NA  1 NA   NA
61           DEIBEL, KATHERINE N.            71  11  39 14  2    1  2 NA    1
62             EISENBERG, MICHAEL           118  40  59 10  4    1 NA  1   NA
63                     BOIKO, BOB            39   2   9 10  8    5  3  1   NA
64                     BOIKO, BOB            41   9  13  7  5    3  1 NA    1
65                LEVINE, JASON W            43  24  19 NA NA   NA NA NA   NA
66                DOOCY, MORGAN T            39  11  15  1  5    3 NA NA    1
67                  BROOKS, TERRY            29  11  17  1 NA   NA NA NA   NA
68                  HENDRY, DAVID            13   2   4  6 NA   NA NA NA   NA
69                    MOORE, ADAM           151  43  39 22 27    9  3  4   NA
70                WOBBROCK, JACOB            30   2   6  5 12    4 NA NA   NA
71                   KO, ANDREW J            19  NA  15  3 NA    1 NA NA   NA
72        MCKENNA, ANDREW CHARLES            28  18   7  1 NA   NA  1 NA   NA
73                    PATIN, BETH            22  14   7 NA  1   NA NA NA   NA
74                      HAY, GREG            26   3  13  6  1    1  2 NA   NA
75                MORRIS, JACOB A            18   3   7  4  3    1 NA NA   NA
76                    CHANG, TONY            17   4   9  3 NA   NA NA NA   NA
77                      HAY, GREG            25   1  18  6 NA   NA NA NA   NA
78                ELLIOTT, SANDRA            13   7   3  1  2   NA NA NA   NA
79                     BOIKO, BOB           140 110   7  5  3    4  4  1    1
80             EISENBERG, MICHAEL           156  66  42 17 10    8  4  1    2
81             RUIZ-ROMERO, DAVID            27   5  15  5  1    1 NA NA   NA
82                  HATTORI, ROSS            19   3   8  3  2    2 NA NA   NA
83                    MA, JINGYAN            17   5   7  2 NA    1 NA NA   NA
84     VILLARS, JOSH DONALD SCOTT            26   4  14  4  3   NA NA  1   NA
85                DOOCY, MORGAN T            13   3   5  2  1    2 NA NA   NA
86             SHERWOOD, HANNAH P            36   9  21  4  1   NA  1 NA   NA
87                   KO, ANDREW J            36   2  18 11  1    2 NA  1   NA
88           RANDALL, DAVID PETER            33   3  17 11  2   NA NA NA   NA
89                 CHEN, JOLIE Y.            30   2  21  3  2   NA NA  1   NA
90                  HENDRY, DAVID            17   1  14  2 NA   NA NA NA   NA
91                 ZHENG, WENXUAN            25  11  12 NA NA    1 NA NA   NA
92                   DAVIS, KATIE            87  12  48 17  8    2 NA NA   NA
93               SANCHEZ, MARIO E            96  12  63 16  5   NA NA NA   NA
94                     BOIKO, BOB           133  74  30  8  8    4 NA NA    1
95                   PRATT, WANDA           153  13  71 43 15    4  3 NA   NA
96                 LARSON, JOEL I            40  13  26  1 NA   NA NA NA   NA
97               FLEMING, KEVIN M            37   9  21  6  1   NA NA NA   NA
98                      HAY, GREG            36  15  15  2  1    1 NA  1   NA
99                      HAY, GREG           122  29  53 16  8   12  1  2    1
100               MCDONALD, DAVID            19   1   3  6  5    3 NA  1   NA
101                 BEGEL, ANDREW            26  15  NA NA  7   NA NA  2   NA
102                  KO, ANDREW J            96  53  26  6  6    2  2  1   NA
103         SCHILDKRAUT, LAURA B.            24   1  14  7  1    1 NA NA   NA
104                 WEAVER, MISTY            31  17   7  3  3   NA NA NA    1
105           FARRICKER, JAMES T.            35  20  12  1  2   NA NA NA   NA
106                    BOIKO, BOB           155 111  11  4  2   12  7  3    1
107            EISENBERG, MICHAEL           158  42  84 16  4    4  2 NA    1
108                    BOIKO, BOB            29   8   7 10  1    1 NA  1    1
109               LEVINE, JASON W            35   8  27 NA NA   NA NA NA   NA
110               LEVINE, JASON W            30   2  26  2 NA   NA NA NA   NA
111                 TANZIL, DANIA            31  23   4 NA  2   NA NA NA   NA
112                BULLIS, DANIEL            33  23   7 NA  1    1 NA NA    1
113            OSTERGREN, MARILYN            30   7  13  8  2   NA NA NA   NA
114                SUTTON, STUART            18   5  10  1 NA   NA NA NA   NA
115                 HENDRY, DAVID            26   4  12  7  1    1 NA NA   NA
116                   MOORE, ADAM           121  46  28 21 17    5  2  2   NA
117                  SHIM, YUNA J            16   3   8  3 NA    1 NA NA   NA
118                  KO, ANDREW J            96  41  38  8  6    3 NA NA   NA
119               SALUJA, CHESHTA            30  20   6  2  1   NA NA NA   NA
120                  FOX, VANESSA            34   9  24 NA NA   NA  1 NA   NA
121           THORNTON, KATHERINE            23  14   6  2  1   NA NA NA   NA
122                     HAY, GREG            15   8   7 NA NA   NA NA NA   NA
123                     HAY, GREG            13   5   8 NA NA   NA NA NA   NA
124               MORRIS, JACOB A            29  11  14  1  1    1 NA NA   NA
125           SWANSON, JONATHAN E            18   7   6  2 NA    1 NA NA   NA
126                    BOIKO, BOB           140 112   8  5  4    3  3 NA    3
127            EISENBERG, MICHAEL           159  99  39  9  7    5 NA NA   NA
128                JONES, WILLIAM            28   9  14  3  2   NA NA NA   NA
129           FARRICKER, JAMES T.            39  10   7  8  7    3  3 NA   NA
130                STEARNS, DAVID            38   1  27  9  1   NA NA NA   NA
131                EWALD, DAVID F            38  17  20 NA NA   NA NA NA   NA
132                 SQUIRE, SARAH            23  14   5  1  1   NA NA NA   NA
133                  JANSEN, ALEX            39   3  15  6  7    7 NA NA    1
134            SHINOHARA, KRISTEN            40   8  29  2  1   NA NA NA   NA
135               PORTENOY, JASON            36   6  12 13  4   NA NA  1   NA
136          RANDALL, DAVID PETER            36   4  11 10  5    3  2 NA   NA
137            OSTERGREN, MARILYN            29   4  20  1  1    2 NA NA   NA
138                     HAY, GREG            24   4  16  2  2   NA NA NA   NA
139                  DAVIS, KATIE            98  16  72  5  3    2 NA NA   NA
140              PARKER, SUZANN Q           106  19  70 14  3   NA NA NA   NA
141             HINRICHS, RANDY J            13  NA   8  3  1   NA NA NA   NA
142                    BOIKO, BOB           159 140  11  2 NA    1  1 NA   NA
143            EISENBERG, MICHAEL           162  13 104 35  6    4 NA NA   NA
144           FARRICKER, JAMES T.            37  15  16  1  2    1  1 NA   NA
145                     HAY, GREG            36  15  16  2  3   NA NA NA   NA
146              FLEMING, KEVIN M            32   3  12 14  2   NA NA NA    1
147                     HAY, GREG            45  23  20  1 NA   NA NA NA   NA
148           CAMPBELL, CLINTON J            36   6  18  4  6    1  1 NA   NA
149                WANG, CHUN-KAI            31  12  10  2  2    1 NA  2   NA
150                STEARNS, DAVID           149  71  66 10 NA   NA  1  1   NA
151                 JOE, JONATHAN            30  NA  16  7  5   NA  1 NA   NA
152               MCDONALD, DAVID            15   2   2  7  2    2 NA NA   NA
153                 RICHE, YANN F           109  49  48  9 NA    2 NA NA   NA
154         SCHILDKRAUT, LAURA B.            49  10  31  5  3   NA NA NA   NA
155             HINRICHS, RANDY J            22   3  14  5 NA   NA NA NA   NA
156                  MUELLER, HAL            38  18  13  1  2    1 NA NA   NA
157                 WEAVER, MISTY            34  24   7  1  1   NA NA NA   NA
158                    BOIKO, BOB           159 122   6  4  4    4  2  2    4
159                STEARNS, DAVID           158  56  85  9  3    1 NA NA   NA
160               LEVINE, JASON W            41  10  28  2 NA    1 NA NA   NA
161      MORRILL-MCCLURE, KAREN J            35  22   6  5 NA   NA  1 NA    1
162               LEVINE, JASON W            24   7  13  3  1   NA NA NA   NA
163      MORRILL-MCCLURE, KAREN J            29  14   5  5  2   NA  1  1   NA
164                WANG, CHUN-KAI            26  14   6  1  1   NA NA  1   NA
165       MCKENNA, ANDREW CHARLES            40  12  12  7  5    1  1 NA   NA
166            OSTERGREN, MARILYN            32   9  16  5  2   NA NA NA   NA
167                     HAY, GREG            41  19  19  2 NA    1 NA NA   NA
168                   MOORE, ADAM           143  47  32 23 25    6  3  3    1
169                 RICHE, YANN F           109  23  49 23  9    3 NA  2   NA
170             HINRICHS, RANDY J            14   5   6  1  1   NA NA NA   NA
171                  FLING, BRIAN            35   4  16 14 NA   NA NA NA   NA
172                  FOX, VANESSA            29  26   3 NA NA   NA NA NA   NA
173                     HAY, GREG            28  20   8 NA NA   NA NA NA   NA
174                   WEST, JEVIN            29   6  14  3  1    1  1 NA   NA
175           THORNTON, KATHERINE            35  20   9  2 NA   NA NA NA   NA
176           SWANSON, JONATHAN E            25   7   8  2  2    2 NA NA    1
177                    BOIKO, BOB           145 113   6  5  5    3  3  1   NA
178         SCHILDKRAUT, LAURA B.            22   2  12  2  2    2 NA  1   NA
179                  PRATT, WANDA           150  50  74  9  9    4  1 NA    1
180           CAMPBELL, CLINTON J            33  10  16  5 NA    1  1 NA   NA
181                JONES, WILLIAM            25   3   9  2  6    1  1  1   NA
182                 WALKER, SHAWN            29   9   7  8  1    1 NA  1    1
183                     HAY, GREG            36  15  19  2 NA   NA NA NA   NA
184           FARRICKER, JAMES T.            33   6  10  4  9    3 NA  1   NA
185                STEARNS, DAVID            37  33   3  1 NA   NA NA NA   NA
186                STEARNS, DAVID            34  32   1  1 NA   NA NA NA   NA
187               MORRIS, JACOB A            32  15  11  2  1   NA  1  1   NA
188 PHUWANARTNURAK, AMMY JIRANIDA            37  13  19  3 NA   NA NA NA   NA
189            SHINOHARA, KRISTEN            36   4  23  8  1   NA NA NA   NA
190            OSTERGREN, MARILYN            32  12  15  1  2   NA NA NA   NA
191                 HENDRY, DAVID            25  NA  18  3  2    1 NA NA    1
192             HINRICHS, RANDY J            34  15  13  2  1    3 NA NA   NA
193                  DAVIS, KATIE           130  69  52  7 NA    1  1 NA   NA
194                  SENAN, DAVID            69  56  10 NA  2   NA  1 NA   NA
195                  SENAN, DAVID            66  46  16  4 NA   NA NA NA   NA
196                  MUELLER, HAL            36  10  19  5 NA   NA NA NA   NA
197                    BOIKO, BOB           139  96  10 11  3    3 NA NA   NA
198            JONES, ELISABETH A           163  61  65 11  7    6  4  1    1
199                   XUE, YUXUAN            35  12  10  9  4   NA NA NA   NA
200               RADEN, STEVEN G            39   9  28  1  1   NA NA NA   NA
201              LEWIS, KRAMER M.            38  16  14  2  4    2 NA NA   NA
202                LEE, CHRISTINA            37  17   7  5  1    1 NA  1   NA
203                    YIP, JASON            39  26  10  2  1   NA NA NA   NA
204                 SNYDER, JAIME            38  24   8  3  2    1 NA NA   NA
205                STEARNS, DAVID           154  74  70  7  1   NA NA  2   NA
206         SCHILDKRAUT, LAURA B.            34   3  15 11  3   NA NA NA   NA
207                 WEAVER, MISTY            38  31   5 NA NA   NA NA NA   NA
208             HINRICHS, RANDY J            37  34   2 NA NA   NA NA NA   NA
209                  PARK, NAM HO           127  48  70  5  4   NA NA NA   NA
210                  FLING, BRIAN            38  24  14 NA NA   NA NA NA   NA
211            NEWARD, THEODORE K            41   9  21  7  1   NA  2 NA   NA
212                    BOIKO, BOB           149 125   7  6  2    1  1  1   NA
213                  DAHYA, NEGIN            50   4  41  1  1   NA  1 NA   NA
214                   PATIN, BETH           147 119  23  1  1   NA NA NA   NA
215                STEARNS, DAVID           157  28 101 13  5    1  3  2    1
216               BAKER, BYRON M.            40  24  12  1  1    1 NA NA   NA
217               LEVINE, JASON W            39  15  19  2  2    1 NA NA   NA
218             SWEENEY, JAMES P.            26   7  12  3 NA    1 NA NA   NA
219               LEVINE, JASON W            41  11  15 10  4   NA NA NA   NA
220         CLEMENT, GINO VINCENT            38  14  11  7  3   NA NA NA   NA
221            RIMANDO, NICOLE B.            29  11  10  5  1   NA NA NA   NA
222               AULCK, LOVENOOR            35   5  20  5  2    2 NA  1   NA
223         SCHILDKRAUT, LAURA B.            35   3  17 15 NA   NA NA NA   NA
224                  JIANG, SHIJI            24   9   7  3  2    2 NA NA   NA
225                   XU, XUEMING            31   8  11  8 NA    2 NA NA   NA
226                SUTTON, STUART            22   2  14  3  1   NA NA NA   NA
227           THORPE, NICHOLAS J.            27  NA  14  4  4    5 NA NA   NA
228                   MOORE, ADAM           140  73  35 15 10    5 NA NA   NA
229         WINDLEHARTH, TRAVIS W            13   1  12 NA NA   NA NA NA   NA
230             HINRICHS, RANDY J            28   6   9  4  3    3  2  1   NA
231                  PARK, NAM HO           127 121   6 NA NA   NA NA NA   NA
232              HULLMAN, JESSICA            31   8   7  9  4   NA  1 NA   NA
233                    YAN, SIJIA            35  13  21 NA NA   NA NA NA   NA
234                 CHEE, ERIC F.            41  24   8  3  4    1 NA NA   NA
235           THORNTON, KATHERINE            24  19   3 NA NA    1 NA NA   NA
236                     HAY, GREG            19   4  12  1 NA   NA NA NA   NA
237                     HAY, GREG            18  10   6  2 NA   NA NA NA   NA
238              FREEMAN, MICHAEL            38   4  27  2  2    1 NA NA   NA
239                    BOIKO, BOB           149 130   4  6  1    1 NA  1   NA
240                  DAHYA, NEGIN           138  24  85 16  6    1 NA NA   NA
241                STEARNS, DAVID           159  61  82  6  5    1  1 NA   NA
242            GAMBLIEL, EMMANUEL            38   6  24  5  1    1  1 NA   NA
243                 SEARLE, ANNIE            27  25  NA NA NA   NA NA NA   NA
244                  BAGHAI, IMAN            34  18   8  4 NA    1  1  2   NA
245              LEWIS, KRAMER M.            34  13  14 NA  1    5 NA NA   NA
246                   MEAS, PERRY            34  10  16  5  1    2 NA NA   NA
247                  BUDNIK, RYAN            34  10  14  6  1    2 NA  1   NA
248       MUNSELL, ANDREW PARRISH            38   6  26  1  2    3 NA NA   NA
249            STEGMAN, HOLDEN J.            38  10  23  2  1    1  1 NA   NA
250                KOSEFF, JOANNA            35   4  23  4  3   NA NA  1   NA
251                GOSSAYE, EMNET            41   6  27  2  2    2 NA NA   NA
252        THORSTEINSON, CALEB J.            40  14  20  3  1   NA NA NA   NA
253          RANDALL, DAVID PETER            35  14   8 NA  7    3  2  1   NA
254         WINDLEHARTH, TRAVIS W            36  15  15  1  3    1 NA  1   NA
255      REDIJ, NIKITA NANDKISHOR            37  18  15  2  1    1 NA NA   NA
256               AULCK, LOVENOOR            36   8  19  7 NA    2 NA NA   NA
257                   FAN, YUYANG            31   7  14  6 NA   NA NA NA   NA
258             HINRICHS, RANDY J            34  18  14  2 NA   NA NA NA   NA
259                  DAVIS, KATIE           140  40  61 23 11    1  1  1   NA
260                  SENAN, DAVID            39  11  23  5 NA   NA NA NA   NA
261               MORRIS, JACOB A            41   9  31  1 NA   NA NA NA   NA
262                  SENAN, DAVID            41  34   6  1 NA   NA NA NA   NA
263         CARLSON, KATHERINE M.            30   4  12  8  5   NA  1 NA   NA
264            GULA, BRYAN DANIEL            46  37   4  1  1    2 NA NA   NA
265                    YAN, SIJIA            29  11  18 NA NA   NA NA NA   NA
266                    BOIKO, BOB           151 128   4  4 NA    5  3  1   NA
267              FREEMAN, MICHAEL           148  28 107  7  2    1  1  1    1
268                STEARNS, DAVID           150  48  79 11  6    2  1 NA   NA
269         SAVELESKY, KRISTINA E            31  15  13  3 NA   NA NA NA   NA
270                LIANG, PATRICK            19   8  10 NA  1   NA NA NA   NA
271              NAYFEH, DALIA B.            35  22  11 NA  1   NA NA NA   NA
272                   CHEN, SIJIN            35  15  17  2  1   NA NA NA   NA
273              ASHKENAZI, NADAV            35   5  12  3  6    2  1  2   NA
274      REDIJ, NIKITA NANDKISHOR            35  23  11  1 NA   NA NA NA   NA
275                    YOO, DAISY            36  31   5 NA NA   NA NA NA   NA
276                 WEISS, PAUL J            35  27   6 NA  2   NA NA NA   NA
277                  ANNABI, HALA           117  32  50 22  7    2 NA NA    2
278         SCHILDKRAUT, LAURA B.            35   1  19 14  1   NA NA NA   NA
279                 WEAVER, MISTY            35  24   7  1  2   NA NA NA   NA
280                  BAGHAI, IMAN            36  11  16  6  1    1 NA  1   NA
281                   MOORE, ADAM           116  43  40 17  9    2  2  2   NA
282             HINRICHS, RANDY J            34  21  10 NA  1    1  1 NA   NA
283             NGUYEN, FRANCIS H            39  19  10  4  3    1  1  1   NA
284                  PARK, NAM HO           141  77  63  1 NA   NA NA NA   NA
285                    YAN, SIJIA            31  16  14 NA NA   NA NA NA   NA
286                 LEE, KYUNGMIN            34   5  21  3  1    1 NA NA   NA
287                    ROSS, JOEL            64   7  30  6  8    6 NA NA    1
288              FREEMAN, MICHAEL           101  56  36  5  1    2 NA NA   NA
    D.  D D..1  F  W Average_GPA
1   NA NA   NA NA  4         3.6
2   NA NA   NA NA  1         3.5
3   NA  1   NA NA  1         3.1
4   NA NA   NA NA NA         3.4
5   NA NA   NA NA  3         3.5
6   NA NA   NA  1  1         3.3
7   NA NA   NA NA NA         3.3
8   NA NA   NA NA NA         3.3
9   NA NA   NA NA  1         3.5
10  NA NA   NA NA NA         3.7
11  NA NA   NA NA NA         3.6
12  NA NA   NA NA  1         3.6
13  NA NA   NA NA  1         3.6
14  NA NA   NA  1 NA         3.5
15  NA NA   NA NA NA         3.5
16   1 NA   NA NA NA         3.4
17  NA NA   NA  1 NA         3.7
18  NA NA   NA NA  1         3.6
19  NA NA   NA NA NA         3.4
20  NA NA   NA NA NA         3.6
21  NA NA   NA NA NA         3.6
22   1 NA   NA NA  1         3.6
23  NA NA   NA NA NA         3.6
24  NA NA   NA NA NA         3.5
25  NA NA   NA NA  3         3.4
26  NA NA   NA NA  1         3.7
27  NA NA   NA NA NA         3.5
28  NA NA   NA NA NA         3.3
29  NA NA   NA NA NA         3.6
30  NA NA   NA NA  1         3.6
31  NA NA   NA NA NA         3.3
32  NA NA   NA NA NA         3.6
33  NA NA   NA  1 NA         3.2
34   1 NA    1 NA  2         3.4
35  NA  1   NA NA  3         3.5
36  NA NA   NA NA NA         3.4
37  NA NA    1 NA  3         2.8
38  NA NA   NA NA  1         3.6
39  NA NA   NA NA  1         3.8
40  NA NA   NA NA NA         3.7
41  NA NA   NA NA  2         3.2
42  NA NA   NA NA NA         3.2
43  NA NA   NA NA NA         3.4
44  NA NA   NA NA NA         3.8
45  NA NA   NA NA NA         3.1
46  NA NA   NA NA  1         3.3
47  NA NA   NA NA  1         3.6
48  NA NA   NA NA  1         3.7
49  NA NA   NA NA  1         3.5
50  NA  1   NA NA  1         3.6
51   1 NA   NA NA NA         3.1
52  NA NA   NA NA NA         3.5
53  NA NA   NA NA  2         3.4
54  NA NA   NA NA NA         3.4
55  NA NA   NA NA NA         3.5
56  NA NA   NA NA NA         3.4
57  NA NA   NA NA NA         3.8
58  NA NA   NA NA NA         3.3
59  NA NA   NA NA NA         3.3
60  NA NA   NA NA NA         3.7
61  NA NA    1 NA NA         3.5
62   1 NA   NA  1  1         3.6
63  NA NA   NA NA  1         3.1
64   1 NA    1 NA NA         3.2
65  NA NA   NA NA NA         3.8
66   1 NA   NA  1  1         3.3
67  NA NA   NA NA NA         3.8
68  NA NA   NA  1 NA         3.2
69  NA NA   NA  2  2         3.3
70  NA NA   NA NA  1         3.1
71  NA NA   NA NA NA         3.4
72  NA NA   NA  1 NA         3.7
73  NA NA   NA NA NA         3.8
74  NA NA   NA NA NA         3.4
75  NA NA   NA NA NA         3.4
76  NA NA   NA NA  1         3.6
77  NA NA   NA NA NA         3.5
78  NA NA   NA NA NA         3.6
79  NA NA   NA  2  3         3.7
80   1 NA    1 NA  4         3.5
81  NA NA   NA NA NA         3.5
82  NA NA    1 NA NA         3.3
83  NA NA    1 NA  1         3.4
84  NA NA   NA NA NA         3.4
85  NA NA   NA NA NA         3.4
86  NA NA   NA NA NA         3.6
87  NA  1   NA NA NA         3.3
88  NA NA   NA NA NA         3.5
89  NA NA   NA NA  1         3.5
90  NA NA   NA NA NA         3.6
91  NA NA   NA  1 NA         3.6
92  NA NA   NA NA NA         3.5
93  NA NA   NA NA NA         3.6
94  NA NA    3 NA  5         3.6
95  NA NA   NA  1  3         3.4
96  NA NA   NA NA NA         3.7
97  NA NA   NA NA NA         3.6
98  NA NA   NA NA  1         3.6
99  NA NA   NA NA NA         3.5
100 NA NA   NA NA NA         3.1
101 NA NA   NA NA  2         3.5
102 NA NA   NA NA NA         3.7
103 NA NA   NA NA NA         3.4
104 NA NA   NA NA NA         3.6
105 NA NA   NA NA NA         3.7
106  1 NA    2 NA  1         3.6
107  1  1    1 NA  2         3.5
108 NA NA   NA NA NA         3.4
109 NA NA   NA NA NA         3.7
110 NA NA   NA NA NA         3.6
111  1 NA   NA NA  1         3.7
112 NA NA   NA NA NA         3.7
113 NA NA   NA NA NA         3.6
114  1 NA   NA  1 NA         3.3
115 NA NA   NA NA  1         3.5
116 NA NA   NA NA NA         3.5
117 NA NA   NA NA  1         3.5
118 NA NA   NA NA NA         3.7
119 NA NA   NA NA  1         3.8
120 NA NA   NA NA NA         3.7
121 NA NA   NA NA NA         3.7
122 NA NA   NA NA NA         3.8
123 NA NA   NA NA NA         3.8
124 NA NA   NA NA  1         3.7
125 NA NA    1 NA  1         3.5
126 NA NA    1 NA  1         3.7
127 NA NA   NA NA NA         3.7
128 NA NA   NA NA NA         3.6
129  1 NA   NA NA NA         3.3
130 NA NA   NA NA NA         3.5
131 NA NA   NA NA  1         3.8
132 NA  1   NA NA  1         3.7
133 NA NA   NA NA NA         3.2
134 NA NA   NA NA NA         3.7
135 NA NA   NA NA NA         3.4
136 NA NA   NA NA  1         3.3
137 NA NA   NA NA  1         3.6
138 NA NA   NA NA NA         3.6
139 NA NA   NA NA NA         3.6
140 NA NA   NA NA NA         3.6
141 NA NA   NA NA  1         3.5
142 NA NA   NA  1  3         3.9
143 NA NA   NA NA NA         3.5
144 NA NA   NA NA  1         3.6
145 NA NA   NA NA NA         3.7
146 NA NA   NA NA NA         3.4
147 NA NA   NA  1 NA         3.7
148 NA NA   NA NA NA         3.5
149 NA NA   NA NA  2         3.5
150 NA NA   NA NA NA         3.7
151 NA NA   NA NA  1         3.4
152 NA NA   NA NA NA         3.3
153 NA NA   NA NA  1         3.7
154 NA NA   NA NA NA         3.6
155 NA NA   NA NA NA         3.6
156 NA  1   NA  1  1         3.5
157 NA NA   NA NA  1         3.8
158 NA  2   NA  5  4         3.6
159 NA  1   NA  1  2         3.6
160 NA NA   NA NA NA         3.7
161 NA NA   NA NA NA         3.7
162 NA NA   NA NA NA         3.6
163  1 NA   NA NA NA         3.5
164 NA NA   NA NA  3         3.7
165 NA NA   NA NA  2         3.5
166 NA NA   NA NA NA         3.6
167 NA NA   NA NA NA         3.7
168  2 NA   NA  1 NA         3.3
169 NA NA   NA NA NA         3.5
170 NA NA   NA  1 NA         3.4
171 NA NA   NA NA  1         3.5
172 NA NA   NA NA NA         3.9
173 NA NA   NA NA NA         3.8
174 NA NA   NA NA  3         3.5
175 NA NA    1 NA  3         3.7
176 NA NA    2  1 NA         3.1
177 NA  1   NA  5  3         3.6
178 NA NA   NA NA  1         3.4
179 NA NA   NA  1  1         3.6
180 NA NA   NA NA NA         3.6
181 NA NA   NA  1  1         3.1
182 NA NA   NA NA  1         3.4
183 NA NA   NA NA NA         3.8
184 NA NA   NA NA NA         3.3
185 NA NA   NA NA NA         3.9
186 NA NA   NA NA NA         3.9
187 NA NA   NA  1 NA         3.5
188 NA NA   NA  1  1         3.6
189 NA NA   NA NA NA         3.5
190 NA NA   NA NA  2         3.7
191 NA NA   NA NA NA         3.4
192 NA NA   NA NA NA         3.7
193 NA NA   NA NA NA         3.7
194 NA NA   NA NA NA         3.8
195 NA NA   NA NA NA         3.8
196 NA NA   NA NA  2         3.7
197  1 NA   NA 11  4         3.5
198  1 NA   NA  1  5         3.5
199 NA NA   NA NA NA         3.6
200 NA NA   NA NA NA         3.7
201 NA NA   NA NA NA         3.6
202 NA  1   NA NA  4         3.5
203 NA NA   NA NA NA         3.8
204 NA NA   NA NA NA         3.7
205 NA NA   NA NA NA         3.7
206 NA NA   NA NA  2         3.4
207 NA NA   NA NA  2         3.9
208 NA NA   NA NA  1         3.9
209 NA NA   NA NA NA         3.7
210 NA NA   NA NA NA         3.8
211 NA NA   NA NA  1         3.5
212  1  1   NA  2  2         3.8
213 NA NA   NA NA  2         3.6
214 NA NA   NA  2  1         3.8
215 NA  2   NA  1 NA         3.5
216 NA NA   NA NA  1         3.8
217 NA NA   NA NA NA         3.7
218 NA NA   NA  1  2         3.5
219 NA NA   NA  1 NA         3.5
220 NA NA   NA NA  3         3.6
221 NA NA   NA NA  2         3.6
222 NA NA   NA NA NA         3.5
223 NA NA   NA NA NA         3.5
224 NA NA   NA NA  1         3.6
225 NA NA   NA  1  1         3.4
226 NA NA   NA NA  2         3.6
227 NA NA   NA NA NA         3.3
228  1 NA   NA NA  1         3.6
229 NA NA   NA NA NA         3.6
230 NA NA   NA NA NA         3.3
231 NA NA   NA NA NA         3.9
232 NA NA   NA NA  2         3.5
233 NA NA   NA NA  1         3.8
234  1 NA   NA NA NA         3.6
235 NA NA   NA NA  1         3.9
236 NA NA   NA NA  2         3.7
237 NA NA   NA NA NA         3.8
238 NA NA   NA NA  2         3.6
239  1  2   NA  1  2         3.8
240  1 NA    1  2  2         3.5
241 NA NA    1  1  1         3.7
242 NA NA   NA NA NA         3.6
243 NA NA   NA NA  2         4.0
244 NA NA   NA NA NA         3.6
245 NA NA   NA  1 NA         3.5
246 NA NA   NA NA NA         3.6
247 NA NA   NA NA NA         3.5
248 NA NA   NA NA NA         3.6
249 NA NA   NA NA NA         3.6
250 NA NA   NA NA NA         3.5
251 NA NA   NA NA  2         3.6
252 NA NA   NA  1  1         3.6
253 NA NA   NA NA NA         3.4
254 NA NA   NA NA NA         3.6
255 NA NA   NA NA NA         3.7
256 NA NA   NA NA NA         3.5
257 NA NA   NA  1  3         3.5
258 NA NA   NA NA NA         3.8
259 NA NA   NA NA  2         3.6
260 NA NA   NA NA NA         3.7
261 NA NA   NA NA NA         3.7
262 NA NA   NA NA NA         3.9
263 NA NA   NA NA NA         3.4
264 NA NA   NA NA  1         3.8
265 NA NA   NA NA NA         3.7
266 NA NA    1  2  3         3.7
267 NA NA   NA NA NA         3.6
268  1 NA   NA  1  1         3.6
269 NA NA   NA NA NA         3.8
270 NA NA   NA NA NA         3.7
271 NA NA   NA NA  1         3.8
272 NA NA   NA NA NA         3.7
273 NA NA   NA  1  3         3.2
274 NA NA   NA NA NA         3.8
275 NA NA   NA NA NA         3.9
276 NA NA   NA NA NA         3.8
277 NA NA   NA NA  2         3.5
278 NA NA   NA NA NA         3.4
279 NA NA   NA  1 NA         3.7
280 NA NA   NA NA NA         3.6
281 NA NA   NA NA  1         3.6
282 NA NA   NA NA NA         3.7
283 NA NA   NA NA NA         3.6
284 NA NA   NA NA NA         3.8
285 NA NA   NA NA  1         3.8
286 NA NA   NA  1  2         3.5
287  1  1   NA  2  2         3.2
288 NA NA   NA NA  1         3.7
library(dplyr)

Attaching package: 'dplyr'
The following objects are masked from 'package:stats':

    filter, lag
The following objects are masked from 'package:base':

    intersect, setdiff, setequal, union
biol_grades_df <- read.csv("https://raw.githubusercontent.com/kylethayer/Info-201-au-24-datasets/refs/heads/main/BIOL_grades_2016.csv")
glimpse ("biol_grades_df")
 chr "biol_grades_df"
info_grades_df <- read.csv("https://raw.githubusercontent.com/kylethayer/Info-201-au-24-datasets/refs/heads/main/INFO_grades_2016.csv")
glimpse ("info_grades_df")
 chr "info_grades_df"
#a count the total number of class records for info

total_info_class_count <- info_grades_df |> count(X)
summary(total_info_class_count)
       X                n    
 Min.   :  1.00   Min.   :1  
 1st Qu.: 72.75   1st Qu.:1  
 Median :144.50   Median :1  
 Mean   :144.50   Mean   :1  
 3rd Qu.:216.25   3rd Qu.:1  
 Max.   :288.00   Max.   :1  
#a count the total number of class records for biol
total_biol_class_count <- biol_grades_df |> count(X)
summary(total_biol_class_count)
       X               n    
 Min.   :  1.0   Min.   :1  
 1st Qu.:204.8   1st Qu.:1  
 Median :408.5   Median :1  
 Mean   :408.5   Mean   :1  
 3rd Qu.:612.2   3rd Qu.:1  
 Max.   :816.0   Max.   :1  
#b the average of the Student_Count column for info

average_info_student_count <- mean(info_grades_df|> pull(Student_Count))
#b the average of the student_count column for bio

average_bio_student_count <- mean(biol_grades_df|> pull(Student_Count))
#c the total sum of the Student_Count column for biol

total_biol_student_count_sum <- sum(biol_grades_df|> pull(Student_Count))
#c the total sum of the Student_Count column for info

total_info_student_count_sum <- sum(info_grades_df|> pull(Student_Count))
# d the minimum, e maximum, and f mean of the Average_GPA column for biol
average_biol_gpa <- biol_grades_df |> pull(Average_GPA)
summary (average_biol_gpa)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  2.100   2.900   3.100   3.154   3.400   4.000 
# d the minimum, e maximum, and f mean of the Average_GPA column for info
average_info_gpa <- info_grades_df |> pull(Average_GPA)
summary (average_info_gpa)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  2.800   3.500   3.600   3.562   3.700   4.000 

Then write up one paragraph for each program that shows these 6 numbers (all rounded to no more than 2 decimal points, though you can do less). When you write about these numbers, try to write clearly what the meaning of the number you found is, such as what it says about an individual or unusual class, or if a number double-counts students.

Paragraph One- Biology Program Numbers:

(a) The total number of class records in the Biology program is 816 classes. (b) The average was 81.78 students and (c) total sum was 66,733 students in the Student_Count column. The (d) minimum was 2.1, (e) maximum was 4.0, and (f) mean was 3.15 of the Average_GPA column for the Biology program. In the dataset read, there were 816 total classes recorded, with an average of 82 students (rounded) per class. The total sum of students across all 816 classes was 66,733 but this is the total enrollment of students and includes students who completed multiple Biology courses such as all the students who need to complete Biology in a sequenced order. In regards to the average GPA for the program the range is from a minimum of 2.1 to 4.0 which is a perfect score at UW. The mean GPA was 3.15 which is not poor for a UW STEM class but not amazing on a 4.0 scale.

Paragraph Two- Informatics Program Numbers:

(a) The total number of class records in the Informatics program is 288 classes. (b) The average was 53.01 students and (c) total sum was 15,266 students in the Student_Count column. The (d) minimum was 2.8, (e) maximum was 4.0, and (f) mean was 3.56 of the Average_GPA column for the Informatics program. In the dataset read, there were 288 total classes recorded, with an average of 53 students (rounded) per class. The total sum of students across all 288 classes was 15,266 but this is the total enrollment of students and includes students who completed multiple Informatics courses such as all the students who need to complete Informatics classes in a sequenced order to complete the major or minor. In regards to the average GPA for the program the range is from a minimum of 2.8 to 4.0 which is a perfect score at UW. The mean GPA was 3.56 which is pretty decent for a UW program on a 4.0 scale.

Compare Programs:

When comparing the two programs from this data set it is clear that there is a significant size and capacity difference. The Biology Program overall boasts 4x more student enrollment than the Informatics Program. This difference makes sense because realistically, Biology is required as a basic introductory course sequence for many majors while Informatics is not required as frequently and is accepted less as fundamental knowledge. To accomidate more students desiring to take Biology courses, the class sizes are on average larger than in Informatics courses. Additionally, the data extracted shows that the Biology program is more difficult to get high grades in and to perform better academically because there is a 0.7 GPA difference in comparison to the Informatics program. However, there are still students who reach a maximum score of 4.0 in classes from both programs, which is impressively a perfect grade.

Two New Questions:

One question that would be interesting to ask is: what is the level of satisfaction on a scale of 1 to 5 (1 being not satisfied and 5 being satisfied) are students with their final GPA scores in classes from each program? A second additional question I think is interesting is: What are the top three popular courses/course names taken by students in each program?