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)

Create A DataFrame


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

Let's grab all classes with grades


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)


Some Data Analysis


In [67]:
import graphlab as gl

gl.canvas.set_target('ipynb')

sf = gl.SFrame(df)

What is the Most Popular Class Offered?


In [68]:
display_javascript(sf['course'].show())


Average Enrollment


In [69]:
display_javascript(sf['enroll'].show())


Average Evaluations Submitted


In [70]:
display_javascript(sf['evals'].show())


CAPE Participation

Average Enrollment vs Average Evals


In [71]:
display_javascript((sf['evals'] / sf['enroll']).show())


Average Grade Expected


In [72]:
display_javascript(sf['average_grade_expected'].show())


Average Grade Received


In [73]:
grade = sf['average_grade_received']

display_javascript(grade[grade != ''].astype(float).show())


Average Grade Recieved by Department


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

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