In [1]:
#Import required packages
import pandas as pd
import numpy as np
import datetime
import matplotlib.pyplot as plt
In [2]:
def format_date(df_date):
"""
Splits Meeting Times and Dates into datetime objects where applicable using regex.
"""
df_date['Days'] = df_date['Meeting_Times'].str.extract('([^\s]+)', expand=True)
df_date['Start_Date'] = df_date['Meeting_Dates'].str.extract('([^\s]+)', expand=True)
df_date['Year'] = df_date['Term'].astype(str).str.slice(0,4)
df_date['Quarter'] = df_date['Term'].astype(str).str.slice(4,6)
df_date['Term_Date'] = pd.to_datetime(df_date['Year'] + df_date['Quarter'], format='%Y%m')
df_date['End_Date'] = df_date['Meeting_Dates'].str.extract('(?<=-)(.*)(?= )', expand=True)
df_date['Start_Time'] = df_date['Meeting_Times'].str.extract('(?<= )(.*)(?=-)', expand=True)
df_date['Start_Time'] = pd.to_datetime(df_date['Start_Time'], format='%H%M')
df_date['End_Time'] = df_date['Meeting_Times'].str.extract('((?<=-).*$)', expand=True)
df_date['End_Time'] = pd.to_datetime(df_date['End_Time'], format='%H%M')
df_date['Duration_Hr'] = ((df_date['End_Time'] - df_date['Start_Time']).dt.seconds)/3600
return df_date
def format_xlist(df_xl):
"""
revises % capacity calculations by using Max Enrollment instead of room capacity.
"""
df_xl['Cap_Diff'] = np.where(df_xl['Xlst'] != '',
df_xl['Max_Enrl'].astype(int) - df_xl['Actual_Enrl'].astype(int),
df_xl['Room_Capacity'].astype(int) - df_xl['Actual_Enrl'].astype(int))
df_xl = df_xl.loc[df_xl['Room_Capacity'].astype(int) < 999]
return df_xl
In [24]:
pd.set_option('display.max_rows', None)
df = pd.read_csv('data/PSU_master_classroom_91-17.csv', dtype={'Schedule': object, 'Schedule Desc': object})
df = df.fillna('')
df = format_date(df)
# Avoid classes that only occur on a single day
df = df.loc[df['Start_Date'] != df['End_Date']]
#terms = [199104, 199204, 199304, 199404, 199504, 199604, 199704, 199804, 199904, 200004, 200104, 200204, 200304, 200404, 200504, 200604, 200704, 200804, 200904, 201004, 201104, 201204, 201304, 201404, 201504, 201604]
#terms = [200604, 200704, 200804, 200904, 201004, 201104, 201204, 201304, 201404, 201504, 201604]
#df = df.loc[df['Term'].isin(terms)]
df = df.loc[df['Online Instruct Method'] != 'Fully Online']
#dept_lst = ['MTH', 'CH', 'BI', 'CE', 'CS', 'ECE', 'EMGT' ]
#df = df.loc[df['Dept'].isin(dept_lst)]
# Calculate number of days per week and treat Sunday condition
df['Days_Per_Week'] = df['Days'].str.len()
df['Room_Capacity'] = df['Room_Capacity'].apply(lambda x: x if (x != 'No Data Available') else 0)
df['Building'] = df['ROOM'].str.extract('([^\s]+)', expand=True)
df_cl = format_xlist(df)
df_cl['%_Empty'] = df_cl['Cap_Diff'].astype(float) / df_cl['Room_Capacity'].astype(float)
# Normalize the results
df_cl['%_Empty'] = df_cl['Actual_Enrl'].astype(np.float32)/df_cl['Room_Capacity'].astype(np.float32)
df_cl = df_cl.replace([np.inf, -np.inf], np.nan).dropna()
df_cl = df_cl.loc[df_cl['%_Empty'] != 0]
group_ops = ({'%_Empty' : 'mean',
'Actual_Enrl' : 'mean',
'Title' : 'max'})
df_cl = df_cl.groupby('Class', as_index=False).agg(group_ops)
df_cl = df_cl.loc[df_cl['Actual_Enrl'] >= 10]
df_cl = df_cl.loc[df_cl['%_Empty'] <= .2]
#df_cl = df_cl.sample(n = 75000)
print(df_cl.sort_values(by=(['%_Empty']), ascending=True))
C:\Users\kms22\AppData\Local\Continuum\Miniconda3\envs\data-science\lib\site-packages\ipykernel\__main__.py:24: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
C:\Users\kms22\AppData\Local\Continuum\Miniconda3\envs\data-science\lib\site-packages\ipykernel\__main__.py:27: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
Class Title %_Empty Actual_Enrl
1734 CS 447P COMPUTER GRAPHICS 0.075000 21.000000
5532 PHE 417 ADAPTED PHYSICAL EDUCATION 0.097656 12.500000
5045 MUS 395 CONCERT BAND 0.108628 10.244898
5194 PA 316 LEADERSHIP IN NEW STUDENT PROG 0.113537 26.000000
8334 WS 429 WOMEN IN THE VISUAL ARTS 0.115789 11.000000
4975 MUS 198 JAZZ VOCAL ENSEMBLE 0.128333 10.171429
4936 MUED 480 KODALY: LEVEL I 0.131250 10.500000
4989 MUS 237 BRASS TECHNIQUES 0.132940 12.666667
940 BST 470U AFRICAN ART 0.133986 12.500000
5048 MUS 398 JAZZ VOCAL ENSEMBLE 0.134906 11.018868
2902 ESR 607 SEMINAR 0.135320 12.350000
1953 EC 518 ECONOMICS DEPARTMENT SEMINAR 0.136299 10.384615
4994 MUS 262 HISTORY ROCK MUSIC 0.137547 14.333333
4054 INTL 372 SOCIOLOGY OF AFRICA 0.140000 14.000000
4944 MUED 580 KODALY: LEVEL I 0.141667 11.333333
4993 MUS 261 HISTORY ROCK MUSIC 0.143085 20.500000
5024 MUS 333 STRING TECHNIQUES 0.143651 10.833333
8337 WS 430U WOMEN IN VISUAL ARTS 0.146148 12.000000
4973 MUS 196 ORCHESTRA: GUITAR 0.148592 17.320755
4988 MUS 236 WOODWIND TECH 0.148889 13.400000
5046 MUS 396 ORCHESTRA: GUITAR 0.151251 17.264151
923 BST 413 SLAVERY 0.152679 15.250000
1021 CE 345 ENVIRONMENTAL SOIL MECHANICS 0.153030 13.400000
1648 CR 423 DIALOGUE ACROSS DIFFERENCES 0.153846 12.000000
1948 EC 507 SEM: ECON SEMINAR SERIES 0.156120 11.357143
4987 MUS 235 PERCUSSION TECHNIQUE 0.161111 14.500000
70 AJ 480 COMMTY-BASD TRTMT OF OFFENDER 0.161952 10.000000
1896 EC 407 SEM: ECON SEMINAR SERIES 0.163882 12.714286
4972 MUS 195 BAND:WIND SYMPHONY 0.164360 15.390000
5689 PHL 422 AMERICAN PHILOSOPHY 0.166667 10.000000
538 ART 374 INT SCULPT II:SPACE, SITE, INT 0.171053 13.000000
541 ART 388 WELDING AND FABRICATION 0.171053 13.000000
5488 PH 607 SEM: PHYS TEACHING TECH 0.171742 10.287037
5023 MUS 332 STRING TECHNIQUES 0.174074 13.000000
1295 CH 507 SEM:CHEMISTRY SEMINAR PREP 0.175973 13.919540
1731 CS 445 MACHINE LEARNING 0.176075 12.000000
7932 UNST 410 TOP: MENTORING IN HIGHER ED 0.177031 20.000000
1790 CS 567 THE WIRELESS WEB 0.178571 10.000000
3085 FINL 439 REAL ESTATE APPRAISL 0.180000 18.000000
4271 JST 380U THE HOLOCAUST 0.180556 13.000000
4924 MUED 336 FLUTE AND DOUBLE REEDS 0.180556 15.800000
632 BA 101H INTRO BUS & WRLD AFF 0.181818 12.000000
1904 EC 418 ECONOMICS DEPARTMENT SEMINAR 0.182188 13.076923
5377 PE 180 PH ED: GENTLE YOGA 0.182626 18.080000
2080 ECE 425 DIGITL INT CIR DE I 0.183059 12.285714
2143 ECE 537 ADV TOPICS IN POWER SYSTEMS 0.183333 11.000000
4925 MUED 337 CLARINET AND SAXOPHONE 0.184167 16.200000
8330 WS 424U WOMEN AND THE LAW 0.184175 12.125000
1563 COUN 199 SPST: UNIVERSITY SURVIVAL & SU 0.187222 13.750000
6022 RE 199 SPST:REAL ESTATE PRINCIPLES 0.187500 12.000000
683 BI 163 ORGANIC GARDENING 0.189286 53.000000
539 ART 375 MOLD MAKING AND CASTING 0.189850 14.428571
6370 SP 561 SOCIAL, INST & MEDIA THEORIES 0.190000 19.000000
3027 FIN 360 REAL ESTATE FINANCE I 0.190537 10.750000
4923 MUED 335 PERCUSSION TECHNIQUES 0.192330 16.800000
750 BI 407 SEM: PUB HEALTH MICRO 0.193721 18.222222
4737 MSE 507 SEM: MATERIALS SEMINAR 0.194474 10.800000
5047 MUS 397 WOMENS CHORUS 0.195111 15.545918
1068 CE 479 TOXICS IN ENVIRONMENT 0.198172 11.714286
8332 WS 426 WOMEN & MENTAL ILLNS 0.198858 11.384615
4508 ME 478 INTRO TO ELECTRONIC PACKAGING 0.199848 10.000000
In [21]:
pd.set_option('display.max_rows', None)
df = pd.read_csv('data/PSU_master_classroom_91-17.csv', dtype={'Schedule': object, 'Schedule Desc': object})
df = df.fillna('')
df = format_date(df)
# Avoid classes that only occur on a single day
df = df.loc[df['Start_Date'] != df['End_Date']]
#terms = [199104, 199204, 199304, 199404, 199504, 199604, 199704, 199804, 199904, 200004, 200104, 200204, 200304, 200404, 200504, 200604, 200704, 200804, 200904, 201004, 201104, 201204, 201304, 201404, 201504, 201604]
#terms = [200604, 200704, 200804, 200904, 201004, 201104, 201204, 201304, 201404, 201504, 201604]
#df = df.loc[df['Term'].isin(terms)]
df = df.loc[df['Online Instruct Method'] != 'Fully Online']
#dept_lst = ['MTH', 'CH', 'BI', 'CE', 'CS', 'ECE', 'EMGT' ]
#df = df.loc[df['Dept'].isin(dept_lst)]
# Calculate number of days per week and treat Sunday condition
df['Days_Per_Week'] = df['Days'].str.len()
df['Room_Capacity'] = df['Room_Capacity'].apply(lambda x: x if (x != 'No Data Available') else 0)
df['Building'] = df['ROOM'].str.extract('([^\s]+)', expand=True)
df_cl = format_xlist(df)
df_cl['%_Empty'] = df_cl['Cap_Diff'].astype(float) / df_cl['Room_Capacity'].astype(float)
# Normalize the results
df_cl['%_Empty'] = df_cl['Actual_Enrl'].astype(np.float32)/df_cl['Room_Capacity'].astype(np.float32)
df_cl = df_cl.replace([np.inf, -np.inf], np.nan).dropna()
df_cl = df_cl.loc[df_cl['%_Empty'] != 0]
group_ops = ({'%_Empty' : 'mean',
'Actual_Enrl' : 'mean',
'Title' : 'max'})
df_cl = df_cl.groupby('Class', as_index=False).agg(group_ops)
df_cl = df_cl.loc[df_cl['%_Empty'] >= .5]
#df_cl = df_cl.sample(n = 75000)
print(df_cl.sort_values(by=(['%_Empty']), ascending=False))
C:\Users\kms22\AppData\Local\Continuum\Miniconda3\envs\data-science\lib\site-packages\ipykernel\__main__.py:24: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
C:\Users\kms22\AppData\Local\Continuum\Miniconda3\envs\data-science\lib\site-packages\ipykernel\__main__.py:27: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
Class Title %_Empty Actual_Enrl
6184 SOC 396 RESEARCH METHODS LAB 8.071428 14.500000
516 ART 328 COMPUTER GRAPHICS II 6.691667 19.500000
468 ART 120L LAB FOR ART 120 5.234649 18.526316
469 ART 120R STUDIO FOR ART 120 5.234649 18.526316
6809 SYSC 514 SYSTEM DYNAMICS 3.508662 18.578947
6186 SOC 397L LAB SOC RES METH 2.696908 17.189474
8218 WR 430 DESKTOP PUBL II 2.481814 14.250000
6266 SOC 593 QUANTITATIVE METHODS 2.319173 13.000000
8197 WR 330 DESKTOP PUBLISHING I 2.222296 16.695652
272 ARCH 351 ARCH STRUCTURES II 2.012500 38.000000
3234 G 322L LAB FOR G322 1.766610 10.400000
3236 G 324L LAB FOR G 324 1.761905 16.619048
482 ART 228 COMPUTER GRAPHICS I 1.730556 22.916667
5355 PE 103 RELAXATION YOGA 1.641667 31.000000
475 ART 200 DIGITAL PAGE DESIGN I 1.637874 19.129032
483 ART 229 COMPUTER GRAPHICS I 1.593333 22.666667
6569 SPHR 557 HEARING AIDS LAB 1.400000 7.000000
1764 CS 520 OBJECT-ORIENTED PROGRAMMING 1.394524 10.000000
2436 ENG 307W SCIENCE FICTION 1.343750 43.000000
5932 PSY 454 EXPERIMENTAL PSYCHOLOGY 1.287397 14.066667
270 ARCH 344 CONSTRUCTION CODES 1.241667 21.000000
5357 PE 105 YOGA 1.232407 23.555556
5523 PHE 365U HLTH PROMO PROG-CHLD 1.227273 38.333333
724 BI 335 PRINCIPLE PHYSIOLOGY 1.222222 88.000000
535 ART 370 TOP PRINT: MIXED MEDIA PRINT 1.219780 15.857143
5210 PA 508 REFLECTIVE PRACTICE 1.200000 12.000000
268 ARCH 340U PROFESSION OF ARCH 1.195833 25.000000
1345 CHLA 303 CHICANA/LATINA EXPR 1.195000 26.500000
6008 PSY 621 UNIVAR QUANT METH 1.186285 10.944444
92 ANTH 300W MOD WORLD ANTH PERSP 1.171429 41.000000
6846 TA 144 VOICE FOR ACTOR I 1.169394 15.515152
2909 ETM 347U INTRODUCTION TO PRODUCT DESIGN 1.153846 30.000000
502 ART 293 SCULPTURE:SPACE 1.153846 15.000000
6214 SOC 457 COMPLEX ORGANIZATNS 1.148148 15.333333
266 ARCH 330 20THC ARCH HST & THY 1.145833 26.000000
3426 GEOG 368 U.S. AND CANADA 1.145000 44.000000
1191 CFS 482U MNTL DSRDRS: IMPACT ON FAM 1.134623 45.500000
536 ART 371 INTERM PRNT: THEMATIC PROCESS 1.134615 14.750000
269 ARCH 343 PROJECT MGMT III 1.125000 18.000000
495 ART 270 INTRO TO PRINTMAKING 1.123924 17.339286
519 ART 340 INTERMED PHOTOGRAPHY 1.121394 16.500000
5780 PS 385U MODERN IDEOLOGIES 1.119921 34.833333
567 ART 466 GRAPHIC DESIGN III 1.116667 22.333333
273 ARCH 360 BUILDING TECTONICS 1 1.104171 45.615385
6265 SOC 592 QUALITATIVE METHODS 1.100980 15.176471
1629 CR 299 SPST: INTRO CNFL RES 1.100000 22.000000
2427 ENG 300W CRITICAL APPR TO LIT 1.100000 33.000000
5301 PA 700 BASIC STATS FOR PA 1.100000 22.000000
1012 CE 212 FIELD PROB PLANE SUR 1.094457 17.043478
568 ART 467 GRAPHIC DESIGN III 1.091667 21.833333
496 ART 271 INTRO TO PRINTMAKING 1.088386 16.172414
5084 MUS 474 MIDI APPS: MUSIC ED TECH 1.081217 12.037037
6137 SCI 345U OLD GROWTH FOREST I 1.071875 37.650000
906 BST 356U CUBAN FILM 1.063889 32.666667
6122 SCI 324U MATLS FOR 21ST CEN 1.062500 17.000000
3241 G 341U GEOL OF OREGON COUNTRY 1.058782 38.666667
909 BST 363U AFRICAN CINEMA-AFRICAN CULTURE 1.049561 43.000000
980 CCJ 404 INTERNSHIP 1.045238 30.500000
5933 PSY 459 INFANT DEVELOPMENT 1.041667 50.000000
5622 PHL 209U BUSINESS ETHICS 1.040179 42.500000
684 BI 199 SPST: HUMAN BI 1.039630 28.333333
974 CCJ 360 VICTIMOLOGY 1.037500 68.000000
8120 USP 634L DATA ANALYSIS LAB 1.034722 19.166667
8188 WR 228 NEWS WRITING 1.030949 17.339286
1252 CH 360U ORIGINS OF LIFE ON EARTH 1.028571 36.000000
6072 RUS 399U UDC: RUSSIAN FILM 1.028571 36.000000
4451 ME 240L LAB FOR ME 240 1.028571 14.400000
3078 FINL 218 PERSONAL FINANCE 1.026316 39.000000
5085 MUS 475 MIDI APPS: JAZZ MUSIC TECH 1.024693 8.764706
5032 MUS 363U THE MUSIC OF THE BEATLES 1.022283 58.500000
1495 COMM 317U COMM/VIOLENCE & CHILDREN 1.022278 52.100000
5424 PH 314 EXPERIMENTAL PHY I 1.020884 25.678571
2836 ESR 320W ENVIRON SYSTEMS I 1.020833 25.000000
569 ART 468 GRAPHIC DESIGN III 1.018269 21.000000
905 BST 353U AFRICAN WOMEN IN FILM 1.012500 31.000000
506 ART 297 BOOK ARTS 1.011699 14.625000
7581 UNST 191G THE WORK OF ART 1.011574 34.666667
1190 CFS 481U FAMILY HEALTH ISSUES 1.009634 46.878788
6129 SCI 335U WATER IN ENVIRONMENT I 1.006977 37.279070
641 BA 302U ORGANIZTNL BEHAVIOR 1.005303 42.750000
6422 SPAN 428 TOP:LATIN AMER DRAMA 1.000000 24.000000
7812 UNST 236M INTERPRETING THE PAST 1.000000 36.000000
2829 ESR 202L APPL ENV STUDIES LAB 1.000000 24.000000
3858 HST 484 TOP MIDDLE EAST HST 1.000000 25.000000
6323 SP 415W PROB INTERCULT COMM 1.000000 30.000000
8202 WR 398 WRITING COMICS 1.000000 25.000000
3735 HST 405Q READ COLL: ROMAN REPUBLIC 1.000000 22.000000
5051 MUS 405 R&C: PRACTICUM: MARCHING BAND 1.000000 5.000000
6264 SOC 591 THEORET PERSPEC SOC 0.996219 14.823529
3000 FILM 374 TOP: SCRNWRTNG: WR SPEC SCRIPT 0.990909 19.818182
6659 SW 339 INTRO OPPRESSION & PRIVILEGE 0.988889 29.666667
2467 ENG 343 ROMANTICISM: RMNTIC ECOPOETIC 0.988333 33.333333
1015 CE 321L LAB FOR CE 321 0.985760 19.837838
6889 TA 351 DANCE COMPOSITION 0.982500 17.000000
6996 UNST 101E RACE & SOCIAL JUSTICE 0.979545 35.363636
5922 PSY 431 PSY/MEN & MASCULINITIES 0.978261 45.000000
6657 SW 301U WIC: INTRO TO SOCIAL WORK 0.977852 47.847458
5034 MUS 364U MODERN MUSIC TECHNOLOGY 0.977273 43.000000
6559 SPHR 530 CLINICAL MGMT COMM DIS 0.976455 23.444444
271 ARCH 350 ARCH STRUCTURES I 0.976190 39.666667
531 ART 360 TOP IN PHOTO: ALTERNATIVE PROC 0.974852 14.692308
7584 UNST 191J THE WORK OF ART 0.972222 35.000000
6225 SOC 483U SOCIOLOGY OF THE MIDDLE EAST 0.971429 30.000000
3688 HST 355U MED EUROPE 300-1100 0.970300 53.363636
3394 GEOG 314U SEVERE WEATHER 0.970188 51.333333
4048 INTL 343U FROM SILVER TO COCAINE 0.969792 60.000000
6847 TA 147 MOVEMENT FOR ACTOR 0.969355 12.451613
6123 SCI 325U SCIENCE OF HYDROGEN ECONOMY 0.968750 31.000000
6998 UNST 101G RACE & SOCIAL JUSTICE 0.967824 30.083333
6263 SOC 590 SOCIAL RESRCH STRAT 0.967647 13.470588
5354 PE 101 GENTLE YOGA 0.966667 19.333333
543 ART 390 INTERMED PAINTING 0.966667 29.000000
8198 WR 331 BOOK PUBLISHING FOR WRITERS 0.966667 19.333333
8169 WLL 448U MJR FIG WRLD LIT: DOSTOEVSKY 0.966667 29.000000
8030 USP 530L RESEARCH DESIGN LAB 0.965860 18.000000
3993 HUM 299 SPST: INTRO TO WORLD RELIGIONS 0.964286 49.000000
6312 SP 389 ETHICS OF HUMAN COMM 0.963636 53.000000
7161 UNST 117Y HUMAN/NATURE 0.961111 35.500000
6325 SP 417 COMM & CONFLICT 0.960909 37.250000
6327 SP 419 GOSSIP & SHOP TALK 0.960000 24.000000
3248 G 353 NATURAL HST OF DINOSAURS 0.959184 47.000000
107 ANTH 333 WIC: ANTHROPOLOGY OF FOOD 0.958333 46.000000
7524 UNST 181D MEANING & MADNESS 0.957407 35.666667
5545 PHE 454U SOCIAL GERONTOLOGY 0.957090 53.571429
54 AJ 340 CRIME ANALYSIS 0.955518 36.437500
1501 COMM 329U INTRO HEALTH COMMUNICATION 0.955357 53.500000
1188 CFS 480 WIC:SOC INFLUENCE/PROF PRAC 0.952877 29.818182
7526 UNST 181F MEANING & MADNESS 0.951111 31.400000
3430 GEOG 380U MAPS & GEOGRAPHIC INFO 0.950769 47.538462
7335 UNST 137G GLOBALIZATION 0.950476 30.400000
5395 PER 399 SPST: PERSIAN CULTURE & CIVIL 0.950000 19.000000
7903 UNST 266E SEXUALITIES 0.950000 38.000000
5503 PHE 252 FIRST AID 0.949140 18.428571
1558 COMM 561 SOCIAL, INST & MEDIA THEORIES 0.947222 15.000000
267 ARCH 331 20THC ARCH HST & THY 0.947024 27.571429
5431 PH 322 COMPUTATNL PHYSICS 0.945700 26.153846
6888 TA 350 DANCE IMPROVISATION 0.945000 17.000000
5765 PS 331 OREGON POLITICS 0.944949 39.750000
7199 UNST 121M DESIGN & SOCIETY 0.944444 34.000000
7901 UNST 266C SEXUALITIES 0.944285 35.818182
7579 UNST 191E THE WORK OF ART 0.944097 34.375000
227 AR 417 FOLK LIT OF THE ARAB: PROVERBS 0.944048 19.500000
574 ART 479 ADVANCED PRINTMAKING 0.943925 14.000000
7531 UNST 182D MEANING & MADNESS 0.943519 35.000000
3860 HST 485U OTTOMAN WORLD 0.942609 45.000000
732 BI 343U WIC: GENES AND SOCIETY 0.942039 39.000000
7005 UNST 101P INQ: PORTLAND 0.940972 34.750000
6009 PSY 622 MULT REGRESS & UQM 0.940943 10.800000
275 ARCH 362 BUILDING TECTONICS 3 0.938695 49.833333
7689 UNST 218A CLASSICAL GREEK CIV 0.937607 36.500000
5393 PER 330U PERSIAN CULTURE & CIVILIZATION 0.937580 27.750000
900 BST 345U BLACK POPULAR MUSIC IN CONTEXT 0.937500 30.000000
5620 PHL 204U INTRO FORMAL LOGIC 0.937500 45.000000
7153 UNST 117E HUMAN/NATURE 0.937500 35.500000
6716 SW 549 SPIRITUALITY IN SOCIAL WORK 0.933333 28.000000
5707 PHL 481 BIOMEDICAL ETHICS 0.933333 28.000000
7195 UNST 121E POWER & IMAGINATION 0.933191 30.666667
1482 COMM 200 PRINCIPLES OF COMMUNICATION 0.932416 52.764706
7068 UNST 107E PORTLAND 0.931944 30.000000
7814 UNST 238A KNOW/RATIONLTY/UNDERSTANDING 0.931163 36.375000
108 ANTH 333U WIC: ANTHROPOLOGY OF FOOD 0.931155 49.857143
6301 SP 314U PERSUASION 0.929337 40.758621
5254 PA 557 OPNS RESRCH-PUB ADM 0.928571 9.571429
7580 UNST 191F THE WORK OF ART 0.928571 34.428571
6742 SW 584 PROG DEVELOPMENT & DESIGN 0.928205 26.000000
8055 USP 553 LEGAL PROC/URB PLAN 0.927778 33.333333
5770 PS 353 INTRO LATIN AM POL 0.927592 30.200000
7449 UNST 161C THE POWER OF PLACE 0.925694 34.625000
7657 UNST 209C TT: POPULAR CULTURE 0.925000 37.000000
7451 UNST 161E DESIGN & SOCIETY 0.924444 35.400000
746 BI 387U VERTEBRATE ZOOLOGY 0.923928 54.636364
7066 UNST 107C PORTLAND 0.923148 28.444444
6937 TA 465W DEVELOP DRAMATIC ART 0.923077 24.000000
3404 GEOG 345U RESOURCE MANAGEMENT 0.922723 45.000000
6131 SCI 338U INVESTIGATING FOREST ECOSYSTEM 0.922639 34.400000
7359 UNST 141G POWER AND IMAGINATION 0.922222 35.000000
274 ARCH 361 BUILDING TECTONICS 2 0.921809 44.583333
2496 ENG 387U WOMEN'S LITERATURE 0.920976 33.875000
276 ARCH 367U FUND ENVIRON DESIGN 0.920633 27.823529
899 BST 342U BLACK FEMINISM/WOMANISM 0.920370 29.333333
6311 SP 370U DEBATE & FORENSICS 0.920000 23.000000
4200 JPN 103L LAB FOR JPN 103 0.920000 46.000000
733 BI 346U GENES & SOCIETY 0.920000 23.000000
578 ART 489 ADV SCULPT CASTING 0.919777 14.181818
6853 TA 197 DANCE LABORATORY: JAZZ 0.918571 13.285714
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6380 SPAN 150 FIRST YEAR SPANISH 0.827965 25.875000
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7231 UNST 124S SUSTAINABILITY 0.762500 30.500000
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5525 PHE 370 APPLIED KINESIOLOGY 0.761748 33.181818
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7215 UNST 123E POWER & IMAGINATION 0.761310 24.642857
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8119 USP 634 DATA ANALYSIS I 0.759936 19.166667
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2672 EPFA 520 DEVELOPMNTL PERSPEC/ADULT LRN 0.757156 20.324324
2238 ED 532 HUMAN DEVELOPMENT AND LEARNING 0.757143 23.500000
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4705 MKTG 512 MARKETING STRATEGY 0.757005 36.166667
2414 ENG 107 WORLD LITERATURE I 0.756976 29.916667
3671 HST 339U UDC: ENVIRON & HST 0.756891 51.937500
4753 MTH 252 RECITATION FOR MTH 252 A01 0.756775 36.222222
6539 SPHR 432 ALTERNATIVE MEDICINE 0.756667 20.500000
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4582 MGMT 464 CONTEMPORARY LEADERSHIP ISSUES 0.755749 34.783505
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7875 UNST 254J MENTORED INQUIRY WORKSHOP 0.755240 11.571429
2847 ESR 355U UNDERSTAND ENVIRONMT 0.755137 56.384615
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2734 ESM 230 ENVIRONMENTAL CHEMISTRY I 0.754577 50.142857
7732 UNST 228B MENTORED INQUIRY WORKSHOP 0.754509 11.816327
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5904 PSY 321 RESEARCH METHODS IN PSY 0.754415 37.702703
5582 PHE 540 MASS MEDIA & HEALTH 0.754202 15.000000
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7175 UNST 118Y HUMAN/NATURE 0.754167 27.750000
3026 FIN 352 INVESTMENTS 0.754122 36.129032
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1368 CHN 101 FIRST-YEAR CHINESE TM1 0.753878 23.425926
6722 SW 558 TREATMENT-SEX ABUSE 0.753186 25.900000
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7820 UNST 239A MENTORED INQUIRY WORKSHOP 0.752988 21.458333
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2733 ESM 222 WIC: SCI & POLICY CONSIDERATNS 0.752593 41.722222
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4742 MTH 070 ELEMENTRY ALGEBRA 0.752514 28.298851
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3391 GEOG 311U CLIMATOLOGY 0.752268 44.666667
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2038 ECE 311L LAB FOR ECE 311 0.752000 18.800000
1885 EC 345 MARXIST POL ECONOMY 0.751799 33.555556
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2040 ECE 321 ELECTRONICS I 0.751587 50.620690
7466 UNST 164E MENTORED INQUIRY 0.751538 11.733333
7224 UNST 124D MENTORED INQUIRY 0.751040 11.305556
7104 UNST 112B MENTORED INQUIRY 0.750926 22.166667
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5941 PSY 471 HEALTH PSYCHOLOGY 0.750031 36.650000
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7813 UNST 236N MENTORED INQUIRY WORKSHOP 0.750000 12.000000
7219 UNST 123M DESIGN & SOCIETY 0.750000 27.000000
2490 ENG 373 TOP: LIT, RACE, ETHNICITY 0.750000 12.000000
4683 MKTG 437 PRODUCT MGMT IN A & O 0.750000 39.000000
2239 ED 533 LIT METH INCLUSIVE CLASSRM: I 0.750000 22.500000
7452 UNST 162A THE POWER OF PLACE 0.750000 29.500000
7651 UNST 207C TT: FRANKENSTEIN 0.750000 30.000000
7158 UNST 117N MENTORED INQUIRY 0.750000 12.000000
2990 FILM 258 DOCUMENTARY FILM PROD I 0.750000 15.000000
7573 UNST 190C HUMAN/NATURE 0.750000 30.000000
7904 UNST 266F MENTORED INQUIRY WORKSHOP 0.750000 12.000000
8126 USP 656 ADV DATA ANLYS: MULTI LEV REG 0.749986 19.800000
4513 ME 493 DETAIL DESIGN PROJ 0.749922 48.941176
7750 UNST 230F MENTORED INQUIRY WORKSHOP 0.749884 11.060606
6147 SCI 361U SCI-POWER-KNOWLEDGE 0.749702 28.571429
7228 UNST 124H MENTORED INQUIRY 0.749569 11.333333
1594 COUN 551 THEORY INTERVENT I 0.749381 48.235294
8296 WS 330U WOMEN OF COLOR IN US 0.749018 28.384615
8310 WS 370U WIC: HISTORY OF SEXUALITIES 0.748963 31.086957
7738 UNST 228H MENTORED INQUIRY WORKSHOP 0.748768 11.796748
3859 HST 485 WIC: THE OTTOMAN WORLD 0.748750 22.100000
7544 UNST 184C MENTORED INQUIRY 0.748718 11.000000
7055 UNST 105H MENTORED INQUIRY 0.748699 10.916667
5903 PSY 317 PERSONAL-SOC ADJUST 0.748552 68.291667
1179 CFS 390U SEX AND THE FAMILY 0.748503 81.857143
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7655 UNST 209A TT: POPULAR CULTURE 0.748148 28.333333
4569 MGMT 351 HUMAN RESOURCE MGMT 0.748142 37.239130
2059 ECE 371 MICROPROCESSORS 0.747796 51.758621
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4062 INTL 407 SEMINAR: FOOD 0.747548 20.781818
6139 SCI 347U SCIENCE/GENDER/SOCIAL CONTEXT 0.747396 25.333333
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7112 UNST 113E FAITH & REASON 0.747222 27.500000
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1023 CE 351 TRANSPTN SYS-PLAN 0.744814 52.333333
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3756 HST 407L SEM: MEDIEVAL EUROPE 0.744318 17.000000
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2834 ESR 222 WIC: SCI & POLICY CONSID 0.744121 33.000000
5618 PHL 202U ELEMENTARY ETHICS 0.743904 44.764706
1691 CS 250 DISCRETE STRUCTURES I 0.743888 54.750000
3400 GEOG 331U GEOGRAPHY OF GLOBALIZATION 0.743854 33.444444
5616 PHL 201 INTRO TO PHILOSOPHY 0.743772 41.444444
7309 UNST 134E MENTORED INQUIRY 0.743750 17.375000
6335 SP 440 METAPHOR, PLAY, & HUMOR 0.743750 15.500000
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4593 MGMT 511 FOUNDATIONS OF STRATEGY 0.743431 38.111111
8023 USP 524 SITE PLANNING 0.743402 17.612903
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7716 UNST 224F MENTORED INQUIRY WORKSHOP 0.743232 22.076923
7164 UNST 118B MENTORED INQUIRY 0.743162 10.750000
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8177 WR 115 INTRO TO COLLEGE WRITING 0.742946 17.037736
6299 SP 312U MEDIA LITERACY 0.742934 42.260870
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3739 HST 405V COLLOQ: MODERN MIDDLE EAST 0.742424 17.000000
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1852 EAS 115 ENGINEERING GRAPHICS 0.742280 40.739130
7117 UNST 114E WAYS OF KNOWING 0.742102 14.965517
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7922 UNST 299S MENTORED INQUIRY 0.741662 11.154348
5553 PHE 471 PROGRAM PLAN EVAL 0.741466 43.000000
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3597 HON 202 URBAN HUMANITIES 0.740100 26.333333
6478 SPED 516 CONSULT & TEAM PLAN 0.740000 20.500000
4689 MKTG 446 NATL STUDENT ADVERT COMP 0.739860 10.818182
7873 UNST 254H MENTORED INQUIRY WORKSHOP 0.739816 11.506667
7767 UNST 232A MENTORED INQUIRY WORKSHOP 0.739780 26.509804
2994 FILM 358 NARRATIVE FILM PRODUCTION II 0.739610 15.571429
3845 HST 468U HISTORY OF MEXICO 0.739583 35.500000
5768 PS 345 US FRGN PLCY: COLD WR & BEYOND 0.739528 34.153846
7805 UNST 236D MENTORED INQUIRY WORKSHOP 0.739473 11.466667
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7800 UNST 234H MENTORED INQUIRY WORKSHOP 0.738757 11.380952
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2433 ENG 306U UDC: TRADING PLACES 0.737958 30.291667
4107 ISQA 512 INFO SYST & TECH IN ORGANIZTNS 0.737939 33.000000
1480 COMM 100 INTRO TO COMMUNICATION 0.737624 62.105263
5937 PSY 461U PSY ADOLES-EARLY MAT 0.737199 67.884615
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3732 HST 405N READING COLL: ROMAN HISTORY 0.736111 17.666667
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6132 SCI 341L LAB FOR BIO CONCEPTS & APPL I 0.736000 18.400000
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397 ARH 456U MEDIEVAL ART 0.532455 44.142857
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6934 TA 464 WIC: DEVEL DRAMATIC ART 0.532080 20.769231
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4573 MGMT 410 TOP:WOMEN IN LEADERSHIP 0.527724 23.072289
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6834 TA 101 THEATER APPRECIATION 0.525616 23.647727
4199 JPN 103 FIRST-YEAR JAPANESE TM3 0.525540 16.057143
3173 FR 412 CREATIVE WRITING IN FRENCH 0.525253 15.375000
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7182 UNST 119F MENTORED INQUIRY 0.522222 7.833333
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419 ARH 499 CONTEMPORARY ART II 0.520374 23.083333
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2804 ESM 566 ENVIRONMENTAL DATA ANALYSIS 0.519444 20.777778
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2746 ESM 340 RES METH IN ENVIRONMENTAL SCI 0.516667 17.166667
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6687 SW 517 HEALTH ACROSS THE LIFESPAN I 0.516627 16.750000
3215 G 206 HISTORICAL GEOLOGY LAB 0.516559 19.210526
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2824 ESR 102L LAB FOR ESR 102 0.514921 14.037037
4983 MUS 213 MUSIC THEORY II: JAZZ 0.514897 21.172414
2708 EPFA 572 HR DEVELOP & ORG CHG 0.514862 19.066667
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6942 TA 469U WOMEN/THEATER/SOC 0.514432 18.500000
2916 ETM 522 COMMUNICATION & TEAM BUILDING 0.514430 24.333333
3842 HST 465U 20TH CENT LATIN AMER 0.514423 29.500000
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4568 MGMT 299 SPST:HOW TO SUCCEED IN SBA 0.513794 24.571429
2707 EPFA 571 TEACHING/LEARN/CURR 0.513766 20.454545
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5824 PS 460 POL DEVELOP MOD TURKEY 0.510116 9.733333
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1890 EC 370 INTRO QUANT ECON 0.509395 19.066667
2230 ED 510 TOP:SPEC TECH INCLSV EDUCTR 0.509042 17.206422
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3707 HST 376U IMPERIAL RUSSIA, 1700-1917 0.507323 20.000000
89 ANTH 102 INTRODUCTION TO ARCHAEOLOGY 0.507297 46.928571
6145 SCI 357U SUSTAIN/US MEXICO BORDER REG 0.507143 15.000000
7401 UNST 147C MIGRATION & BELONGING 0.507143 18.000000
58 AJ 380 CRIMINAL JUSTICE RESEARCH 0.506809 30.916667
1619 COUN 590 MULT PER: FNDTN/RHBL 0.506797 13.647059
2756 ESM 424 WETLAND ECOLOGY 0.506748 22.166667
627 ASL 202 SECOND-YEAR ASL TM2 0.506541 18.166667
520 ART 341 INTERACTIVE MEDIA I 0.506407 19.473684
6450 SPAN 553 SAVAGE DETECTIVES & MEXICN LIT 0.506328 13.916667
3780 HST 416 TOPICS IN ROMAN HISTORY 0.506226 18.333333
5362 PE 129 FITNESS CONDITIONING 0.506187 27.800000
1715 CS 386 INTRO TO DATABASES 0.505848 29.652174
3532 GER 330 TOPICS IN CULTURE & CIV 0.505714 13.000000
530 ART 358 VIDEO, DESIGN & COMMUNITY 0.505556 11.000000
6902 TA 369U WOMEN, THEATER & SOCIETY 0.505556 26.333333
349 ARH 207 HST WEST ART:MODERN 0.505263 48.000000
406 ARH 477U BAROQUE ART 0.505241 37.285714
7555 UNST 185G MENTORED INQUIRY 0.505229 8.166667
8125 USP 655 ADV DATA ANLY: STRUC EQ MOD 0.505182 17.800000
2487 ENG 369U ASIAN-AMERICAN LITERATURE 0.505140 18.333333
6421 SPAN 427U TOP:LATIN AMER PROSE 0.505117 17.333333
102 ANTH 317U PEOPLES/CULTURES OF S. ASIA 0.505098 31.928571
4476 ME 420 THERMAL SYSTEMS DESIGN 0.505094 17.785714
5566 PHE 511 FOUNDTNS PUBLIC HLTH 0.505013 25.562500
3213 G 204 LAB FOR GENERAL GEOLOGY 0.504939 18.677083
5012 MUS 315 HARMONIC-STRUCT AN 0.504831 15.666667
7246 UNST 125T MENTORED INQUIRY 0.504630 8.500000
5654 PHL 322U MINDS AND MACHINES 0.504531 34.333333
5269 PA 574 HEALTH SYSTEMS ORG 0.504498 18.928571
1610 COUN 579 ADV SYSTMC INTERVENT COUP/FAM 0.504243 13.833333
3106 FINN 101 FIRST YEAR FINNISH 0.504167 15.000000
7296 UNST 133F ON DEMOCRACY 0.503889 11.200000
7784 UNST 233M MENTORED INQUIRY WORKSHOP 0.503784 7.500000
4870 MTH 587 TOP DISCRETE MTH FOR MTH TEACH 0.503783 16.833333
490 ART 256 THREE-DIMENSION ANIMATION I 0.503704 14.333333
3126 FL 404 COOP ED:LANG,LIT & LEADERSHIP 0.503667 14.000000
6576 SPHR 565 DYSPHAGIA 0.503626 24.333333
4290 LAT 103 FIRST-YEAR LATIN TM3 0.503576 17.666667
7634 UNST 196G MENTORED INQUIRY 0.503571 8.200000
5549 PHE 460 INJURY EVALUATION 0.503571 13.500000
5158 NAS 399 SPST:TRIB CRITICAL RACE THEORY 0.503532 16.015625
7996 USP 457U INFORMATION CITIES 0.503418 10.875000
6514 SPED 584 ASSESSMENT: EI/SE 0.503177 13.000000
4663 MIM 578 GLOBAL BUSINESS STRATEGY 0.503140 22.800000
6222 SOC 469 SOCIOLOGY OF AGING 0.502886 16.125000
6511 SPED 581 FAMILY GUIDED EI 0.502872 12.642857
726 BI 336R CELL BIOLOGY RECITATION 0.502695 92.352941
6313 SP 399 SPST:TACKLG TOUGH&TOUCHY SUBJS 0.502664 18.310680
2516 ENG 426 MEDIEVAL LIT I 0.502614 18.250000
1127 CE 565 WATERSHED HYDROLOGY 0.502469 14.888889
7783 UNST 233L MENTORED INQUIRY WORKSHOP 0.502324 16.333333
3839 HST 462U AMAZON RAIN FOREST 0.502264 23.500000
4764 MTH 322 APPLIED PARTIAL DIFFRNTL EQUAT 0.502046 18.941176
136 ANTH 414 CULTURE AND ECOLOGY 0.502031 13.833333
3392 GEOG 312U CLIMATE VARIABILITY 0.501722 24.400000
4179 ITP 534 FND CULT & LING RESP PRAC ELEM 0.501667 23.800000
7926 UNST 310S MENTORED INQUIRY 0.501538 7.000000
74 AJ 515 THEORIES OF CRIME & JUSTICE 0.501190 12.625000
717 BI 320 INTRO ORGANISMAL PHYSIOL 0.500807 66.666667
8053 USP 551 COMM ECON DEVELOPMNT 0.500734 12.923077
8148 USP 697 URBAN STUDIES SEMINAR 0.500455 9.928571
6498 SPED 543 K-12 READING & LITERACY VI 0.500000 16.000000
789 BI 445 ALGAL PHYSIOLOGY 0.500000 7.000000
6644 STAT 572 BAYESIAN STATISTICS 0.500000 15.000000
8020 USP 521 APPL DEMOGR METH II 0.500000 5.000000
4553 ME 576 MATERIALS FAILURE ANALYSIS 0.500000 23.000000
3668 HST 336U LEWIS AND CLARK & AMER WEST 0.500000 24.000000
1836 D 399 SPST: SOMATIC MOVEMENT SERIES 0.500000 10.000000
3814 HST 446 CIVIL RIGHTS & LAW 0.500000 9.000000
3806 HST 440U AMERICAN ENVIRONMENTAL HST 0.500000 20.000000
1216 CH 170 FUND ENVIRON CHEM 0.500000 25.000000
7498 UNST 173F SUSTAINABILITY 0.500000 18.000000
3615 HSMP 607 DOCTORAL SEM IN HS&P 0.500000 9.000000
3742 HST 405Y READING IN MEXICAN HST 0.500000 11.000000
4895 MTH 634 ALGEBRAIC TOP I 0.500000 8.500000
1510 COMM 406 PROJ:COMM ACT:VIOLENCE IN CHLD 0.500000 8.000000
3666 HST 335U RACE & ETHNICITY IN US HST 0.500000 15.000000
6851 TA 195 DANCE LABORATORY: TAP 0.500000 14.000000
Content source: saashimi/CPO-datascience
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