In [1]:
%matplotlib inline
In [2]:
from __future__ import print_function
import pandas as pd
import numpy as np
import requests
from IPython.display import *
pd.set_option('display.max_rows', 200)
In [3]:
df = pd.read_csv('data/cape.csv', index_col='section_id')
df
Out[3]:
instructor
course
term
enroll
evals
recommend_class
recommend_instructor
study_hours_per_week
average_grade_expected
average_grade_received
link
first_name
last_name
class_id
department
class_name
section_id
594782
Schwake, Sonja A.
ANTH 3 - World Prehistory (A)
SU07
16
15
1.000
1.000
6.63
3.29
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Sonja A
Schwake
ANTH 3
ANTH
World Prehistory
594783
Buehler, Lukas K.
BIBC 100 - Structural Biochemistry (A)
SU07
115
90
0.857
0.871
6.97
3.35
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Lukas K
Buehler
BIBC 100
BIBC
Structural Biochemistry
594787
Coleman, Aaron B.
BIBC 102 - Metabolic Biochemistry (A)
SU07
108
82
0.888
0.938
6.72
3.10
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Aaron B
Coleman
BIBC 102
BIBC
Metabolic Biochemistry
594816
Towb, Par
BILD 1 - The Cell (A)
SU07
98
74
0.930
0.887
7.73
3.47
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Par
Towb
BILD 1
BILD
The Cell
594820
Towb, Par
BILD 2 - Multicellular Life (A)
SU07
96
73
0.944
0.958
6.69
3.48
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Par
Towb
BILD 2
BILD
Multicellular Life
594830
Gustafson-Brown, Cindy
BILD 10 - Fundamental Concepts/Modrn Bio (A)
SU07
36
25
0.708
0.708
5.25
2.71
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Cindy
Gustafson-Brown
BILD 10
BILD
Fundamental Concepts/Modrn Bio
594833
Saier, Milton H.
BILD 18 - Human Impact on the Environmnt (A)
SU07
23
17
1.000
1.000
2.85
3.80
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Milton H
Saier
BILD 18
BILD
Human Impact on the Environmnt
594835
Ghiara, Jayant
BIMM 100 - Molecular Biology (A)
SU07
187
106
0.938
0.980
6.48
3.44
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Jayant
Ghiara
BIMM 100
BIMM
Molecular Biology
594854
Zupanc, Gunther Karl-Heinz
BIPN 142 - Systems Neurobiology (A)
SU07
39
29
0.929
0.926
5.91
3.19
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Gunther Karl-Heinz
Zupanc
BIPN 142
BIPN
Systems Neurobiology
594868
Ternansky, Robert J.
CHEM 4 - Basic Chemistry (A)
SU07
6
6
1.000
1.000
5.50
2.80
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Robert J
Ternansky
CHEM 4
CHEM
Basic Chemistry
594870
Ball, Ian James
CHEM 100A - Analytical Chem Lab (A)
SU07
17
17
0.533
1.000
16.15
3.50
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Ian James
Ball
CHEM 100A
CHEM
Analytical Chem Lab
594872
Ternansky, Robert J.
CHEM 140A - Organic Chemistry I (A)
SU07
140
108
0.887
0.943
11.99
3.08
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Robert J
Ternansky
CHEM 140A
CHEM
Organic Chemistry I
594874
Nefzi, Adel
CHEM 140C - Organic Chemistry III (A)
SU07
162
105
0.861
0.941
8.21
3.20
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Adel
Nefzi
CHEM 140C
CHEM
Organic Chemistry III
594876
Weizman, Haim
CHEM 143A - Organic Chemistry Laboratory (A)
SU07
76
49
0.894
1.000
11.01
3.38
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Haim
Weizman
CHEM 143A
CHEM
Organic Chemistry Laboratory
594881
Hoeger, Carl
CHEM 6A - General Chemistry I (A)
SU07
66
34
0.818
0.939
9.31
3.41
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Carl
Hoeger
CHEM 6A
CHEM
General Chemistry I
594882
Dipasquale, Antonio
CHEM 6B - General Chemistry II (A)
SU07
104
79
0.744
0.753
7.29
3.07
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Antonio
Dipasquale
CHEM 6B
CHEM
General Chemistry II
594883
Ball, Ian James
CHEM 6BL - Intr Inorganic Chem Laboratory (A)
SU07
83
60
0.509
0.707
12.50
3.21
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Ian James
Ball
CHEM 6BL
CHEM
Intr Inorganic Chem Laboratory
594888
Hoeger, Carl
CHEM 6C - General Chemistry III (A)
SU07
89
54
0.904
0.942
9.09
3.33
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Carl
Hoeger
CHEM 6C
CHEM
General Chemistry III
594891
Osborn, Wayne H.
COMM 146 - Adv Topics/Communication Cult (A)
SU07
23
18
1.000
1.000
4.72
3.44
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Wayne H
Osborn
COMM 146
COMM
Adv Topics/Communication Cult
594892
Davis, Patricia Gail
COMM 10 - Introduction to Communication (A)
SU07
36
28
0.963
1.000
5.57
3.44
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Patricia Gail
Davis
COMM 10
COMM
Introduction to Communication
594894
Becvar, Laura A.
COGS 10 - Cognitv Consequence/Technology (A)
SU07
12
6
1.000
1.000
5.70
3.50
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Laura A
Becvar
COGS 10
COGS
Cognitv Consequence/Technology
594896
Groppe, David M
COGS 14 - Design & Analysis of Expermnts (A)
SU07
20
15
0.933
1.000
3.17
3.62
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
David M
Groppe
COGS 14
COGS
Design & Analysis of Expermnts
594898
Robinson, Alan E.
COGS 101B - Learning, Memory and Attention (A)
SU07
24
19
0.842
0.667
6.61
3.26
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Alan E
Robinson
COGS 101B
COGS
Learning, Memory and Attention
594900
Davis, Patricia Gail
COMM 120M - Media Stereotypes (A)
SU07
44
33
0.767
0.800
5.17
3.30
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Patricia Gail
Davis
COMM 120M
COMM
Media Stereotypes
594903
Schudson, Michael S.
COMM 109N - American News Media (A)
SU07
10
9
1.000
1.000
5.00
3.71
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Michael S
Schudson
COMM 109N
COMM
American News Media
594904
Ord, Richard
CSE 3 - Fluency/Information Technology (A)
SU07
35
26
0.962
1.000
3.12
3.96
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Richard
Ord
CSE 3
CSE
Fluency/Information Technology
594905
Marx, Susan S
CSE 11 - Intr/Computer Sci&Obj-Ori:Java (A)
SU07
13
11
1.000
0.909
10.14
2.90
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Susan S
Marx
CSE 11
CSE
Intr/Computer Sci&Obj-Ori:Java
594909
Kleint, John Timothy
CSE 30 - Computer Organiz&Systms Progrm (A)
SU07
4
5
1.000
1.000
12.90
3.40
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
John Timothy
Kleint
CSE 30
CSE
Computer Organiz&Systms Progrm
594910
Glick, John Edward
CSE 100 - Advanced Data Structures (A)
SU07
30
23
0.957
1.000
10.41
3.65
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
John Edward
Glick
CSE 100
CSE
Advanced Data Structures
594911
Paturi, Ramamohan
CSE 101 - Design & Analysis of Algorithm (A)
SU07
23
16
0.938
0.938
9.17
3.33
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Ramamohan
Paturi
CSE 101
CSE
Design & Analysis of Algorithm
594913
Paturi, Ramamohan
CSE 105 - Intro/Theory of Computation (A)
SU07
20
14
0.643
0.857
9.27
3.15
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Ramamohan
Paturi
CSE 105
CSE
Intro/Theory of Computation
594917
Shonle, Macneil Charles
CSE 130 - Progrmng Lang:Princpl&Paradigm (A)
SU07
17
12
0.833
1.000
8.50
3.42
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Macneil Charles
Shonle
CSE 130
CSE
Progrmng Lang:Princpl&Paradigm
594918
Chu, Isaac Y
CSE 140 - Component&Desgn Tech/Digtl Sys (A)
SU07
14
12
1.000
1.000
7.50
3.58
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Isaac Y
Chu
CSE 140
CSE
Component&Desgn Tech/Digtl Sys
594923
Powell, Thomas Allan
CSE 134B - Web Client Languages (A)
SU07
30
25
1.000
1.000
8.33
3.48
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Thomas Allan
Powell
CSE 134B
CSE
Web Client Languages
594924
Chu, Isaac Y
CSE 140L - Digital Systems Laboratory (A)
SU07
11
5
1.000
1.000
4.50
4.00
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Isaac Y
Chu
CSE 140L
CSE
Digital Systems Laboratory
594925
Ord, Richard
CSE 5A - Introduction to Programming I (A)
SU07
32
31
0.935
1.000
5.03
3.85
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Richard
Ord
CSE 5A
CSE
Introduction to Programming I
594927
Dayeh, Shadi Ahmad
ECE 103 - Fundamntls/Devices & Materials (A)
SU07
40
38
0.857
0.914
13.30
3.09
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Shadi Ahmad
Dayeh
ECE 103
ECE
Fundamntls/Devices & Materials
594929
Sworder, David D.
ECE 171A - Linear Control System Theory (A)
SU07
32
22
0.850
0.950
8.50
3.17
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
David D
Sworder
ECE 171A
ECE
Linear Control System Theory
594930
Duval-Hernandez, Robert
ECON 1 - Elements of Economics I (A)
SU07
85
44
0.976
0.976
7.36
3.43
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Robert
Duval-Hernandez
ECON 1
ECON
Elements of Economics I
594932
Nieto-Barthaburu, Augusto
ECON 2 - Elements of Economics II (A)
SU07
65
37
0.917
0.919
5.00
3.59
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Augusto
Nieto-Barthaburu
ECON 2
ECON
Elements of Economics II
594934
Munteanu, Radu
ECON 3 - Elements of Economics III (A)
SU07
39
19
0.947
0.842
3.66
3.39
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Radu
Munteanu
ECON 3
ECON
Elements of Economics III
594937
Jalil, Munir A
ECON 111 - Monetary Economics (A)
SU07
59
29
0.931
1.000
4.29
3.63
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Munir A
Jalil
ECON 111
ECON
Monetary Economics
594938
Kanwar, Sunil
ECON 116 - Economic Development (A)
SU07
55
29
0.931
0.897
4.50
3.70
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Sunil
Kanwar
ECON 116
ECON
Economic Development
594939
Nieto-Barthaburu, Augusto
ECON 131 - Economics of the Environment (A)
SU07
144
43
0.897
0.950
3.53
3.40
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Augusto
Nieto-Barthaburu
ECON 131
ECON
Economics of the Environment
594940
Noel, Michael
ECON 100A - Microeconomics A (A)
SU07
85
51
0.813
0.936
5.34
3.16
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Michael
Noel
ECON 100A
ECON
Microeconomics A
594941
Corringham, Tom
ECON 100B - Microeconomics B (A)
SU07
52
29
0.889
0.926
5.29
3.23
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Tom
Corringham
ECON 100B
ECON
Microeconomics B
594942
Kim, Dong Heon
ECON 110A - Macroeconomics A (A)
SU07
63
29
0.920
0.731
5.24
3.15
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Dong Heon
Kim
ECON 110A
ECON
Macroeconomics A
594943
Jeon, Yongil
ECON 120A - Econometrics A (A)
SU07
80
39
0.973
0.865
4.60
3.57
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Yongil
Jeon
ECON 120A
ECON
Econometrics A
594945
Jalil, Munir A
ECON 120B - Econometrics B (A)
SU07
65
23
0.857
1.000
5.68
3.55
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Munir A
Jalil
ECON 120B
ECON
Econometrics B
594946
Jeon, Yongil
ECON 120C - Econometrics C (A)
SU07
80
55
0.537
0.596
6.39
3.23
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Yongil
Jeon
ECON 120C
ECON
Econometrics C
594947
Noel, Michael
ECON 170A - Management Sci Microecon A (A)
SU07
48
21
0.952
0.952
6.02
3.11
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Michael
Noel
ECON 170A
ECON
Management Sci Microecon A
594949
Reyes, Barbara Olivia
ETHN 130 - Social & Econ Hist/Southwest I (A)
SU07
16
15
0.933
0.933
4.90
3.43
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Barbara Olivia
Reyes
ETHN 130
ETHN
Social & Econ Hist/Southwest I
594950
Gutierrez, Michelle R.
ETHN 183 - Gender,Race,Ethnicity & Class (A)
SU07
14
10
1.000
1.000
4.50
3.00
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Michelle R
Gutierrez
ETHN 183
ETHN
Gender,Race,Ethnicity & Class
594951
Gonzales, Christian M
ETHN 112A - History/Native Americans/US I (A)
SU07
25
17
0.938
0.941
4.03
3.46
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Christian M
Gonzales
ETHN 112A
ETHN
History/Native Americans/US I
594952
Verinakis, Theofanis Costas Dino
ETHN 112B - History/Native Americans/US II (A)
SU07
12
10
1.000
1.000
5.30
NaN
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Theofanis Costas Dino
Verinakis
ETHN 112B
ETHN
History/Native Americans/US II
594953
Braddick, Oliver John
HDP 150 - Advanced Human Development (A)
SU07
20
16
0.929
1.000
3.03
3.56
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Oliver John
Braddick
HDP 150
HDP
Advanced Human Development
594956
Pickowicz, Paul G.
HIEA 131 - China/War & Revolution 1911-49 (A)
SU07
30
28
1.000
1.000
6.36
3.58
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Paul G
Pickowicz
HIEA 131
HIEA
China/War & Revolution 1911-49
594958
Miano, David Ringo
HIEU 108S - Sex & Romance/ Ancient World (A)
SU07
44
37
1.000
1.000
4.17
3.53
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
David Ringo
Miano
HIEU 108S
HIEU
Sex & Romance/ Ancient World
594959
Monteon, Michael P.
HILA 118 - US Agression/Latin Am 1898-Prs (A)
SU07
9
7
1.000
1.000
8.21
3.20
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Michael P
Monteon
HILA 118
HILA
US Agression/Latin Am 1898-Prs
594960
Sanders, Sara
HILA 132 - History of Contemporary Mexico (A)
SU07
13
12
1.000
1.000
5.17
3.50
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Sara
Sanders
HILA 132
HILA
History of Contemporary Mexico
594961
Pye, David K.
HILD 7A - Race & Ethnicity/United States (A)
SU07
80
48
0.894
0.936
4.29
3.49
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
David K
Pye
HILD 7A
HILD
Race & Ethnicity/United States
594965
Strathman, Theodore A
HIUS 154 - Western Environmental History (A)
SU07
19
16
1.000
1.000
6.63
3.50
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Theodore A
Strathman
HIUS 154
HIUS
Western Environmental History
594966
Reyes, Barbara Olivia
HIUS 158 - Social & Econ Hist/Southwest I (A)
SU07
16
15
0.933
0.933
4.90
NaN
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Barbara Olivia
Reyes
HIUS 158
HIUS
Social & Econ Hist/Southwest I
594967
Gonzales, Christian M
HIUS 108A - History/Native Americans/US I (A)
SU07
25
17
0.938
0.941
4.03
NaN
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Christian M
Gonzales
HIUS 108A
HIUS
History/Native Americans/US I
594968
Verinakis, Theofanis Costas Dino
HIUS 108B - History/Native Americans/US II (A)
SU07
12
10
1.000
1.000
5.30
3.25
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Theofanis Costas Dino
Verinakis
HIUS 108B
HIUS
History/Native Americans/US II
594969
Rutherford, Donald Paul
HUM 3 - Renaissance,Reform&Early Europ (A)
SU07
23
21
1.000
1.000
7.39
3.19
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Donald Paul
Rutherford
HUM 3
HUM
Renaissance,Reform&Early Europ
594973
Cancel, Robert
LTAF 120 - Lit & Film of Modern Africa (A)
SU07
9
5
1.000
1.000
6.10
3.00
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Robert
Cancel
LTAF 120
LTAF
Lit & Film of Modern Africa
594974
Mariscal, George
LTAM 108 - Intellectual & Political Trad. (A)
SU07
9
6
1.000
1.000
3.83
4.00
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
George
Mariscal
LTAM 108
LTAM
Intellectual & Political Trad.
594979
Chamberlain, Charles Thoms
LTLA 100 - Introductn/Latin Literature I (A)
SU07
11
9
0.778
1.000
8.50
2.50
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Charles Thoms
Chamberlain
LTLA 100
LTLA
Introductn/Latin Literature I
594980
Pita, Beatrice M
LTSP 175 - Gender, Sexuality & Culture (A)
SU07
21
11
1.000
1.000
6.32
3.09
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Beatrice M
Pita
LTSP 175
LTSP
Gender, Sexuality & Culture
594983
Murakami, Hidenori
MAE 9 - C/C++ Programming (A)
SU07
32
18
0.833
0.944
6.83
3.56
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Hidenori
Murakami
MAE 9
MAE
C/C++ Programming
594985
Mckittrick, Joanna M
MAE 20 - Elements of Materials Science (A)
SU07
16
14
0.667
0.429
8.81
3.17
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Joanna M
Mckittrick
MAE 20
MAE
Elements of Materials Science
594986
Bahadori, Mohammad Yousef
MAE 104 - Aerodynamics (A)
SU07
36
22
0.955
0.864
5.86
3.40
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Mohammad Yousef
Bahadori
MAE 104
MAE
Aerodynamics
594988
Seshadri, Kalyanasundaram
MAE 113 - Fundamentals of Propulsion (A)
SU07
19
16
0.733
0.933
9.43
2.93
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Kalyanasundaram
Seshadri
MAE 113
MAE
Fundamentals of Propulsion
594989
Mckittrick, Joanna M
MAE 160 - Mechanical Behavior/Materials (A)
SU07
22
12
0.750
0.750
7.33
3.36
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Joanna M
Mckittrick
MAE 160
MAE
Mechanical Behavior/Materials
594990
Bahadori, Mohammad Yousef
MAE 101A - Introductory Fluid Mechanics (A)
SU07
107
100
0.955
0.978
7.47
3.22
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Mohammad Yousef
Bahadori
MAE 101A
MAE
Introductory Fluid Mechanics
594992
Nomura, Keiko K.
MAE 110A - Thermodynamics (A)
SU07
58
44
0.929
0.951
10.59
3.33
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Keiko K
Nomura
MAE 110A
MAE
Thermodynamics
594993
Lubarda, Vlado
MAE 130A - Mechanics I: Statics (A)
SU07
51
38
0.946
0.973
8.29
3.37
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Vlado
Lubarda
MAE 130A
MAE
Mechanics I: Statics
594994
Nesterenko, Vitali F
MAE 130C - Mechanics III: Vibrations (A)
SU07
66
28
0.750
0.679
6.86
3.25
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Vitali F
Nesterenko
MAE 130C
MAE
Mechanics III: Vibrations
594995
Lubarda, Vlado
MAE 131B - Solid Mechanics II (A)
SU07
14
16
1.000
1.000
7.50
3.67
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Vlado
Lubarda
MAE 131B
MAE
Solid Mechanics II
594996
Krstic, Miroslav
MAE 143A - Signals and Systems (A)
SU07
63
49
0.830
0.935
6.24
3.34
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Miroslav
Krstic
MAE 143A
MAE
Signals and Systems
595000
Enright, Thomas J.
MATH 104A - Number Theory (A)
SU07
15
16
0.933
0.933
6.23
3.47
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Thomas J
Enright
MATH 104A
MATH
Number Theory
595002
Shenk, Norman A.
MATH 10A - Calculus (A)
SU07
29
15
0.933
1.000
4.37
3.33
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Norman A
Shenk
MATH 10A
MATH
Calculus
595004
Szypowski, Ryan S.
MATH 10B - Calculus (A)
SU07
39
30
0.704
0.893
5.60
2.71
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Ryan S
Szypowski
MATH 10B
MATH
Calculus
595006
Fitzgerald, Carl H.
MATH 120A - Elements of Complex Analysis (A)
SU07
21
17
0.824
0.875
8.38
3.43
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Carl H
Fitzgerald
MATH 120A
MATH
Elements of Complex Analysis
595008
Fitzgerald, Carl H.
MATH 20A - Calculus/Science & Engineering (A)
SU07
21
16
0.688
0.438
6.93
3.00
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Carl H
Fitzgerald
MATH 20A
MATH
Calculus/Science & Engineering
595010
Mohanty, Yana Z
MATH 20C - Calculus&Analyt Geom/Sci&Engnr (A)
SU07
86
50
0.820
0.880
7.30
3.23
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Yana Z
Mohanty
MATH 20C
MATH
Calculus&Analyt Geom/Sci&Engnr
595014
Nagy, Gabriel
MATH 20F - Linear Algebra (A)
SU07
50
21
0.842
0.950
7.87
3.42
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Gabriel
Nagy
MATH 20F
MATH
Linear Algebra
595018
Mcmullen, Tracy M.
MUS 15 - Popular Music (A)
SU07
29
25
0.792
0.875
3.54
3.70
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Tracy M
Mcmullen
MUS 15
MUS
Popular Music
595020
Tonelli, Christopher J.
MUS 15 - Popular Music (B)
SU07
28
19
0.947
1.000
3.61
3.65
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Christopher J
Tonelli
MUS 15
MUS
Popular Music
595022
Esler, Robert W.
MUS 80 - Special Topics in Music (A)
SU07
20
12
1.000
1.000
4.32
4.00
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Robert W
Esler
MUS 80
MUS
Special Topics in Music
595024
Eidsheim, Nina
MUS 111 - Topics/World Music Traditions (A)
SU07
17
14
1.000
1.000
3.67
3.40
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Nina
Eidsheim
MUS 111
MUS
Topics/World Music Traditions
595026
Tsao, Ming Y
MUS 113 - Topic/Classic&Romantc & Modern (A)
SU07
14
11
0.600
0.800
2.86
3.67
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Ming Y
Tsao
MUS 113
MUS
Topic/Classic&Romantc & Modern
595027
Damm, Lisa Marie
PHIL 10 - Introduction to Logic (A)
SU07
38
27
0.692
0.885
5.50
3.32
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Lisa Marie
Damm
PHIL 10
PHIL
Introduction to Logic
595028
Dorsey, Dale Edward
PHIL 13 - Intro to Philosophy: Ethics (A)
SU07
35
27
0.741
0.926
5.76
3.05
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Dale Edward
Dorsey
PHIL 13
PHIL
Intro to Philosophy: Ethics
595029
Kurth, Charles Burke
PHIL 14 - Intro/Philosophy: Metaphysics (A)
SU07
18
16
0.750
0.938
4.63
3.40
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Charles Burke
Kurth
PHIL 14
PHIL
Intro/Philosophy: Metaphysics
595030
Comisso, Ellen T.
PHIL 27 - Ethics And Society (A)
SU07
51
28
0.731
0.926
8.14
NaN
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Ellen T
Comisso
PHIL 27
PHIL
Ethics And Society
595031
Martin, Eric Collin
PHIL 148 - Philosophy and the Environment (A)
SU07
22
20
0.950
1.000
6.60
3.73
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Eric Collin
Martin
PHIL 148
PHIL
Philosophy and the Environment
595032
Davis, Nina C.
PHIL 168 - Philosophy Of Law (A)
SU07
22
16
0.875
0.813
6.50
3.56
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Nina C
Davis
PHIL 168
PHIL
Philosophy Of Law
595033
Efstathiou, Sophia
PHIL 170 - Philosophy and Race (A)
SU07
16
13
0.667
0.615
6.35
3.50
NaN
http://cape.ucsd.edu/scripts/detailedStats.asp...
Sophia
Efstathiou
PHIL 170
PHIL
Philosophy and Race
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
843307
Rona-Tas, Akos
SOCI 172 - Films And Society (A)
S215
21
5
1.000
1.000
7.30
3.60
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Akos
Rona-Tas
SOCI 172
SOCI
Films And Society
843308
Rubinstein, Kim
TDAC 1 - Introduction to Acting (A)
S215
15
4
1.000
1.000
1.83
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Kim
Rubinstein
TDAC 1
TDAC
Introduction to Acting
843309
Schwartz, Michael
TDAC 1 - Introduction to Acting (B)
S215
20
12
1.000
1.000
5.50
3.92
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Michael
Schwartz
TDAC 1
TDAC
Introduction to Acting
843310
Walsh, Kim C.
TDAC 1 - Introduction to Acting (C)
S215
19
3
0.667
0.667
4.50
3.67
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Kim C
Walsh
TDAC 1
TDAC
Introduction to Acting
843311
Fulton, Julia
TDAC 107 - Improvisation for the Theatre (A)
S215
12
10
1.000
1.000
4.72
3.67
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Julia
Fulton
TDAC 107
TDAC
Improvisation for the Theatre
843312
Havis, Allan
TDGE 11 - Great Performances on Film (A)
S215
45
15
0.929
0.929
2.79
3.46
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Allan
Havis
TDGE 11
TDGE
Great Performances on Film
843313
Harting, Carla Kelso
TDGE 25 - Public Speaking (A)
S215
17
15
1.000
1.000
3.57
3.87
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Carla Kelso
Harting
TDGE 25
TDGE
Public Speaking
843316
Valerdi, Natalia
TDMV 1 - Beginning Ballet (A)
S215
30
22
0.955
1.000
1.95
3.94
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Natalia
Valerdi
TDMV 1
TDMV
Beginning Ballet
843317
Sammartano, Tonnie
TDMV 2 - Beginning Contemporary Dance (A)
S215
26
10
1.000
1.000
2.30
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Tonnie
Sammartano
TDMV 2
TDMV
Beginning Contemporary Dance
843318
Arcidiacono, Kristin
TDMV 3 - Beginning Jazz (A)
S215
28
8
1.000
1.000
5.93
3.83
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Kristin
Arcidiacono
TDMV 3
TDMV
Beginning Jazz
843319
Bussell, Mirle Rabinowitz
USP 100 - Introduction to Urban Planning (A)
S215
19
6
0.800
1.000
11.70
3.60
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Mirle Rabinowitz
Bussell
USP 100
USP
Introduction to Urban Planning
843320
Denny, Elaine Kathryn
USP 101 - Introduction/Policy Analysis (A)
S215
3
1
1.000
1.000
4.50
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Elaine Kathryn
Denny
USP 101
USP
Introduction/Policy Analysis
843322
Bussell, Mirle Rabinowitz
USP 124 - Land Use Planning (A)
S215
17
7
1.000
1.000
4.79
3.86
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Mirle Rabinowitz
Bussell
USP 124
USP
Land Use Planning
843323
Romo, Oscar
USP 171 - Sustainable Development (A)
S215
48
18
0.944
0.833
6.38
3.35
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Oscar
Romo
USP 171
USP
Sustainable Development
843324
Lajarin-Encina, Aitor
VIS 106A - Painting: Image Making (A)
S215
15
8
1.000
1.000
11.50
3.86
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Aitor
Lajarin-Encina
VIS 106A
VIS
Painting: Image Making
843325
Porter, Ava Hermine
VIS 194S - Fantasy In Film (A)
S215
43
23
0.864
0.955
3.86
3.38
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Ava Hermine
Porter
VIS 194S
VIS
Fantasy In Film
843326
Gonzales, Paulina Margarita
WCWP 10B - The Writing Course B (A)
S215
14
3
1.000
1.000
13.50
3.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Paulina Margarita
Gonzales
WCWP 10B
WCWP
The Writing Course B
843330
Bozinovic, Goran
BIBC 103 - Biochemical Techniques (A)
S115
53
20
1.000
1.000
12.30
2.89
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Goran
Bozinovic
BIBC 103
BIBC
Biochemical Techniques
843334
Herndon, Jenny Dyann
BIBC 102 - Metabolic Biochemistry (A)
S215
125
109
0.890
0.844
9.70
3.19
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jenny Dyann
Herndon
BIBC 102
BIBC
Metabolic Biochemistry
843360
Perks, Krista Eva
BILD 2 - Multicellular Life (A)
S215
102
87
0.929
0.647
9.46
3.29
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Krista Eva
Perks
BILD 2
BILD
Multicellular Life
843367
Lo, Stanley Malvin Ming-Hi
BILD 4 - Introductory Biology Lab (A)
S215
25
21
1.000
1.000
2.40
3.90
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Stanley Malvin Ming-Hi
Lo
BILD 4
BILD
Introductory Biology Lab
843369
Chu, Monica W
BILD 12 - Neurobiology and Behavior (A)
S215
19
18
0.941
0.882
7.56
3.46
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Monica W
Chu
BILD 12
BILD
Neurobiology and Behavior
843372
Reuther, Keefe
BIMM 100 - Molecular Biology (A)
S215
141
119
0.924
0.958
8.29
3.26
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Keefe
Reuther
BIMM 100
BIMM
Molecular Biology
843379
Bozinovic, Goran
BIMM 101 - Recombinant DNA Techniques (A)
S215
45
15
0.923
0.923
8.96
3.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Goran
Bozinovic
BIMM 101
BIMM
Recombinant DNA Techniques
843385
Kad, Bimal K.
SE 2 - Structural Materials (A)
S215
14
13
0.692
0.692
10.33
2.75
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Bimal K
Kad
SE 2
SE
Structural Materials
843386
Kad, Bimal K.
SE 2L - Stuctural Materials Lab (A)
S215
15
11
0.818
0.818
8.30
3.90
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Bimal K
Kad
SE 2L
SE
Stuctural Materials Lab
843387
Kad, Bimal K.
SE 2L - Stuctural Materials Lab (B)
S215
2
1
1.000
1.000
8.50
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Bimal K
Kad
SE 2L
SE
Stuctural Materials Lab
843415
Nielsen, Kelly J
EDS 117 - Language, Culture & Education (A)
S315
37
10
1.000
0.900
9.90
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Kelly J
Nielsen
EDS 117
EDS
Language, Culture & Education
843417
Nielsen, Kelly J
SOCI 117 - Language, Culture & Education (A)
S315
5
2
1.000
1.000
4.50
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Kelly J
Nielsen
SOCI 117
SOCI
Language, Culture & Education
843478
Carver, Leslie J.
PSYC 193 - Topics in Psychology (F)
SP15
6
1
1.000
1.000
0.50
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Leslie J
Carver
PSYC 193
PSYC
Topics in Psychology
843505
Espin Palazon, Raquel
BILD 1 - The Cell (A)
S115
74
36
0.857
0.629
10.21
3.52
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Raquel
Espin Palazon
BILD 1
BILD
The Cell
843511
Wills, Christopher
BILD 3 - Organismic&Evolutionary Biol (A)
S115
129
52
0.800
0.800
6.73
3.12
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Christopher
Wills
BILD 3
BILD
Organismic&Evolutionary Biol
843519
Saier, Milton H.
BILD 18 - Human Impact on the Environmnt (A)
S115
31
12
0.917
0.917
5.17
3.73
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Milton H
Saier
BILD 18
BILD
Human Impact on the Environmnt
843522
Gustafson-Brown, Cindy
BILD 36 - AIDS Science and Society (A)
S115
10
6
1.000
1.000
9.30
2.75
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Cindy
Gustafson-Brown
BILD 36
BILD
AIDS Science and Society
843525
Clark, Dan
BIMM 101 - Recombinant DNA Techniques (A)
S115
48
46
0.957
1.000
8.77
3.62
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Dan
Clark
BIMM 101
BIMM
Recombinant DNA Techniques
843527
Armour, Jon Christopher
BIPN 100 - Human Physiology I (A)
S115
176
40
0.946
0.919
11.42
3.25
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jon Christopher
Armour
BIPN 100
BIPN
Human Physiology I
843535
Reyes Gonzalez, Catalina
BIPN 106 - Comparative Physiology (A)
S115
41
20
0.900
1.000
6.80
3.32
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Catalina
Reyes Gonzalez
BIPN 106
BIPN
Comparative Physiology
843907
Wishard Guerra, Alison G.
EDS 115 - Cog Development & Education (A)
S315
28
13
0.917
1.000
9.17
3.92
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Alison G
Wishard Guerra
EDS 115
EDS
Cog Development & Education
843916
Stalbaum, Brett
VIS 141A - Computer Programming/Arts I (B)
SP15
9
4
1.000
1.000
8.00
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Brett
Stalbaum
VIS 141A
VIS
Computer Programming/Arts I
843947
Bresser, Bernard George
EDS 128B - Intro/Teaching&Learning (Elem) (A)
S315
27
11
1.000
1.000
9.30
3.91
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Bernard George
Bresser
EDS 128B
EDS
Intro/Teaching&Learning (Elem)
844559
Hoover, Gregory William
CSE 190 - Topics/Computer Sci & Engineer (B)
S215
31
25
1.000
1.000
15.67
3.58
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Gregory William
Hoover
CSE 190
CSE
Topics/Computer Sci & Engineer
844560
Mckay, Mary A
MGT 18 - Managing Diverse Teams (A)
S215
60
57
0.947
0.965
7.35
3.37
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Mary A
Mckay
MGT 18
MGT
Managing Diverse Teams
844581
Rotar, Vladimir
MATH 193A - Actuarial Mathematics I (A)
S115
66
13
0.750
0.750
11.77
3.40
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Vladimir
Rotar
MATH 193A
MATH
Actuarial Mathematics I
844585
Won, Robert Jeffrey
MATH 3C - Precalculus (A)
S215
29
24
0.913
0.957
10.59
2.76
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Robert Jeffrey
Won
MATH 3C
MATH
Precalculus
844598
Powell, Thomas Allan
CSE 134B - Web Client Languages (A)
S115
90
29
0.963
0.926
9.31
3.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Thomas Allan
Powell
CSE 134B
CSE
Web Client Languages
844611
Hildebrand, John A
ECE 145CL - Acoustics Laboratory (C)
SP15
26
7
1.000
1.000
5.64
3.86
3.71
http://cape.ucsd.edu/responses/CAPEReport.aspx...
John A
Hildebrand
ECE 145CL
ECE
Acoustics Laboratory
844613
Madsen, Richard P.
ERC 20 - Frshmn Honors Sem:Intntl Theme (B)
SP15
12
6
1.000
1.000
2.10
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Richard P
Madsen
ERC 20
ERC
Frshmn Honors Sem:Intntl Theme
844631
Ellis, Erica Michelle
COGS 154 - Comm Disorders/Children&Adults (A)
S115
34
22
1.000
0.955
5.23
3.43
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Erica Michelle
Ellis
COGS 154
COGS
Comm Disorders/Children&Adults
844651
Shonle, Macneil Charles
CSE 12 - Basic Data Struct & OO Design (D)
SP15
135
58
0.914
0.552
5.18
3.80
3.70
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Macneil Charles
Shonle
CSE 12
CSE
Basic Data Struct & OO Design
844677
Klemmer, Scott R
COGS 90 - Undergraduate Seminar (A)
SP15
13
4
1.000
1.000
7.83
NaN
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Scott R
Klemmer
COGS 90
COGS
Undergraduate Seminar
844723
Pineda, Jaime A
COGS 171GS - Mirror Neuron System (A)
S115
28
3
1.000
1.000
5.83
3.33
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jaime A
Pineda
COGS 171GS
COGS
Mirror Neuron System
844725
Pineda, Jaime A
COGS 174GS - Drugs: Brain, Mind and Culture (A)
S115
28
3
1.000
1.000
5.17
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jaime A
Pineda
COGS 174GS
COGS
Drugs: Brain, Mind and Culture
844726
Espiritu, Yen
ETHN 155GS - CriticalPerspective/VietnamWar (A)
S115
14
8
0.875
0.875
8.00
3.88
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Yen
Espiritu
ETHN 155GS
ETHN
CriticalPerspective/VietnamWar
844727
Espiritu, Yen
ETHN 173GS - Gender, Sexuality and War (A)
S115
14
8
0.875
0.875
8.00
3.88
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Yen
Espiritu
ETHN 173GS
ETHN
Gender, Sexuality and War
844728
Radcliff, Pamela B.
HIEU 151GS - Spain Since 1808 (A)
S115
24
12
0.909
1.000
8.86
3.73
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Pamela B
Radcliff
HIEU 151GS
HIEU
Spain Since 1808
844730
Jed, Stephanie H
LTWL 175GS - The City of Rome (A)
S115
22
11
1.000
1.000
5.23
3.91
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Stephanie H
Jed
LTWL 175GS
LTWL
The City of Rome
844732
Gallant, Thomas W.
MMW 14GS - Revolution, Industry & Empire (A)
S115
22
4
1.000
1.000
5.83
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Thomas W
Gallant
MMW 14GS
MMW
Revolution, Industry & Empire
844733
Prestholdt, Jeremy
MMW 15GS - Twentieth Century and Beyond (A)
S115
14
3
1.000
1.000
3.17
3.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jeremy
Prestholdt
MMW 15GS
MMW
Twentieth Century and Beyond
844734
Radcliff, Pamela B.
MMW 15GS - Twentieth Century and Beyond (B)
S115
24
12
0.917
1.000
9.17
3.80
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Pamela B
Radcliff
MMW 15GS
MMW
Twentieth Century and Beyond
844735
Anagnostaras, Stephan
PSYC 193GS - Special Topics in Psychology (A)
S115
27
26
0.962
0.962
3.50
3.84
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Stephan
Anagnostaras
PSYC 193GS
PSYC
Special Topics in Psychology
844736
Prestholdt, Jeremy
SOCI 188GS - Change in Modern South Africa (A)
S115
14
2
1.000
1.000
1.50
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jeremy
Prestholdt
SOCI 188GS
SOCI
Change in Modern South Africa
844739
Patterson, Patrick H.
MMW 14GS - Revolution, Industry & Empire (A)
S215
23
21
0.857
0.952
5.93
3.62
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Patrick H
Patterson
MMW 14GS
MMW
Revolution, Industry & Empire
844923
Reese, Clarissa Jane
HDP 98 - Directed Group Study (A)
SP15
14
10
1.000
1.000
0.70
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Clarissa Jane
Reese
HDP 98
HDP
Directed Group Study
844927
Raiewski, Evan Eric
PSYC 111B - Research Methods II (B)
SP15
25
16
0.667
0.067
4.50
3.53
3.38
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Evan Eric
Raiewski
PSYC 111B
PSYC
Research Methods II
845857
Bauer, Holly Jean
EDS 21S - Writing and Learning (A)
S215
66
40
0.750
0.833
7.59
3.29
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Holly Jean
Bauer
EDS 21S
EDS
Writing and Learning
845890
Belknap, Michal R
LAWS 102S - Crimes,Civil Wrongs&Constition (A)
S215
1
1
1.000
1.000
10.50
2.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Michal R
Belknap
LAWS 102S
LAWS
Crimes,Civil Wrongs&Constition
845901
Llewellyn Smith, Stefan G.
MAE 105 - Intro To Mathematical Physics (B)
SP15
76
29
0.536
0.500
9.46
2.70
2.76
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Stefan G
Llewellyn Smith
MAE 105
MAE
Intro To Mathematical Physics
845909
Kelly, Sherrice Marie
TDDE 131 - Spec Topics in Theatre Design (C)
SP15
14
10
1.000
0.900
2.10
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Sherrice Marie
Kelly
TDDE 131
TDDE
Spec Topics in Theatre Design
845915
Patnode, Rene N
SOCI 188G - Chinese Society (A)
S115
8
2
1.000
1.000
3.50
3.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Rene N
Patnode
SOCI 188G
SOCI
Chinese Society
845916
Tirshfield, Jeffrey T
SOCI 145 - Violence and Society (A)
S215
14
4
0.500
0.500
7.50
3.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jeffrey T
Tirshfield
SOCI 145
SOCI
Violence and Society
845917
Shonle, Macneil Charles
CSE 130 - Progrmng Lang:Princpl&Paradigm (A)
S215
73
27
0.852
0.667
6.88
3.41
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Macneil Charles
Shonle
CSE 130
CSE
Progrmng Lang:Princpl&Paradigm
846344
Haines, Kyle
POLI 162 - Environmental Policy (A)
S115
23
8
1.000
1.000
5.64
3.83
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Kyle
Haines
POLI 162
POLI
Environmental Policy
846489
Pedersen, David
ANTH 23 - Debating Multiculturalism (B)
SP15
30
11
0.700
0.900
3.39
3.14
3.43
http://cape.ucsd.edu/responses/CAPEReport.aspx...
David
Pedersen
ANTH 23
ANTH
Debating Multiculturalism
847854
Zhang, Yingjin
LTEA 120A - Chinese Films (A)
S115
45
12
0.917
1.000
5.95
3.57
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Yingjin
Zhang
LTEA 120A
LTEA
Chinese Films
848926
Laffineur, Catherine
ECON 102 - Globalization (A)
S115
15
4
1.000
1.000
7.00
3.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Catherine
Laffineur
ECON 102
ECON
Globalization
850587
Alvarez-Gonzalez, Begona
MAE 113 - Fundamentals of Propulsion (A)
S215
11
3
1.000
1.000
9.17
3.33
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Begona
Alvarez-Gonzalez
MAE 113
MAE
Fundamentals of Propulsion
851103
Bauer, Holly Jean
WCWP 100 - Academic Writing (A)
S215
14
6
0.500
1.000
14.50
3.75
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Holly Jean
Bauer
WCWP 100
WCWP
Academic Writing
851126
Lytle, Cecil William
MUS 8GS - American Music (A)
S115
21
2
1.000
1.000
4.50
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Cecil William
Lytle
MUS 8GS
MUS
American Music
851127
Lytle, Cecil William
MUS 150GS - Jazz in Paris (A)
S115
21
2
1.000
1.000
4.50
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Cecil William
Lytle
MUS 150GS
MUS
Jazz in Paris
851143
Ferreira, Victor
PSYC 99 - Independent Study (A)
SP15
2
1
1.000
1.000
2.50
NaN
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Victor
Ferreira
PSYC 99
PSYC
Independent Study
851156
Oconnor, Joseph M.
CHEM 140A - Organic Chemistry I (B)
S115
141
29
0.778
0.852
11.02
3.15
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Joseph M
Oconnor
CHEM 140A
CHEM
Organic Chemistry I
851158
Oconnor, Joseph M.
CHEM 140B - Organic Chemistry II (B)
S215
156
29
0.690
0.931
14.22
3.10
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Joseph M
Oconnor
CHEM 140B
CHEM
Organic Chemistry II
851927
Doller, Ben
LTWR 102 - Poetry Workshop (A)
S115
15
4
1.000
1.000
2.50
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Ben
Doller
LTWR 102
LTWR
Poetry Workshop
852154
Losh, Elizabeth
CAT 125R - Pblc Rhetoric Prct Comm Online (B)
S115
149
38
0.800
0.886
6.44
3.64
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Elizabeth
Losh
CAT 125R
CAT
Pblc Rhetoric Prct Comm Online
852172
Mccleary, Keith Long
WCWP 10B - The Writing Course B (B)
S115
15
3
0.667
1.000
11.17
3.67
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Keith Long
Mccleary
WCWP 10B
WCWP
The Writing Course B
852202
Leigh, Brian
CHEM 7L - General Chemistry Laboratory (B)
S115
133
43
0.902
0.951
8.60
3.38
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Brian
Leigh
CHEM 7L
CHEM
General Chemistry Laboratory
852341
Perez, Jason Magabo
COMM 190 - Junior Seminar in Comm (B)
S115
23
5
0.800
0.600
6.50
3.20
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jason Magabo
Perez
COMM 190
COMM
Junior Seminar in Comm
852539
Haff, Leonard R.
MATH 168A - Topics/Applied Math-Comp Sci (A)
S215
27
10
1.000
1.000
9.70
3.40
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Leonard R
Haff
MATH 168A
MATH
Topics/Applied Math-Comp Sci
853179
Eggers, John Dietrich
MATH 109 - Mathematical Reasoning (A)
S215
24
9
0.778
0.889
15.61
3.56
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
John Dietrich
Eggers
MATH 109
MATH
Mathematical Reasoning
853181
Eggers, John Dietrich
MATH 20E - Vector Calculus (B)
S215
42
14
1.000
1.000
12.81
3.57
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
John Dietrich
Eggers
MATH 20E
MATH
Vector Calculus
853182
Gillespie, Gary N
CSE 12 - Basic Data Struct & OO Design (A)
S215
26
6
1.000
1.000
15.70
3.33
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Gary N
Gillespie
CSE 12
CSE
Basic Data Struct & OO Design
853185
Gillespie, Gary N
CSE 15L - Software Tools&Techniques Lab (A)
S215
26
5
0.400
1.000
2.90
3.60
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Gary N
Gillespie
CSE 15L
CSE
Software Tools&Techniques Lab
853186
Tiefenbruck, Janine Lobue
CSE 21 - Math/Algorithm&Systems Analys (A)
S215
18
3
1.000
1.000
7.17
3.67
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Janine Lobue
Tiefenbruck
CSE 21
CSE
Math/Algorithm&Systems Analys
853188
Rhodes, Neil Campbell
CSE 20 - Intro/Discrete Mathematics (A)
S215
9
3
0.500
1.000
6.50
3.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Neil Campbell
Rhodes
CSE 20
CSE
Intro/Discrete Mathematics
853192
Herndon, Jenny Dyann
BIBC 102 - Metabolic Biochemistry (B)
S215
23
22
0.952
1.000
11.17
3.57
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Jenny Dyann
Herndon
BIBC 102
BIBC
Metabolic Biochemistry
853195
Hammons, Justin Charles
CHEM 140A - Organic Chemistry I (B)
S215
25
24
1.000
0.909
13.55
3.43
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Justin Charles
Hammons
CHEM 140A
CHEM
Organic Chemistry I
853198
Schurgers, Curt
ECE 25 - Introduction to Digital Design (A)
S215
16
3
1.000
1.000
11.83
4.00
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Curt
Schurgers
ECE 25
ECE
Introduction to Digital Design
853352
Nieto-Barthaburu, Augusto
ECON 120B - Econometrics B (A)
S215
55
17
0.929
0.786
7.79
3.50
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Augusto
Nieto-Barthaburu
ECON 120B
ECON
Econometrics B
853356
Pantoli, Elide
SE 180 - Earthquake Engineering (A)
S215
19
18
1.000
1.000
8.06
3.33
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Elide
Pantoli
SE 180
SE
Earthquake Engineering
855238
Roxworthy, Emily
TDGE 25 - Public Speaking (C)
S215
13
4
1.000
1.000
6.00
3.75
NaN
http://cape.ucsd.edu/responses/CAPEReport.aspx...
Emily
Roxworthy
TDGE 25
TDGE
Public Speaking
26517 rows × 16 columns
In [26]:
grades = df.ix[df.average_grade_received.dropna().index]
# Group By Department
departments = grades.groupby('department')
# Split -> Apply -> Combine
dept_averages = departments.aggregate(np.mean).copy().reset_index()
dept_median = departments.aggregate(np.median).copy().reset_index()
In [63]:
import seaborn as sns
import matplotlib.pyplot as plt
sort_by_dept = reversed(
dept_averages
.ix[dept_averages.average_grade_expected.sort(inplace=False).index]
.department
.values
)
sns.set_style('ticks')
fig, ax = plt.subplots()
fig.set_size_inches(50, 8)
sns.boxplot(
x="department",
y="average_grade_expected",
data=df,
palette="PRGn",
order=sort_by_dept
)
sns.despine(offset=10, trim=True)
sns.despine(left=True)
In [67]:
import graphlab as gl
gl.canvas.set_target('ipynb')
sf = gl.SFrame(df)
In [68]:
display_javascript(sf['course'].show())
In [69]:
display_javascript(sf['enroll'].show())
In [70]:
display_javascript(sf['evals'].show())
In [71]:
display_javascript((sf['evals'] / sf['enroll']).show())
In [72]:
display_javascript(sf['average_grade_expected'].show())
In [73]:
grade = sf['average_grade_received']
display_javascript(grade[grade != ''].astype(float).show())
In [74]:
departments = sorted(sf['department'].unique())
In [75]:
for department in departments:
try:
print('Average Grade Distribution for Department {department}'.format(department=department))
dept_grade = sf[sf['department'] == department]['average_grade_received']
display_javascript(dept_grade[dept_grade != ''].astype(float).show())
except ZeroDivisionError:
print("Nobody has ever submitted their grades in this department", end='\n\n')
Average Grade Distribution for Department ANTH
Average Grade Distribution for Department BENG
Average Grade Distribution for Department BIBC
Average Grade Distribution for Department BILD
Average Grade Distribution for Department BIMM
Average Grade Distribution for Department BIPN
Average Grade Distribution for Department CAT
Average Grade Distribution for Department CENG
Average Grade Distribution for Department CGS
Average Grade Distribution for Department CHEM
Average Grade Distribution for Department CHIN
Average Grade Distribution for Department COGS
Average Grade Distribution for Department COMM
Average Grade Distribution for Department CONT
Nobody has ever submitted their grades in this department
Average Grade Distribution for Department CSE
Average Grade Distribution for Department DOC
Average Grade Distribution for Department ECE
Average Grade Distribution for Department ECON
Average Grade Distribution for Department EDS
Average Grade Distribution for Department ENG
Average Grade Distribution for Department ENVR
Average Grade Distribution for Department ERC
Average Grade Distribution for Department ESYS
Average Grade Distribution for Department ETHN
Average Grade Distribution for Department FILM
Nobody has ever submitted their grades in this department
Average Grade Distribution for Department FPMU
Average Grade Distribution for Department HDP
Average Grade Distribution for Department HIAF
Average Grade Distribution for Department HIEA
Average Grade Distribution for Department HIEU
Average Grade Distribution for Department HILA
Average Grade Distribution for Department HILD
Average Grade Distribution for Department HINE
Average Grade Distribution for Department HISC
Average Grade Distribution for Department HITO
Average Grade Distribution for Department HIUS
Average Grade Distribution for Department HUM
Average Grade Distribution for Department ICAM
Average Grade Distribution for Department INTL
Average Grade Distribution for Department JAPN
Average Grade Distribution for Department JUDA
Average Grade Distribution for Department LATI
Average Grade Distribution for Department LAWS
Average Grade Distribution for Department LIGN
Average Grade Distribution for Department LTAF
Average Grade Distribution for Department LTAM
Average Grade Distribution for Department LTCH
Average Grade Distribution for Department LTCS
Average Grade Distribution for Department LTEA
Average Grade Distribution for Department LTEU
Average Grade Distribution for Department LTFR
Average Grade Distribution for Department LTGK
Average Grade Distribution for Department LTGM
Average Grade Distribution for Department LTIT
Average Grade Distribution for Department LTKO
Average Grade Distribution for Department LTLA
Average Grade Distribution for Department LTRU
Average Grade Distribution for Department LTSP
Average Grade Distribution for Department LTTH
Average Grade Distribution for Department LTWL
Average Grade Distribution for Department LTWR
Average Grade Distribution for Department MAE
Average Grade Distribution for Department MATH
Average Grade Distribution for Department MGT
Average Grade Distribution for Department MMW
Average Grade Distribution for Department MUIR
Nobody has ever submitted their grades in this department
Average Grade Distribution for Department MUS
Average Grade Distribution for Department NANO
Average Grade Distribution for Department PHIL
Average Grade Distribution for Department PHYS
Average Grade Distribution for Department POLI
Average Grade Distribution for Department PSYC
Average Grade Distribution for Department RELI
Average Grade Distribution for Department REV
Average Grade Distribution for Department SE
Average Grade Distribution for Department SIO
Average Grade Distribution for Department SOCA
Average Grade Distribution for Department SOCB
Average Grade Distribution for Department SOCC
Average Grade Distribution for Department SOCD
Average Grade Distribution for Department SOCE
Average Grade Distribution for Department SOCI
Average Grade Distribution for Department STPA
Average Grade Distribution for Department SXTH
Nobody has ever submitted their grades in this department
Average Grade Distribution for Department TDAC
Average Grade Distribution for Department TDCH
Average Grade Distribution for Department TDDE
Average Grade Distribution for Department TDDR
Average Grade Distribution for Department TDGE
Average Grade Distribution for Department TDHD
Average Grade Distribution for Department TDHT
Average Grade Distribution for Department TDMV
Average Grade Distribution for Department TDPF
Average Grade Distribution for Department TDPW
Average Grade Distribution for Department TDTR
Average Grade Distribution for Department TMC
Average Grade Distribution for Department TWS
Average Grade Distribution for Department USP
Average Grade Distribution for Department VIS
Average Grade Distribution for Department WARR
Nobody has ever submitted their grades in this department
Average Grade Distribution for Department WCWP
In [ ]:
In [ ]:
In [ ]:
In [ ]:
Content source: jjangsangy/GraphUCSD
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