In [2]:
# -*- coding: utf-8 -*-
"""
Created on Tue May 10 17:19:14 2016
@author: Methinee
"""
import pandas as pd
import numpy as np
import pickle
import xlwt
import matplotlib.pyplot as plt
from sklearn.datasets import make_classification
from sklearn.ensemble import RandomForestClassifier
from sklearn.cross_validation import cross_val_score
book = xlwt.Workbook(encoding="utf-8")
sheet1 = book.add_sheet("Precission")
#sheet2 = book.add_sheet("Precission With Merge progpa")
#sheet3 = book.add_sheet("Precission With Merge nothing")
#----------------------Traning Data With Merging-----------------------
#df_file = pd.read_csv('../data/df_more20.csv',delimiter=",", skip_blank_lines = True,
# error_bad_lines=False)
df_file = pd.read_csv('../data/df_sub_more20_merge.csv',delimiter=",", skip_blank_lines = True,
error_bad_lines=False)
count_courseId = df_file["3COURSEID"].value_counts()
more20 = count_courseId
headers=list(df_file.columns.values)
subjects = []
countSub = 0
#Create dictionary of list subjects
for sub in df_file[headers[1]]:
if sub not in subjects:
subjects.append(sub)
countSub = countSub+1
#Get subject that more 20 enrollment
count = 0
subjects.sort()
precision_rf={}
df_precision = more20.copy()
list_allsub = df_file.columns[4:]
allSubject_df = pd.DataFrame(columns=[subjects],index=[list_allsub])
top10_df = pd.DataFrame(columns=[subjects])
for subject in subjects:
#Create new Dataframe
print subject
df_sub = df_file[df_file['3COURSEID'] == subject]
df_sub = df_sub.iloc[np.random.permutation(len(df_sub))]
count_enrollment = df_sub['3COURSEID'].value_counts()
#print "Number of %s enrollment: %s"%(subject,count_enrollment)
A = df_sub.as_matrix()
X_all = A[:,4:]
X_all = X_all.astype(np.int64, copy=False)
y_all = A[:,2]
y_all = y_all.astype(np.int64, copy=False)
X_gpa = A[:,6:]
X_gpa = X_gpa.astype(np.int64, copy=False)
y_gpa = A[:,2]
y_gpa = y_gpa.astype(np.int64, copy=False)
X_onlySubject = A[:,6:209]
X_onlySubject = X_onlySubject.astype(np.int64, copy=False)
y_onlySubject = A[:,2]
y_onlySubject = y_onlySubject.astype(np.int64, copy=False)
#Training data
forest = RandomForestClassifier(n_estimators=10, max_depth=None,
min_samples_split=1, random_state=None, max_features=None)
clf_all = forest.fit(X_all, y_all)
scores_all = cross_val_score(clf_all, X_all, y_all, cv=5)
print scores_all
print "Random Forest Cross Validation of %s: %s"%(subject,scores_all.mean())
clf_gpa = forest.fit(X_gpa, y_gpa)
scores_gpa = cross_val_score(clf_gpa, X_gpa, y_gpa, cv=5)
print scores_gpa
print "Random Forest Cross Validation of %s: %s"%(subject,scores_gpa.mean())
clf_onlySubject = forest.fit(X_onlySubject, y_onlySubject)
scores_onlySubject = cross_val_score(clf_onlySubject, X_onlySubject, y_onlySubject, cv=5)
print scores_onlySubject
print "Random Forest Cross Validation of %s: %s"%(subject,scores_onlySubject.mean())
#precision_rf[subject] = scores_all.mean()
#df_precision.loc[subject]=precision_rf[subject]
precission_all_mean = scores_all.mean()
precission_gpa_mean = scores_gpa.mean()
precission_onlySubject_mean = scores_onlySubject.mean()
sheet1.write(count, 0, subject)
sheet1.write(count,1, precission_all_mean)
sheet1.write(count,3, precission_gpa_mean)
sheet1.write(count,5, precission_onlySubject_mean)
book.save("compare_precission.xls")
count = count+1
AT316
[ 0.61290323 0.56666667 0.60714286 0.59259259 0.85185185]
Random Forest Cross Validation of AT316: 0.646231438812
[ 0.5483871 0.63333333 0.64285714 0.66666667 0.66666667]
Random Forest Cross Validation of AT316: 0.63158218126
[ 0.58064516 0.7 0.64285714 0.62962963 0.7037037 ]
Random Forest Cross Validation of AT316: 0.651367127496
AT326
[ 0.54347826 0.53333333 0.72727273 0.65116279 0.58139535]
Random Forest Cross Validation of AT326: 0.607328492202
[ 0.52173913 0.57777778 0.75 0.72093023 0.58139535]
Random Forest Cross Validation of AT326: 0.630368497922
[ 0.5 0.53333333 0.63636364 0.69767442 0.6744186 ]
Random Forest Cross Validation of AT326: 0.608357998591
BA291
[ 0.47058824 0.5 0.53846154 0.38461538 0.41666667]
Random Forest Cross Validation of BA291: 0.462066365008
[ 0.29411765 0.57142857 0.46153846 0.38461538 0.41666667]
Random Forest Cross Validation of BA291: 0.425673346262
[ 0.41176471 0.42857143 0.46153846 0.46153846 0.5 ]
Random Forest Cross Validation of BA291: 0.452682611506
CJ315
[ 0.57142857 0.6 0.8 0.6 0.5 ]
Random Forest Cross Validation of CJ315: 0.614285714286
[ 0.57142857 0.6 0.8 0.6 0.75 ]
Random Forest Cross Validation of CJ315: 0.664285714286
[ 0.57142857 0.8 0.8 0.8 0.75 ]
Random Forest Cross Validation of CJ315: 0.744285714286
CJ316
[ 0.55555556 0.5 0.5 0.66666667 0.8 ]
Random Forest Cross Validation of CJ316: 0.604444444444
[ 0.44444444 0.5 0.625 0.5 1. ]
Random Forest Cross Validation of CJ316: 0.613888888889
[ 0.55555556 0.375 0.375 0.83333333 0.8 ]
Random Forest Cross Validation of CJ316: 0.587777777778
CJ317
[ 0.8 0.57142857 1. 0.71428571 0.83333333]
Random Forest Cross Validation of CJ317: 0.78380952381
[ 0.7 0.57142857 0.85714286 0.71428571 0.83333333]
Random Forest Cross Validation of CJ317: 0.735238095238
[ 0.7 0.71428571 1. 0.57142857 0.83333333]
Random Forest Cross Validation of CJ317: 0.76380952381
CJ321
[ 0.6 0.75 0.625 0.75 0.71428571]
Random Forest Cross Validation of CJ321: 0.687857142857
[ 0.6 0.75 0.5 0.625 0.71428571]
Random Forest Cross Validation of CJ321: 0.637857142857
[ 0.5 0.875 0.5 0.625 0.71428571]
Random Forest Cross Validation of CJ321: 0.642857142857
CS101
[ 0.421875 0.42105263 0.46031746 0.46560847 0.45744681]
Random Forest Cross Validation of CS101: 0.445260073203
[ 0.46354167 0.45789474 0.50793651 0.48148148 0.45744681]
Random Forest Cross Validation of CS101: 0.473660240287
[ 0.53125 0.53684211 0.53968254 0.52910053 0.53191489]
Random Forest Cross Validation of CS101: 0.533758013533
CS102
[ 0.36410256 0.42051282 0.37628866 0.35416667 0.36315789]
Random Forest Cross Validation of CS102: 0.375645721163
[ 0.33846154 0.35897436 0.3814433 0.38541667 0.34736842]
Random Forest Cross Validation of CS102: 0.362332856825
[ 0.43076923 0.41025641 0.41752577 0.41145833 0.42631579]
Random Forest Cross Validation of CS102: 0.419265107406
CS105
[ 0.29032258 0.29508197 0.38333333 0.43103448 0.42105263]
Random Forest Cross Validation of CS105: 0.364164999106
[ 0.11290323 0.26229508 0.28333333 0.24137931 0.26315789]
Random Forest Cross Validation of CS105: 0.232613769238
[ 0.30645161 0.31147541 0.3 0.31034483 0.31578947]
Random Forest Cross Validation of CS105: 0.308812264802
CS111
[ 0.51834862 0.59534884 0.56807512 0.58962264 0.62264151]
Random Forest Cross Validation of CS111: 0.578807345875
[ 0.45412844 0.53023256 0.55399061 0.51886792 0.5754717 ]
Random Forest Cross Validation of CS111: 0.526538246295
[ 0.47706422 0.53023256 0.5399061 0.53301887 0.56603774]
Random Forest Cross Validation of CS111: 0.529251897077
CS115
[ 0.85714286 0.90625 0.93333333 0.96551724 0.96551724]
Random Forest Cross Validation of CS115: 0.925552134647
[ 0.82857143 0.84375 0.8 0.86206897 0.86206897]
Random Forest Cross Validation of CS115: 0.839291871921
[ 0.77142857 0.84375 0.63333333 0.82758621 0.86206897]
Random Forest Cross Validation of CS115: 0.787633415435
CS211
[ 0.51724138 0.51851852 0.22222222 0.48 0.5 ]
Random Forest Cross Validation of CS211: 0.44759642401
[ 0.65517241 0.40740741 0.25925926 0.44 0.375 ]
Random Forest Cross Validation of CS211: 0.427367816092
[ 0.5862069 0.44444444 0.25925926 0.48 0.45833333]
Random Forest Cross Validation of CS211: 0.445648786718
CS213
[ 0.47096774 0.49350649 0.50657895 0.51973684 0.5 ]
Random Forest Cross Validation of CS213: 0.498158004983
[ 0.43870968 0.46753247 0.53289474 0.45394737 0.50657895]
Random Forest Cross Validation of CS213: 0.479932639517
[ 0.43870968 0.44805195 0.52631579 0.49342105 0.51315789]
C:\Anaconda\lib\site-packages\sklearn\cross_validation.py:417: Warning: The least populated class in y has only 1 members, which is too few. The minimum number of labels for any class cannot be less than n_folds=5.
% (min_labels, self.n_folds)), Warning)
C:\Anaconda\lib\site-packages\sklearn\cross_validation.py:417: Warning: The least populated class in y has only 2 members, which is too few. The minimum number of labels for any class cannot be less than n_folds=5.
% (min_labels, self.n_folds)), Warning)
Random Forest Cross Validation of CS213: 0.483931272463
CS214
[ 0.46534653 0.4950495 0.38383838 0.51578947 0.5106383 ]
Random Forest Cross Validation of CS214: 0.474132439
[ 0.43564356 0.54455446 0.48484848 0.53684211 0.5 ]
Random Forest Cross Validation of CS214: 0.500377721983
[ 0.41584158 0.52475248 0.42424242 0.51578947 0.55319149]
Random Forest Cross Validation of CS214: 0.486763489339
CS215
[ 0.33333333 0.44444444 0.5 0.5 0.5 ]
Random Forest Cross Validation of CS215: 0.455555555556
[ 0.5 0.5 0.4375 0.57142857 0.71428571]
Random Forest Cross Validation of CS215: 0.544642857143
[ 0.38888889 0.55555556 0.5625 0.64285714 0.57142857]
Random Forest Cross Validation of CS215: 0.544246031746
CS222
[ 0.51485149 0.48514851 0.48484848 0.50515464 0.51578947]
Random Forest Cross Validation of CS222: 0.501158519542
[ 0.52475248 0.58415842 0.54545455 0.54639175 0.51578947]
Random Forest Cross Validation of CS222: 0.543309332561
[ 0.56435644 0.54455446 0.50505051 0.55670103 0.48421053]
Random Forest Cross Validation of CS222: 0.530974590677
CS223
[ 0.55147059 0.55970149 0.53383459 0.54198473 0.58461538]
Random Forest Cross Validation of CS223: 0.554321356936
[ 0.50735294 0.57462687 0.43609023 0.54198473 0.56153846]
Random Forest Cross Validation of CS223: 0.524318645355
[ 0.52941176 0.58208955 0.55639098 0.53435115 0.47692308]
Random Forest Cross Validation of CS223: 0.53583330327
CS231
[ 0.96 1. 1. 1. 1. ]
Random Forest Cross Validation of CS231: 0.992
[ 0.96 1. 1. 1. 1. ]
Random Forest Cross Validation of CS231: 0.992
[ 0.96 1. 1. 1. 1. ]
Random Forest Cross Validation of CS231: 0.992
CS251
[ 0.71900826 0.60833333 0.6440678 0.68376068 0.62068966]
Random Forest Cross Validation of CS251: 0.655171946668
[ 0.6446281 0.56666667 0.60169492 0.68376068 0.61206897]
Random Forest Cross Validation of CS251: 0.621763866074
[ 0.6446281 0.55833333 0.54237288 0.65811966 0.63793103]
Random Forest Cross Validation of CS251: 0.608277001293
CS261
[ 0.52 0.55208333 0.53125 0.52631579 0.63829787]
Random Forest Cross Validation of CS261: 0.553589399029
[ 0.6 0.55208333 0.53125 0.48421053 0.57446809]
Random Forest Cross Validation of CS261: 0.548402388951
[ 0.48 0.54166667 0.5625 0.50526316 0.55319149]
C:\Anaconda\lib\site-packages\sklearn\cross_validation.py:417: Warning: The least populated class in y has only 3 members, which is too few. The minimum number of labels for any class cannot be less than n_folds=5.
% (min_labels, self.n_folds)), Warning)
C:\Anaconda\lib\site-packages\sklearn\cross_validation.py:417: Warning: The least populated class in y has only 4 members, which is too few. The minimum number of labels for any class cannot be less than n_folds=5.
% (min_labels, self.n_folds)), Warning)
Random Forest Cross Validation of CS261: 0.528524262785
CS281
[ 0.66666667 0.66666667 0.65546218 0.6440678 0.65217391]
Random Forest Cross Validation of CS281: 0.657007445572
[ 0.69166667 0.55 0.64705882 0.6779661 0.66956522]
Random Forest Cross Validation of CS281: 0.647251361856
[ 0.64166667 0.65 0.63865546 0.68644068 0.73043478]
Random Forest Cross Validation of CS281: 0.669439517885
CS284
[ 0.52 0.504 0.44715447 0.46721311 0.52066116]
Random Forest Cross Validation of CS284: 0.491805748665
[ 0.488 0.48 0.43902439 0.43442623 0.47107438]
Random Forest Cross Validation of CS284: 0.462504999983
[ 0.472 0.488 0.44715447 0.44262295 0.46280992]
Random Forest Cross Validation of CS284: 0.462517467944
CS285
[ 0.77777778 0.77777778 0.5 1. 0.75 ]
Random Forest Cross Validation of CS285: 0.761111111111
[ 0.77777778 0.44444444 0.66666667 0.8 0.25 ]
Random Forest Cross Validation of CS285: 0.587777777778
[ 0.55555556 0.44444444 0.16666667 0.8 0.25 ]
Random Forest Cross Validation of CS285: 0.443333333333
CS286
[ 0.5 0.5 0.66666667 0.8 0.61538462]
Random Forest Cross Validation of CS286: 0.61641025641
[ 0.44444444 0.625 0.6 0.66666667 0.69230769]
Random Forest Cross Validation of CS286: 0.605683760684
[ 0.66666667 0.5 0.73333333 0.66666667 0.69230769]
Random Forest Cross Validation of CS286: 0.651794871795
CS288
[ 0.58536585 0.47222222 0.57142857 0.62857143 0.48571429]
Random Forest Cross Validation of CS288: 0.548660472319
[ 0.43902439 0.38888889 0.51428571 0.37142857 0.4 ]
Random Forest Cross Validation of CS288: 0.422725512969
[ 0.53658537 0.41666667 0.57142857 0.48571429 0.54285714]
Random Forest Cross Validation of CS288: 0.510650406504
CS289
[ 0.48717949 0.55263158 0.47222222 0.54285714 0.58823529]
Random Forest Cross Validation of CS289: 0.528625145065
[ 0.51282051 0.55263158 0.55555556 0.48571429 0.67647059]
Random Forest Cross Validation of CS289: 0.556638504255
[ 0.48717949 0.57894737 0.52777778 0.6 0.76470588]
Random Forest Cross Validation of CS289: 0.591722103146
CS295
[ 0.38888889 0.47058824 0.4375 0.46666667 0.4 ]
Random Forest Cross Validation of CS295: 0.43272875817
[ 0.44444444 0.47058824 0.3125 0.46666667 0.33333333]
Random Forest Cross Validation of CS295: 0.405506535948
[ 0.38888889 0.41176471 0.25 0.46666667 0.13333333]
Random Forest Cross Validation of CS295: 0.330130718954
CS296
[ 0.4 0.39130435 0.39130435 0.36363636 0.28571429]
Random Forest Cross Validation of CS296: 0.366391869001
[ 0.4 0.47826087 0.39130435 0.5 0.23809524]
Random Forest Cross Validation of CS296: 0.401532091097
[ 0.36 0.47826087 0.56521739 0.40909091 0.33333333]
Random Forest Cross Validation of CS296: 0.429180500659
CS297
[ 0.41666667 0.63636364 0.63636364 0.8 0.66666667]
Random Forest Cross Validation of CS297: 0.631212121212
[ 0.41666667 0.54545455 0.54545455 0.5 0.66666667]
Random Forest Cross Validation of CS297: 0.534848484848
[ 0.33333333 0.45454545 0.63636364 0.5 0.77777778]
Random Forest Cross Validation of CS297: 0.540404040404
CS300
[ 0.65384615 0.7826087 0.77272727 0.90909091 0.95454545]
Random Forest Cross Validation of CS300: 0.814563697172
[ 0.61538462 0.73913043 0.77272727 0.90909091 0.86363636]
Random Forest Cross Validation of CS300: 0.779993919124
[ 0.76923077 0.7826087 0.77272727 0.95454545 0.90909091]
Random Forest Cross Validation of CS300: 0.837640620249
CS301
[ 0.61052632 0.6 0.63829787 0.61111111 0.63333333]
Random Forest Cross Validation of CS301: 0.618653726515
[ 0.55789474 0.63157895 0.59574468 0.57777778 0.5 ]
Random Forest Cross Validation of CS301: 0.572599228568
[ 0.58947368 0.57894737 0.59574468 0.57777778 0.58888889]
Random Forest Cross Validation of CS301: 0.58616648003
CS302
[ 0.65555556 0.66292135 0.65909091 0.73255814 0.64285714]
Random Forest Cross Validation of CS302: 0.670596619071
[ 0.58888889 0.69662921 0.70454545 0.68604651 0.64285714]
Random Forest Cross Validation of CS302: 0.663793442281
[ 0.65555556 0.69662921 0.75 0.72093023 0.69047619]
Random Forest Cross Validation of CS302: 0.702718238415
CS311
[ 0.5877193 0.61403509 0.71171171 0.65137615 0.67592593]
Random Forest Cross Validation of CS311: 0.648153634078
[ 0.59649123 0.56140351 0.66666667 0.65137615 0.66666667]
Random Forest Cross Validation of CS311: 0.628520843393
[ 0.57894737 0.5877193 0.62162162 0.58715596 0.64814815]
Random Forest Cross Validation of CS311: 0.604718479948
CS314
[ 0.34615385 0.33653846 0.37864078 0.46464646 0.39393939]
Random Forest Cross Validation of CS314: 0.383983788595
[ 0.375 0.43269231 0.33980583 0.43434343 0.42424242]
Random Forest Cross Validation of CS314: 0.401216798304
[ 0.36538462 0.29807692 0.38834951 0.49494949 0.42424242]
Random Forest Cross Validation of CS314: 0.394200594443
CS326
[ 0.61538462 0.64864865 0.63888889 0.61764706 0.54545455]
Random Forest Cross Validation of CS326: 0.61320475144
[ 0.64102564 0.54054054 0.58333333 0.67647059 0.42424242]
Random Forest Cross Validation of CS326: 0.573122505475
[ 0.56410256 0.51351351 0.61111111 0.58823529 0.60606061]
Random Forest Cross Validation of CS326: 0.576604617781
CS341
[ 0.69827586 0.67826087 0.72072072 0.65765766 0.7 ]
Random Forest Cross Validation of CS341: 0.690983022003
[ 0.63793103 0.68695652 0.68468468 0.64864865 0.69090909]
Random Forest Cross Validation of CS341: 0.669825996093
[ 0.6637931 0.73043478 0.65765766 0.67567568 0.69090909]
Random Forest Cross Validation of CS341: 0.68369406206
CS342
[ 0.75280899 0.70114943 0.73563218 0.74418605 0.78571429]
Random Forest Cross Validation of CS342: 0.743898186037
[ 0.64044944 0.57471264 0.65517241 0.61627907 0.66666667]
Random Forest Cross Validation of CS342: 0.630656046422
[ 0.69662921 0.62068966 0.65517241 0.6744186 0.69047619]
Random Forest Cross Validation of CS342: 0.667477215515
CS348
[ 0.33333333 0.36363636 0.71428571 0.2 1. ]
Random Forest Cross Validation of CS348: 0.522251082251
[ 0.25 0.36363636 0.42857143 0.6 0.6 ]
Random Forest Cross Validation of CS348: 0.448441558442
[ 0.41666667 0.36363636 0.57142857 0.6 0.8 ]
Random Forest Cross Validation of CS348: 0.550346320346
CS356
[ 0.64705882 0.52941176 0.66666667 0.64285714 0.84615385]
Random Forest Cross Validation of CS356: 0.666429648783
[ 0.47058824 0.47058824 0.4 0.64285714 0.69230769]
Random Forest Cross Validation of CS356: 0.535268261151
[ 0.58823529 0.52941176 0.46666667 0.42857143 0.76923077]
Random Forest Cross Validation of CS356: 0.556423184658
CS365
[ 0.48979592 0.45833333 0.55319149 0.53191489 0.60869565]
Random Forest Cross Validation of CS365: 0.528386257371
[ 0.59183673 0.47916667 0.42553191 0.59574468 0.56521739]
Random Forest Cross Validation of CS365: 0.531499477682
[ 0.53061224 0.47916667 0.42553191 0.53191489 0.60869565]
Random Forest Cross Validation of CS365: 0.51518427445
CS366
[ 0.58333333 0.68181818 0.61904762 0.68421053 0.66666667]
Random Forest Cross Validation of CS366: 0.647015265436
[ 0.625 0.59090909 0.66666667 0.47368421 0.72222222]
Random Forest Cross Validation of CS366: 0.615696438065
[ 0.75 0.54545455 0.61904762 0.63157895 0.66666667]
Random Forest Cross Validation of CS366: 0.642549555707
CS367
[ 0.54166667 0.54166667 0.41666667 0.63157895 0.57894737]
Random Forest Cross Validation of CS367: 0.542105263158
[ 0.33333333 0.58333333 0.41666667 0.47368421 0.52631579]
Random Forest Cross Validation of CS367: 0.466666666667
[ 0.45833333 0.45833333 0.33333333 0.47368421 0.47368421]
Random Forest Cross Validation of CS367: 0.439473684211
CS374
[ 0.50549451 0.69230769 0.56666667 0.57471264 0.70588235]
Random Forest Cross Validation of CS374: 0.609012772218
[ 0.46153846 0.52747253 0.52222222 0.5862069 0.6 ]
Random Forest Cross Validation of CS374: 0.539488021557
[ 0.47252747 0.54945055 0.55555556 0.6091954 0.63529412]
Random Forest Cross Validation of CS374: 0.564404619496
CS377
[ 0.5 0.44444444 0.4 0.69230769 0.58333333]
Random Forest Cross Validation of CS377: 0.524017094017
[ 0.44444444 0.55555556 0.46666667 0.46153846 0.33333333]
Random Forest Cross Validation of CS377: 0.452307692308
[ 0.33333333 0.55555556 0.6 0.53846154 0.5 ]
Random Forest Cross Validation of CS377: 0.50547008547
CS385
[ 0.44736842 0.64864865 0.61111111 0.66666667 0.55882353]
Random Forest Cross Validation of CS385: 0.586523675378
[ 0.39473684 0.54054054 0.75 0.69444444 0.58823529]
Random Forest Cross Validation of CS385: 0.593591424242
[ 0.47368421 0.62162162 0.55555556 0.63888889 0.64705882]
Random Forest Cross Validation of CS385: 0.587361820024
CS386
[ 0.35294118 0.47058824 0.41176471 0.6 0.23076923]
Random Forest Cross Validation of CS386: 0.413212669683
[ 0.52941176 0.47058824 0.23529412 0.46666667 0.53846154]
Random Forest Cross Validation of CS386: 0.448084464555
[ 0.23529412 0.47058824 0.47058824 0.46666667 0.38461538]
Random Forest Cross Validation of CS386: 0.405550527903
CS387
[ 0.30769231 0.45454545 0.63636364 0.6 0.44444444]
Random Forest Cross Validation of CS387: 0.488609168609
[ 0.23076923 0.45454545 0.54545455 0.6 0.66666667]
Random Forest Cross Validation of CS387: 0.499487179487
[ 0.46153846 0.45454545 0.54545455 0.8 0.55555556]
Random Forest Cross Validation of CS387: 0.563418803419
CS388
[ 0.6 0.6 0.625 0.75 0.85714286]
Random Forest Cross Validation of CS388: 0.686428571429
[ 0.5 0.6 0.375 0.75 0.71428571]
Random Forest Cross Validation of CS388: 0.587857142857
[ 0.7 0.4 0.375 0.75 0.42857143]
Random Forest Cross Validation of CS388: 0.530714285714
CS395
[ 0.57407407 0.53846154 0.54 0.46 0.66 ]
Random Forest Cross Validation of CS395: 0.554507122507
[ 0.53703704 0.57692308 0.58 0.4 0.66 ]
Random Forest Cross Validation of CS395: 0.550792022792
[ 0.61111111 0.57692308 0.62 0.42 0.6 ]
Random Forest Cross Validation of CS395: 0.565606837607
CS396
[ 0.28571429 0.41666667 0.63636364 0.5 0.77777778]
Random Forest Cross Validation of CS396: 0.523304473304
[ 0.42857143 0.25 0.45454545 0.5 0.77777778]
Random Forest Cross Validation of CS396: 0.482178932179
[ 0.21428571 0.33333333 0.54545455 0.5 0.77777778]
Random Forest Cross Validation of CS396: 0.47417027417
CS397
[ 0.46153846 0.58333333 0.7 0.88888889 0.625 ]
Random Forest Cross Validation of CS397: 0.651752136752
[ 0.30769231 0.5 0.5 0.55555556 0.25 ]
Random Forest Cross Validation of CS397: 0.42264957265
[ 0.15384615 0.33333333 0.6 0.55555556 0.375 ]
Random Forest Cross Validation of CS397: 0.403547008547
CS398
[ 0.38461538 0.36363636 0.5 0.55555556 0.5 ]
Random Forest Cross Validation of CS398: 0.460761460761
[ 0.38461538 0.18181818 0.6 0.33333333 0.5 ]
Random Forest Cross Validation of CS398: 0.399953379953
[ 0.23076923 0.27272727 0.6 0.33333333 0.375 ]
Random Forest Cross Validation of CS398: 0.362365967366
CS399
[ 0.66666667 0.6 0.6 0.75 1. ]
Random Forest Cross Validation of CS399: 0.723333333333
[ 0.66666667 0.6 0.2 0.5 0.75 ]
Random Forest Cross Validation of CS399: 0.543333333333
[ 0.66666667 0.8 0.6 0.5 0.75 ]
Random Forest Cross Validation of CS399: 0.663333333333
CS401
[ 0.73529412 0.73134328 0.68656716 0.78787879 0.76923077]
Random Forest Cross Validation of CS401: 0.742062824504
[ 0.72058824 0.67164179 0.7761194 0.78787879 0.70769231]
Random Forest Cross Validation of CS401: 0.732784104979
[ 0.70588235 0.64179104 0.73134328 0.6969697 0.73846154]
Random Forest Cross Validation of CS401: 0.702889583346
CS402
[ 0.59722222 0.66197183 0.62318841 0.69117647 0.68656716]
Random Forest Cross Validation of CS402: 0.652025218755
[ 0.59722222 0.57746479 0.62318841 0.52941176 0.6119403 ]
Random Forest Cross Validation of CS402: 0.587845495993
[ 0.625 0.6056338 0.55072464 0.54411765 0.65671642]
Random Forest Cross Validation of CS402: 0.596438501093
CS407
[ 0.5 0.5 0.57142857 0.5 0.5 ]
Random Forest Cross Validation of CS407: 0.514285714286
[ 0.75 0.625 0.71428571 0.83333333 0.33333333]
Random Forest Cross Validation of CS407: 0.65119047619
[ 0.75 0.625 0.57142857 0.66666667 0.66666667]
Random Forest Cross Validation of CS407: 0.655952380952
CS408
[ 0.57142857 0.66666667 0.8 0.8 0.5 ]
Random Forest Cross Validation of CS408: 0.667619047619
[ 0.57142857 0.66666667 0.8 0.6 0.5 ]
Random Forest Cross Validation of CS408: 0.627619047619
[ 0.57142857 0.66666667 0.8 0.8 0.75 ]
Random Forest Cross Validation of CS408: 0.717619047619
CS409
[ 0.5 0.5625 0.3125 0.3125 0.4 ]
Random Forest Cross Validation of CS409: 0.4175
[ 0.33333333 0.375 0.5 0.5625 0.26666667]
Random Forest Cross Validation of CS409: 0.4075
[ 0.27777778 0.375 0.3125 0.5625 0.26666667]
Random Forest Cross Validation of CS409: 0.358888888889
CS426
[ 0.55555556 0.375 0.2 0.4 0.4 ]
Random Forest Cross Validation of CS426: 0.386111111111
[ 0.33333333 0.25 0.6 0.8 0.6 ]
Random Forest Cross Validation of CS426: 0.516666666667
[ 0.33333333 0.375 0.4 0.6 0.4 ]
Random Forest Cross Validation of CS426: 0.421666666667
CS427
[ 0.35714286 0.69230769 0.54545455 0.33333333 0.55555556]
Random Forest Cross Validation of CS427: 0.496758796759
[ 0.42857143 0.46153846 0.63636364 0.55555556 0.66666667]
Random Forest Cross Validation of CS427: 0.549739149739
[ 0.42857143 0.38461538 0.45454545 0.55555556 0.22222222]
Random Forest Cross Validation of CS427: 0.409102009102
CS429
[ 0.64705882 0.75 0.66666667 0.78571429 0.76923077]
Random Forest Cross Validation of CS429: 0.723734109028
[ 0.64705882 0.625 0.6 0.64285714 0.53846154]
Random Forest Cross Validation of CS429: 0.61067550097
[ 0.70588235 0.75 0.66666667 0.64285714 0.46153846]
Random Forest Cross Validation of CS429: 0.645388924801
CS446
[ 0.58333333 0.27272727 0.55555556 0.55555556 0.55555556]
Random Forest Cross Validation of CS446: 0.504545454545
[ 0.58333333 0.45454545 0.44444444 0.77777778 0.44444444]
Random Forest Cross Validation of CS446: 0.540909090909
[ 0.33333333 0.27272727 0.55555556 0.44444444 0.44444444]
Random Forest Cross Validation of CS446: 0.410101010101
CS449
[ 0.83333333 0.5 0.83333333 0.83333333 0.83333333]
Random Forest Cross Validation of CS449: 0.766666666667
[ 1. 0.66666667 0.83333333 0.83333333 0.83333333]
Random Forest Cross Validation of CS449: 0.833333333333
[ 1. 0.33333333 1. 0.83333333 0.83333333]
Random Forest Cross Validation of CS449: 0.8
CS456
[ 0.26666667 0.53333333 0.57142857 0.38461538 0.36363636]
Random Forest Cross Validation of CS456: 0.423936063936
[ 0.33333333 0.53333333 0.42857143 0.53846154 0.54545455]
Random Forest Cross Validation of CS456: 0.475830835831
[ 0.53333333 0.53333333 0.42857143 0.61538462 0.54545455]
Random Forest Cross Validation of CS456: 0.531215451215
CS457
[ 0.57142857 0.57142857 0.28571429 0.66666667 0.4 ]
Random Forest Cross Validation of CS457: 0.499047619048
[ 0.42857143 0.57142857 0.42857143 0.33333333 0.6 ]
Random Forest Cross Validation of CS457: 0.472380952381
[ 0.71428571 0.42857143 0.71428571 0.33333333 0.4 ]
Random Forest Cross Validation of CS457: 0.518095238095
CS459
[ 0.76470588 0.875 0.8 0.86666667 0.66666667]
Random Forest Cross Validation of CS459: 0.794607843137
[ 0.58823529 0.4375 0.66666667 0.66666667 0.66666667]
Random Forest Cross Validation of CS459: 0.605147058824
[ 0.70588235 0.75 0.46666667 0.6 0.33333333]
Random Forest Cross Validation of CS459: 0.571176470588
CS467
[ 0.35294118 0.35714286 0.41666667 0.58333333 0.5 ]
Random Forest Cross Validation of CS467: 0.442016806723
[ 0.23529412 0.42857143 0.16666667 0.5 0.41666667]
Random Forest Cross Validation of CS467: 0.34943977591
[ 0.17647059 0.42857143 0.25 0.66666667 0.25 ]
Random Forest Cross Validation of CS467: 0.354341736695
CS486
[ 0.60869565 0.61904762 0.85714286 0.52631579 0.61111111]
Random Forest Cross Validation of CS486: 0.64446260579
[ 0.52173913 0.57142857 0.57142857 0.42105263 0.5 ]
Random Forest Cross Validation of CS486: 0.517129780974
[ 0.56521739 0.57142857 0.52380952 0.36842105 0.66666667]
Random Forest Cross Validation of CS486: 0.539108641168
CS487
[ 0.65 0.67567568 0.72222222 0.57142857 0.70588235]
Random Forest Cross Validation of CS487: 0.665041764454
[ 0.45 0.51351351 0.52777778 0.54285714 0.58823529]
Random Forest Cross Validation of CS487: 0.524476745653
[ 0.55 0.59459459 0.63888889 0.51428571 0.58823529]
Random Forest Cross Validation of CS487: 0.577200898377
CS488
[ 0.91304348 0.7826087 0.61904762 0.9047619 0.85714286]
Random Forest Cross Validation of CS488: 0.815320910973
[ 0.73913043 0.69565217 0.66666667 0.9047619 0.85714286]
Random Forest Cross Validation of CS488: 0.772670807453
[ 0.73913043 0.69565217 0.57142857 0.66666667 0.71428571]
Random Forest Cross Validation of CS488: 0.677432712215
CS489
[ 0.35714286 0.51851852 0.72 0.41666667 0.47826087]
Random Forest Cross Validation of CS489: 0.498117782379
[ 0.35714286 0.55555556 0.76 0.33333333 0.43478261]
Random Forest Cross Validation of CS489: 0.488162870945
[ 0.5 0.48148148 0.6 0.33333333 0.47826087]
Random Forest Cross Validation of CS489: 0.478615136876
EL070
[ 0.85416667 0.80434783 0.84782609 0.84782609 0.90909091]
Random Forest Cross Validation of EL070: 0.852651515152
[ 0.85416667 0.82608696 0.76086957 0.82608696 0.81818182]
Random Forest Cross Validation of EL070: 0.817078392622
[ 0.875 0.89130435 0.89130435 0.89130435 0.93181818]
Random Forest Cross Validation of EL070: 0.896146245059
EL171
[ 0.42944785 0.36419753 0.375 0.36708861 0.39102564]
Random Forest Cross Validation of EL171: 0.385351926449
[ 0.33742331 0.37654321 0.33125 0.36075949 0.3525641 ]
Random Forest Cross Validation of EL171: 0.351708023799
[ 0.39263804 0.41975309 0.36875 0.43037975 0.40384615]
Random Forest Cross Validation of EL171: 0.403073404782
EL172
[ 0.47530864 0.44654088 0.48076923 0.57692308 0.58064516]
Random Forest Cross Validation of EL172: 0.512037398292
[ 0.46296296 0.47169811 0.45512821 0.44230769 0.48387097]
Random Forest Cross Validation of EL172: 0.46319358827
[ 0.4382716 0.45283019 0.43589744 0.48076923 0.51612903]
Random Forest Cross Validation of EL172: 0.464779498508
EL295
[ 0.55833333 0.53389831 0.57264957 0.52136752 0.55172414]
Random Forest Cross Validation of EL295: 0.547594574073
[ 0.6 0.49152542 0.51282051 0.52136752 0.52586207]
Random Forest Cross Validation of EL295: 0.530315105376
[ 0.48333333 0.57627119 0.58974359 0.52136752 0.5 ]
Random Forest Cross Validation of EL295: 0.534143126177
EL395
[ 0.4516129 0.47777778 0.57303371 0.40909091 0.3908046 ]
Random Forest Cross Validation of EL395: 0.460463979132
[ 0.50537634 0.45555556 0.49438202 0.39772727 0.37931034]
Random Forest Cross Validation of EL395: 0.446470307934
[ 0.44086022 0.48888889 0.51685393 0.42045455 0.40229885]
Random Forest Cross Validation of EL395: 0.453871286511
ES356
[ 0.69230769 0.46153846 0.45454545 0.2 0.77777778]
Random Forest Cross Validation of ES356: 0.517233877234
[ 0.61538462 0.46153846 0.54545455 0.3 0.55555556]
Random Forest Cross Validation of ES356: 0.495586635587
[ 0.53846154 0.53846154 0.45454545 0.4 0.66666667]
Random Forest Cross Validation of ES356: 0.519627039627
HO201
[ 0.6 0.61818182 0.49056604 0.59183673 0.66666667]
Random Forest Cross Validation of HO201: 0.593450251456
[ 0.54545455 0.65454545 0.52830189 0.63265306 0.64583333]
Random Forest Cross Validation of HO201: 0.60135765627
[ 0.6 0.58181818 0.56603774 0.59183673 0.72916667]
Random Forest Cross Validation of HO201: 0.613771863806
HR201
[ 0.76923077 0.76923077 0.63636364 0.3 0.44444444]
Random Forest Cross Validation of HR201: 0.583853923854
[ 0.61538462 0.61538462 0.72727273 0.2 0.66666667]
Random Forest Cross Validation of HR201: 0.564941724942
[ 0.53846154 0.53846154 0.63636364 0.4 0.44444444]
Random Forest Cross Validation of HR201: 0.511546231546
LA209
[ 0.35294118 0.4 0.15384615 0.38461538 0.66666667]
Random Forest Cross Validation of LA209: 0.39161387632
[ 0.41176471 0.33333333 0.07692308 0.23076923 0.66666667]
Random Forest Cross Validation of LA209: 0.343891402715
[ 0.29411765 0.4 0.15384615 0.38461538 0.58333333]
Random Forest Cross Validation of LA209: 0.363182503771
MA211
[ 0.42372881 0.47234043 0.46153846 0.46551724 0.46320346]
Random Forest Cross Validation of MA211: 0.457265681042
[ 0.47033898 0.4212766 0.43162393 0.44396552 0.45887446]
Random Forest Cross Validation of MA211: 0.445215897307
[ 0.41949153 0.48085106 0.45299145 0.49568966 0.47186147]
Random Forest Cross Validation of MA211: 0.464177033856
MA212
[ 0.46666667 0.3697479 0.39655172 0.39473684 0.39823009]
Random Forest Cross Validation of MA212: 0.405186644113
[ 0.44166667 0.34453782 0.37931034 0.35964912 0.30088496]
Random Forest Cross Validation of MA212: 0.365209781036
[ 0.425 0.28571429 0.47413793 0.29824561 0.32743363]
Random Forest Cross Validation of MA212: 0.36210629182
MA216
[ 0.63636364 0.5 0.42857143 0.33333333 0.33333333]
Random Forest Cross Validation of MA216: 0.44632034632
[ 0.54545455 0.3 0.28571429 0.5 0.33333333]
Random Forest Cross Validation of MA216: 0.3929004329
[ 0.54545455 0.5 0.57142857 0.66666667 0.33333333]
Random Forest Cross Validation of MA216: 0.523376623377
MA332
[ 0.46363636 0.42990654 0.43925234 0.40952381 0.52380952]
Random Forest Cross Validation of MA332: 0.453225715095
[ 0.44545455 0.43925234 0.43925234 0.34285714 0.48571429]
Random Forest Cross Validation of MA332: 0.430506129385
[ 0.42727273 0.46728972 0.42990654 0.31428571 0.4952381 ]
Random Forest Cross Validation of MA332: 0.426798559696
MW313
[ 0.625 0.5 0.57142857 0.71428571 0.83333333]
Random Forest Cross Validation of MW313: 0.64880952381
[ 0.75 0.25 0.42857143 0.71428571 0.83333333]
Random Forest Cross Validation of MW313: 0.595238095238
[ 0.75 0.625 0.57142857 0.85714286 0.66666667]
Random Forest Cross Validation of MW313: 0.694047619048
MW314
[ 0.64285714 0.46153846 0.45454545 0.8 0.7 ]
Random Forest Cross Validation of MW314: 0.611788211788
[ 0.64285714 0.46153846 0.36363636 0.7 0.5 ]
Random Forest Cross Validation of MW314: 0.533606393606
[ 0.71428571 0.53846154 0.54545455 0.7 0.8 ]
Random Forest Cross Validation of MW314: 0.65964035964
NS132
[ 0.7 0.77777778 0.77777778 0.88888889 0.85714286]
Random Forest Cross Validation of NS132: 0.800317460317
[ 0.7 0.66666667 0.77777778 0.77777778 0.57142857]
Random Forest Cross Validation of NS132: 0.69873015873
[ 0.7 0.77777778 0.77777778 0.77777778 0.85714286]
Random Forest Cross Validation of NS132: 0.778095238095
PY228
[ 0.62580645 0.63870968 0.60130719 0.5751634 0.65562914]
Random Forest Cross Validation of PY228: 0.619323171268
[ 0.53548387 0.56774194 0.53594771 0.50326797 0.54304636]
Random Forest Cross Validation of PY228: 0.537097570068
[ 0.56129032 0.52903226 0.50980392 0.47712418 0.58940397]
Random Forest Cross Validation of PY228: 0.533330931746
SC123
[ 0.4 0.48275862 0.42857143 0.51851852 0.38461538]
Random Forest Cross Validation of SC123: 0.442892790479
[ 0.46666667 0.44827586 0.35714286 0.2962963 0.46153846]
Random Forest Cross Validation of SC123: 0.405984028743
[ 0.46666667 0.55172414 0.42857143 0.48148148 0.34615385]
Random Forest Cross Validation of SC123: 0.454919512161
SC135
[ 0.35403727 0.33544304 0.39490446 0.36538462 0.38961039]
Random Forest Cross Validation of SC135: 0.36787595373
[ 0.32919255 0.34810127 0.29936306 0.32051282 0.35714286]
Random Forest Cross Validation of SC135: 0.330862509477
[ 0.37267081 0.37974684 0.3566879 0.32051282 0.2987013 ]
Random Forest Cross Validation of SC135: 0.34566393204
SC173
[ 0.56666667 0.5862069 0.60714286 0.64 0.54166667]
Random Forest Cross Validation of SC173: 0.588336617406
[ 0.63333333 0.68965517 0.60714286 0.64 0.70833333]
Random Forest Cross Validation of SC173: 0.655692939245
[ 0.6 0.68965517 0.64285714 0.68 0.75 ]
Random Forest Cross Validation of SC173: 0.672502463054
SC185
[ 0.59863946 0.54794521 0.53146853 0.59574468 0.53191489]
Random Forest Cross Validation of SC185: 0.56114255344
[ 0.58503401 0.52739726 0.58041958 0.56028369 0.53900709]
Random Forest Cross Validation of SC185: 0.558428326888
[ 0.58503401 0.55479452 0.57342657 0.56737589 0.57446809]
Random Forest Cross Validation of SC185: 0.571019815842
SO201
[ 0.36363636 0.6 0.66666667 0.375 0.33333333]
Random Forest Cross Validation of SO201: 0.467727272727
[ 0.36363636 0.6 0.44444444 0.5 0.5 ]
Random Forest Cross Validation of SO201: 0.481616161616
[ 0.45454545 0.6 0.55555556 0.5 0.16666667]
Random Forest Cross Validation of SO201: 0.455353535354
ST216
[ 0.42537313 0.41353383 0.39393939 0.41538462 0.4 ]
Random Forest Cross Validation of ST216: 0.409646195648
[ 0.47014925 0.39849624 0.38636364 0.36153846 0.38461538]
Random Forest Cross Validation of ST216: 0.40023259537
[ 0.3880597 0.40601504 0.41666667 0.43076923 0.38461538]
Random Forest Cross Validation of ST216: 0.405225204228
SW111
[ 0.56521739 0.5 0.57142857 0.47368421 0.47368421]
Random Forest Cross Validation of SW111: 0.516802876757
[ 0.56521739 0.5 0.38095238 0.47368421 0.47368421]
Random Forest Cross Validation of SW111: 0.478707638662
[ 0.56521739 0.59090909 0.52380952 0.52631579 0.47368421]
Random Forest Cross Validation of SW111: 0.535987201205
SW212
[ 0.72222222 0.64705882 0.64705882 0.6875 0.85714286]
Random Forest Cross Validation of SW212: 0.712196545285
[ 0.72222222 0.70588235 0.64705882 0.625 0.78571429]
Random Forest Cross Validation of SW212: 0.697175536881
[ 0.66666667 0.70588235 0.76470588 0.625 0.64285714]
Random Forest Cross Validation of SW212: 0.681022408964
SW213
[ 0.73333333 0.76923077 0.61538462 0.90909091 0.63636364]
Random Forest Cross Validation of SW213: 0.732680652681
[ 0.66666667 0.76923077 0.69230769 0.90909091 0.72727273]
Random Forest Cross Validation of SW213: 0.752913752914
[ 0.73333333 0.69230769 0.69230769 0.63636364 0.90909091]
Random Forest Cross Validation of SW213: 0.732680652681
SW221
[ 0.72222222 0.64705882 0.6875 0.66666667 0.66666667]
Random Forest Cross Validation of SW221: 0.678022875817
[ 0.72222222 0.58823529 0.6875 0.73333333 0.66666667]
Random Forest Cross Validation of SW221: 0.679591503268
[ 0.72222222 0.58823529 0.4375 0.66666667 0.8 ]
Random Forest Cross Validation of SW221: 0.642924836601
SW335
[ 0.66666667 0.54545455 0.4 0.55555556 0.375 ]
Random Forest Cross Validation of SW335: 0.508535353535
[ 0.66666667 0.18181818 0.6 0.33333333 0.375 ]
Random Forest Cross Validation of SW335: 0.431363636364
[ 0.5 0.36363636 0.2 0.33333333 0.375 ]
Random Forest Cross Validation of SW335: 0.354393939394
SW365
[ 0.55172414 0.60714286 0.80769231 0.68 0.75 ]
Random Forest Cross Validation of SW365: 0.679311860553
[ 0.65517241 0.64285714 0.69230769 0.72 0.625 ]
Random Forest Cross Validation of SW365: 0.667067449792
[ 0.62068966 0.71428571 0.61538462 0.64 0.54166667]
Random Forest Cross Validation of SW365: 0.626405330302
SW475
[ 0.5 0.75 0.90909091 0.81818182 0.90909091]
Random Forest Cross Validation of SW475: 0.777272727273
[ 0.5 0.75 0.81818182 0.81818182 0.90909091]
Random Forest Cross Validation of SW475: 0.759090909091
[ 0.5 0.58333333 0.90909091 0.72727273 0.63636364]
Random Forest Cross Validation of SW475: 0.671212121212
SW478
[ 0.6 0.57142857 0.83333333 0.66666667 0.63636364]
Random Forest Cross Validation of SW478: 0.661558441558
[ 0.6 0.71428571 0.83333333 0.66666667 0.81818182]
Random Forest Cross Validation of SW478: 0.726493506494
[ 0.6 0.71428571 0.83333333 0.83333333 0.81818182]
Random Forest Cross Validation of SW478: 0.759826839827
TA395
[ 0.3 0.88888889 0.5 0.625 0.85714286]
Random Forest Cross Validation of TA395: 0.634206349206
[ 0.5 0.55555556 0.5 0.875 0.57142857]
Random Forest Cross Validation of TA395: 0.600396825397
[ 0.5 0.77777778 0.375 0.625 0.71428571]
Random Forest Cross Validation of TA395: 0.598412698413
TH161
[ 0.49180328 0.53038674 0.48603352 0.51396648 0.49717514]
Random Forest Cross Validation of TH161: 0.503873032053
[ 0.49726776 0.45303867 0.48044693 0.5027933 0.48587571]
Random Forest Cross Validation of TH161: 0.483884472655
[ 0.47540984 0.48066298 0.48044693 0.48044693 0.48587571]
Random Forest Cross Validation of TH161: 0.480568476091
TU100
[ 0.76388889 0.74647887 0.70422535 0.70422535 0.72857143]
Random Forest Cross Validation of TU100: 0.729477978985
[ 0.55555556 0.5915493 0.64788732 0.63380282 0.67142857]
Random Forest Cross Validation of TU100: 0.620044712721
[ 0.65277778 0.6056338 0.67605634 0.67605634 0.64285714]
Random Forest Cross Validation of TU100: 0.650676279902
TU110
[ 0.57236842 0.53642384 0.50331126 0.48666667 0.54109589]
Random Forest Cross Validation of TU110: 0.527973215494
[ 0.51973684 0.51655629 0.47019868 0.48 0.46575342]
Random Forest Cross Validation of TU110: 0.49044904673
[ 0.53289474 0.51655629 0.51655629 0.5 0.48630137]
Random Forest Cross Validation of TU110: 0.510461737897
TU120
[ 0.62732919 0.6163522 0.60759494 0.57961783 0.56410256]
Random Forest Cross Validation of TU120: 0.598999345802
[ 0.54037267 0.53459119 0.55696203 0.49681529 0.53205128]
Random Forest Cross Validation of TU120: 0.532158491954
[ 0.49068323 0.50943396 0.5443038 0.50955414 0.53205128]
Random Forest Cross Validation of TU120: 0.517205282345
TU122
[ 0.48571429 0.38235294 0.58064516 0.34482759 0.5862069 ]
Random Forest Cross Validation of TU122: 0.475949374188
[ 0.48571429 0.55882353 0.61290323 0.37931034 0.55172414]
Random Forest Cross Validation of TU122: 0.517695104738
[ 0.48571429 0.35294118 0.41935484 0.44827586 0.44827586]
Random Forest Cross Validation of TU122: 0.430912405006
TU130
[ 0.67375887 0.69285714 0.70503597 0.76086957 0.67407407]
Random Forest Cross Validation of TU130: 0.701319123724
[ 0.65248227 0.69285714 0.66906475 0.68115942 0.6 ]
Random Forest Cross Validation of TU130: 0.65911271617
[ 0.60992908 0.68571429 0.61870504 0.65942029 0.68148148]
Random Forest Cross Validation of TU130: 0.651050034207
TU154
[ 0.27083333 0.32984293 0.35263158 0.36898396 0.37096774]
Random Forest Cross Validation of TU154: 0.338651908675
[ 0.25520833 0.28795812 0.33157895 0.32620321 0.35483871]
Random Forest Cross Validation of TU154: 0.311157462824
[ 0.33854167 0.32984293 0.34210526 0.35294118 0.34946237]
Random Forest Cross Validation of TU154: 0.342578680765
In [1]:
# -*- coding: utf-8 -*-
"""
Created on Tue May 10 17:19:14 2016
@author: Methinee
"""
import pandas as pd
import numpy as np
import pickle
import xlwt
import matplotlib.pyplot as plt
from sklearn.datasets import make_classification
from sklearn.ensemble import RandomForestClassifier
from sklearn.cross_validation import cross_val_score
book = xlwt.Workbook(encoding="utf-8")
sheet1 = book.add_sheet("Precission Only Subject")
#----------------------Traning Data With Merging-----------------------
#df_file = pd.read_csv('../data/df_more20.csv',delimiter=",", skip_blank_lines = True,
# error_bad_lines=False)
df_file = pd.read_csv('../data/df_dropSub_less20_dropNaResult.csv',delimiter=",", skip_blank_lines = True,
error_bad_lines=False)
df_file = df_file.drop('Unnamed: 0',axis=1)
df_file = df_file.fillna(0)
df_file = df_file.replace(['A', 'B+', 'B', 'C+', 'C' , 'D+' , 'D' , 'F' , 'W' , 'S' , 'S#' , 'U' , 'U#'],
[8, 7, 7, 6 , 6, 5, 5, 4, 3, 2, 2, 1, 1])
count_courseId = df_file["3COURSEID"].value_counts()
more20 = count_courseId
headers=list(df_file.columns.values)
subjects = []
countSub = 0
#Create dictionary of list subjects
for sub in df_file[headers[1]]:
if sub not in subjects:
subjects.append(sub)
countSub = countSub+1
#Get subject that more 20 enrollment
count = 0
subjects.sort()
precision_rf={}
df_precision = more20.drop('CS231').copy()
list_allsub = df_file.columns[4:]
allSubject_df = pd.DataFrame(columns=[subjects],index=[list_allsub])
top10_df = pd.DataFrame(columns=[subjects])
subjects.remove('CS231')
for subject in subjects:
#Create new Dataframe
print subject
df_sub = df_file[df_file['3COURSEID'] == subject]
df_sub = df_sub.iloc[np.random.permutation(len(df_sub))]
count_enrollment = df_sub['3COURSEID'].value_counts()
#print "Number of %s enrollment: %s"%(subject,count_enrollment)
A = df_sub.as_matrix()
X = A[:,6:116]
X = X.astype(np.int64, copy=False)
y = A[:,2]
y = y.astype(np.int64, copy=False)
#Training data
forest = RandomForestClassifier(n_estimators=10, max_depth=None,
min_samples_split=1, random_state=None, max_features=None)
clf = forest.fit(X, y)
scores = cross_val_score(clf, X, y, cv=5)
print scores
print "Random Forest Cross Validation of %s: %s"%(subject,scores.mean())
precision_rf[subject] = scores.mean()
df_precision.loc[subject]=precision_rf[subject]
sheet1.write(count, 0, subject)
sheet1.write(count,1, scores.mean())
book.save("RF_crossvalidation_dropNaResault.xls")
count = count+1
#print all subjects
#save trees to pickle file
f = "tree_drop/tree%s.pic"%subject
with open(f, 'wb') as pickleFile:
pickle.dump(clf, pickleFile, pickle.HIGHEST_PROTOCOL)
#///////////////Find Importance Feature importances with forests of trees///////////////////
importances = forest.feature_importances_
std = np.std([tree.feature_importances_ for tree in forest.estimators_],
axis=0)
indices = np.argsort(importances)[::-1]
list_grade = df_file.columns[6:117]
# Print the feature ranking
print("Feature ranking:")
for f in range(X.shape[1]):
print("%d. feature %s (%f)" % (f + 1, list_grade[indices[f]], importances[indices[f]]))
allSubject_df.loc[list_grade[indices[f]],subject] = importances[indices[f]]
top10 = list_grade[indices][:10]
print str(top10)
for i in range(1,11):
top10_df.loc[i,subject] = str(top10[i-1])
print "-----------------------------------"
df_precision.plot(kind='bar')
writer = pd.ExcelWriter("feature_eachSub_dropNaResult.xlsx")
pd.DataFrame(allSubject_df).to_excel(writer,"all_feature")
pd.DataFrame(top10_df).to_excel(writer,"top10_feature")
writer.save()
AT316
[ 0.66666667 0.63333333 0.60714286 0.66666667 0.59259259]
Random Forest Cross Validation of AT316: 0.63328042328
Feature ranking:
C:\Anaconda\lib\site-packages\sklearn\cross_validation.py:417: Warning: The least populated class in y has only 2 members, which is too few. The minimum number of labels for any class cannot be less than n_folds=5.
% (min_labels, self.n_folds)), Warning)
C:\Anaconda\lib\site-packages\sklearn\cross_validation.py:417: Warning: The least populated class in y has only 1 members, which is too few. The minimum number of labels for any class cannot be less than n_folds=5.
% (min_labels, self.n_folds)), Warning)
1. feature EL295 (0.090487)
2. feature SC135 (0.077018)
3. feature CS102 (0.066342)
4. feature EL172 (0.052224)
5. feature AT326 (0.049236)
6. feature EL171 (0.046329)
7. feature CS222 (0.045578)
8. feature LA209 (0.045070)
9. feature CS401 (0.039385)
10. feature CS111 (0.038593)
11. feature CS101 (0.035350)
12. feature TU120 (0.031885)
13. feature MA211 (0.028242)
14. feature SC185 (0.027282)
15. feature TU110 (0.024575)
16. feature SW365 (0.021757)
17. feature CS223 (0.021624)
18. feature TU122 (0.021442)
19. feature TU100 (0.020429)
20. feature CS213 (0.020428)
21. feature CS261 (0.019627)
22. feature PY228 (0.018699)
23. feature CS214 (0.018121)
24. feature CS284 (0.016986)
25. feature EL070 (0.016839)
26. feature MA212 (0.015769)
27. feature SW111 (0.012838)
28. feature TH161 (0.012632)
29. feature TA395 (0.010055)
30. feature CS386 (0.008193)
31. feature TU130 (0.005479)
32. feature CS395 (0.005458)
33. feature MA332 (0.005171)
34. feature CS409 (0.004870)
35. feature ES356 (0.003952)
36. feature NS132 (0.002941)
37. feature CS387 (0.002805)
38. feature CS366 (0.002734)
39. feature SC123 (0.002652)
40. feature CS487 (0.002638)
41. feature CS388 (0.002597)
42. feature HO201 (0.002587)
43. feature CS426 (0.001559)
44. feature CS297 (0.001522)
45. feature CS281 (0.000000)
46. feature CS285 (0.000000)
47. feature CS288 (0.000000)
48. feature CS286 (0.000000)
49. feature CS251 (0.000000)
50. feature CS289 (0.000000)
51. feature CS295 (0.000000)
52. feature CS296 (0.000000)
53. feature CS300 (0.000000)
54. feature CS301 (0.000000)
55. feature SC173 (0.000000)
56. feature SO201 (0.000000)
57. feature CS231 (0.000000)
58. feature SW335 (0.000000)
59. feature SW478 (0.000000)
60. feature BA291 (0.000000)
61. feature CJ315 (0.000000)
62. feature CJ316 (0.000000)
63. feature CJ317 (0.000000)
64. feature CJ321 (0.000000)
65. feature SW475 (0.000000)
66. feature CS105 (0.000000)
67. feature CS311 (0.000000)
68. feature SW221 (0.000000)
69. feature CS115 (0.000000)
70. feature CS211 (0.000000)
71. feature SW213 (0.000000)
72. feature SW212 (0.000000)
73. feature CS215 (0.000000)
74. feature ST216 (0.000000)
75. feature CS302 (0.000000)
76. feature CS356 (0.000000)
77. feature CS314 (0.000000)
78. feature CS467 (0.000000)
79. feature CS429 (0.000000)
80. feature CS446 (0.000000)
81. feature CS449 (0.000000)
82. feature CS456 (0.000000)
83. feature CS457 (0.000000)
84. feature CS459 (0.000000)
85. feature CS486 (0.000000)
86. feature CS326 (0.000000)
87. feature CS488 (0.000000)
88. feature CS489 (0.000000)
89. feature MW313 (0.000000)
90. feature MA216 (0.000000)
91. feature HR201 (0.000000)
92. feature EL395 (0.000000)
93. feature CS427 (0.000000)
94. feature CS408 (0.000000)
95. feature CS407 (0.000000)
96. feature CS402 (0.000000)
97. feature MW314 (0.000000)
98. feature CS399 (0.000000)
99. feature CS398 (0.000000)
100. feature CS397 (0.000000)
101. feature CS396 (0.000000)
102. feature CS385 (0.000000)
103. feature CS377 (0.000000)
104. feature CS374 (0.000000)
105. feature CS367 (0.000000)
106. feature CS365 (0.000000)
107. feature CS348 (0.000000)
108. feature CS342 (0.000000)
109. feature CS341 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL295', u'SC135', u'CS102', u'EL172', u'AT326', u'EL171', u'CS222',
u'LA209', u'CS401', u'CS111'],
dtype='object')
-----------------------------------
AT326
[ 0.56521739 0.53333333 0.56818182 0.72093023 0.60465116]
Random Forest Cross Validation of AT326: 0.598462787634
Feature ranking:
1. feature PY228 (0.079729)
2. feature SC135 (0.077717)
3. feature TU120 (0.062053)
4. feature CS102 (0.057671)
5. feature EL171 (0.056700)
6. feature MA211 (0.051707)
7. feature CS105 (0.046500)
8. feature EL172 (0.045494)
9. feature CS101 (0.044494)
10. feature TH161 (0.044414)
11. feature CS111 (0.037615)
12. feature TU110 (0.036555)
13. feature TU100 (0.032144)
14. feature MA212 (0.028945)
15. feature AT316 (0.027462)
16. feature LA209 (0.026266)
17. feature EL295 (0.024861)
18. feature TU130 (0.024585)
19. feature SW111 (0.023493)
20. feature EL070 (0.019271)
21. feature SC185 (0.016987)
22. feature CS213 (0.015682)
23. feature CS214 (0.013620)
24. feature CS281 (0.013476)
25. feature AT326 (0.010638)
26. feature CS251 (0.009109)
27. feature CS296 (0.007655)
28. feature CS222 (0.007144)
29. feature ST216 (0.006609)
30. feature SO201 (0.006415)
31. feature TU122 (0.006125)
32. feature CS261 (0.004938)
33. feature CS487 (0.004537)
34. feature CS223 (0.004279)
35. feature HO201 (0.003365)
36. feature EL395 (0.003122)
37. feature CS295 (0.002981)
38. feature CS284 (0.002305)
39. feature CS285 (0.002242)
40. feature SW221 (0.002224)
41. feature SC123 (0.001690)
42. feature MA332 (0.001660)
43. feature NS132 (0.001603)
44. feature ES356 (0.001497)
45. feature SC173 (0.001291)
46. feature CS342 (0.001130)
47. feature CS215 (0.000000)
48. feature CS341 (0.000000)
49. feature CS326 (0.000000)
50. feature CS314 (0.000000)
51. feature CS311 (0.000000)
52. feature CS302 (0.000000)
53. feature BA291 (0.000000)
54. feature CS301 (0.000000)
55. feature CS300 (0.000000)
56. feature CS297 (0.000000)
57. feature CJ315 (0.000000)
58. feature CJ316 (0.000000)
59. feature CS348 (0.000000)
60. feature CS288 (0.000000)
61. feature CS286 (0.000000)
62. feature CJ317 (0.000000)
63. feature CJ321 (0.000000)
64. feature TA395 (0.000000)
65. feature SW478 (0.000000)
66. feature SW475 (0.000000)
67. feature SW365 (0.000000)
68. feature CS231 (0.000000)
69. feature CS115 (0.000000)
70. feature CS211 (0.000000)
71. feature CS289 (0.000000)
72. feature CS385 (0.000000)
73. feature CS356 (0.000000)
74. feature CS488 (0.000000)
75. feature CS446 (0.000000)
76. feature CS449 (0.000000)
77. feature CS456 (0.000000)
78. feature CS457 (0.000000)
79. feature CS459 (0.000000)
80. feature CS467 (0.000000)
81. feature CS486 (0.000000)
82. feature CS489 (0.000000)
83. feature CS365 (0.000000)
84. feature SW335 (0.000000)
85. feature SW213 (0.000000)
86. feature HR201 (0.000000)
87. feature SW212 (0.000000)
88. feature MA216 (0.000000)
89. feature MW313 (0.000000)
90. feature MW314 (0.000000)
91. feature CS429 (0.000000)
92. feature CS427 (0.000000)
93. feature CS426 (0.000000)
94. feature CS409 (0.000000)
95. feature CS366 (0.000000)
96. feature CS367 (0.000000)
97. feature CS374 (0.000000)
98. feature CS377 (0.000000)
99. feature CS386 (0.000000)
100. feature CS387 (0.000000)
101. feature CS388 (0.000000)
102. feature CS395 (0.000000)
103. feature CS396 (0.000000)
104. feature CS397 (0.000000)
105. feature CS398 (0.000000)
106. feature CS399 (0.000000)
107. feature CS402 (0.000000)
108. feature CS407 (0.000000)
109. feature CS408 (0.000000)
110. feature CS401 (0.000000)
Index([u'PY228', u'SC135', u'TU120', u'CS102', u'EL171', u'MA211', u'CS105',
u'EL172', u'CS101', u'TH161'],
dtype='object')
-----------------------------------
BA291
[ 0.35714286 0.25 0.27272727 0.45454545 0. ]
Random Forest Cross Validation of BA291: 0.266883116883
Feature ranking:
1. feature MA212 (0.067865)
2. feature CS281 (0.067027)
3. feature EL295 (0.066917)
4. feature SC135 (0.057808)
5. feature MA332 (0.053998)
6. feature ST216 (0.051271)
7. feature CS214 (0.050333)
8. feature CS284 (0.046900)
9. feature MA211 (0.035807)
10. feature CS289 (0.032934)
11. feature TU130 (0.032094)
12. feature AT316 (0.031285)
13. feature TU120 (0.031037)
14. feature EL172 (0.029893)
15. feature CS251 (0.027548)
16. feature CS213 (0.026832)
17. feature PY228 (0.026462)
18. feature CS223 (0.025733)
19. feature CS111 (0.022639)
20. feature CS101 (0.021124)
21. feature TH161 (0.020291)
22. feature CS301 (0.020184)
23. feature SC185 (0.018774)
24. feature EL395 (0.014402)
25. feature CS296 (0.013890)
26. feature AT326 (0.012496)
27. feature LA209 (0.012103)
28. feature CS261 (0.012094)
29. feature EL171 (0.010739)
30. feature CS288 (0.010547)
31. feature TU100 (0.010108)
32. feature CS102 (0.009244)
33. feature CS385 (0.008414)
34. feature CS489 (0.005284)
35. feature CS396 (0.005235)
36. feature CS222 (0.003761)
37. feature CS374 (0.003628)
38. feature SW221 (0.003296)
39. feature CS302 (0.000000)
40. feature CS311 (0.000000)
41. feature CS314 (0.000000)
42. feature CS366 (0.000000)
43. feature CS365 (0.000000)
44. feature CS356 (0.000000)
45. feature CS326 (0.000000)
46. feature CS300 (0.000000)
47. feature CS348 (0.000000)
48. feature CS341 (0.000000)
49. feature CS342 (0.000000)
50. feature SW213 (0.000000)
51. feature CS231 (0.000000)
52. feature CS297 (0.000000)
53. feature CS295 (0.000000)
54. feature CS286 (0.000000)
55. feature CS285 (0.000000)
56. feature TU110 (0.000000)
57. feature CS215 (0.000000)
58. feature CS211 (0.000000)
59. feature CS115 (0.000000)
60. feature CS105 (0.000000)
61. feature CJ321 (0.000000)
62. feature CJ317 (0.000000)
63. feature CJ316 (0.000000)
64. feature CJ315 (0.000000)
65. feature BA291 (0.000000)
66. feature CS367 (0.000000)
67. feature CS388 (0.000000)
68. feature CS377 (0.000000)
69. feature MA216 (0.000000)
70. feature CS488 (0.000000)
71. feature EL070 (0.000000)
72. feature TA395 (0.000000)
73. feature ES356 (0.000000)
74. feature HO201 (0.000000)
75. feature HR201 (0.000000)
76. feature SW478 (0.000000)
77. feature SW475 (0.000000)
78. feature SW365 (0.000000)
79. feature CS486 (0.000000)
80. feature MW313 (0.000000)
81. feature MW314 (0.000000)
82. feature NS132 (0.000000)
83. feature SC123 (0.000000)
84. feature SW335 (0.000000)
85. feature SC173 (0.000000)
86. feature SO201 (0.000000)
87. feature SW111 (0.000000)
88. feature CS487 (0.000000)
89. feature CS467 (0.000000)
90. feature CS386 (0.000000)
91. feature CS407 (0.000000)
92. feature CS387 (0.000000)
93. feature SW212 (0.000000)
94. feature CS395 (0.000000)
95. feature CS397 (0.000000)
96. feature CS398 (0.000000)
97. feature CS399 (0.000000)
98. feature TU122 (0.000000)
99. feature CS402 (0.000000)
100. feature CS408 (0.000000)
101. feature CS459 (0.000000)
102. feature CS409 (0.000000)
103. feature CS426 (0.000000)
104. feature CS427 (0.000000)
105. feature CS429 (0.000000)
106. feature CS446 (0.000000)
107. feature CS449 (0.000000)
108. feature CS456 (0.000000)
109. feature CS457 (0.000000)
110. feature CS401 (0.000000)
Index([u'MA212', u'CS281', u'EL295', u'SC135', u'MA332', u'ST216', u'CS214',
u'CS284', u'MA211', u'CS289'],
dtype='object')
-----------------------------------
CJ315
[ 0.42857143 0.8 0.6 0.8 0.75 ]
Random Forest Cross Validation of CJ315: 0.675714285714
Feature ranking:
1. feature CS296 (0.223360)
2. feature CS261 (0.146383)
3. feature ST216 (0.089626)
4. feature TU110 (0.077953)
5. feature EL171 (0.075673)
6. feature SC185 (0.059375)
7. feature CS111 (0.043681)
8. feature CS101 (0.041304)
9. feature PY228 (0.035834)
10. feature MA211 (0.033180)
11. feature EL395 (0.028850)
12. feature SW213 (0.025103)
13. feature SW111 (0.024866)
14. feature CS295 (0.019639)
15. feature TU120 (0.018841)
16. feature SC173 (0.016593)
17. feature CS251 (0.014505)
18. feature CS222 (0.013342)
19. feature HO201 (0.011893)
20. feature CS356 (0.000000)
21. feature CS302 (0.000000)
22. feature CS386 (0.000000)
23. feature CS297 (0.000000)
24. feature CS385 (0.000000)
25. feature CS300 (0.000000)
26. feature CS301 (0.000000)
27. feature CS377 (0.000000)
28. feature CS311 (0.000000)
29. feature CS365 (0.000000)
30. feature CS314 (0.000000)
31. feature CS326 (0.000000)
32. feature CS341 (0.000000)
33. feature CS374 (0.000000)
34. feature CS342 (0.000000)
35. feature CS289 (0.000000)
36. feature CS367 (0.000000)
37. feature CS366 (0.000000)
38. feature CS348 (0.000000)
39. feature TU130 (0.000000)
40. feature CS288 (0.000000)
41. feature CS286 (0.000000)
42. feature AT326 (0.000000)
43. feature BA291 (0.000000)
44. feature CJ315 (0.000000)
45. feature CJ316 (0.000000)
46. feature CJ317 (0.000000)
47. feature CJ321 (0.000000)
48. feature CS102 (0.000000)
49. feature CS105 (0.000000)
50. feature CS115 (0.000000)
51. feature CS211 (0.000000)
52. feature CS213 (0.000000)
53. feature CS214 (0.000000)
54. feature CS215 (0.000000)
55. feature CS223 (0.000000)
56. feature CS231 (0.000000)
57. feature CS388 (0.000000)
58. feature CS281 (0.000000)
59. feature CS284 (0.000000)
60. feature CS285 (0.000000)
61. feature CS387 (0.000000)
62. feature CS401 (0.000000)
63. feature CS395 (0.000000)
64. feature CS396 (0.000000)
65. feature ES356 (0.000000)
66. feature HR201 (0.000000)
67. feature LA209 (0.000000)
68. feature MA212 (0.000000)
69. feature MA216 (0.000000)
70. feature MA332 (0.000000)
71. feature MW313 (0.000000)
72. feature MW314 (0.000000)
73. feature NS132 (0.000000)
74. feature SC123 (0.000000)
75. feature SC135 (0.000000)
76. feature SO201 (0.000000)
77. feature SW212 (0.000000)
78. feature SW221 (0.000000)
79. feature SW335 (0.000000)
80. feature SW365 (0.000000)
81. feature SW475 (0.000000)
82. feature SW478 (0.000000)
83. feature TA395 (0.000000)
84. feature TH161 (0.000000)
85. feature TU100 (0.000000)
86. feature EL295 (0.000000)
87. feature EL172 (0.000000)
88. feature EL070 (0.000000)
89. feature CS427 (0.000000)
90. feature CS397 (0.000000)
91. feature CS398 (0.000000)
92. feature CS399 (0.000000)
93. feature TU122 (0.000000)
94. feature CS402 (0.000000)
95. feature CS407 (0.000000)
96. feature CS408 (0.000000)
97. feature CS409 (0.000000)
98. feature CS426 (0.000000)
99. feature CS429 (0.000000)
100. feature CS489 (0.000000)
101. feature CS446 (0.000000)
102. feature CS449 (0.000000)
103. feature CS456 (0.000000)
104. feature CS457 (0.000000)
105. feature CS459 (0.000000)
106. feature CS467 (0.000000)
107. feature CS486 (0.000000)
108. feature CS487 (0.000000)
109. feature CS488 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS296', u'CS261', u'ST216', u'TU110', u'EL171', u'SC185', u'CS111',
u'CS101', u'PY228', u'MA211'],
dtype='object')
-----------------------------------
CJ316
[ 0.44444444 0.625 0.5 0.5 0.8 ]
Random Forest Cross Validation of CJ316: 0.573888888889
Feature ranking:
1. feature SW365 (0.190181)
2. feature MW314 (0.084208)
3. feature ES356 (0.062699)
4. feature TU120 (0.062327)
5. feature EL070 (0.057809)
6. feature ST216 (0.057300)
7. feature CS314 (0.051683)
8. feature CS401 (0.051540)
9. feature TH161 (0.047036)
10. feature TU130 (0.042946)
11. feature EL171 (0.030479)
12. feature MA211 (0.029644)
13. feature SW478 (0.027879)
14. feature CS261 (0.024037)
15. feature CS284 (0.022170)
16. feature CS102 (0.020807)
17. feature SW111 (0.020223)
18. feature CS377 (0.019636)
19. feature CS222 (0.017713)
20. feature HO201 (0.015568)
21. feature CS365 (0.015194)
22. feature SC185 (0.015088)
23. feature CJ315 (0.011250)
24. feature CS467 (0.011111)
25. feature CS374 (0.006522)
26. feature PY228 (0.002865)
27. feature EL172 (0.002086)
28. feature CS296 (0.000000)
29. feature CS297 (0.000000)
30. feature CS295 (0.000000)
31. feature CS300 (0.000000)
32. feature CS311 (0.000000)
33. feature CS301 (0.000000)
34. feature CS302 (0.000000)
35. feature CS288 (0.000000)
36. feature TU110 (0.000000)
37. feature CS326 (0.000000)
38. feature CS341 (0.000000)
39. feature CS342 (0.000000)
40. feature CS348 (0.000000)
41. feature CS356 (0.000000)
42. feature CS366 (0.000000)
43. feature CS367 (0.000000)
44. feature CS289 (0.000000)
45. feature SW335 (0.000000)
46. feature CS286 (0.000000)
47. feature CS111 (0.000000)
48. feature AT326 (0.000000)
49. feature BA291 (0.000000)
50. feature CJ316 (0.000000)
51. feature CJ317 (0.000000)
52. feature CJ321 (0.000000)
53. feature CS101 (0.000000)
54. feature CS105 (0.000000)
55. feature CS115 (0.000000)
56. feature CS285 (0.000000)
57. feature CS211 (0.000000)
58. feature CS213 (0.000000)
59. feature CS214 (0.000000)
60. feature CS215 (0.000000)
61. feature CS223 (0.000000)
62. feature CS251 (0.000000)
63. feature CS281 (0.000000)
64. feature CS231 (0.000000)
65. feature CS395 (0.000000)
66. feature CS385 (0.000000)
67. feature CS487 (0.000000)
68. feature CS489 (0.000000)
69. feature TU100 (0.000000)
70. feature EL295 (0.000000)
71. feature EL395 (0.000000)
72. feature TA395 (0.000000)
73. feature HR201 (0.000000)
74. feature LA209 (0.000000)
75. feature MA212 (0.000000)
76. feature MA216 (0.000000)
77. feature MA332 (0.000000)
78. feature MW313 (0.000000)
79. feature NS132 (0.000000)
80. feature SC123 (0.000000)
81. feature SC135 (0.000000)
82. feature SC173 (0.000000)
83. feature SO201 (0.000000)
84. feature SW475 (0.000000)
85. feature SW212 (0.000000)
86. feature SW213 (0.000000)
87. feature CS488 (0.000000)
88. feature CS486 (0.000000)
89. feature CS386 (0.000000)
90. feature CS459 (0.000000)
91. feature CS387 (0.000000)
92. feature CS388 (0.000000)
93. feature SW221 (0.000000)
94. feature CS396 (0.000000)
95. feature CS397 (0.000000)
96. feature CS398 (0.000000)
97. feature CS399 (0.000000)
98. feature TU122 (0.000000)
99. feature CS402 (0.000000)
100. feature CS407 (0.000000)
101. feature CS408 (0.000000)
102. feature CS409 (0.000000)
103. feature CS426 (0.000000)
104. feature CS427 (0.000000)
105. feature CS429 (0.000000)
106. feature CS446 (0.000000)
107. feature CS449 (0.000000)
108. feature CS456 (0.000000)
109. feature CS457 (0.000000)
110. feature AT316 (0.000000)
Index([u'SW365', u'MW314', u'ES356', u'TU120', u'EL070', u'ST216', u'CS314',
u'CS401', u'TH161', u'TU130'],
dtype='object')
-----------------------------------
CJ317
[ 0.7 0.57142857 0.57142857 1. 0.83333333]
Random Forest Cross Validation of CJ317: 0.735238095238
Feature ranking:
1. feature SW111 (0.213491)
2. feature TH161 (0.171428)
3. feature SW475 (0.061221)
4. feature EL171 (0.060810)
5. feature CS401 (0.057422)
6. feature CS111 (0.049752)
7. feature MW313 (0.044658)
8. feature SW221 (0.043156)
9. feature EL395 (0.039688)
10. feature CS486 (0.033788)
11. feature CS102 (0.032256)
12. feature CS402 (0.029325)
13. feature EL172 (0.025943)
14. feature TU130 (0.023528)
15. feature HO201 (0.020703)
16. feature CS385 (0.020665)
17. feature SW212 (0.013214)
18. feature CS489 (0.012303)
19. feature ST216 (0.010256)
20. feature SO201 (0.008925)
21. feature CS223 (0.007866)
22. feature MA211 (0.007363)
23. feature MW314 (0.007171)
24. feature TU110 (0.005068)
25. feature AT326 (0.000000)
26. feature CS311 (0.000000)
27. feature CS289 (0.000000)
28. feature CS295 (0.000000)
29. feature CS296 (0.000000)
30. feature CS297 (0.000000)
31. feature CS300 (0.000000)
32. feature CS301 (0.000000)
33. feature CS302 (0.000000)
34. feature CS326 (0.000000)
35. feature CS314 (0.000000)
36. feature CS286 (0.000000)
37. feature CS341 (0.000000)
38. feature CS342 (0.000000)
39. feature CS348 (0.000000)
40. feature CS356 (0.000000)
41. feature CS365 (0.000000)
42. feature CS366 (0.000000)
43. feature CS367 (0.000000)
44. feature CS288 (0.000000)
45. feature CS281 (0.000000)
46. feature CS285 (0.000000)
47. feature CS284 (0.000000)
48. feature CJ315 (0.000000)
49. feature CJ316 (0.000000)
50. feature CJ317 (0.000000)
51. feature CJ321 (0.000000)
52. feature CS101 (0.000000)
53. feature TU120 (0.000000)
54. feature CS105 (0.000000)
55. feature CS115 (0.000000)
56. feature CS211 (0.000000)
57. feature CS213 (0.000000)
58. feature CS214 (0.000000)
59. feature CS215 (0.000000)
60. feature CS222 (0.000000)
61. feature CS231 (0.000000)
62. feature CS374 (0.000000)
63. feature CS261 (0.000000)
64. feature BA291 (0.000000)
65. feature CS251 (0.000000)
66. feature CS387 (0.000000)
67. feature CS377 (0.000000)
68. feature CS386 (0.000000)
69. feature CS488 (0.000000)
70. feature EL070 (0.000000)
71. feature SW478 (0.000000)
72. feature SW365 (0.000000)
73. feature EL295 (0.000000)
74. feature SW335 (0.000000)
75. feature ES356 (0.000000)
76. feature HR201 (0.000000)
77. feature LA209 (0.000000)
78. feature MA212 (0.000000)
79. feature MA216 (0.000000)
80. feature MA332 (0.000000)
81. feature SW213 (0.000000)
82. feature NS132 (0.000000)
83. feature PY228 (0.000000)
84. feature SC123 (0.000000)
85. feature SC135 (0.000000)
86. feature SC173 (0.000000)
87. feature SC185 (0.000000)
88. feature CS487 (0.000000)
89. feature TA395 (0.000000)
90. feature CS467 (0.000000)
91. feature CS407 (0.000000)
92. feature CS388 (0.000000)
93. feature CS395 (0.000000)
94. feature CS396 (0.000000)
95. feature CS397 (0.000000)
96. feature CS398 (0.000000)
97. feature CS399 (0.000000)
98. feature TU122 (0.000000)
99. feature TU100 (0.000000)
100. feature CS408 (0.000000)
101. feature CS459 (0.000000)
102. feature CS409 (0.000000)
103. feature CS426 (0.000000)
104. feature CS427 (0.000000)
105. feature CS429 (0.000000)
106. feature CS446 (0.000000)
107. feature CS449 (0.000000)
108. feature CS456 (0.000000)
109. feature CS457 (0.000000)
110. feature AT316 (0.000000)
Index([u'SW111', u'TH161', u'SW475', u'EL171', u'CS401', u'CS111', u'MW313',
u'SW221', u'EL395', u'CS486'],
dtype='object')
-----------------------------------
CJ321
[ 0.5 0.875 0.75 0.625 0.57142857]
Random Forest Cross Validation of CJ321: 0.664285714286
Feature ranking:
1. feature EL172 (0.116059)
2. feature SW221 (0.108606)
3. feature TU120 (0.094212)
4. feature PY228 (0.093860)
5. feature ES356 (0.071032)
6. feature CS111 (0.057545)
7. feature CS102 (0.042625)
8. feature CS101 (0.042314)
9. feature CS261 (0.039089)
10. feature MA332 (0.032488)
11. feature SC135 (0.030408)
12. feature TU130 (0.021555)
13. feature MA212 (0.017912)
14. feature TU110 (0.017164)
15. feature SW365 (0.015842)
16. feature ST216 (0.015839)
17. feature MA211 (0.015035)
18. feature EL295 (0.013851)
19. feature SW478 (0.013152)
20. feature EL171 (0.013132)
21. feature CS214 (0.012411)
22. feature CS223 (0.012159)
23. feature CS395 (0.012094)
24. feature CS366 (0.011919)
25. feature CJ316 (0.011081)
26. feature CS284 (0.010573)
27. feature CS374 (0.010547)
28. feature CS341 (0.009051)
29. feature CS367 (0.008836)
30. feature CS348 (0.007295)
31. feature CS289 (0.007250)
32. feature SC185 (0.005874)
33. feature CS213 (0.004653)
34. feature CS281 (0.004535)
35. feature CS301 (0.000000)
36. feature CS302 (0.000000)
37. feature CS300 (0.000000)
38. feature CS342 (0.000000)
39. feature CS311 (0.000000)
40. feature CS314 (0.000000)
41. feature CS326 (0.000000)
42. feature CS296 (0.000000)
43. feature CS356 (0.000000)
44. feature CS365 (0.000000)
45. feature CS297 (0.000000)
46. feature CS231 (0.000000)
47. feature CS295 (0.000000)
48. feature CS115 (0.000000)
49. feature AT326 (0.000000)
50. feature BA291 (0.000000)
51. feature CJ315 (0.000000)
52. feature CJ317 (0.000000)
53. feature CJ321 (0.000000)
54. feature CS105 (0.000000)
55. feature CS211 (0.000000)
56. feature CS288 (0.000000)
57. feature CS215 (0.000000)
58. feature CS222 (0.000000)
59. feature CS385 (0.000000)
60. feature CS251 (0.000000)
61. feature CS285 (0.000000)
62. feature CS286 (0.000000)
63. feature CS377 (0.000000)
64. feature CS401 (0.000000)
65. feature CS386 (0.000000)
66. feature SC123 (0.000000)
67. feature EL070 (0.000000)
68. feature EL395 (0.000000)
69. feature HO201 (0.000000)
70. feature HR201 (0.000000)
71. feature LA209 (0.000000)
72. feature MA216 (0.000000)
73. feature MW313 (0.000000)
74. feature MW314 (0.000000)
75. feature NS132 (0.000000)
76. feature SC173 (0.000000)
77. feature CS387 (0.000000)
78. feature SO201 (0.000000)
79. feature SW111 (0.000000)
80. feature SW212 (0.000000)
81. feature SW213 (0.000000)
82. feature SW335 (0.000000)
83. feature SW475 (0.000000)
84. feature TA395 (0.000000)
85. feature TH161 (0.000000)
86. feature TU100 (0.000000)
87. feature CS489 (0.000000)
88. feature CS488 (0.000000)
89. feature CS487 (0.000000)
90. feature CS486 (0.000000)
91. feature CS388 (0.000000)
92. feature CS396 (0.000000)
93. feature CS397 (0.000000)
94. feature CS398 (0.000000)
95. feature CS399 (0.000000)
96. feature TU122 (0.000000)
97. feature CS402 (0.000000)
98. feature CS407 (0.000000)
99. feature CS408 (0.000000)
100. feature CS409 (0.000000)
101. feature CS426 (0.000000)
102. feature CS427 (0.000000)
103. feature CS429 (0.000000)
104. feature CS446 (0.000000)
105. feature CS449 (0.000000)
106. feature CS456 (0.000000)
107. feature CS457 (0.000000)
108. feature CS459 (0.000000)
109. feature CS467 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL172', u'SW221', u'TU120', u'PY228', u'ES356', u'CS111', u'CS102',
u'CS101', u'CS261', u'MA332'],
dtype='object')
-----------------------------------
CS101
[ 0.53125 0.52631579 0.52380952 0.53968254 0.53723404]
Random Forest Cross Validation of CS101: 0.531658379104
Feature ranking:
1. feature TH161 (0.084463)
2. feature TU110 (0.056720)
3. feature SW221 (0.056047)
4. feature SC123 (0.051295)
5. feature ST216 (0.046552)
6. feature SW212 (0.043522)
7. feature CS284 (0.042320)
8. feature SW111 (0.041136)
9. feature HO201 (0.038357)
10. feature CS111 (0.037808)
11. feature EL172 (0.036765)
12. feature CS102 (0.029673)
13. feature TU122 (0.028645)
14. feature CS377 (0.028201)
15. feature MA212 (0.024539)
16. feature SC173 (0.024164)
17. feature CS223 (0.021962)
18. feature MA332 (0.021141)
19. feature TU120 (0.019921)
20. feature EL295 (0.019618)
21. feature CS251 (0.018970)
22. feature SC185 (0.017096)
23. feature CS214 (0.016779)
24. feature CS286 (0.016533)
25. feature SW365 (0.016100)
26. feature EL070 (0.015975)
27. feature EL171 (0.014434)
28. feature PY228 (0.012868)
29. feature MA211 (0.012702)
30. feature SW478 (0.011681)
31. feature CS341 (0.009469)
32. feature SW475 (0.009285)
33. feature CS288 (0.008579)
34. feature AT326 (0.008001)
35. feature CS401 (0.007347)
36. feature CS396 (0.007314)
37. feature MW314 (0.005915)
38. feature SO201 (0.005582)
39. feature CS486 (0.005342)
40. feature CS222 (0.005342)
41. feature CS101 (0.005254)
42. feature CS301 (0.004583)
43. feature CS213 (0.004452)
44. feature CS487 (0.004289)
45. feature SC135 (0.001827)
46. feature CS289 (0.001430)
47. feature CS302 (0.000000)
48. feature CS300 (0.000000)
49. feature CJ315 (0.000000)
50. feature CS311 (0.000000)
51. feature CS314 (0.000000)
52. feature CS296 (0.000000)
53. feature CS326 (0.000000)
54. feature BA291 (0.000000)
55. feature CS342 (0.000000)
56. feature CS297 (0.000000)
57. feature CS356 (0.000000)
58. feature CS295 (0.000000)
59. feature CJ316 (0.000000)
60. feature CS115 (0.000000)
61. feature CS285 (0.000000)
62. feature CJ317 (0.000000)
63. feature CS281 (0.000000)
64. feature CS261 (0.000000)
65. feature CS231 (0.000000)
66. feature CJ321 (0.000000)
67. feature CS215 (0.000000)
68. feature CS211 (0.000000)
69. feature CS105 (0.000000)
70. feature CS348 (0.000000)
71. feature TU130 (0.000000)
72. feature CS365 (0.000000)
73. feature HR201 (0.000000)
74. feature CS457 (0.000000)
75. feature CS459 (0.000000)
76. feature CS467 (0.000000)
77. feature CS488 (0.000000)
78. feature CS489 (0.000000)
79. feature EL395 (0.000000)
80. feature ES356 (0.000000)
81. feature LA209 (0.000000)
82. feature CS449 (0.000000)
83. feature MA216 (0.000000)
84. feature MW313 (0.000000)
85. feature NS132 (0.000000)
86. feature SW213 (0.000000)
87. feature SW335 (0.000000)
88. feature TA395 (0.000000)
89. feature TU100 (0.000000)
90. feature CS456 (0.000000)
91. feature CS446 (0.000000)
92. feature CS366 (0.000000)
93. feature CS397 (0.000000)
94. feature CS367 (0.000000)
95. feature CS374 (0.000000)
96. feature CS385 (0.000000)
97. feature CS386 (0.000000)
98. feature CS387 (0.000000)
99. feature CS388 (0.000000)
100. feature CS395 (0.000000)
101. feature CS398 (0.000000)
102. feature CS429 (0.000000)
103. feature CS399 (0.000000)
104. feature CS402 (0.000000)
105. feature CS407 (0.000000)
106. feature CS408 (0.000000)
107. feature CS409 (0.000000)
108. feature CS426 (0.000000)
109. feature CS427 (0.000000)
110. feature AT316 (0.000000)
Index([u'TH161', u'TU110', u'SW221', u'SC123', u'ST216', u'SW212', u'CS284',
u'SW111', u'HO201', u'CS111'],
dtype='object')
-----------------------------------
CS102
[ 0.40512821 0.41025641 0.40721649 0.42708333 0.41052632]
Random Forest Cross Validation of CS102: 0.412042151871
Feature ranking:
1. feature CS111 (0.091124)
2. feature CS284 (0.084368)
3. feature PY228 (0.074001)
4. feature CS374 (0.073755)
5. feature EL171 (0.051370)
6. feature TH161 (0.046644)
7. feature SC135 (0.046425)
8. feature EL172 (0.036868)
9. feature CS341 (0.035878)
10. feature CS311 (0.034909)
11. feature CS286 (0.031601)
12. feature MA332 (0.031106)
13. feature TU120 (0.029466)
14. feature MA211 (0.028278)
15. feature MA212 (0.025094)
16. feature EL395 (0.022558)
17. feature CS395 (0.019099)
18. feature SC185 (0.018922)
19. feature CS288 (0.018546)
20. feature CS348 (0.017894)
21. feature EL295 (0.013241)
22. feature EL070 (0.012922)
23. feature CS251 (0.011316)
24. feature ST216 (0.010967)
25. feature CS289 (0.009272)
26. feature CS101 (0.009161)
27. feature CS301 (0.008530)
28. feature SW475 (0.007567)
29. feature AT326 (0.007512)
30. feature TU110 (0.007309)
31. feature CJ315 (0.007258)
32. feature MW314 (0.006172)
33. feature SW335 (0.005914)
34. feature CS223 (0.005779)
35. feature CS487 (0.005387)
36. feature CS385 (0.005342)
37. feature SW212 (0.004726)
38. feature TU122 (0.004600)
39. feature SW213 (0.004523)
40. feature CS342 (0.004444)
41. feature CS314 (0.004435)
42. feature CS213 (0.004121)
43. feature CS296 (0.003707)
44. feature AT316 (0.003553)
45. feature CS326 (0.003476)
46. feature CS366 (0.003418)
47. feature SC123 (0.002766)
48. feature CS486 (0.002247)
49. feature CJ317 (0.002012)
50. feature TU130 (0.000417)
51. feature CS426 (0.000000)
52. feature CS409 (0.000000)
53. feature CS295 (0.000000)
54. feature LA209 (0.000000)
55. feature MA216 (0.000000)
56. feature MW313 (0.000000)
57. feature CS285 (0.000000)
58. feature NS132 (0.000000)
59. feature CS281 (0.000000)
60. feature CS261 (0.000000)
61. feature SC173 (0.000000)
62. feature CS231 (0.000000)
63. feature SO201 (0.000000)
64. feature CS222 (0.000000)
65. feature CS215 (0.000000)
66. feature CS214 (0.000000)
67. feature SW111 (0.000000)
68. feature CS211 (0.000000)
69. feature CS115 (0.000000)
70. feature SW221 (0.000000)
71. feature CS105 (0.000000)
72. feature CS102 (0.000000)
73. feature SW365 (0.000000)
74. feature CJ321 (0.000000)
75. feature SW478 (0.000000)
76. feature CJ316 (0.000000)
77. feature TA395 (0.000000)
78. feature BA291 (0.000000)
79. feature TU100 (0.000000)
80. feature HR201 (0.000000)
81. feature CS297 (0.000000)
82. feature CS300 (0.000000)
83. feature CS446 (0.000000)
84. feature CS408 (0.000000)
85. feature CS407 (0.000000)
86. feature CS402 (0.000000)
87. feature CS427 (0.000000)
88. feature CS399 (0.000000)
89. feature CS398 (0.000000)
90. feature CS397 (0.000000)
91. feature CS396 (0.000000)
92. feature CS429 (0.000000)
93. feature CS388 (0.000000)
94. feature CS387 (0.000000)
95. feature CS386 (0.000000)
96. feature CS377 (0.000000)
97. feature HO201 (0.000000)
98. feature CS449 (0.000000)
99. feature CS367 (0.000000)
100. feature CS456 (0.000000)
101. feature CS365 (0.000000)
102. feature CS356 (0.000000)
103. feature CS457 (0.000000)
104. feature CS459 (0.000000)
105. feature CS467 (0.000000)
106. feature CS488 (0.000000)
107. feature CS489 (0.000000)
108. feature ES356 (0.000000)
109. feature CS302 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS111', u'CS284', u'PY228', u'CS374', u'EL171', u'TH161', u'SC135',
u'EL172', u'CS341', u'CS311'],
dtype='object')
-----------------------------------
CS105
[ 0.30645161 0.31147541 0.3 0.31034483 0.31578947]
Random Forest Cross Validation of CS105: 0.308812264802
Feature ranking:
1. feature TU130 (0.000000)
2. feature CS365 (0.000000)
3. feature CS297 (0.000000)
4. feature CS300 (0.000000)
5. feature CS301 (0.000000)
6. feature CS302 (0.000000)
7. feature CS311 (0.000000)
8. feature CS314 (0.000000)
9. feature CS326 (0.000000)
10. feature CS341 (0.000000)
11. feature CS342 (0.000000)
12. feature CS348 (0.000000)
13. feature CS356 (0.000000)
14. feature CS366 (0.000000)
15. feature CS295 (0.000000)
16. feature CS367 (0.000000)
17. feature CS374 (0.000000)
18. feature CS377 (0.000000)
19. feature CS385 (0.000000)
20. feature CS386 (0.000000)
21. feature CS387 (0.000000)
22. feature CS388 (0.000000)
23. feature CS395 (0.000000)
24. feature CS396 (0.000000)
25. feature CS397 (0.000000)
26. feature CS398 (0.000000)
27. feature CS296 (0.000000)
28. feature CS289 (0.000000)
29. feature TU122 (0.000000)
30. feature CS211 (0.000000)
31. feature AT326 (0.000000)
32. feature BA291 (0.000000)
33. feature CJ315 (0.000000)
34. feature CJ316 (0.000000)
35. feature CJ317 (0.000000)
36. feature CJ321 (0.000000)
37. feature CS101 (0.000000)
38. feature CS102 (0.000000)
39. feature CS105 (0.000000)
40. feature CS111 (0.000000)
41. feature CS115 (0.000000)
42. feature CS213 (0.000000)
43. feature CS288 (0.000000)
44. feature CS214 (0.000000)
45. feature CS215 (0.000000)
46. feature CS222 (0.000000)
47. feature CS223 (0.000000)
48. feature CS231 (0.000000)
49. feature CS251 (0.000000)
50. feature CS261 (0.000000)
51. feature CS281 (0.000000)
52. feature CS284 (0.000000)
53. feature CS285 (0.000000)
54. feature CS286 (0.000000)
55. feature CS399 (0.000000)
56. feature CS401 (0.000000)
57. feature CS402 (0.000000)
58. feature SW111 (0.000000)
59. feature MA332 (0.000000)
60. feature MW313 (0.000000)
61. feature MW314 (0.000000)
62. feature NS132 (0.000000)
63. feature PY228 (0.000000)
64. feature SC123 (0.000000)
65. feature SC135 (0.000000)
66. feature SC173 (0.000000)
67. feature SC185 (0.000000)
68. feature SO201 (0.000000)
69. feature ST216 (0.000000)
70. feature SW212 (0.000000)
71. feature CS407 (0.000000)
72. feature SW213 (0.000000)
73. feature SW221 (0.000000)
74. feature SW335 (0.000000)
75. feature SW365 (0.000000)
76. feature SW475 (0.000000)
77. feature SW478 (0.000000)
78. feature TA395 (0.000000)
79. feature TH161 (0.000000)
80. feature TU100 (0.000000)
81. feature TU110 (0.000000)
82. feature TU120 (0.000000)
83. feature MA216 (0.000000)
84. feature MA212 (0.000000)
85. feature MA211 (0.000000)
86. feature LA209 (0.000000)
87. feature CS408 (0.000000)
88. feature CS409 (0.000000)
89. feature CS426 (0.000000)
90. feature CS427 (0.000000)
91. feature CS429 (0.000000)
92. feature CS446 (0.000000)
93. feature CS449 (0.000000)
94. feature CS456 (0.000000)
95. feature CS457 (0.000000)
96. feature CS459 (0.000000)
97. feature CS467 (0.000000)
98. feature CS486 (0.000000)
99. feature CS487 (0.000000)
100. feature CS488 (0.000000)
101. feature CS489 (0.000000)
102. feature EL070 (0.000000)
103. feature EL171 (0.000000)
104. feature EL172 (0.000000)
105. feature EL295 (0.000000)
106. feature EL395 (0.000000)
107. feature ES356 (0.000000)
108. feature HO201 (0.000000)
109. feature HR201 (0.000000)
110. feature AT316 (0.000000)
Index([u'TU130', u'CS365', u'CS297', u'CS300', u'CS301', u'CS302', u'CS311',
u'CS314', u'CS326', u'CS341'],
dtype='object')
-----------------------------------
CS111
[ 0.45294118 0.41666667 0.35542169 0.42424242 0.43636364]
Random Forest Cross Validation of CS111: 0.417127118098
Feature ranking:
1. feature EL171 (0.118232)
2. feature CS102 (0.106914)
3. feature MA211 (0.096807)
4. feature TH161 (0.094179)
5. feature CS101 (0.083524)
6. feature SC135 (0.080806)
7. feature CS105 (0.052789)
8. feature SC185 (0.047124)
9. feature CS284 (0.039806)
10. feature EL070 (0.030240)
11. feature EL172 (0.027683)
12. feature TU100 (0.019723)
13. feature TU110 (0.017814)
14. feature SW213 (0.011017)
15. feature CS222 (0.010846)
16. feature TU130 (0.010692)
17. feature HO201 (0.009840)
18. feature SC123 (0.009263)
19. feature PY228 (0.007956)
20. feature MA212 (0.007858)
21. feature CS281 (0.007086)
22. feature SC173 (0.006808)
23. feature CJ315 (0.006065)
24. feature EL295 (0.005726)
25. feature CS214 (0.005478)
26. feature MA332 (0.005292)
27. feature CS251 (0.004857)
28. feature MW314 (0.004806)
29. feature CS111 (0.004727)
30. feature TU120 (0.004722)
31. feature SW475 (0.004332)
32. feature SW335 (0.004193)
33. feature CS261 (0.003929)
34. feature ST216 (0.003520)
35. feature SW111 (0.003440)
36. feature MA216 (0.003253)
37. feature SW365 (0.003201)
38. feature CS223 (0.003032)
39. feature EL395 (0.002932)
40. feature SW212 (0.002696)
41. feature MW313 (0.002668)
42. feature AT326 (0.002379)
43. feature SW221 (0.002015)
44. feature LA209 (0.001681)
45. feature CS401 (0.001642)
46. feature ES356 (0.001584)
47. feature TU122 (0.001506)
48. feature CS213 (0.001332)
49. feature CS374 (0.001293)
50. feature CJ317 (0.001194)
51. feature CS486 (0.001065)
52. feature CS314 (0.000903)
53. feature AT316 (0.000715)
54. feature CS342 (0.000700)
55. feature SO201 (0.000597)
56. feature CS396 (0.000581)
57. feature TA395 (0.000573)
58. feature CS402 (0.000494)
59. feature CS301 (0.000435)
60. feature CS395 (0.000419)
61. feature CS311 (0.000408)
62. feature CS367 (0.000401)
63. feature CS365 (0.000324)
64. feature CS385 (0.000323)
65. feature CS286 (0.000322)
66. feature CS489 (0.000264)
67. feature CS386 (0.000231)
68. feature CS296 (0.000221)
69. feature CS429 (0.000199)
70. feature CS341 (0.000169)
71. feature CJ316 (0.000155)
72. feature CS487 (0.000000)
73. feature CS457 (0.000000)
74. feature CS459 (0.000000)
75. feature CS467 (0.000000)
76. feature CS231 (0.000000)
77. feature BA291 (0.000000)
78. feature CS285 (0.000000)
79. feature SW478 (0.000000)
80. feature CS488 (0.000000)
81. feature CJ321 (0.000000)
82. feature CS215 (0.000000)
83. feature NS132 (0.000000)
84. feature HR201 (0.000000)
85. feature CS115 (0.000000)
86. feature CS211 (0.000000)
87. feature CS456 (0.000000)
88. feature CS288 (0.000000)
89. feature CS388 (0.000000)
90. feature CS446 (0.000000)
91. feature CS427 (0.000000)
92. feature CS426 (0.000000)
93. feature CS409 (0.000000)
94. feature CS408 (0.000000)
95. feature CS407 (0.000000)
96. feature CS399 (0.000000)
97. feature CS398 (0.000000)
98. feature CS397 (0.000000)
99. feature CS387 (0.000000)
100. feature CS289 (0.000000)
101. feature CS377 (0.000000)
102. feature CS366 (0.000000)
103. feature CS356 (0.000000)
104. feature CS348 (0.000000)
105. feature CS326 (0.000000)
106. feature CS449 (0.000000)
107. feature CS300 (0.000000)
108. feature CS297 (0.000000)
109. feature CS295 (0.000000)
110. feature CS302 (0.000000)
Index([u'EL171', u'CS102', u'MA211', u'TH161', u'CS101', u'SC135', u'CS105',
u'SC185', u'CS284', u'EL070'],
dtype='object')
-----------------------------------
CS115
[ 0.5 0.75 0.5 0.6 0.8 ]
Random Forest Cross Validation of CS115: 0.63
Feature ranking:
1. feature CS102 (0.319785)
2. feature CS105 (0.147670)
3. feature CS101 (0.129621)
4. feature TU100 (0.102405)
5. feature EL171 (0.091374)
6. feature SC135 (0.066679)
7. feature TH161 (0.045624)
8. feature SC185 (0.040519)
9. feature MA211 (0.027700)
10. feature MA216 (0.018443)
11. feature EL070 (0.010181)
12. feature CS297 (0.000000)
13. feature CS300 (0.000000)
14. feature CS301 (0.000000)
15. feature CS342 (0.000000)
16. feature CS302 (0.000000)
17. feature CS311 (0.000000)
18. feature CS314 (0.000000)
19. feature CS326 (0.000000)
20. feature CS341 (0.000000)
21. feature TU130 (0.000000)
22. feature CS348 (0.000000)
23. feature CS295 (0.000000)
24. feature CS356 (0.000000)
25. feature CS365 (0.000000)
26. feature CS366 (0.000000)
27. feature CS367 (0.000000)
28. feature CS374 (0.000000)
29. feature CS377 (0.000000)
30. feature CS385 (0.000000)
31. feature CS386 (0.000000)
32. feature CS387 (0.000000)
33. feature CS388 (0.000000)
34. feature CS296 (0.000000)
35. feature CS284 (0.000000)
36. feature CS289 (0.000000)
37. feature CS288 (0.000000)
38. feature AT326 (0.000000)
39. feature BA291 (0.000000)
40. feature CJ315 (0.000000)
41. feature CJ316 (0.000000)
42. feature CJ317 (0.000000)
43. feature CJ321 (0.000000)
44. feature CS111 (0.000000)
45. feature CS115 (0.000000)
46. feature CS211 (0.000000)
47. feature CS213 (0.000000)
48. feature CS214 (0.000000)
49. feature CS215 (0.000000)
50. feature CS222 (0.000000)
51. feature CS223 (0.000000)
52. feature CS231 (0.000000)
53. feature CS251 (0.000000)
54. feature CS261 (0.000000)
55. feature CS281 (0.000000)
56. feature CS396 (0.000000)
57. feature CS285 (0.000000)
58. feature CS286 (0.000000)
59. feature CS395 (0.000000)
60. feature CS401 (0.000000)
61. feature CS397 (0.000000)
62. feature ST216 (0.000000)
63. feature LA209 (0.000000)
64. feature MA212 (0.000000)
65. feature MA332 (0.000000)
66. feature MW313 (0.000000)
67. feature MW314 (0.000000)
68. feature NS132 (0.000000)
69. feature PY228 (0.000000)
70. feature SC123 (0.000000)
71. feature SC173 (0.000000)
72. feature SO201 (0.000000)
73. feature SW111 (0.000000)
74. feature CS398 (0.000000)
75. feature SW212 (0.000000)
76. feature SW213 (0.000000)
77. feature SW221 (0.000000)
78. feature SW335 (0.000000)
79. feature SW365 (0.000000)
80. feature SW475 (0.000000)
81. feature SW478 (0.000000)
82. feature TA395 (0.000000)
83. feature TU110 (0.000000)
84. feature TU120 (0.000000)
85. feature HR201 (0.000000)
86. feature HO201 (0.000000)
87. feature ES356 (0.000000)
88. feature EL395 (0.000000)
89. feature CS399 (0.000000)
90. feature TU122 (0.000000)
91. feature CS402 (0.000000)
92. feature CS407 (0.000000)
93. feature CS408 (0.000000)
94. feature CS409 (0.000000)
95. feature CS426 (0.000000)
96. feature CS427 (0.000000)
97. feature CS429 (0.000000)
98. feature CS446 (0.000000)
99. feature CS449 (0.000000)
100. feature CS456 (0.000000)
101. feature CS457 (0.000000)
102. feature CS459 (0.000000)
103. feature CS467 (0.000000)
104. feature CS486 (0.000000)
105. feature CS487 (0.000000)
106. feature CS488 (0.000000)
107. feature CS489 (0.000000)
108. feature EL172 (0.000000)
109. feature EL295 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS102', u'CS105', u'CS101', u'TU100', u'EL171', u'SC135', u'TH161',
u'SC185', u'MA211', u'MA216'],
dtype='object')
-----------------------------------
CS211
[ 0.5862069 0.40740741 0.55555556 0.28 0.33333333]
Random Forest Cross Validation of CS211: 0.43250063857
Feature ranking:
1. feature CS111 (0.210185)
2. feature CS115 (0.059223)
3. feature SC135 (0.057314)
4. feature EL171 (0.056765)
5. feature EL172 (0.053235)
6. feature MA211 (0.053007)
7. feature TU130 (0.052864)
8. feature EL070 (0.040946)
9. feature ST216 (0.037884)
10. feature TU100 (0.036094)
11. feature PY228 (0.036001)
12. feature CS102 (0.035604)
13. feature SC123 (0.033249)
14. feature TU120 (0.032563)
15. feature TU110 (0.032149)
16. feature CS105 (0.030772)
17. feature SC185 (0.030298)
18. feature TH161 (0.022165)
19. feature CS101 (0.021875)
20. feature SW111 (0.020676)
21. feature TA395 (0.011481)
22. feature MA212 (0.009879)
23. feature SC173 (0.007117)
24. feature SW221 (0.007093)
25. feature TU122 (0.003676)
26. feature NS132 (0.003467)
27. feature CS251 (0.001720)
28. feature SO201 (0.001372)
29. feature MA216 (0.001328)
30. feature CS295 (0.000000)
31. feature CS296 (0.000000)
32. feature CS297 (0.000000)
33. feature CS366 (0.000000)
34. feature CS300 (0.000000)
35. feature CS301 (0.000000)
36. feature CS302 (0.000000)
37. feature CS314 (0.000000)
38. feature CS365 (0.000000)
39. feature CS311 (0.000000)
40. feature CS326 (0.000000)
41. feature CS356 (0.000000)
42. feature CS348 (0.000000)
43. feature CS342 (0.000000)
44. feature CS341 (0.000000)
45. feature CS288 (0.000000)
46. feature CS289 (0.000000)
47. feature CS214 (0.000000)
48. feature CS286 (0.000000)
49. feature CS213 (0.000000)
50. feature AT326 (0.000000)
51. feature BA291 (0.000000)
52. feature CJ315 (0.000000)
53. feature CJ316 (0.000000)
54. feature CJ317 (0.000000)
55. feature CJ321 (0.000000)
56. feature CS211 (0.000000)
57. feature CS374 (0.000000)
58. feature CS285 (0.000000)
59. feature CS215 (0.000000)
60. feature CS222 (0.000000)
61. feature CS223 (0.000000)
62. feature CS231 (0.000000)
63. feature CS261 (0.000000)
64. feature CS281 (0.000000)
65. feature CS284 (0.000000)
66. feature CS367 (0.000000)
67. feature CS401 (0.000000)
68. feature CS377 (0.000000)
69. feature LA209 (0.000000)
70. feature CS487 (0.000000)
71. feature CS488 (0.000000)
72. feature CS489 (0.000000)
73. feature EL295 (0.000000)
74. feature EL395 (0.000000)
75. feature ES356 (0.000000)
76. feature HO201 (0.000000)
77. feature HR201 (0.000000)
78. feature MA332 (0.000000)
79. feature CS467 (0.000000)
80. feature MW313 (0.000000)
81. feature MW314 (0.000000)
82. feature SW212 (0.000000)
83. feature SW213 (0.000000)
84. feature SW335 (0.000000)
85. feature SW365 (0.000000)
86. feature SW475 (0.000000)
87. feature SW478 (0.000000)
88. feature CS486 (0.000000)
89. feature CS459 (0.000000)
90. feature CS385 (0.000000)
91. feature CS402 (0.000000)
92. feature CS386 (0.000000)
93. feature CS387 (0.000000)
94. feature CS388 (0.000000)
95. feature CS395 (0.000000)
96. feature CS396 (0.000000)
97. feature CS397 (0.000000)
98. feature CS398 (0.000000)
99. feature CS399 (0.000000)
100. feature CS407 (0.000000)
101. feature CS457 (0.000000)
102. feature CS408 (0.000000)
103. feature CS409 (0.000000)
104. feature CS426 (0.000000)
105. feature CS427 (0.000000)
106. feature CS429 (0.000000)
107. feature CS446 (0.000000)
108. feature CS449 (0.000000)
109. feature CS456 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS111', u'CS115', u'SC135', u'EL171', u'EL172', u'MA211', u'TU130',
u'EL070', u'ST216', u'TU100'],
dtype='object')
-----------------------------------
CS213
[ 0.46451613 0.5 0.42763158 0.53289474 0.51315789]
Random Forest Cross Validation of CS213: 0.487640067912
Feature ranking:
1. feature CS111 (0.126622)
2. feature CS105 (0.065965)
3. feature CS102 (0.055938)
4. feature MA211 (0.049919)
5. feature SC135 (0.044101)
6. feature EL171 (0.043137)
7. feature EL172 (0.041997)
8. feature TH161 (0.040242)
9. feature TU120 (0.040220)
10. feature CS101 (0.038891)
11. feature TU110 (0.038809)
12. feature PY228 (0.035986)
13. feature ST216 (0.032445)
14. feature SC185 (0.026965)
15. feature EL070 (0.022894)
16. feature TU130 (0.019830)
17. feature MA212 (0.018947)
18. feature SW111 (0.013934)
19. feature CS314 (0.013324)
20. feature TU100 (0.012788)
21. feature CS365 (0.011592)
22. feature SW335 (0.010631)
23. feature TU122 (0.010006)
24. feature LA209 (0.009254)
25. feature CS222 (0.008250)
26. feature HO201 (0.007874)
27. feature SO201 (0.007744)
28. feature SC123 (0.007426)
29. feature CJ316 (0.007418)
30. feature SW212 (0.007332)
31. feature EL295 (0.007287)
32. feature MW313 (0.007007)
33. feature SC173 (0.005956)
34. feature CS251 (0.005433)
35. feature CS284 (0.005029)
36. feature AT316 (0.004880)
37. feature CS214 (0.004874)
38. feature CS281 (0.004863)
39. feature MW314 (0.004735)
40. feature CJ315 (0.004527)
41. feature SW475 (0.004394)
42. feature CS213 (0.004169)
43. feature CS115 (0.004153)
44. feature MA332 (0.004027)
45. feature CS223 (0.003893)
46. feature EL395 (0.003293)
47. feature CJ317 (0.003279)
48. feature ES356 (0.003278)
49. feature SW213 (0.003273)
50. feature AT326 (0.003197)
51. feature CS302 (0.002606)
52. feature CS489 (0.002562)
53. feature CS341 (0.002528)
54. feature CS261 (0.002516)
55. feature TA395 (0.002243)
56. feature SW365 (0.002139)
57. feature CS395 (0.001902)
58. feature SW221 (0.001857)
59. feature CS301 (0.001529)
60. feature CS409 (0.001489)
61. feature CS408 (0.001459)
62. feature CS401 (0.001400)
63. feature SW478 (0.001354)
64. feature NS132 (0.001308)
65. feature CS289 (0.001250)
66. feature CS386 (0.001074)
67. feature CS374 (0.001021)
68. feature CS311 (0.001016)
69. feature CS367 (0.000936)
70. feature CS486 (0.000779)
71. feature CS488 (0.000704)
72. feature CS487 (0.000612)
73. feature MA216 (0.000579)
74. feature CS295 (0.000469)
75. feature CS397 (0.000462)
76. feature CS288 (0.000456)
77. feature CS342 (0.000416)
78. feature CS385 (0.000349)
79. feature CS286 (0.000306)
80. feature CS429 (0.000303)
81. feature CS366 (0.000176)
82. feature CS426 (0.000172)
83. feature CS446 (0.000000)
84. feature CS459 (0.000000)
85. feature CS211 (0.000000)
86. feature CS457 (0.000000)
87. feature CS467 (0.000000)
88. feature CS456 (0.000000)
89. feature CS215 (0.000000)
90. feature CJ321 (0.000000)
91. feature BA291 (0.000000)
92. feature CS449 (0.000000)
93. feature CS407 (0.000000)
94. feature CS231 (0.000000)
95. feature CS377 (0.000000)
96. feature HR201 (0.000000)
97. feature CS399 (0.000000)
98. feature CS398 (0.000000)
99. feature CS396 (0.000000)
100. feature CS388 (0.000000)
101. feature CS387 (0.000000)
102. feature CS356 (0.000000)
103. feature CS427 (0.000000)
104. feature CS348 (0.000000)
105. feature CS326 (0.000000)
106. feature CS300 (0.000000)
107. feature CS297 (0.000000)
108. feature CS402 (0.000000)
109. feature CS285 (0.000000)
110. feature CS296 (0.000000)
Index([u'CS111', u'CS105', u'CS102', u'MA211', u'SC135', u'EL171', u'EL172',
u'TH161', u'TU120', u'CS101'],
dtype='object')
-----------------------------------
CS214
[ 0.44 0.44 0.53535354 0.46315789 0.55319149]
Random Forest Cross Validation of CS214: 0.48634058389
Feature ranking:
1. feature EL171 (0.083170)
2. feature TU120 (0.074482)
3. feature CS111 (0.065780)
4. feature MA211 (0.064932)
5. feature TU110 (0.064454)
6. feature EL172 (0.058064)
7. feature SC135 (0.055921)
8. feature CS102 (0.049002)
9. feature SC185 (0.044677)
10. feature PY228 (0.043485)
11. feature TH161 (0.041779)
12. feature CS101 (0.036775)
13. feature LA209 (0.028927)
14. feature MA212 (0.024997)
15. feature TU122 (0.023763)
16. feature EL070 (0.019884)
17. feature SW213 (0.017637)
18. feature SW111 (0.017555)
19. feature SO201 (0.016461)
20. feature MW314 (0.014393)
21. feature TU130 (0.013023)
22. feature SW335 (0.012279)
23. feature SW212 (0.012002)
24. feature MW313 (0.011225)
25. feature TU100 (0.010758)
26. feature AT316 (0.010304)
27. feature SC173 (0.008882)
28. feature SW475 (0.007808)
29. feature ST216 (0.006411)
30. feature CJ316 (0.005409)
31. feature SC123 (0.005379)
32. feature HO201 (0.005042)
33. feature SW221 (0.004958)
34. feature SW478 (0.003712)
35. feature CS213 (0.003428)
36. feature CS261 (0.003097)
37. feature CS251 (0.002613)
38. feature MA332 (0.002574)
39. feature ES356 (0.002388)
40. feature TA395 (0.002329)
41. feature CS281 (0.002108)
42. feature EL295 (0.001729)
43. feature NS132 (0.001663)
44. feature CS374 (0.001602)
45. feature AT326 (0.001525)
46. feature CS288 (0.001446)
47. feature CS385 (0.001357)
48. feature CS284 (0.001345)
49. feature CS341 (0.001304)
50. feature CS222 (0.001271)
51. feature CS214 (0.000896)
52. feature CS395 (0.000766)
53. feature CJ317 (0.000615)
54. feature CS295 (0.000614)
55. feature CJ315 (0.000562)
56. feature CS311 (0.000528)
57. feature SW365 (0.000482)
58. feature CS301 (0.000428)
59. feature CS296 (0.000000)
60. feature CS297 (0.000000)
61. feature CS300 (0.000000)
62. feature CS289 (0.000000)
63. feature CS302 (0.000000)
64. feature MA216 (0.000000)
65. feature CS286 (0.000000)
66. feature CS285 (0.000000)
67. feature CS231 (0.000000)
68. feature CS223 (0.000000)
69. feature CS314 (0.000000)
70. feature CS211 (0.000000)
71. feature CS115 (0.000000)
72. feature CS105 (0.000000)
73. feature CJ321 (0.000000)
74. feature BA291 (0.000000)
75. feature CS215 (0.000000)
76. feature CS366 (0.000000)
77. feature CS326 (0.000000)
78. feature CS459 (0.000000)
79. feature CS427 (0.000000)
80. feature CS429 (0.000000)
81. feature CS446 (0.000000)
82. feature CS449 (0.000000)
83. feature CS456 (0.000000)
84. feature CS457 (0.000000)
85. feature CS467 (0.000000)
86. feature CS342 (0.000000)
87. feature CS486 (0.000000)
88. feature CS487 (0.000000)
89. feature CS488 (0.000000)
90. feature CS489 (0.000000)
91. feature EL395 (0.000000)
92. feature HR201 (0.000000)
93. feature CS426 (0.000000)
94. feature CS409 (0.000000)
95. feature CS408 (0.000000)
96. feature CS407 (0.000000)
97. feature CS402 (0.000000)
98. feature CS399 (0.000000)
99. feature CS398 (0.000000)
100. feature CS397 (0.000000)
101. feature CS396 (0.000000)
102. feature CS388 (0.000000)
103. feature CS387 (0.000000)
104. feature CS386 (0.000000)
105. feature CS377 (0.000000)
106. feature CS367 (0.000000)
107. feature CS365 (0.000000)
108. feature CS356 (0.000000)
109. feature CS348 (0.000000)
110. feature CS401 (0.000000)
Index([u'EL171', u'TU120', u'CS111', u'MA211', u'TU110', u'EL172', u'SC135',
u'CS102', u'SC185', u'PY228'],
dtype='object')
-----------------------------------
CS215
[ 0.5 0.38888889 0.4375 0.28571429 0.28571429]
Random Forest Cross Validation of CS215: 0.379563492063
Feature ranking:
1. feature CS102 (0.141880)
2. feature CS111 (0.123400)
3. feature TU100 (0.075290)
4. feature EL172 (0.065866)
5. feature EL171 (0.059403)
6. feature CS105 (0.050938)
7. feature PY228 (0.050662)
8. feature SC135 (0.046385)
9. feature TH161 (0.046339)
10. feature MA211 (0.043136)
11. feature TU110 (0.037743)
12. feature SC123 (0.036474)
13. feature TU120 (0.032403)
14. feature SC185 (0.025680)
15. feature CS101 (0.023843)
16. feature MA216 (0.022394)
17. feature ST216 (0.021571)
18. feature TU130 (0.018363)
19. feature EL070 (0.016879)
20. feature CS115 (0.013564)
21. feature SW111 (0.013433)
22. feature SW221 (0.011172)
23. feature SC173 (0.009868)
24. feature ES356 (0.006204)
25. feature SO201 (0.004046)
26. feature TA395 (0.003063)
27. feature CS311 (0.000000)
28. feature CS289 (0.000000)
29. feature CS295 (0.000000)
30. feature CS296 (0.000000)
31. feature CS297 (0.000000)
32. feature CS300 (0.000000)
33. feature CS301 (0.000000)
34. feature CS302 (0.000000)
35. feature CS314 (0.000000)
36. feature CS286 (0.000000)
37. feature CS326 (0.000000)
38. feature CS341 (0.000000)
39. feature CS342 (0.000000)
40. feature CS348 (0.000000)
41. feature CS356 (0.000000)
42. feature CS365 (0.000000)
43. feature CS366 (0.000000)
44. feature CS367 (0.000000)
45. feature CS288 (0.000000)
46. feature CS285 (0.000000)
47. feature CJ321 (0.000000)
48. feature CS215 (0.000000)
49. feature CJ317 (0.000000)
50. feature CJ316 (0.000000)
51. feature CJ315 (0.000000)
52. feature CS211 (0.000000)
53. feature CS213 (0.000000)
54. feature CS214 (0.000000)
55. feature CS377 (0.000000)
56. feature CS222 (0.000000)
57. feature CS284 (0.000000)
58. feature BA291 (0.000000)
59. feature AT326 (0.000000)
60. feature CS223 (0.000000)
61. feature CS231 (0.000000)
62. feature CS251 (0.000000)
63. feature CS261 (0.000000)
64. feature CS281 (0.000000)
65. feature CS374 (0.000000)
66. feature CS401 (0.000000)
67. feature CS385 (0.000000)
68. feature CS386 (0.000000)
69. feature CS487 (0.000000)
70. feature CS488 (0.000000)
71. feature CS489 (0.000000)
72. feature EL295 (0.000000)
73. feature EL395 (0.000000)
74. feature HO201 (0.000000)
75. feature HR201 (0.000000)
76. feature LA209 (0.000000)
77. feature MA212 (0.000000)
78. feature MA332 (0.000000)
79. feature MW313 (0.000000)
80. feature MW314 (0.000000)
81. feature NS132 (0.000000)
82. feature SW212 (0.000000)
83. feature SW213 (0.000000)
84. feature SW335 (0.000000)
85. feature SW365 (0.000000)
86. feature SW475 (0.000000)
87. feature SW478 (0.000000)
88. feature CS486 (0.000000)
89. feature CS467 (0.000000)
90. feature CS459 (0.000000)
91. feature CS402 (0.000000)
92. feature CS387 (0.000000)
93. feature CS388 (0.000000)
94. feature CS395 (0.000000)
95. feature CS396 (0.000000)
96. feature CS397 (0.000000)
97. feature CS398 (0.000000)
98. feature CS399 (0.000000)
99. feature TU122 (0.000000)
100. feature CS407 (0.000000)
101. feature CS457 (0.000000)
102. feature CS408 (0.000000)
103. feature CS409 (0.000000)
104. feature CS426 (0.000000)
105. feature CS427 (0.000000)
106. feature CS429 (0.000000)
107. feature CS446 (0.000000)
108. feature CS449 (0.000000)
109. feature CS456 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS102', u'CS111', u'TU100', u'EL172', u'EL171', u'CS105', u'PY228',
u'SC135', u'TH161', u'MA211'],
dtype='object')
-----------------------------------
CS222
[ 0.59 0.53 0.51020408 0.57731959 0.52631579]
Random Forest Cross Validation of CS222: 0.546767891747
Feature ranking:
1. feature CS111 (0.100127)
2. feature TU110 (0.079992)
3. feature MA211 (0.071651)
4. feature SC135 (0.066835)
5. feature EL171 (0.060477)
6. feature CS101 (0.058786)
7. feature CS102 (0.057256)
8. feature TU120 (0.052356)
9. feature PY228 (0.050019)
10. feature EL172 (0.047389)
11. feature TH161 (0.039252)
12. feature SC185 (0.037330)
13. feature MA212 (0.022793)
14. feature LA209 (0.020096)
15. feature EL070 (0.016629)
16. feature SW335 (0.014649)
17. feature SW213 (0.014525)
18. feature TU122 (0.014064)
19. feature MW313 (0.013251)
20. feature CS213 (0.012944)
21. feature MW314 (0.012707)
22. feature ST216 (0.012511)
23. feature TU130 (0.011439)
24. feature SW111 (0.009579)
25. feature SW221 (0.009052)
26. feature AT316 (0.008129)
27. feature SW212 (0.007245)
28. feature SC123 (0.007231)
29. feature SW365 (0.007114)
30. feature TU100 (0.006917)
31. feature ES356 (0.006036)
32. feature SO201 (0.005963)
33. feature CS261 (0.005879)
34. feature CS214 (0.004511)
35. feature SW475 (0.004036)
36. feature SC173 (0.003953)
37. feature AT326 (0.003905)
38. feature EL295 (0.003452)
39. feature MA332 (0.002447)
40. feature NS132 (0.002217)
41. feature CJ315 (0.002020)
42. feature TA395 (0.001864)
43. feature CS284 (0.001769)
44. feature CJ316 (0.001678)
45. feature CS281 (0.001640)
46. feature HO201 (0.001331)
47. feature CS222 (0.001229)
48. feature CS223 (0.000850)
49. feature CS251 (0.000783)
50. feature CS401 (0.000752)
51. feature CJ317 (0.000506)
52. feature CS286 (0.000448)
53. feature SW478 (0.000386)
54. feature CS215 (0.000000)
55. feature CS295 (0.000000)
56. feature CS314 (0.000000)
57. feature CS311 (0.000000)
58. feature CS302 (0.000000)
59. feature BA291 (0.000000)
60. feature CS301 (0.000000)
61. feature CS300 (0.000000)
62. feature CS297 (0.000000)
63. feature CS296 (0.000000)
64. feature CS288 (0.000000)
65. feature CS289 (0.000000)
66. feature CS341 (0.000000)
67. feature CS285 (0.000000)
68. feature CJ321 (0.000000)
69. feature CS105 (0.000000)
70. feature CS115 (0.000000)
71. feature CS231 (0.000000)
72. feature CS211 (0.000000)
73. feature CS326 (0.000000)
74. feature MA216 (0.000000)
75. feature CS342 (0.000000)
76. feature CS348 (0.000000)
77. feature CS426 (0.000000)
78. feature CS427 (0.000000)
79. feature CS429 (0.000000)
80. feature CS446 (0.000000)
81. feature CS449 (0.000000)
82. feature CS456 (0.000000)
83. feature CS457 (0.000000)
84. feature CS459 (0.000000)
85. feature CS467 (0.000000)
86. feature CS486 (0.000000)
87. feature CS487 (0.000000)
88. feature CS488 (0.000000)
89. feature CS489 (0.000000)
90. feature EL395 (0.000000)
91. feature HR201 (0.000000)
92. feature CS409 (0.000000)
93. feature CS408 (0.000000)
94. feature CS407 (0.000000)
95. feature CS386 (0.000000)
96. feature CS356 (0.000000)
97. feature CS365 (0.000000)
98. feature CS367 (0.000000)
99. feature CS374 (0.000000)
100. feature CS377 (0.000000)
101. feature CS385 (0.000000)
102. feature CS387 (0.000000)
103. feature CS402 (0.000000)
104. feature CS388 (0.000000)
105. feature CS395 (0.000000)
106. feature CS396 (0.000000)
107. feature CS397 (0.000000)
108. feature CS398 (0.000000)
109. feature CS399 (0.000000)
110. feature CS366 (0.000000)
Index([u'CS111', u'TU110', u'MA211', u'SC135', u'EL171', u'CS101', u'CS102',
u'TU120', u'PY228', u'EL172'],
dtype='object')
-----------------------------------
CS223
[ 0.51470588 0.58955224 0.54887218 0.54961832 0.56923077]
Random Forest Cross Validation of CS223: 0.55439587829
Feature ranking:
1. feature CS111 (0.107806)
2. feature EL172 (0.061430)
3. feature SC135 (0.055095)
4. feature MA211 (0.052875)
5. feature EL171 (0.052679)
6. feature TH161 (0.052584)
7. feature TU110 (0.050261)
8. feature CS101 (0.047944)
9. feature TU120 (0.046203)
10. feature CS102 (0.046193)
11. feature SC185 (0.039213)
12. feature PY228 (0.038166)
13. feature LA209 (0.025718)
14. feature SC123 (0.025581)
15. feature CS105 (0.024333)
16. feature SW111 (0.021159)
17. feature MA212 (0.020043)
18. feature TU100 (0.018777)
19. feature EL070 (0.016847)
20. feature ST216 (0.015607)
21. feature TU130 (0.015196)
22. feature AT316 (0.013907)
23. feature SW212 (0.013522)
24. feature SW335 (0.012788)
25. feature SW213 (0.009710)
26. feature MW313 (0.009393)
27. feature TU122 (0.008750)
28. feature MA216 (0.007456)
29. feature SO201 (0.007279)
30. feature CJ316 (0.006470)
31. feature MA332 (0.006386)
32. feature ES356 (0.004353)
33. feature SW478 (0.004247)
34. feature CS341 (0.003535)
35. feature EL395 (0.003494)
36. feature MW314 (0.003485)
37. feature CS115 (0.003387)
38. feature EL295 (0.003321)
39. feature HO201 (0.003313)
40. feature SW475 (0.003135)
41. feature CS289 (0.003070)
42. feature CS314 (0.002952)
43. feature SW221 (0.002689)
44. feature CS222 (0.002632)
45. feature CS311 (0.002525)
46. feature SC173 (0.002372)
47. feature CS459 (0.002289)
48. feature CS261 (0.002231)
49. feature CJ317 (0.002027)
50. feature CS214 (0.001716)
51. feature CS486 (0.001553)
52. feature CS281 (0.001386)
53. feature TA395 (0.001305)
54. feature CJ315 (0.001153)
55. feature CS284 (0.001119)
56. feature CS409 (0.000796)
57. feature CS487 (0.000772)
58. feature CS398 (0.000743)
59. feature CS295 (0.000736)
60. feature CS213 (0.000569)
61. feature CS251 (0.000540)
62. feature CS374 (0.000504)
63. feature SW365 (0.000457)
64. feature AT326 (0.000410)
65. feature CS326 (0.000372)
66. feature CS356 (0.000368)
67. feature CS223 (0.000365)
68. feature CS301 (0.000329)
69. feature CS402 (0.000248)
70. feature NS132 (0.000129)
71. feature CS365 (0.000000)
72. feature CS348 (0.000000)
73. feature CS407 (0.000000)
74. feature CS408 (0.000000)
75. feature CS215 (0.000000)
76. feature CS426 (0.000000)
77. feature CS427 (0.000000)
78. feature CS211 (0.000000)
79. feature CS429 (0.000000)
80. feature CS446 (0.000000)
81. feature CS449 (0.000000)
82. feature CS456 (0.000000)
83. feature CS457 (0.000000)
84. feature CJ321 (0.000000)
85. feature CS467 (0.000000)
86. feature CS488 (0.000000)
87. feature CS489 (0.000000)
88. feature BA291 (0.000000)
89. feature HR201 (0.000000)
90. feature CS231 (0.000000)
91. feature CS399 (0.000000)
92. feature CS397 (0.000000)
93. feature CS300 (0.000000)
94. feature CS342 (0.000000)
95. feature CS366 (0.000000)
96. feature CS367 (0.000000)
97. feature CS377 (0.000000)
98. feature CS385 (0.000000)
99. feature CS302 (0.000000)
100. feature CS386 (0.000000)
101. feature CS297 (0.000000)
102. feature CS396 (0.000000)
103. feature CS296 (0.000000)
104. feature CS387 (0.000000)
105. feature CS388 (0.000000)
106. feature CS288 (0.000000)
107. feature CS286 (0.000000)
108. feature CS285 (0.000000)
109. feature CS395 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS111', u'EL172', u'SC135', u'MA211', u'EL171', u'TH161', u'TU110',
u'CS101', u'TU120', u'CS102'],
dtype='object')
-----------------------------------
CS251
[ 0.5 0.40625 0.58510638 0.53763441 0.5 ]
Random Forest Cross Validation of CS251: 0.505798158316
Feature ranking:
1. feature CS223 (0.160145)
2. feature CS111 (0.053516)
3. feature SC135 (0.049871)
4. feature CS284 (0.047187)
5. feature CS222 (0.046711)
6. feature EL172 (0.042416)
7. feature CS213 (0.039841)
8. feature TH161 (0.035782)
9. feature CS214 (0.034846)
10. feature MA212 (0.034371)
11. feature PY228 (0.032708)
12. feature EL295 (0.031084)
13. feature TU120 (0.029298)
14. feature TU110 (0.027138)
15. feature EL171 (0.026845)
16. feature SC185 (0.025658)
17. feature CS101 (0.020653)
18. feature CS102 (0.019548)
19. feature AT326 (0.019262)
20. feature TU122 (0.019178)
21. feature MA211 (0.018962)
22. feature EL070 (0.017001)
23. feature CS261 (0.016254)
24. feature SW111 (0.011557)
25. feature LA209 (0.010173)
26. feature SW213 (0.009922)
27. feature TU130 (0.009219)
28. feature TU100 (0.008530)
29. feature ES356 (0.008452)
30. feature ST216 (0.008377)
31. feature HO201 (0.008332)
32. feature SW212 (0.008283)
33. feature CJ317 (0.007930)
34. feature MW314 (0.007027)
35. feature CJ315 (0.006816)
36. feature AT316 (0.006060)
37. feature SW365 (0.005859)
38. feature SC123 (0.005254)
39. feature MA332 (0.004435)
40. feature SO201 (0.003813)
41. feature SW335 (0.003624)
42. feature CJ316 (0.003126)
43. feature NS132 (0.002954)
44. feature SW221 (0.002763)
45. feature SW475 (0.001908)
46. feature SC173 (0.001785)
47. feature EL395 (0.001460)
48. feature CS281 (0.001421)
49. feature CS296 (0.000749)
50. feature TA395 (0.000557)
51. feature CS367 (0.000507)
52. feature CS366 (0.000498)
53. feature CS251 (0.000332)
54. feature CS297 (0.000000)
55. feature CS288 (0.000000)
56. feature CS300 (0.000000)
57. feature CS301 (0.000000)
58. feature CS295 (0.000000)
59. feature CS302 (0.000000)
60. feature CS311 (0.000000)
61. feature CS289 (0.000000)
62. feature CS231 (0.000000)
63. feature CS286 (0.000000)
64. feature CS285 (0.000000)
65. feature MW313 (0.000000)
66. feature CS326 (0.000000)
67. feature CS215 (0.000000)
68. feature CS211 (0.000000)
69. feature CS115 (0.000000)
70. feature CS105 (0.000000)
71. feature CJ321 (0.000000)
72. feature SW478 (0.000000)
73. feature BA291 (0.000000)
74. feature CS314 (0.000000)
75. feature CS341 (0.000000)
76. feature HR201 (0.000000)
77. feature CS456 (0.000000)
78. feature CS409 (0.000000)
79. feature CS426 (0.000000)
80. feature CS427 (0.000000)
81. feature CS429 (0.000000)
82. feature CS446 (0.000000)
83. feature CS449 (0.000000)
84. feature CS457 (0.000000)
85. feature CS407 (0.000000)
86. feature CS459 (0.000000)
87. feature CS467 (0.000000)
88. feature CS486 (0.000000)
89. feature CS487 (0.000000)
90. feature CS488 (0.000000)
91. feature CS489 (0.000000)
92. feature CS408 (0.000000)
93. feature CS402 (0.000000)
94. feature CS342 (0.000000)
95. feature CS386 (0.000000)
96. feature CS348 (0.000000)
97. feature CS356 (0.000000)
98. feature CS365 (0.000000)
99. feature CS374 (0.000000)
100. feature CS377 (0.000000)
101. feature CS385 (0.000000)
102. feature CS387 (0.000000)
103. feature MA216 (0.000000)
104. feature CS388 (0.000000)
105. feature CS395 (0.000000)
106. feature CS396 (0.000000)
107. feature CS397 (0.000000)
108. feature CS398 (0.000000)
109. feature CS399 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS223', u'CS111', u'SC135', u'CS284', u'CS222', u'EL172', u'CS213',
u'TH161', u'CS214', u'MA212'],
dtype='object')
-----------------------------------
CS261
[ 0.56 0.47916667 0.47916667 0.6 0.5212766 ]
Random Forest Cross Validation of CS261: 0.527921985816
Feature ranking:
1. feature TU110 (0.064077)
2. feature SW475 (0.059437)
3. feature CS214 (0.056422)
4. feature CS222 (0.051723)
5. feature MA211 (0.049621)
6. feature PY228 (0.046964)
7. feature TH161 (0.045447)
8. feature CS223 (0.042726)
9. feature EL172 (0.041600)
10. feature SC135 (0.041272)
11. feature CS111 (0.041068)
12. feature EL171 (0.040162)
13. feature CS284 (0.038139)
14. feature CS213 (0.037264)
15. feature CS102 (0.034122)
16. feature CS101 (0.031993)
17. feature TU120 (0.031724)
18. feature EL295 (0.027386)
19. feature MA212 (0.026861)
20. feature SC185 (0.022331)
21. feature SW335 (0.021208)
22. feature SW111 (0.014195)
23. feature HO201 (0.014151)
24. feature SO201 (0.011199)
25. feature EL070 (0.010850)
26. feature AT326 (0.010116)
27. feature LA209 (0.009827)
28. feature ES356 (0.008310)
29. feature SW221 (0.006915)
30. feature TU130 (0.006591)
31. feature SC173 (0.006569)
32. feature TU100 (0.006327)
33. feature SW365 (0.005901)
34. feature MW314 (0.005659)
35. feature TU122 (0.005530)
36. feature CJ316 (0.004674)
37. feature SW213 (0.004036)
38. feature SC123 (0.004002)
39. feature MW313 (0.003768)
40. feature SW212 (0.002713)
41. feature ST216 (0.002413)
42. feature CS261 (0.001736)
43. feature AT316 (0.001663)
44. feature CS296 (0.000530)
45. feature MA332 (0.000310)
46. feature TA395 (0.000280)
47. feature CJ315 (0.000187)
48. feature CS286 (0.000000)
49. feature CS251 (0.000000)
50. feature CS487 (0.000000)
51. feature CS281 (0.000000)
52. feature CS486 (0.000000)
53. feature CS285 (0.000000)
54. feature CS459 (0.000000)
55. feature CS288 (0.000000)
56. feature CS488 (0.000000)
57. feature CS289 (0.000000)
58. feature CS295 (0.000000)
59. feature CS297 (0.000000)
60. feature CS300 (0.000000)
61. feature CS231 (0.000000)
62. feature CS215 (0.000000)
63. feature CS489 (0.000000)
64. feature CS302 (0.000000)
65. feature EL395 (0.000000)
66. feature HR201 (0.000000)
67. feature CS211 (0.000000)
68. feature CS115 (0.000000)
69. feature MA216 (0.000000)
70. feature CS105 (0.000000)
71. feature NS132 (0.000000)
72. feature CJ321 (0.000000)
73. feature CJ317 (0.000000)
74. feature SW478 (0.000000)
75. feature BA291 (0.000000)
76. feature CS301 (0.000000)
77. feature CS311 (0.000000)
78. feature CS457 (0.000000)
79. feature CS396 (0.000000)
80. feature CS456 (0.000000)
81. feature CS449 (0.000000)
82. feature CS446 (0.000000)
83. feature CS429 (0.000000)
84. feature CS427 (0.000000)
85. feature CS426 (0.000000)
86. feature CS409 (0.000000)
87. feature CS408 (0.000000)
88. feature CS407 (0.000000)
89. feature CS402 (0.000000)
90. feature CS467 (0.000000)
91. feature CS399 (0.000000)
92. feature CS398 (0.000000)
93. feature CS397 (0.000000)
94. feature CS395 (0.000000)
95. feature CS314 (0.000000)
96. feature CS388 (0.000000)
97. feature CS387 (0.000000)
98. feature CS386 (0.000000)
99. feature CS385 (0.000000)
100. feature CS377 (0.000000)
101. feature CS374 (0.000000)
102. feature CS367 (0.000000)
103. feature CS366 (0.000000)
104. feature CS365 (0.000000)
105. feature CS356 (0.000000)
106. feature CS348 (0.000000)
107. feature CS342 (0.000000)
108. feature CS341 (0.000000)
109. feature CS326 (0.000000)
110. feature CS401 (0.000000)
Index([u'TU110', u'SW475', u'CS214', u'CS222', u'MA211', u'PY228', u'TH161',
u'CS223', u'EL172', u'SC135'],
dtype='object')
-----------------------------------
CS281
[ 0.58947368 0.46315789 0.58947368 0.5212766 0.68131868]
Random Forest Cross Validation of CS281: 0.568940108044
Feature ranking:
1. feature CS222 (0.104832)
2. feature CS284 (0.090493)
3. feature EL295 (0.044419)
4. feature MA211 (0.042463)
5. feature CS111 (0.041646)
6. feature CS214 (0.040318)
7. feature CS213 (0.039364)
8. feature MA212 (0.038167)
9. feature EL172 (0.037737)
10. feature TU110 (0.035904)
11. feature SC135 (0.033329)
12. feature CS223 (0.028818)
13. feature TU120 (0.028081)
14. feature EL171 (0.026228)
15. feature TH161 (0.025221)
16. feature CS102 (0.024300)
17. feature SW111 (0.019434)
18. feature SC185 (0.019423)
19. feature CS261 (0.018982)
20. feature TU130 (0.018722)
21. feature SW335 (0.018394)
22. feature LA209 (0.016934)
23. feature PY228 (0.016626)
24. feature CS101 (0.014999)
25. feature TU122 (0.014124)
26. feature HO201 (0.014056)
27. feature MW314 (0.013456)
28. feature AT326 (0.012579)
29. feature ST216 (0.011503)
30. feature SO201 (0.011076)
31. feature CJ315 (0.010271)
32. feature MW313 (0.006801)
33. feature TA395 (0.006725)
34. feature AT316 (0.006560)
35. feature SW475 (0.006216)
36. feature CS295 (0.004918)
37. feature EL070 (0.004894)
38. feature SC173 (0.004800)
39. feature SW212 (0.004744)
40. feature TU100 (0.004729)
41. feature SW213 (0.004662)
42. feature CJ316 (0.004611)
43. feature SC123 (0.004077)
44. feature CS251 (0.004000)
45. feature MA332 (0.003265)
46. feature CS296 (0.003127)
47. feature ES356 (0.002627)
48. feature EL395 (0.002417)
49. feature SW365 (0.001878)
50. feature CS489 (0.001659)
51. feature CJ317 (0.000843)
52. feature SW221 (0.000771)
53. feature CS281 (0.000718)
54. feature CS342 (0.000621)
55. feature CS301 (0.000621)
56. feature CS385 (0.000474)
57. feature CS401 (0.000456)
58. feature CS366 (0.000452)
59. feature CS374 (0.000430)
60. feature CS457 (0.000000)
61. feature CS285 (0.000000)
62. feature CS426 (0.000000)
63. feature CS427 (0.000000)
64. feature NS132 (0.000000)
65. feature CS429 (0.000000)
66. feature CS231 (0.000000)
67. feature CS446 (0.000000)
68. feature CS449 (0.000000)
69. feature CS215 (0.000000)
70. feature CS456 (0.000000)
71. feature CS115 (0.000000)
72. feature CS211 (0.000000)
73. feature CS288 (0.000000)
74. feature CS459 (0.000000)
75. feature CS105 (0.000000)
76. feature CS467 (0.000000)
77. feature CS486 (0.000000)
78. feature CJ321 (0.000000)
79. feature CS487 (0.000000)
80. feature CS488 (0.000000)
81. feature SW478 (0.000000)
82. feature BA291 (0.000000)
83. feature HR201 (0.000000)
84. feature CS286 (0.000000)
85. feature CS402 (0.000000)
86. feature CS289 (0.000000)
87. feature CS365 (0.000000)
88. feature CS399 (0.000000)
89. feature CS398 (0.000000)
90. feature CS397 (0.000000)
91. feature CS396 (0.000000)
92. feature CS395 (0.000000)
93. feature CS388 (0.000000)
94. feature CS387 (0.000000)
95. feature CS386 (0.000000)
96. feature CS377 (0.000000)
97. feature CS367 (0.000000)
98. feature CS356 (0.000000)
99. feature MA216 (0.000000)
100. feature CS348 (0.000000)
101. feature CS407 (0.000000)
102. feature CS341 (0.000000)
103. feature CS326 (0.000000)
104. feature CS314 (0.000000)
105. feature CS311 (0.000000)
106. feature CS302 (0.000000)
107. feature CS300 (0.000000)
108. feature CS297 (0.000000)
109. feature CS408 (0.000000)
110. feature CS409 (0.000000)
Index([u'CS222', u'CS284', u'EL295', u'MA211', u'CS111', u'CS214', u'CS213',
u'MA212', u'EL172', u'TU110'],
dtype='object')
-----------------------------------
CS284
[ 0.456 0.496 0.5203252 0.49180328 0.42975207]
Random Forest Cross Validation of CS284: 0.478776109611
Feature ranking:
1. feature SC135 (0.077181)
2. feature EL172 (0.067172)
3. feature CS111 (0.065158)
4. feature EL171 (0.064585)
5. feature TU120 (0.063718)
6. feature MA211 (0.059268)
7. feature PY228 (0.055202)
8. feature CS101 (0.055108)
9. feature CS102 (0.045053)
10. feature TU110 (0.044646)
11. feature SC185 (0.035863)
12. feature TH161 (0.034151)
13. feature TU100 (0.027534)
14. feature TU130 (0.022731)
15. feature MA212 (0.021512)
16. feature EL070 (0.020283)
17. feature ST216 (0.019509)
18. feature SW111 (0.019379)
19. feature LA209 (0.018687)
20. feature CS105 (0.015652)
21. feature TU122 (0.014022)
22. feature SW335 (0.013045)
23. feature SO201 (0.012656)
24. feature SW212 (0.012471)
25. feature SC123 (0.011317)
26. feature AT316 (0.010168)
27. feature TA395 (0.008674)
28. feature CJ316 (0.008453)
29. feature MW314 (0.008426)
30. feature ES356 (0.007828)
31. feature SC173 (0.007570)
32. feature MW313 (0.006805)
33. feature CS115 (0.006312)
34. feature SW213 (0.005611)
35. feature SW475 (0.004886)
36. feature CJ315 (0.003705)
37. feature SW221 (0.002934)
38. feature CS214 (0.002716)
39. feature CS261 (0.002568)
40. feature EL295 (0.002486)
41. feature HO201 (0.002334)
42. feature CJ317 (0.002199)
43. feature CS223 (0.001687)
44. feature MA216 (0.001500)
45. feature CS296 (0.001250)
46. feature CS365 (0.000925)
47. feature AT326 (0.000886)
48. feature CS311 (0.000782)
49. feature CS222 (0.000756)
50. feature CS314 (0.000578)
51. feature CS213 (0.000554)
52. feature NS132 (0.000439)
53. feature SW365 (0.000395)
54. feature CS281 (0.000356)
55. feature CS284 (0.000315)
56. feature CS297 (0.000000)
57. feature CS300 (0.000000)
58. feature CS301 (0.000000)
59. feature CS289 (0.000000)
60. feature CS302 (0.000000)
61. feature CS295 (0.000000)
62. feature SW478 (0.000000)
63. feature CS288 (0.000000)
64. feature CS286 (0.000000)
65. feature CS285 (0.000000)
66. feature BA291 (0.000000)
67. feature CS251 (0.000000)
68. feature CS231 (0.000000)
69. feature CS215 (0.000000)
70. feature CS341 (0.000000)
71. feature CS211 (0.000000)
72. feature CJ321 (0.000000)
73. feature CS326 (0.000000)
74. feature CS366 (0.000000)
75. feature CS342 (0.000000)
76. feature CS348 (0.000000)
77. feature CS426 (0.000000)
78. feature CS427 (0.000000)
79. feature CS429 (0.000000)
80. feature CS446 (0.000000)
81. feature CS449 (0.000000)
82. feature CS456 (0.000000)
83. feature CS457 (0.000000)
84. feature CS459 (0.000000)
85. feature CS467 (0.000000)
86. feature CS486 (0.000000)
87. feature CS487 (0.000000)
88. feature CS488 (0.000000)
89. feature CS489 (0.000000)
90. feature EL395 (0.000000)
91. feature HR201 (0.000000)
92. feature CS409 (0.000000)
93. feature CS408 (0.000000)
94. feature CS407 (0.000000)
95. feature CS386 (0.000000)
96. feature CS356 (0.000000)
97. feature MA332 (0.000000)
98. feature CS367 (0.000000)
99. feature CS374 (0.000000)
100. feature CS377 (0.000000)
101. feature CS385 (0.000000)
102. feature CS387 (0.000000)
103. feature CS402 (0.000000)
104. feature CS388 (0.000000)
105. feature CS395 (0.000000)
106. feature CS396 (0.000000)
107. feature CS397 (0.000000)
108. feature CS398 (0.000000)
109. feature CS399 (0.000000)
110. feature CS401 (0.000000)
Index([u'SC135', u'EL172', u'CS111', u'EL171', u'TU120', u'MA211', u'PY228',
u'CS101', u'CS102', u'TU110'],
dtype='object')
-----------------------------------
CS285
[ 0.71428571 0.71428571 1. 0.66666667 0. ]
Random Forest Cross Validation of CS285: 0.619047619048
Feature ranking:
1. feature CS223 (0.100802)
2. feature EL172 (0.095625)
3. feature CS385 (0.094329)
4. feature MA212 (0.089393)
5. feature MA211 (0.084615)
6. feature BA291 (0.078426)
7. feature SC135 (0.072313)
8. feature EL395 (0.062258)
9. feature CS251 (0.058204)
10. feature EL295 (0.045428)
11. feature EL171 (0.041493)
12. feature CS101 (0.036154)
13. feature MA332 (0.027350)
14. feature CS342 (0.026891)
15. feature TH161 (0.022247)
16. feature SC185 (0.019897)
17. feature HO201 (0.014094)
18. feature CS281 (0.011429)
19. feature CS449 (0.010847)
20. feature CS314 (0.008205)
21. feature CS297 (0.000000)
22. feature CS302 (0.000000)
23. feature CS301 (0.000000)
24. feature CS300 (0.000000)
25. feature TU130 (0.000000)
26. feature CS311 (0.000000)
27. feature CS295 (0.000000)
28. feature CS326 (0.000000)
29. feature CS341 (0.000000)
30. feature CS348 (0.000000)
31. feature CS356 (0.000000)
32. feature CS365 (0.000000)
33. feature CS366 (0.000000)
34. feature CS367 (0.000000)
35. feature CS374 (0.000000)
36. feature CS377 (0.000000)
37. feature CS386 (0.000000)
38. feature CS296 (0.000000)
39. feature CS285 (0.000000)
40. feature CS289 (0.000000)
41. feature CS288 (0.000000)
42. feature AT326 (0.000000)
43. feature CJ315 (0.000000)
44. feature CJ316 (0.000000)
45. feature CJ317 (0.000000)
46. feature CJ321 (0.000000)
47. feature CS102 (0.000000)
48. feature CS105 (0.000000)
49. feature CS111 (0.000000)
50. feature CS115 (0.000000)
51. feature CS211 (0.000000)
52. feature CS213 (0.000000)
53. feature CS214 (0.000000)
54. feature CS215 (0.000000)
55. feature CS222 (0.000000)
56. feature CS231 (0.000000)
57. feature CS261 (0.000000)
58. feature CS284 (0.000000)
59. feature CS388 (0.000000)
60. feature CS286 (0.000000)
61. feature CS387 (0.000000)
62. feature CS401 (0.000000)
63. feature CS395 (0.000000)
64. feature CS396 (0.000000)
65. feature MA216 (0.000000)
66. feature MW313 (0.000000)
67. feature MW314 (0.000000)
68. feature NS132 (0.000000)
69. feature PY228 (0.000000)
70. feature SC123 (0.000000)
71. feature SC173 (0.000000)
72. feature SO201 (0.000000)
73. feature ST216 (0.000000)
74. feature SW111 (0.000000)
75. feature SW212 (0.000000)
76. feature SW213 (0.000000)
77. feature SW221 (0.000000)
78. feature SW335 (0.000000)
79. feature SW365 (0.000000)
80. feature SW475 (0.000000)
81. feature SW478 (0.000000)
82. feature TA395 (0.000000)
83. feature TU100 (0.000000)
84. feature TU110 (0.000000)
85. feature TU120 (0.000000)
86. feature LA209 (0.000000)
87. feature HR201 (0.000000)
88. feature ES356 (0.000000)
89. feature CS427 (0.000000)
90. feature CS397 (0.000000)
91. feature CS398 (0.000000)
92. feature CS399 (0.000000)
93. feature TU122 (0.000000)
94. feature CS402 (0.000000)
95. feature CS407 (0.000000)
96. feature CS408 (0.000000)
97. feature CS409 (0.000000)
98. feature CS426 (0.000000)
99. feature CS429 (0.000000)
100. feature EL070 (0.000000)
101. feature CS446 (0.000000)
102. feature CS456 (0.000000)
103. feature CS457 (0.000000)
104. feature CS459 (0.000000)
105. feature CS467 (0.000000)
106. feature CS486 (0.000000)
107. feature CS487 (0.000000)
108. feature CS488 (0.000000)
109. feature CS489 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS223', u'EL172', u'CS385', u'MA212', u'MA211', u'BA291', u'SC135',
u'EL395', u'CS251', u'EL295'],
dtype='object')
-----------------------------------
CS286
[ 0.23076923 0.54545455 0.8 0.5 0.55555556]
Random Forest Cross Validation of CS286: 0.526355866356
Feature ranking:
1. feature SC185 (0.085006)
2. feature TU110 (0.083724)
3. feature CS314 (0.057136)
4. feature CS101 (0.055251)
5. feature EL070 (0.055076)
6. feature CS284 (0.048880)
7. feature TU120 (0.046738)
8. feature MA332 (0.045995)
9. feature CS213 (0.043958)
10. feature CS385 (0.034654)
11. feature CS223 (0.031558)
12. feature MW313 (0.028062)
13. feature ST216 (0.025816)
14. feature AT326 (0.024445)
15. feature PY228 (0.022472)
16. feature EL171 (0.021853)
17. feature SC135 (0.019871)
18. feature CS261 (0.016184)
19. feature MA212 (0.016004)
20. feature TU130 (0.015400)
21. feature HO201 (0.015118)
22. feature SW221 (0.013667)
23. feature CS214 (0.013458)
24. feature TU100 (0.012972)
25. feature CS222 (0.012545)
26. feature EL395 (0.011987)
27. feature SW111 (0.010816)
28. feature SW365 (0.010654)
29. feature CS111 (0.009547)
30. feature AT316 (0.008996)
31. feature EL172 (0.008972)
32. feature CS489 (0.008923)
33. feature TU122 (0.008805)
34. feature CS374 (0.008690)
35. feature CS486 (0.008529)
36. feature SW475 (0.007644)
37. feature SW335 (0.007458)
38. feature NS132 (0.005995)
39. feature CS281 (0.005592)
40. feature MA211 (0.005422)
41. feature LA209 (0.005254)
42. feature CS342 (0.005168)
43. feature CS288 (0.004928)
44. feature CS488 (0.004429)
45. feature CS341 (0.003594)
46. feature TH161 (0.002752)
47. feature SC173 (0.000000)
48. feature CS285 (0.000000)
49. feature CS286 (0.000000)
50. feature HR201 (0.000000)
51. feature CS289 (0.000000)
52. feature CS295 (0.000000)
53. feature CS296 (0.000000)
54. feature SO201 (0.000000)
55. feature CS300 (0.000000)
56. feature CS301 (0.000000)
57. feature CS297 (0.000000)
58. feature SW213 (0.000000)
59. feature CS251 (0.000000)
60. feature CS102 (0.000000)
61. feature BA291 (0.000000)
62. feature CJ315 (0.000000)
63. feature CJ316 (0.000000)
64. feature CJ317 (0.000000)
65. feature CJ321 (0.000000)
66. feature TA395 (0.000000)
67. feature CS105 (0.000000)
68. feature CS231 (0.000000)
69. feature SW478 (0.000000)
70. feature CS115 (0.000000)
71. feature CS211 (0.000000)
72. feature CS215 (0.000000)
73. feature CS311 (0.000000)
74. feature SW212 (0.000000)
75. feature CS302 (0.000000)
76. feature CS356 (0.000000)
77. feature SC123 (0.000000)
78. feature CS457 (0.000000)
79. feature CS426 (0.000000)
80. feature CS427 (0.000000)
81. feature CS429 (0.000000)
82. feature CS446 (0.000000)
83. feature CS449 (0.000000)
84. feature CS456 (0.000000)
85. feature CS459 (0.000000)
86. feature CS326 (0.000000)
87. feature CS467 (0.000000)
88. feature CS487 (0.000000)
89. feature MW314 (0.000000)
90. feature MA216 (0.000000)
91. feature EL295 (0.000000)
92. feature ES356 (0.000000)
93. feature CS409 (0.000000)
94. feature CS408 (0.000000)
95. feature CS407 (0.000000)
96. feature CS402 (0.000000)
97. feature CS399 (0.000000)
98. feature CS398 (0.000000)
99. feature CS397 (0.000000)
100. feature CS396 (0.000000)
101. feature CS395 (0.000000)
102. feature CS388 (0.000000)
103. feature CS387 (0.000000)
104. feature CS386 (0.000000)
105. feature CS377 (0.000000)
106. feature CS367 (0.000000)
107. feature CS366 (0.000000)
108. feature CS365 (0.000000)
109. feature CS348 (0.000000)
110. feature CS401 (0.000000)
Index([u'SC185', u'TU110', u'CS314', u'CS101', u'EL070', u'CS284', u'TU120',
u'MA332', u'CS213', u'CS385'],
dtype='object')
-----------------------------------
CS288
[ 0.28125 0.33333333 0.40740741 0.51851852 0.51851852]
Random Forest Cross Validation of CS288: 0.411805555556
Feature ranking:
1. feature CS111 (0.092420)
2. feature EL395 (0.045748)
3. feature CS261 (0.035897)
4. feature MA212 (0.035677)
5. feature SC135 (0.034309)
6. feature CS213 (0.032264)
7. feature CS251 (0.029071)
8. feature EL171 (0.028172)
9. feature SW365 (0.027610)
10. feature CS281 (0.027122)
11. feature CS341 (0.026899)
12. feature CS314 (0.026119)
13. feature TU130 (0.025887)
14. feature CS223 (0.024156)
15. feature CS222 (0.022516)
16. feature TU122 (0.021252)
17. feature MA211 (0.020342)
18. feature ST216 (0.019916)
19. feature CS489 (0.019799)
20. feature SC185 (0.019325)
21. feature EL172 (0.019259)
22. feature CS102 (0.019101)
23. feature TH161 (0.019023)
24. feature EL295 (0.017563)
25. feature AT316 (0.017461)
26. feature CS409 (0.016388)
27. feature PY228 (0.016361)
28. feature MA332 (0.016023)
29. feature CS385 (0.015630)
30. feature AT326 (0.014277)
31. feature EL070 (0.014024)
32. feature HO201 (0.012866)
33. feature CS374 (0.012140)
34. feature CS289 (0.011129)
35. feature SW111 (0.010781)
36. feature CS101 (0.010281)
37. feature TU110 (0.010091)
38. feature TU120 (0.010039)
39. feature CS301 (0.009448)
40. feature BA291 (0.009246)
41. feature SC173 (0.008873)
42. feature CS214 (0.008563)
43. feature CS284 (0.007958)
44. feature SW478 (0.007818)
45. feature SW213 (0.007584)
46. feature CS386 (0.006230)
47. feature SW212 (0.006186)
48. feature SW221 (0.005925)
49. feature CS326 (0.005704)
50. feature CS295 (0.005508)
51. feature LA209 (0.005386)
52. feature TA395 (0.005321)
53. feature NS132 (0.005288)
54. feature SW335 (0.004477)
55. feature MW313 (0.003808)
56. feature ES356 (0.003543)
57. feature MW314 (0.003011)
58. feature SC123 (0.001833)
59. feature CS311 (0.001349)
60. feature SW475 (0.000000)
61. feature CS231 (0.000000)
62. feature CJ315 (0.000000)
63. feature CJ316 (0.000000)
64. feature CJ317 (0.000000)
65. feature CJ321 (0.000000)
66. feature CS300 (0.000000)
67. feature CS297 (0.000000)
68. feature CS296 (0.000000)
69. feature CS105 (0.000000)
70. feature CS115 (0.000000)
71. feature CS211 (0.000000)
72. feature CS288 (0.000000)
73. feature TU100 (0.000000)
74. feature CS302 (0.000000)
75. feature CS286 (0.000000)
76. feature CS285 (0.000000)
77. feature CS215 (0.000000)
78. feature CS367 (0.000000)
79. feature CS342 (0.000000)
80. feature CS348 (0.000000)
81. feature HR201 (0.000000)
82. feature SO201 (0.000000)
83. feature CS488 (0.000000)
84. feature CS487 (0.000000)
85. feature CS486 (0.000000)
86. feature CS467 (0.000000)
87. feature CS459 (0.000000)
88. feature CS457 (0.000000)
89. feature CS456 (0.000000)
90. feature CS449 (0.000000)
91. feature CS446 (0.000000)
92. feature CS429 (0.000000)
93. feature CS427 (0.000000)
94. feature CS426 (0.000000)
95. feature CS408 (0.000000)
96. feature CS407 (0.000000)
97. feature CS402 (0.000000)
98. feature CS399 (0.000000)
99. feature CS398 (0.000000)
100. feature CS397 (0.000000)
101. feature CS396 (0.000000)
102. feature CS395 (0.000000)
103. feature CS388 (0.000000)
104. feature CS387 (0.000000)
105. feature CS377 (0.000000)
106. feature MA216 (0.000000)
107. feature CS366 (0.000000)
108. feature CS365 (0.000000)
109. feature CS356 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS111', u'EL395', u'CS261', u'MA212', u'SC135', u'CS213', u'CS251',
u'EL171', u'SW365', u'CS281'],
dtype='object')
-----------------------------------
CS289
[ 0.48717949 0.47368421 0.5 0.6 0.61764706]
Random Forest Cross Validation of CS289: 0.535702151306
Feature ranking:
1. feature CS261 (0.086545)
2. feature CS281 (0.059493)
3. feature MA212 (0.054687)
4. feature TH161 (0.054146)
5. feature ST216 (0.045884)
6. feature CS251 (0.043154)
7. feature CS102 (0.036012)
8. feature EL171 (0.034998)
9. feature TU122 (0.032386)
10. feature MA332 (0.030905)
11. feature CS222 (0.030793)
12. feature CS213 (0.028962)
13. feature CS214 (0.028699)
14. feature TU110 (0.028242)
15. feature CS223 (0.027275)
16. feature TU120 (0.023116)
17. feature SC135 (0.023019)
18. feature CS284 (0.021825)
19. feature SC185 (0.020911)
20. feature MA211 (0.020523)
21. feature CS101 (0.020016)
22. feature EL172 (0.017722)
23. feature LA209 (0.015477)
24. feature TU130 (0.014847)
25. feature NS132 (0.014782)
26. feature CS111 (0.014756)
27. feature PY228 (0.013488)
28. feature SW335 (0.013069)
29. feature SW111 (0.012866)
30. feature AT326 (0.012365)
31. feature EL295 (0.012006)
32. feature CS296 (0.010584)
33. feature TU100 (0.009874)
34. feature HO201 (0.007981)
35. feature SW478 (0.006932)
36. feature CJ316 (0.006826)
37. feature CJ315 (0.006478)
38. feature AT316 (0.006319)
39. feature TA395 (0.006192)
40. feature ES356 (0.005985)
41. feature SW365 (0.005624)
42. feature SW213 (0.005106)
43. feature MW313 (0.005081)
44. feature SW212 (0.004468)
45. feature SW475 (0.003966)
46. feature EL070 (0.003545)
47. feature SC173 (0.003129)
48. feature EL395 (0.002215)
49. feature CS311 (0.001400)
50. feature MW314 (0.001388)
51. feature CS342 (0.001374)
52. feature CS295 (0.001261)
53. feature CS301 (0.000790)
54. feature SW221 (0.000510)
55. feature CS300 (0.000000)
56. feature CS297 (0.000000)
57. feature CS289 (0.000000)
58. feature CS288 (0.000000)
59. feature CS286 (0.000000)
60. feature CS302 (0.000000)
61. feature CS285 (0.000000)
62. feature CS489 (0.000000)
63. feature HR201 (0.000000)
64. feature MA216 (0.000000)
65. feature CS231 (0.000000)
66. feature CS314 (0.000000)
67. feature CS215 (0.000000)
68. feature SO201 (0.000000)
69. feature CS211 (0.000000)
70. feature CS115 (0.000000)
71. feature CS105 (0.000000)
72. feature CJ321 (0.000000)
73. feature CJ317 (0.000000)
74. feature BA291 (0.000000)
75. feature SC123 (0.000000)
76. feature CS326 (0.000000)
77. feature CS488 (0.000000)
78. feature CS446 (0.000000)
79. feature CS407 (0.000000)
80. feature CS408 (0.000000)
81. feature CS409 (0.000000)
82. feature CS426 (0.000000)
83. feature CS427 (0.000000)
84. feature CS429 (0.000000)
85. feature CS449 (0.000000)
86. feature CS341 (0.000000)
87. feature CS456 (0.000000)
88. feature CS457 (0.000000)
89. feature CS459 (0.000000)
90. feature CS467 (0.000000)
91. feature CS486 (0.000000)
92. feature CS487 (0.000000)
93. feature CS402 (0.000000)
94. feature CS399 (0.000000)
95. feature CS398 (0.000000)
96. feature CS397 (0.000000)
97. feature CS396 (0.000000)
98. feature CS395 (0.000000)
99. feature CS388 (0.000000)
100. feature CS387 (0.000000)
101. feature CS386 (0.000000)
102. feature CS385 (0.000000)
103. feature CS377 (0.000000)
104. feature CS374 (0.000000)
105. feature CS367 (0.000000)
106. feature CS366 (0.000000)
107. feature CS365 (0.000000)
108. feature CS356 (0.000000)
109. feature CS348 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS261', u'CS281', u'MA212', u'TH161', u'ST216', u'CS251', u'CS102',
u'EL171', u'TU122', u'MA332'],
dtype='object')
-----------------------------------
CS295
[ 0.1875 0.33333333 0.28571429 0.23076923 0.38461538]
Random Forest Cross Validation of CS295: 0.284386446886
Feature ranking:
1. feature EL172 (0.078687)
2. feature CS101 (0.062252)
3. feature MA212 (0.060311)
4. feature EL171 (0.050992)
5. feature CS111 (0.050358)
6. feature CS102 (0.048959)
7. feature CS261 (0.045929)
8. feature HO201 (0.040273)
9. feature TU120 (0.039955)
10. feature TU110 (0.037669)
11. feature SC135 (0.036593)
12. feature PY228 (0.035518)
13. feature TH161 (0.034657)
14. feature MA211 (0.032768)
15. feature CS213 (0.032128)
16. feature CS223 (0.031771)
17. feature CS284 (0.031013)
18. feature CS214 (0.027164)
19. feature CS222 (0.023080)
20. feature AT326 (0.022915)
21. feature EL295 (0.022836)
22. feature ST216 (0.022097)
23. feature LA209 (0.020847)
24. feature SW212 (0.020069)
25. feature SO201 (0.015488)
26. feature SW335 (0.015203)
27. feature SC185 (0.014310)
28. feature EL070 (0.008279)
29. feature AT316 (0.007511)
30. feature CJ316 (0.004933)
31. feature TU100 (0.004726)
32. feature CJ315 (0.004346)
33. feature TU122 (0.003928)
34. feature TU130 (0.003242)
35. feature SW365 (0.002899)
36. feature CJ317 (0.002570)
37. feature SC173 (0.001897)
38. feature SW111 (0.001827)
39. feature EL395 (0.000000)
40. feature CS295 (0.000000)
41. feature MW313 (0.000000)
42. feature CS285 (0.000000)
43. feature CS286 (0.000000)
44. feature CS288 (0.000000)
45. feature CS289 (0.000000)
46. feature CS297 (0.000000)
47. feature CS296 (0.000000)
48. feature MW314 (0.000000)
49. feature CS300 (0.000000)
50. feature CS301 (0.000000)
51. feature CS302 (0.000000)
52. feature CS311 (0.000000)
53. feature CS314 (0.000000)
54. feature CS326 (0.000000)
55. feature CS281 (0.000000)
56. feature CS231 (0.000000)
57. feature CS251 (0.000000)
58. feature ES356 (0.000000)
59. feature NS132 (0.000000)
60. feature SC123 (0.000000)
61. feature CS215 (0.000000)
62. feature CS211 (0.000000)
63. feature CS115 (0.000000)
64. feature SW213 (0.000000)
65. feature CS105 (0.000000)
66. feature SW221 (0.000000)
67. feature CJ321 (0.000000)
68. feature SW475 (0.000000)
69. feature SW478 (0.000000)
70. feature BA291 (0.000000)
71. feature TA395 (0.000000)
72. feature CS341 (0.000000)
73. feature CS342 (0.000000)
74. feature CS348 (0.000000)
75. feature CS408 (0.000000)
76. feature CS426 (0.000000)
77. feature CS427 (0.000000)
78. feature CS429 (0.000000)
79. feature CS446 (0.000000)
80. feature CS449 (0.000000)
81. feature CS456 (0.000000)
82. feature CS457 (0.000000)
83. feature CS459 (0.000000)
84. feature CS467 (0.000000)
85. feature CS486 (0.000000)
86. feature CS487 (0.000000)
87. feature CS488 (0.000000)
88. feature CS489 (0.000000)
89. feature MA216 (0.000000)
90. feature HR201 (0.000000)
91. feature CS409 (0.000000)
92. feature CS407 (0.000000)
93. feature CS356 (0.000000)
94. feature CS402 (0.000000)
95. feature CS365 (0.000000)
96. feature CS366 (0.000000)
97. feature CS367 (0.000000)
98. feature CS374 (0.000000)
99. feature CS377 (0.000000)
100. feature CS385 (0.000000)
101. feature CS386 (0.000000)
102. feature CS387 (0.000000)
103. feature CS388 (0.000000)
104. feature CS395 (0.000000)
105. feature CS396 (0.000000)
106. feature CS397 (0.000000)
107. feature CS398 (0.000000)
108. feature CS399 (0.000000)
109. feature MA332 (0.000000)
110. feature CS401 (0.000000)
Index([u'EL172', u'CS101', u'MA212', u'EL171', u'CS111', u'CS102', u'CS261',
u'HO201', u'TU120', u'TU110'],
dtype='object')
-----------------------------------
CS296
[ 0.4 0.34782609 0.34782609 0.36363636 0.33333333]
Random Forest Cross Validation of CS296: 0.358524374177
Feature ranking:
1. feature EL171 (0.073479)
2. feature TU110 (0.055947)
3. feature CS102 (0.052880)
4. feature SC135 (0.052402)
5. feature MA211 (0.049268)
6. feature EL172 (0.047789)
7. feature TU120 (0.039707)
8. feature EL295 (0.039472)
9. feature CS213 (0.037037)
10. feature CS261 (0.035739)
11. feature CS111 (0.035146)
12. feature TH161 (0.034282)
13. feature MA212 (0.032420)
14. feature AT326 (0.030729)
15. feature PY228 (0.030597)
16. feature AT316 (0.030365)
17. feature CS222 (0.027860)
18. feature EL070 (0.026679)
19. feature SC185 (0.022060)
20. feature CS101 (0.021759)
21. feature CS214 (0.020352)
22. feature TU122 (0.019378)
23. feature CS223 (0.019109)
24. feature CS284 (0.018732)
25. feature MW314 (0.018265)
26. feature HO201 (0.017311)
27. feature TU100 (0.014609)
28. feature MA332 (0.012336)
29. feature SC173 (0.009485)
30. feature SW111 (0.008646)
31. feature ST216 (0.008309)
32. feature SW221 (0.007700)
33. feature CS105 (0.007374)
34. feature MW313 (0.007062)
35. feature CJ316 (0.006210)
36. feature SC123 (0.006063)
37. feature SW335 (0.005176)
38. feature SO201 (0.003801)
39. feature EL395 (0.003144)
40. feature LA209 (0.002708)
41. feature CS301 (0.002406)
42. feature SW475 (0.002311)
43. feature CS302 (0.001529)
44. feature CS348 (0.001184)
45. feature CS457 (0.001177)
46. feature CS295 (0.000000)
47. feature CS342 (0.000000)
48. feature CS341 (0.000000)
49. feature CS326 (0.000000)
50. feature CS314 (0.000000)
51. feature CS311 (0.000000)
52. feature CS211 (0.000000)
53. feature BA291 (0.000000)
54. feature CS300 (0.000000)
55. feature CS297 (0.000000)
56. feature CS296 (0.000000)
57. feature CS289 (0.000000)
58. feature CS356 (0.000000)
59. feature CJ321 (0.000000)
60. feature CS288 (0.000000)
61. feature CS115 (0.000000)
62. feature CS285 (0.000000)
63. feature CJ317 (0.000000)
64. feature CS281 (0.000000)
65. feature CJ315 (0.000000)
66. feature CS251 (0.000000)
67. feature CS231 (0.000000)
68. feature CS215 (0.000000)
69. feature CS286 (0.000000)
70. feature TU130 (0.000000)
71. feature CS365 (0.000000)
72. feature CS366 (0.000000)
73. feature CS449 (0.000000)
74. feature CS456 (0.000000)
75. feature CS459 (0.000000)
76. feature CS467 (0.000000)
77. feature CS486 (0.000000)
78. feature CS487 (0.000000)
79. feature CS488 (0.000000)
80. feature CS489 (0.000000)
81. feature ES356 (0.000000)
82. feature HR201 (0.000000)
83. feature MA216 (0.000000)
84. feature NS132 (0.000000)
85. feature SW212 (0.000000)
86. feature SW213 (0.000000)
87. feature SW365 (0.000000)
88. feature SW478 (0.000000)
89. feature TA395 (0.000000)
90. feature CS446 (0.000000)
91. feature CS429 (0.000000)
92. feature CS427 (0.000000)
93. feature CS395 (0.000000)
94. feature CS367 (0.000000)
95. feature CS374 (0.000000)
96. feature CS377 (0.000000)
97. feature CS385 (0.000000)
98. feature CS386 (0.000000)
99. feature CS387 (0.000000)
100. feature CS388 (0.000000)
101. feature CS396 (0.000000)
102. feature CS426 (0.000000)
103. feature CS397 (0.000000)
104. feature CS398 (0.000000)
105. feature CS399 (0.000000)
106. feature CS402 (0.000000)
107. feature CS407 (0.000000)
108. feature CS408 (0.000000)
109. feature CS409 (0.000000)
110. feature CS401 (0.000000)
Index([u'EL171', u'TU110', u'CS102', u'SC135', u'MA211', u'EL172', u'TU120',
u'EL295', u'CS213', u'CS261'],
dtype='object')
-----------------------------------
CS297
[ 0.5 0.45454545 0.72727273 0.5 0.55555556]
Random Forest Cross Validation of CS297: 0.547474747475
Feature ranking:
1. feature LA209 (0.098386)
2. feature MA212 (0.085891)
3. feature TU122 (0.085256)
4. feature CS296 (0.080248)
5. feature CS213 (0.051169)
6. feature MA211 (0.045968)
7. feature CS261 (0.045776)
8. feature CS295 (0.045724)
9. feature EL172 (0.039116)
10. feature PY228 (0.031823)
11. feature TU130 (0.030339)
12. feature CS223 (0.029740)
13. feature MA332 (0.027067)
14. feature ST216 (0.024937)
15. feature EL295 (0.023598)
16. feature HO201 (0.022824)
17. feature CS101 (0.022279)
18. feature NS132 (0.019175)
19. feature AT316 (0.016510)
20. feature CS222 (0.015618)
21. feature CS301 (0.015601)
22. feature CS111 (0.015088)
23. feature TH161 (0.014925)
24. feature SC135 (0.010829)
25. feature TU100 (0.010698)
26. feature SW221 (0.010401)
27. feature CS284 (0.010315)
28. feature CS102 (0.010049)
29. feature SW213 (0.007992)
30. feature SC185 (0.007905)
31. feature CS374 (0.007395)
32. feature MW314 (0.006113)
33. feature SW111 (0.005702)
34. feature SW335 (0.005518)
35. feature MW313 (0.005245)
36. feature TU110 (0.003970)
37. feature CS214 (0.003943)
38. feature SW475 (0.003909)
39. feature CS251 (0.002958)
40. feature SW478 (0.000000)
41. feature CS297 (0.000000)
42. feature CS300 (0.000000)
43. feature AT326 (0.000000)
44. feature CS314 (0.000000)
45. feature CS302 (0.000000)
46. feature CS311 (0.000000)
47. feature CS289 (0.000000)
48. feature CS326 (0.000000)
49. feature CS341 (0.000000)
50. feature CS342 (0.000000)
51. feature CS348 (0.000000)
52. feature TA395 (0.000000)
53. feature BA291 (0.000000)
54. feature CS288 (0.000000)
55. feature CS286 (0.000000)
56. feature CS285 (0.000000)
57. feature CS281 (0.000000)
58. feature CJ315 (0.000000)
59. feature CS231 (0.000000)
60. feature CS365 (0.000000)
61. feature CS215 (0.000000)
62. feature CS211 (0.000000)
63. feature CS115 (0.000000)
64. feature CS105 (0.000000)
65. feature TU120 (0.000000)
66. feature CJ321 (0.000000)
67. feature CJ317 (0.000000)
68. feature CJ316 (0.000000)
69. feature CS356 (0.000000)
70. feature CS385 (0.000000)
71. feature CS366 (0.000000)
72. feature CS367 (0.000000)
73. feature CS457 (0.000000)
74. feature CS459 (0.000000)
75. feature CS467 (0.000000)
76. feature CS486 (0.000000)
77. feature CS487 (0.000000)
78. feature CS488 (0.000000)
79. feature CS489 (0.000000)
80. feature EL070 (0.000000)
81. feature EL171 (0.000000)
82. feature SW365 (0.000000)
83. feature EL395 (0.000000)
84. feature ES356 (0.000000)
85. feature HR201 (0.000000)
86. feature SW212 (0.000000)
87. feature MA216 (0.000000)
88. feature SO201 (0.000000)
89. feature SC173 (0.000000)
90. feature CS456 (0.000000)
91. feature CS449 (0.000000)
92. feature CS446 (0.000000)
93. feature CS397 (0.000000)
94. feature CS377 (0.000000)
95. feature SC123 (0.000000)
96. feature CS386 (0.000000)
97. feature CS387 (0.000000)
98. feature CS388 (0.000000)
99. feature CS395 (0.000000)
100. feature CS396 (0.000000)
101. feature CS398 (0.000000)
102. feature CS429 (0.000000)
103. feature CS399 (0.000000)
104. feature CS402 (0.000000)
105. feature CS407 (0.000000)
106. feature CS408 (0.000000)
107. feature CS409 (0.000000)
108. feature CS426 (0.000000)
109. feature CS427 (0.000000)
110. feature CS401 (0.000000)
Index([u'LA209', u'MA212', u'TU122', u'CS296', u'CS213', u'MA211', u'CS261',
u'CS295', u'EL172', u'PY228'],
dtype='object')
-----------------------------------
CS300
[ 0.66666667 0.76923077 0.58333333 0.83333333 0.66666667]
C:\Anaconda\lib\site-packages\sklearn\cross_validation.py:417: Warning: The least populated class in y has only 4 members, which is too few. The minimum number of labels for any class cannot be less than n_folds=5.
% (min_labels, self.n_folds)), Warning)
C:\Anaconda\lib\site-packages\sklearn\cross_validation.py:417: Warning: The least populated class in y has only 3 members, which is too few. The minimum number of labels for any class cannot be less than n_folds=5.
% (min_labels, self.n_folds)), Warning)
Random Forest Cross Validation of CS300: 0.703846153846
Feature ranking:
1. feature CS111 (0.115669)
2. feature TH161 (0.094221)
3. feature PY228 (0.082053)
4. feature EL171 (0.073727)
5. feature ST216 (0.070706)
6. feature CS102 (0.064283)
7. feature EL172 (0.062045)
8. feature MA212 (0.055974)
9. feature TU100 (0.055735)
10. feature CS105 (0.042157)
11. feature MA211 (0.041440)
12. feature TU120 (0.030997)
13. feature CS115 (0.030849)
14. feature TU130 (0.029370)
15. feature TU110 (0.026854)
16. feature ES356 (0.024880)
17. feature SC185 (0.021140)
18. feature CS101 (0.020677)
19. feature EL070 (0.013639)
20. feature SC135 (0.012601)
21. feature MA216 (0.010190)
22. feature SW111 (0.008683)
23. feature SC123 (0.006067)
24. feature TA395 (0.006043)
25. feature CS311 (0.000000)
26. feature CS295 (0.000000)
27. feature CS296 (0.000000)
28. feature CS297 (0.000000)
29. feature CS300 (0.000000)
30. feature CS301 (0.000000)
31. feature CS302 (0.000000)
32. feature CS341 (0.000000)
33. feature CS314 (0.000000)
34. feature CS326 (0.000000)
35. feature CS288 (0.000000)
36. feature CS342 (0.000000)
37. feature CS348 (0.000000)
38. feature CS356 (0.000000)
39. feature CS365 (0.000000)
40. feature CS366 (0.000000)
41. feature CS367 (0.000000)
42. feature CS374 (0.000000)
43. feature CS289 (0.000000)
44. feature CS281 (0.000000)
45. feature CS286 (0.000000)
46. feature CS285 (0.000000)
47. feature CJ321 (0.000000)
48. feature CJ317 (0.000000)
49. feature CJ316 (0.000000)
50. feature CS211 (0.000000)
51. feature CS213 (0.000000)
52. feature CJ315 (0.000000)
53. feature BA291 (0.000000)
54. feature CS214 (0.000000)
55. feature CS215 (0.000000)
56. feature CS222 (0.000000)
57. feature CS385 (0.000000)
58. feature CS223 (0.000000)
59. feature CS231 (0.000000)
60. feature AT326 (0.000000)
61. feature CS251 (0.000000)
62. feature CS261 (0.000000)
63. feature CS284 (0.000000)
64. feature CS377 (0.000000)
65. feature CS401 (0.000000)
66. feature CS386 (0.000000)
67. feature CS487 (0.000000)
68. feature CS489 (0.000000)
69. feature EL295 (0.000000)
70. feature EL395 (0.000000)
71. feature HO201 (0.000000)
72. feature HR201 (0.000000)
73. feature LA209 (0.000000)
74. feature MA332 (0.000000)
75. feature MW313 (0.000000)
76. feature MW314 (0.000000)
77. feature NS132 (0.000000)
78. feature SC173 (0.000000)
79. feature SO201 (0.000000)
80. feature SW212 (0.000000)
81. feature SW213 (0.000000)
82. feature SW221 (0.000000)
83. feature SW335 (0.000000)
84. feature SW365 (0.000000)
85. feature SW475 (0.000000)
86. feature SW478 (0.000000)
87. feature CS488 (0.000000)
88. feature CS486 (0.000000)
89. feature CS387 (0.000000)
90. feature CS467 (0.000000)
91. feature CS388 (0.000000)
92. feature CS395 (0.000000)
93. feature CS396 (0.000000)
94. feature CS397 (0.000000)
95. feature CS398 (0.000000)
96. feature CS399 (0.000000)
97. feature TU122 (0.000000)
98. feature CS402 (0.000000)
99. feature CS407 (0.000000)
100. feature CS408 (0.000000)
101. feature CS409 (0.000000)
102. feature CS426 (0.000000)
103. feature CS427 (0.000000)
104. feature CS429 (0.000000)
105. feature CS446 (0.000000)
106. feature CS449 (0.000000)
107. feature CS456 (0.000000)
108. feature CS457 (0.000000)
109. feature CS459 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS111', u'TH161', u'PY228', u'EL171', u'ST216', u'CS102', u'EL172',
u'MA212', u'TU100', u'CS105'],
dtype='object')
-----------------------------------
CS301
[ 0.5 0.55813953 0.52941176 0.57317073 0.62195122]
Random Forest Cross Validation of CS301: 0.556534650162
Feature ranking:
1. feature CS314 (0.045331)
2. feature CS261 (0.040548)
3. feature ST216 (0.040290)
4. feature TU110 (0.039092)
5. feature CS281 (0.036717)
6. feature TH161 (0.034405)
7. feature EL395 (0.032947)
8. feature CS365 (0.028888)
9. feature EL171 (0.027736)
10. feature EL172 (0.027717)
11. feature SC135 (0.027594)
12. feature LA209 (0.027496)
13. feature MA212 (0.027238)
14. feature MA211 (0.026397)
15. feature TU120 (0.025947)
16. feature CS111 (0.024813)
17. feature MA332 (0.023266)
18. feature CS251 (0.022217)
19. feature TU122 (0.021929)
20. feature EL295 (0.021849)
21. feature CS101 (0.021819)
22. feature CS284 (0.019481)
23. feature CS222 (0.019253)
24. feature CS102 (0.018729)
25. feature CS295 (0.017762)
26. feature CS213 (0.016164)
27. feature PY228 (0.015345)
28. feature SW335 (0.015328)
29. feature TU130 (0.013847)
30. feature CS214 (0.013670)
31. feature CS223 (0.013343)
32. feature CS385 (0.013321)
33. feature CS296 (0.012900)
34. feature SW221 (0.012715)
35. feature CS409 (0.012371)
36. feature CS341 (0.011888)
37. feature ES356 (0.010746)
38. feature SC185 (0.010739)
39. feature AT316 (0.009564)
40. feature NS132 (0.008967)
41. feature CS395 (0.008876)
42. feature AT326 (0.008790)
43. feature HO201 (0.007624)
44. feature SW478 (0.007432)
45. feature EL070 (0.006522)
46. feature CJ315 (0.006177)
47. feature CS302 (0.005112)
48. feature MW313 (0.004990)
49. feature SW111 (0.004787)
50. feature BA291 (0.004441)
51. feature CS289 (0.004398)
52. feature TU100 (0.004232)
53. feature CS489 (0.003616)
54. feature SW365 (0.003521)
55. feature SC173 (0.003416)
56. feature SW213 (0.003147)
57. feature CS297 (0.003075)
58. feature CS386 (0.002599)
59. feature CJ316 (0.002573)
60. feature CS396 (0.002225)
61. feature SW212 (0.002150)
62. feature MW314 (0.001918)
63. feature CJ317 (0.001896)
64. feature TA395 (0.001454)
65. feature SC123 (0.001327)
66. feature CS488 (0.001146)
67. feature CS487 (0.000749)
68. feature SO201 (0.000743)
69. feature CS374 (0.000696)
70. feature CS288 (0.000000)
71. feature CJ321 (0.000000)
72. feature CS105 (0.000000)
73. feature CS231 (0.000000)
74. feature CS286 (0.000000)
75. feature CS215 (0.000000)
76. feature CS115 (0.000000)
77. feature CS211 (0.000000)
78. feature SW475 (0.000000)
79. feature CS285 (0.000000)
80. feature CS326 (0.000000)
81. feature CS300 (0.000000)
82. feature CS301 (0.000000)
83. feature CS486 (0.000000)
84. feature CS467 (0.000000)
85. feature CS459 (0.000000)
86. feature CS457 (0.000000)
87. feature CS456 (0.000000)
88. feature CS449 (0.000000)
89. feature CS446 (0.000000)
90. feature CS429 (0.000000)
91. feature CS427 (0.000000)
92. feature CS426 (0.000000)
93. feature CS408 (0.000000)
94. feature CS407 (0.000000)
95. feature CS402 (0.000000)
96. feature CS399 (0.000000)
97. feature CS398 (0.000000)
98. feature CS397 (0.000000)
99. feature CS388 (0.000000)
100. feature CS387 (0.000000)
101. feature CS377 (0.000000)
102. feature CS367 (0.000000)
103. feature CS366 (0.000000)
104. feature HR201 (0.000000)
105. feature CS356 (0.000000)
106. feature CS348 (0.000000)
107. feature CS342 (0.000000)
108. feature MA216 (0.000000)
109. feature CS311 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS314', u'CS261', u'ST216', u'TU110', u'CS281', u'TH161', u'EL395',
u'CS365', u'EL171', u'EL172'],
dtype='object')
-----------------------------------
CS302
[ 0.62857143 0.62318841 0.67647059 0.65151515 0.61538462]
Random Forest Cross Validation of CS302: 0.639026037901
Feature ranking:
1. feature CS261 (0.112192)
2. feature CS223 (0.078380)
3. feature ST216 (0.037194)
4. feature MA332 (0.034350)
5. feature CS311 (0.032498)
6. feature CS284 (0.030366)
7. feature MA211 (0.027923)
8. feature MA212 (0.027443)
9. feature CS251 (0.023658)
10. feature CS281 (0.023344)
11. feature TU120 (0.021223)
12. feature CS314 (0.018566)
13. feature TU110 (0.018471)
14. feature PY228 (0.017352)
15. feature TH161 (0.017246)
16. feature CS102 (0.016169)
17. feature EL172 (0.015869)
18. feature CS111 (0.015739)
19. feature CS374 (0.015471)
20. feature CS342 (0.015131)
21. feature CS388 (0.015098)
22. feature CS285 (0.014991)
23. feature SW111 (0.014338)
24. feature SW478 (0.014081)
25. feature CS395 (0.013947)
26. feature EL395 (0.012763)
27. feature EL171 (0.012346)
28. feature SC185 (0.012242)
29. feature CS301 (0.011572)
30. feature CS101 (0.011070)
31. feature CS486 (0.010565)
32. feature CS326 (0.010406)
33. feature CS489 (0.010054)
34. feature SC135 (0.009948)
35. feature TU122 (0.009588)
36. feature CS341 (0.009520)
37. feature EL295 (0.009397)
38. feature CS426 (0.008738)
39. feature CS487 (0.008719)
40. feature CS214 (0.008471)
41. feature CS222 (0.007926)
42. feature CS365 (0.007427)
43. feature CS348 (0.007379)
44. feature TU130 (0.007377)
45. feature SW221 (0.006748)
46. feature TA395 (0.005876)
47. feature CS377 (0.005707)
48. feature LA209 (0.005676)
49. feature CS367 (0.005568)
50. feature CS288 (0.005409)
51. feature SW213 (0.005386)
52. feature CS409 (0.005228)
53. feature CS213 (0.005153)
54. feature AT316 (0.005082)
55. feature CS289 (0.004954)
56. feature HO201 (0.004953)
57. feature ES356 (0.004823)
58. feature CS398 (0.004698)
59. feature CS296 (0.004077)
60. feature CS366 (0.004002)
61. feature NS132 (0.004002)
62. feature CJ315 (0.003883)
63. feature CS356 (0.003802)
64. feature CS429 (0.003775)
65. feature CS401 (0.003636)
66. feature MW314 (0.003470)
67. feature SW335 (0.003336)
68. feature SW475 (0.003173)
69. feature CS397 (0.002590)
70. feature AT326 (0.002478)
71. feature BA291 (0.002269)
72. feature MW313 (0.002229)
73. feature SC123 (0.002191)
74. feature CS286 (0.002178)
75. feature CS297 (0.002076)
76. feature CS399 (0.001956)
77. feature CS295 (0.001711)
78. feature TU100 (0.001641)
79. feature EL070 (0.001582)
80. feature CS385 (0.001503)
81. feature CS459 (0.001325)
82. feature CJ316 (0.001185)
83. feature CS386 (0.000888)
84. feature CJ317 (0.000863)
85. feature CS408 (0.000815)
86. feature CS396 (0.000807)
87. feature SW365 (0.000744)
88. feature CS427 (0.000000)
89. feature CJ321 (0.000000)
90. feature SW212 (0.000000)
91. feature CS387 (0.000000)
92. feature CS105 (0.000000)
93. feature CS115 (0.000000)
94. feature CS211 (0.000000)
95. feature CS302 (0.000000)
96. feature SO201 (0.000000)
97. feature CS215 (0.000000)
98. feature SC173 (0.000000)
99. feature CS231 (0.000000)
100. feature CS446 (0.000000)
101. feature CS449 (0.000000)
102. feature CS456 (0.000000)
103. feature MA216 (0.000000)
104. feature CS457 (0.000000)
105. feature HR201 (0.000000)
106. feature CS407 (0.000000)
107. feature CS467 (0.000000)
108. feature CS488 (0.000000)
109. feature CS300 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS261', u'CS223', u'ST216', u'MA332', u'CS311', u'CS284', u'MA211',
u'MA212', u'CS251', u'CS281'],
dtype='object')
-----------------------------------
CS311
[ 0.38028169 0.47887324 0.35294118 0.43283582 0.36363636]
Random Forest Cross Validation of CS311: 0.401713658116
Feature ranking:
1. feature CS111 (0.069805)
2. feature CS314 (0.055678)
3. feature CS341 (0.052330)
4. feature TU120 (0.036402)
5. feature SC135 (0.035230)
6. feature ST216 (0.034856)
7. feature MA211 (0.033356)
8. feature MA212 (0.032625)
9. feature MA332 (0.032112)
10. feature CS281 (0.030951)
11. feature EL395 (0.027358)
12. feature EL172 (0.025958)
13. feature EL171 (0.023970)
14. feature CS213 (0.022070)
15. feature CS222 (0.021363)
16. feature TH161 (0.021051)
17. feature CS101 (0.020435)
18. feature CS214 (0.020425)
19. feature TU130 (0.018217)
20. feature TU110 (0.018181)
21. feature PY228 (0.017741)
22. feature CS102 (0.016773)
23. feature CS261 (0.014622)
24. feature CS251 (0.014595)
25. feature EL295 (0.014556)
26. feature TU122 (0.014402)
27. feature AT326 (0.013701)
28. feature CS223 (0.013322)
29. feature ES356 (0.013174)
30. feature AT316 (0.013126)
31. feature LA209 (0.012190)
32. feature CS301 (0.011216)
33. feature CS395 (0.010727)
34. feature CS365 (0.010509)
35. feature CS489 (0.009713)
36. feature TA395 (0.009580)
37. feature EL070 (0.009239)
38. feature SW111 (0.009177)
39. feature SW212 (0.008858)
40. feature SC185 (0.008834)
41. feature CS284 (0.008342)
42. feature CS297 (0.008328)
43. feature CS409 (0.008119)
44. feature SW365 (0.006756)
45. feature SW475 (0.006232)
46. feature BA291 (0.005923)
47. feature CS289 (0.005860)
48. feature CS386 (0.005428)
49. feature CS295 (0.005196)
50. feature SW221 (0.005079)
51. feature SC123 (0.005048)
52. feature CS302 (0.004815)
53. feature SW478 (0.004265)
54. feature CJ315 (0.004125)
55. feature SW335 (0.004057)
56. feature CS396 (0.003766)
57. feature CJ317 (0.003431)
58. feature CS385 (0.002952)
59. feature CS296 (0.002808)
60. feature HO201 (0.002692)
61. feature SC173 (0.002523)
62. feature MW314 (0.002495)
63. feature CS326 (0.002087)
64. feature CS401 (0.001953)
65. feature SW213 (0.001404)
66. feature CS367 (0.001402)
67. feature CS342 (0.001394)
68. feature CS374 (0.001279)
69. feature NS132 (0.001218)
70. feature CS487 (0.000754)
71. feature CJ316 (0.000726)
72. feature CS286 (0.000701)
73. feature MW313 (0.000412)
74. feature CS115 (0.000000)
75. feature CS285 (0.000000)
76. feature SO201 (0.000000)
77. feature CJ321 (0.000000)
78. feature CS231 (0.000000)
79. feature CS215 (0.000000)
80. feature CS288 (0.000000)
81. feature TU100 (0.000000)
82. feature CS105 (0.000000)
83. feature CS211 (0.000000)
84. feature HR201 (0.000000)
85. feature CS300 (0.000000)
86. feature CS311 (0.000000)
87. feature MA216 (0.000000)
88. feature CS488 (0.000000)
89. feature CS486 (0.000000)
90. feature CS467 (0.000000)
91. feature CS459 (0.000000)
92. feature CS457 (0.000000)
93. feature CS456 (0.000000)
94. feature CS449 (0.000000)
95. feature CS446 (0.000000)
96. feature CS429 (0.000000)
97. feature CS427 (0.000000)
98. feature CS426 (0.000000)
99. feature CS408 (0.000000)
100. feature CS407 (0.000000)
101. feature CS402 (0.000000)
102. feature CS399 (0.000000)
103. feature CS398 (0.000000)
104. feature CS397 (0.000000)
105. feature CS388 (0.000000)
106. feature CS387 (0.000000)
107. feature CS377 (0.000000)
108. feature CS366 (0.000000)
109. feature CS348 (0.000000)
110. feature CS356 (0.000000)
Index([u'CS111', u'CS314', u'CS341', u'TU120', u'SC135', u'ST216', u'MA211',
u'MA212', u'MA332', u'CS281'],
dtype='object')
-----------------------------------
CS314
[ 0.39423077 0.33653846 0.38834951 0.4040404 0.38383838]
Random Forest Cross Validation of CS314: 0.381399506642
Feature ranking:
1. feature CS223 (0.055376)
2. feature MA212 (0.045317)
3. feature TU110 (0.040192)
4. feature ST216 (0.039772)
5. feature CS251 (0.039120)
6. feature MA211 (0.035481)
7. feature MA332 (0.034051)
8. feature EL171 (0.032132)
9. feature CS214 (0.027686)
10. feature TU122 (0.026067)
11. feature EL295 (0.025245)
12. feature CS222 (0.025196)
13. feature SC135 (0.024222)
14. feature CS111 (0.022407)
15. feature CS284 (0.022347)
16. feature CS102 (0.022223)
17. feature EL172 (0.021564)
18. feature HO201 (0.019967)
19. feature CS213 (0.019394)
20. feature CS311 (0.019139)
21. feature CS261 (0.018277)
22. feature TU130 (0.017594)
23. feature SW335 (0.017262)
24. feature EL395 (0.016947)
25. feature TU120 (0.016927)
26. feature TH161 (0.016390)
27. feature CS101 (0.016273)
28. feature SC185 (0.015685)
29. feature CS281 (0.013861)
30. feature EL070 (0.013720)
31. feature CS301 (0.013498)
32. feature PY228 (0.013315)
33. feature SW475 (0.011551)
34. feature SW111 (0.011503)
35. feature CS296 (0.011373)
36. feature AT326 (0.010331)
37. feature TU100 (0.009759)
38. feature AT316 (0.009723)
39. feature SW213 (0.009411)
40. feature SW212 (0.008997)
41. feature CS295 (0.008379)
42. feature CS341 (0.007873)
43. feature CS374 (0.007488)
44. feature MW314 (0.007199)
45. feature LA209 (0.006365)
46. feature SC123 (0.006122)
47. feature CS342 (0.006090)
48. feature ES356 (0.005987)
49. feature CS487 (0.004826)
50. feature SO201 (0.004791)
51. feature CS314 (0.004460)
52. feature NS132 (0.004414)
53. feature CS289 (0.003901)
54. feature SW478 (0.003743)
55. feature SW365 (0.003622)
56. feature MW313 (0.003575)
57. feature CS395 (0.003401)
58. feature SW221 (0.003325)
59. feature CS286 (0.003169)
60. feature SC173 (0.002990)
61. feature CS397 (0.002937)
62. feature TA395 (0.002870)
63. feature CJ315 (0.002768)
64. feature CS288 (0.002706)
65. feature CS377 (0.002604)
66. feature CS366 (0.002345)
67. feature CS486 (0.001884)
68. feature CS396 (0.001869)
69. feature CS297 (0.001793)
70. feature CS385 (0.001164)
71. feature CJ316 (0.001153)
72. feature CS348 (0.001055)
73. feature CS326 (0.000935)
74. feature CS426 (0.000847)
75. feature CS356 (0.000812)
76. feature BA291 (0.000479)
77. feature CS398 (0.000431)
78. feature CS365 (0.000252)
79. feature CS367 (0.000085)
80. feature CS231 (0.000000)
81. feature CS211 (0.000000)
82. feature CS115 (0.000000)
83. feature CS105 (0.000000)
84. feature CJ321 (0.000000)
85. feature CJ317 (0.000000)
86. feature CS215 (0.000000)
87. feature CS489 (0.000000)
88. feature CS285 (0.000000)
89. feature CS408 (0.000000)
90. feature CS467 (0.000000)
91. feature CS459 (0.000000)
92. feature CS457 (0.000000)
93. feature CS456 (0.000000)
94. feature CS449 (0.000000)
95. feature CS446 (0.000000)
96. feature CS429 (0.000000)
97. feature CS427 (0.000000)
98. feature CS409 (0.000000)
99. feature CS407 (0.000000)
100. feature MA216 (0.000000)
101. feature CS402 (0.000000)
102. feature CS399 (0.000000)
103. feature CS388 (0.000000)
104. feature CS387 (0.000000)
105. feature CS386 (0.000000)
106. feature CS488 (0.000000)
107. feature HR201 (0.000000)
108. feature CS302 (0.000000)
109. feature CS300 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS223', u'MA212', u'TU110', u'ST216', u'CS251', u'MA211', u'MA332',
u'EL171', u'CS214', u'TU122'],
dtype='object')
-----------------------------------
CS326
[ 0.58064516 0.48275862 0.67857143 0.59259259 0.61538462]
Random Forest Cross Validation of CS326: 0.589990483706
Feature ranking:
1. feature CS251 (0.077720)
2. feature TU120 (0.055545)
3. feature CS365 (0.052272)
4. feature SW111 (0.049067)
5. feature EL295 (0.039099)
6. feature MA332 (0.038462)
7. feature CS222 (0.038399)
8. feature ST216 (0.037968)
9. feature CS223 (0.037369)
10. feature SC135 (0.033892)
11. feature CS281 (0.030668)
12. feature CS213 (0.026298)
13. feature CS314 (0.024459)
14. feature SC185 (0.023818)
15. feature CS101 (0.022920)
16. feature MA211 (0.021850)
17. feature EL172 (0.021846)
18. feature MA212 (0.021246)
19. feature CS395 (0.019923)
20. feature TU130 (0.016816)
21. feature EL395 (0.016762)
22. feature CS296 (0.016588)
23. feature CS111 (0.016402)
24. feature CS261 (0.016391)
25. feature CS341 (0.014511)
26. feature CS409 (0.014401)
27. feature AT326 (0.013715)
28. feature AT316 (0.012619)
29. feature EL070 (0.012509)
30. feature TH161 (0.011982)
31. feature EL171 (0.011490)
32. feature SW335 (0.010996)
33. feature CS284 (0.010762)
34. feature PY228 (0.010473)
35. feature CS301 (0.010467)
36. feature SW221 (0.009771)
37. feature MW313 (0.009547)
38. feature TU110 (0.009410)
39. feature TU122 (0.007934)
40. feature HO201 (0.007839)
41. feature SW475 (0.007515)
42. feature SC173 (0.007293)
43. feature CS214 (0.007258)
44. feature CS102 (0.005930)
45. feature SW212 (0.005220)
46. feature TA395 (0.005000)
47. feature SW365 (0.003871)
48. feature MW314 (0.003600)
49. feature CS311 (0.003094)
50. feature NS132 (0.002173)
51. feature CS467 (0.002128)
52. feature TU100 (0.002050)
53. feature CS429 (0.002045)
54. feature CS295 (0.001812)
55. feature CS456 (0.001691)
56. feature CS342 (0.001486)
57. feature CJ317 (0.001404)
58. feature SW478 (0.001135)
59. feature CS367 (0.001087)
60. feature CS289 (0.000000)
61. feature CS302 (0.000000)
62. feature BA291 (0.000000)
63. feature CS300 (0.000000)
64. feature CS297 (0.000000)
65. feature SW213 (0.000000)
66. feature CS115 (0.000000)
67. feature CS288 (0.000000)
68. feature CS286 (0.000000)
69. feature CS285 (0.000000)
70. feature CS211 (0.000000)
71. feature CJ321 (0.000000)
72. feature CS105 (0.000000)
73. feature CS215 (0.000000)
74. feature CS231 (0.000000)
75. feature CJ316 (0.000000)
76. feature CJ315 (0.000000)
77. feature MA216 (0.000000)
78. feature CS326 (0.000000)
79. feature CS402 (0.000000)
80. feature HR201 (0.000000)
81. feature ES356 (0.000000)
82. feature CS489 (0.000000)
83. feature CS488 (0.000000)
84. feature CS487 (0.000000)
85. feature CS486 (0.000000)
86. feature CS459 (0.000000)
87. feature CS457 (0.000000)
88. feature CS449 (0.000000)
89. feature CS446 (0.000000)
90. feature CS427 (0.000000)
91. feature CS426 (0.000000)
92. feature CS408 (0.000000)
93. feature CS407 (0.000000)
94. feature CS399 (0.000000)
95. feature SO201 (0.000000)
96. feature CS398 (0.000000)
97. feature CS397 (0.000000)
98. feature CS396 (0.000000)
99. feature SC123 (0.000000)
100. feature CS388 (0.000000)
101. feature CS387 (0.000000)
102. feature CS386 (0.000000)
103. feature CS385 (0.000000)
104. feature CS377 (0.000000)
105. feature CS374 (0.000000)
106. feature CS366 (0.000000)
107. feature LA209 (0.000000)
108. feature CS356 (0.000000)
109. feature CS348 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS251', u'TU120', u'CS365', u'SW111', u'EL295', u'MA332', u'CS222',
u'ST216', u'CS223', u'SC135'],
dtype='object')
-----------------------------------
CS341
[ 0.59782609 0.6043956 0.6091954 0.6091954 0.65116279]
Random Forest Cross Validation of CS341: 0.61435505733
Feature ranking:
1. feature CS251 (0.070254)
2. feature CS281 (0.044509)
3. feature ST216 (0.041321)
4. feature CS284 (0.039620)
5. feature MA212 (0.039218)
6. feature MA332 (0.037530)
7. feature CS213 (0.035122)
8. feature CS222 (0.034873)
9. feature CS111 (0.033048)
10. feature CS223 (0.031053)
11. feature EL172 (0.027436)
12. feature CS261 (0.026519)
13. feature TU110 (0.026369)
14. feature EL295 (0.026290)
15. feature SC135 (0.026165)
16. feature PY228 (0.025675)
17. feature MA211 (0.024330)
18. feature TU100 (0.024075)
19. feature EL171 (0.022964)
20. feature TU130 (0.022450)
21. feature TH161 (0.022049)
22. feature TU120 (0.019605)
23. feature TU122 (0.019400)
24. feature AT316 (0.018609)
25. feature SC185 (0.017270)
26. feature CS102 (0.016486)
27. feature CS214 (0.015807)
28. feature AT326 (0.015656)
29. feature LA209 (0.014798)
30. feature EL395 (0.014358)
31. feature CS101 (0.012147)
32. feature SW111 (0.010585)
33. feature NS132 (0.010309)
34. feature HO201 (0.009570)
35. feature CJ315 (0.009228)
36. feature CS296 (0.008942)
37. feature EL070 (0.008794)
38. feature SW478 (0.007868)
39. feature CS295 (0.007034)
40. feature ES356 (0.006699)
41. feature SW221 (0.006641)
42. feature MW314 (0.006098)
43. feature SW365 (0.005891)
44. feature CS377 (0.005832)
45. feature CS301 (0.005303)
46. feature CJ316 (0.005212)
47. feature TA395 (0.004249)
48. feature CS374 (0.004199)
49. feature SW213 (0.003856)
50. feature MW313 (0.003801)
51. feature SW475 (0.003494)
52. feature SC123 (0.003433)
53. feature SO201 (0.003299)
54. feature CS314 (0.002141)
55. feature CS326 (0.001672)
56. feature SW335 (0.001651)
57. feature CS365 (0.001508)
58. feature CJ317 (0.001490)
59. feature SC173 (0.001260)
60. feature CS286 (0.001243)
61. feature SW212 (0.001179)
62. feature CS409 (0.001151)
63. feature CS302 (0.000716)
64. feature CS429 (0.000646)
65. feature CS285 (0.000000)
66. feature CS289 (0.000000)
67. feature CJ321 (0.000000)
68. feature CS105 (0.000000)
69. feature CS115 (0.000000)
70. feature CS231 (0.000000)
71. feature CS211 (0.000000)
72. feature BA291 (0.000000)
73. feature CS297 (0.000000)
74. feature CS300 (0.000000)
75. feature CS215 (0.000000)
76. feature CS288 (0.000000)
77. feature CS367 (0.000000)
78. feature CS311 (0.000000)
79. feature CS408 (0.000000)
80. feature MA216 (0.000000)
81. feature HR201 (0.000000)
82. feature CS489 (0.000000)
83. feature CS488 (0.000000)
84. feature CS487 (0.000000)
85. feature CS486 (0.000000)
86. feature CS467 (0.000000)
87. feature CS459 (0.000000)
88. feature CS457 (0.000000)
89. feature CS456 (0.000000)
90. feature CS449 (0.000000)
91. feature CS446 (0.000000)
92. feature CS427 (0.000000)
93. feature CS426 (0.000000)
94. feature CS407 (0.000000)
95. feature CS341 (0.000000)
96. feature CS402 (0.000000)
97. feature CS399 (0.000000)
98. feature CS398 (0.000000)
99. feature CS397 (0.000000)
100. feature CS396 (0.000000)
101. feature CS395 (0.000000)
102. feature CS388 (0.000000)
103. feature CS387 (0.000000)
104. feature CS386 (0.000000)
105. feature CS385 (0.000000)
106. feature CS366 (0.000000)
107. feature CS356 (0.000000)
108. feature CS348 (0.000000)
109. feature CS342 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS251', u'CS281', u'ST216', u'CS284', u'MA212', u'MA332', u'CS213',
u'CS222', u'CS111', u'CS223'],
dtype='object')
-----------------------------------
CS342
[ 0.66176471 0.68656716 0.65671642 0.68181818 0.5625 ]
Random Forest Cross Validation of CS342: 0.649873293958
Feature ranking:
1. feature CS341 (0.152200)
2. feature CS222 (0.060676)
3. feature CS213 (0.051834)
4. feature MA332 (0.035372)
5. feature CS395 (0.035116)
6. feature EL395 (0.029113)
7. feature CS301 (0.025883)
8. feature TU110 (0.024757)
9. feature EL172 (0.024727)
10. feature CS214 (0.023012)
11. feature CS314 (0.021617)
12. feature SC135 (0.021579)
13. feature TU120 (0.020818)
14. feature MA211 (0.020491)
15. feature CS102 (0.020384)
16. feature CS251 (0.018813)
17. feature CS281 (0.018265)
18. feature EL295 (0.018202)
19. feature CS101 (0.017797)
20. feature SC185 (0.015594)
21. feature CS284 (0.015540)
22. feature MA212 (0.015364)
23. feature TH161 (0.014596)
24. feature ST216 (0.014133)
25. feature AT326 (0.014011)
26. feature TU122 (0.013910)
27. feature SW221 (0.012431)
28. feature CS385 (0.012284)
29. feature CS223 (0.011809)
30. feature LA209 (0.011552)
31. feature EL171 (0.010848)
32. feature CS111 (0.010595)
33. feature CS365 (0.010128)
34. feature CS386 (0.008937)
35. feature SW335 (0.008298)
36. feature BA291 (0.008078)
37. feature SW213 (0.007751)
38. feature CS326 (0.007660)
39. feature EL070 (0.007237)
40. feature TA395 (0.007040)
41. feature HO201 (0.006695)
42. feature CS489 (0.006483)
43. feature CS409 (0.006464)
44. feature CS289 (0.006432)
45. feature SW212 (0.005865)
46. feature CS295 (0.005849)
47. feature CS296 (0.005408)
48. feature PY228 (0.005246)
49. feature CS261 (0.005180)
50. feature MW314 (0.005091)
51. feature AT316 (0.004476)
52. feature SC173 (0.004144)
53. feature SW475 (0.004142)
54. feature MW313 (0.004055)
55. feature CS311 (0.004054)
56. feature TU130 (0.003995)
57. feature ES356 (0.003914)
58. feature CS401 (0.003849)
59. feature CS427 (0.003782)
60. feature SC123 (0.002586)
61. feature CJ315 (0.002072)
62. feature CS396 (0.001992)
63. feature CS367 (0.001946)
64. feature SW111 (0.001894)
65. feature CS285 (0.001882)
66. feature TU100 (0.001603)
67. feature SW365 (0.001560)
68. feature CS397 (0.001544)
69. feature NS132 (0.001487)
70. feature CS487 (0.001466)
71. feature SW478 (0.001432)
72. feature CS288 (0.001046)
73. feature CS302 (0.001046)
74. feature CJ316 (0.000982)
75. feature CS342 (0.000959)
76. feature CS374 (0.000927)
77. feature MA216 (0.000000)
78. feature CS488 (0.000000)
79. feature CS231 (0.000000)
80. feature HR201 (0.000000)
81. feature CJ321 (0.000000)
82. feature CS215 (0.000000)
83. feature CS211 (0.000000)
84. feature CS115 (0.000000)
85. feature CS105 (0.000000)
86. feature CJ317 (0.000000)
87. feature SO201 (0.000000)
88. feature CS399 (0.000000)
89. feature CS486 (0.000000)
90. feature CS286 (0.000000)
91. feature CS402 (0.000000)
92. feature CS388 (0.000000)
93. feature CS387 (0.000000)
94. feature CS407 (0.000000)
95. feature CS408 (0.000000)
96. feature CS377 (0.000000)
97. feature CS366 (0.000000)
98. feature CS426 (0.000000)
99. feature CS356 (0.000000)
100. feature CS348 (0.000000)
101. feature CS429 (0.000000)
102. feature CS446 (0.000000)
103. feature CS449 (0.000000)
104. feature CS456 (0.000000)
105. feature CS300 (0.000000)
106. feature CS297 (0.000000)
107. feature CS457 (0.000000)
108. feature CS459 (0.000000)
109. feature CS398 (0.000000)
110. feature CS467 (0.000000)
Index([u'CS341', u'CS222', u'CS213', u'MA332', u'CS395', u'EL395', u'CS301',
u'TU110', u'EL172', u'CS214'],
dtype='object')
-----------------------------------
CS348
[ 0.45454545 0.3 0.57142857 0.8 0.8 ]
Random Forest Cross Validation of CS348: 0.585194805195
Feature ranking:
1. feature HO201 (0.168961)
2. feature CS395 (0.127390)
3. feature CS251 (0.077534)
4. feature EL395 (0.066346)
5. feature CS409 (0.064025)
6. feature CS341 (0.063422)
7. feature CS261 (0.056399)
8. feature EL172 (0.048528)
9. feature CS213 (0.046843)
10. feature TU120 (0.028620)
11. feature CS301 (0.024567)
12. feature ST216 (0.021293)
13. feature CS214 (0.020939)
14. feature SW111 (0.018791)
15. feature CS314 (0.017435)
16. feature TU122 (0.014455)
17. feature SC135 (0.014011)
18. feature CS222 (0.013718)
19. feature CJ316 (0.012417)
20. feature SW213 (0.011667)
21. feature MA211 (0.009995)
22. feature TU130 (0.009724)
23. feature MA332 (0.006915)
24. feature SC185 (0.006840)
25. feature CS111 (0.006779)
26. feature EL295 (0.006675)
27. feature SW212 (0.006278)
28. feature SW475 (0.005666)
29. feature TU110 (0.005007)
30. feature MA212 (0.004167)
31. feature CS101 (0.003800)
32. feature EL070 (0.003598)
33. feature CS223 (0.003598)
34. feature CS102 (0.003598)
35. feature CS366 (0.000000)
36. feature CS302 (0.000000)
37. feature CS367 (0.000000)
38. feature CS300 (0.000000)
39. feature CS311 (0.000000)
40. feature CS342 (0.000000)
41. feature CS365 (0.000000)
42. feature CS356 (0.000000)
43. feature CS296 (0.000000)
44. feature CS326 (0.000000)
45. feature CS348 (0.000000)
46. feature CS297 (0.000000)
47. feature CS231 (0.000000)
48. feature CS295 (0.000000)
49. feature CS289 (0.000000)
50. feature AT326 (0.000000)
51. feature BA291 (0.000000)
52. feature CJ315 (0.000000)
53. feature CJ317 (0.000000)
54. feature CJ321 (0.000000)
55. feature CS105 (0.000000)
56. feature CS115 (0.000000)
57. feature CS211 (0.000000)
58. feature CS215 (0.000000)
59. feature CS377 (0.000000)
60. feature CS281 (0.000000)
61. feature CS284 (0.000000)
62. feature CS285 (0.000000)
63. feature CS286 (0.000000)
64. feature CS288 (0.000000)
65. feature CS374 (0.000000)
66. feature CS401 (0.000000)
67. feature CS385 (0.000000)
68. feature CS386 (0.000000)
69. feature EL171 (0.000000)
70. feature ES356 (0.000000)
71. feature HR201 (0.000000)
72. feature LA209 (0.000000)
73. feature MA216 (0.000000)
74. feature MW313 (0.000000)
75. feature MW314 (0.000000)
76. feature NS132 (0.000000)
77. feature PY228 (0.000000)
78. feature SC123 (0.000000)
79. feature SC173 (0.000000)
80. feature SO201 (0.000000)
81. feature SW221 (0.000000)
82. feature SW335 (0.000000)
83. feature SW365 (0.000000)
84. feature SW478 (0.000000)
85. feature TA395 (0.000000)
86. feature TH161 (0.000000)
87. feature TU100 (0.000000)
88. feature CS489 (0.000000)
89. feature CS488 (0.000000)
90. feature CS487 (0.000000)
91. feature CS408 (0.000000)
92. feature CS387 (0.000000)
93. feature CS388 (0.000000)
94. feature CS396 (0.000000)
95. feature CS397 (0.000000)
96. feature CS398 (0.000000)
97. feature CS399 (0.000000)
98. feature CS402 (0.000000)
99. feature CS407 (0.000000)
100. feature CS426 (0.000000)
101. feature CS486 (0.000000)
102. feature CS427 (0.000000)
103. feature CS429 (0.000000)
104. feature CS446 (0.000000)
105. feature CS449 (0.000000)
106. feature CS456 (0.000000)
107. feature CS457 (0.000000)
108. feature CS459 (0.000000)
109. feature CS467 (0.000000)
110. feature AT316 (0.000000)
Index([u'HO201', u'CS395', u'CS251', u'EL395', u'CS409', u'CS341', u'CS261',
u'EL172', u'CS213', u'TU120'],
dtype='object')
-----------------------------------
CS356
[ 0.54545455 0.63636364 0.6 0.22222222 0.5 ]
Random Forest Cross Validation of CS356: 0.500808080808
Feature ranking:
1. feature EL395 (0.116216)
2. feature CS251 (0.092716)
3. feature EL171 (0.057828)
4. feature SW111 (0.050479)
5. feature CS395 (0.050218)
6. feature CS222 (0.046738)
7. feature TH161 (0.045811)
8. feature CS213 (0.042779)
9. feature ST216 (0.041653)
10. feature EL172 (0.039356)
11. feature CS223 (0.038278)
12. feature AT316 (0.027812)
13. feature TU122 (0.024114)
14. feature CS281 (0.023526)
15. feature CS214 (0.022567)
16. feature CS301 (0.019592)
17. feature CS111 (0.019210)
18. feature MA212 (0.018392)
19. feature CS102 (0.017836)
20. feature MA211 (0.017772)
21. feature PY228 (0.017708)
22. feature CS409 (0.015450)
23. feature TU110 (0.014287)
24. feature CS489 (0.012405)
25. feature CS284 (0.012303)
26. feature CS314 (0.010778)
27. feature SC135 (0.010615)
28. feature TU120 (0.009872)
29. feature CS341 (0.009752)
30. feature CS374 (0.009309)
31. feature MA332 (0.009197)
32. feature SC185 (0.009055)
33. feature TA395 (0.008261)
34. feature CS366 (0.006410)
35. feature EL070 (0.005970)
36. feature TU130 (0.005780)
37. feature CS296 (0.005714)
38. feature SW365 (0.005707)
39. feature LA209 (0.004811)
40. feature SC173 (0.003723)
41. feature EL295 (0.000000)
42. feature CS286 (0.000000)
43. feature SW213 (0.000000)
44. feature CS261 (0.000000)
45. feature SW212 (0.000000)
46. feature SO201 (0.000000)
47. feature CS285 (0.000000)
48. feature CS289 (0.000000)
49. feature CS288 (0.000000)
50. feature CS295 (0.000000)
51. feature CS297 (0.000000)
52. feature CS300 (0.000000)
53. feature CS302 (0.000000)
54. feature CS311 (0.000000)
55. feature CS231 (0.000000)
56. feature SW221 (0.000000)
57. feature CS326 (0.000000)
58. feature CS101 (0.000000)
59. feature AT326 (0.000000)
60. feature BA291 (0.000000)
61. feature CJ315 (0.000000)
62. feature CJ316 (0.000000)
63. feature CJ317 (0.000000)
64. feature CJ321 (0.000000)
65. feature TU100 (0.000000)
66. feature SW335 (0.000000)
67. feature CS105 (0.000000)
68. feature SW478 (0.000000)
69. feature CS115 (0.000000)
70. feature CS211 (0.000000)
71. feature SW475 (0.000000)
72. feature CS215 (0.000000)
73. feature SC123 (0.000000)
74. feature NS132 (0.000000)
75. feature ES356 (0.000000)
76. feature CS342 (0.000000)
77. feature CS408 (0.000000)
78. feature HR201 (0.000000)
79. feature CS426 (0.000000)
80. feature CS427 (0.000000)
81. feature CS429 (0.000000)
82. feature CS446 (0.000000)
83. feature CS449 (0.000000)
84. feature CS456 (0.000000)
85. feature CS457 (0.000000)
86. feature CS459 (0.000000)
87. feature CS467 (0.000000)
88. feature CS486 (0.000000)
89. feature CS487 (0.000000)
90. feature CS488 (0.000000)
91. feature HO201 (0.000000)
92. feature CS407 (0.000000)
93. feature CS402 (0.000000)
94. feature CS399 (0.000000)
95. feature CS377 (0.000000)
96. feature CS348 (0.000000)
97. feature CS356 (0.000000)
98. feature CS365 (0.000000)
99. feature MW314 (0.000000)
100. feature CS367 (0.000000)
101. feature MW313 (0.000000)
102. feature CS385 (0.000000)
103. feature CS398 (0.000000)
104. feature CS386 (0.000000)
105. feature CS387 (0.000000)
106. feature CS388 (0.000000)
107. feature MA216 (0.000000)
108. feature CS396 (0.000000)
109. feature CS397 (0.000000)
110. feature CS401 (0.000000)
Index([u'EL395', u'CS251', u'EL171', u'SW111', u'CS395', u'CS222', u'TH161',
u'CS213', u'ST216', u'EL172'],
dtype='object')
-----------------------------------
CS365
[ 0.51020408 0.58333333 0.57446809 0.4893617 0.69565217]
Random Forest Cross Validation of CS365: 0.570603875223
Feature ranking:
1. feature CS222 (0.108297)
2. feature CS281 (0.080108)
3. feature CS284 (0.059433)
4. feature CS213 (0.039961)
5. feature MA332 (0.038317)
6. feature ST216 (0.035954)
7. feature TH161 (0.034715)
8. feature SC135 (0.031053)
9. feature MA211 (0.030611)
10. feature TU120 (0.027242)
11. feature PY228 (0.024667)
12. feature CS111 (0.024424)
13. feature TU110 (0.023427)
14. feature CS223 (0.022969)
15. feature SW212 (0.020937)
16. feature CS296 (0.020108)
17. feature CS101 (0.019968)
18. feature EL295 (0.019921)
19. feature CS251 (0.019480)
20. feature LA209 (0.018510)
21. feature CS102 (0.017912)
22. feature EL171 (0.017728)
23. feature MA212 (0.016181)
24. feature EL395 (0.014934)
25. feature CJ316 (0.014088)
26. feature EL172 (0.013216)
27. feature SW213 (0.012958)
28. feature ES356 (0.011537)
29. feature MW314 (0.010919)
30. feature CS295 (0.009985)
31. feature SC185 (0.009608)
32. feature NS132 (0.009308)
33. feature HO201 (0.008919)
34. feature CS261 (0.008719)
35. feature AT316 (0.008685)
36. feature SW365 (0.007809)
37. feature CJ315 (0.007741)
38. feature CS214 (0.007564)
39. feature CS374 (0.007475)
40. feature TU100 (0.007079)
41. feature SW335 (0.006874)
42. feature CJ317 (0.006333)
43. feature TU122 (0.006160)
44. feature AT326 (0.005593)
45. feature SO201 (0.005540)
46. feature CS326 (0.005533)
47. feature EL070 (0.004558)
48. feature SW478 (0.004366)
49. feature SW111 (0.003864)
50. feature CS311 (0.003455)
51. feature SW221 (0.003334)
52. feature TA395 (0.003228)
53. feature CS395 (0.002868)
54. feature CS301 (0.002818)
55. feature CS377 (0.002342)
56. feature SC123 (0.002152)
57. feature TU130 (0.001790)
58. feature CS289 (0.001716)
59. feature SW475 (0.001547)
60. feature CS396 (0.001120)
61. feature CS342 (0.001118)
62. feature CS341 (0.000616)
63. feature CS314 (0.000607)
64. feature CS449 (0.000000)
65. feature CS456 (0.000000)
66. feature CS457 (0.000000)
67. feature CS231 (0.000000)
68. feature CS459 (0.000000)
69. feature CS467 (0.000000)
70. feature CS215 (0.000000)
71. feature CS486 (0.000000)
72. feature CS487 (0.000000)
73. feature CS211 (0.000000)
74. feature CS285 (0.000000)
75. feature CS115 (0.000000)
76. feature CS488 (0.000000)
77. feature CS105 (0.000000)
78. feature CS489 (0.000000)
79. feature HR201 (0.000000)
80. feature CJ321 (0.000000)
81. feature MA216 (0.000000)
82. feature MW313 (0.000000)
83. feature SC173 (0.000000)
84. feature BA291 (0.000000)
85. feature CS446 (0.000000)
86. feature CS398 (0.000000)
87. feature CS286 (0.000000)
88. feature CS288 (0.000000)
89. feature CS399 (0.000000)
90. feature CS388 (0.000000)
91. feature CS387 (0.000000)
92. feature CS386 (0.000000)
93. feature CS385 (0.000000)
94. feature CS402 (0.000000)
95. feature CS407 (0.000000)
96. feature CS367 (0.000000)
97. feature CS366 (0.000000)
98. feature CS365 (0.000000)
99. feature CS356 (0.000000)
100. feature CS348 (0.000000)
101. feature CS408 (0.000000)
102. feature CS409 (0.000000)
103. feature CS302 (0.000000)
104. feature CS426 (0.000000)
105. feature CS300 (0.000000)
106. feature CS297 (0.000000)
107. feature CS427 (0.000000)
108. feature CS429 (0.000000)
109. feature CS397 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS222', u'CS281', u'CS284', u'CS213', u'MA332', u'ST216', u'TH161',
u'SC135', u'MA211', u'TU120'],
dtype='object')
-----------------------------------
CS366
[ 0.29411765 0.4 0.6 0.61538462 0.66666667]
Random Forest Cross Validation of CS366: 0.515233785822
Feature ranking:
1. feature CS222 (0.125044)
2. feature CS314 (0.052079)
3. feature CS401 (0.048676)
4. feature EL395 (0.045112)
5. feature SW475 (0.044113)
6. feature CS365 (0.040007)
7. feature CS367 (0.035705)
8. feature CS213 (0.032899)
9. feature SC135 (0.027171)
10. feature CS374 (0.025001)
11. feature CS446 (0.024948)
12. feature MA212 (0.024931)
13. feature CS223 (0.023557)
14. feature ST216 (0.022223)
15. feature CS281 (0.021362)
16. feature TU110 (0.020261)
17. feature CS284 (0.019782)
18. feature HO201 (0.019299)
19. feature CS341 (0.018077)
20. feature CS111 (0.017025)
21. feature MA211 (0.016483)
22. feature CS214 (0.015856)
23. feature EL171 (0.015085)
24. feature EL295 (0.014955)
25. feature CS302 (0.014668)
26. feature SW335 (0.013543)
27. feature MA332 (0.013537)
28. feature SW365 (0.013351)
29. feature PY228 (0.013124)
30. feature SW478 (0.012999)
31. feature CS356 (0.012805)
32. feature CJ315 (0.012549)
33. feature CS261 (0.012497)
34. feature TU120 (0.011936)
35. feature AT316 (0.010494)
36. feature MW313 (0.009984)
37. feature CS395 (0.009528)
38. feature TU130 (0.008699)
39. feature CS251 (0.007974)
40. feature MW314 (0.007470)
41. feature CS311 (0.007148)
42. feature AT326 (0.006730)
43. feature CS101 (0.005987)
44. feature SW212 (0.005816)
45. feature SC185 (0.005629)
46. feature CS102 (0.004656)
47. feature TA395 (0.004387)
48. feature CS467 (0.004141)
49. feature SC123 (0.004006)
50. feature TH161 (0.003283)
51. feature CJ317 (0.003268)
52. feature EL172 (0.003162)
53. feature CS377 (0.002939)
54. feature SW111 (0.002205)
55. feature TU122 (0.001838)
56. feature CS408 (0.000000)
57. feature CS459 (0.000000)
58. feature CS288 (0.000000)
59. feature CS286 (0.000000)
60. feature CS285 (0.000000)
61. feature CS449 (0.000000)
62. feature SO201 (0.000000)
63. feature CS456 (0.000000)
64. feature CS231 (0.000000)
65. feature CS457 (0.000000)
66. feature SW213 (0.000000)
67. feature CS215 (0.000000)
68. feature SW221 (0.000000)
69. feature CS211 (0.000000)
70. feature CS295 (0.000000)
71. feature CS115 (0.000000)
72. feature CS486 (0.000000)
73. feature CS105 (0.000000)
74. feature CS487 (0.000000)
75. feature CS488 (0.000000)
76. feature CJ321 (0.000000)
77. feature CS489 (0.000000)
78. feature CJ316 (0.000000)
79. feature TU100 (0.000000)
80. feature BA291 (0.000000)
81. feature EL070 (0.000000)
82. feature CS289 (0.000000)
83. feature CS296 (0.000000)
84. feature CS407 (0.000000)
85. feature MA216 (0.000000)
86. feature CS402 (0.000000)
87. feature CS399 (0.000000)
88. feature CS398 (0.000000)
89. feature CS397 (0.000000)
90. feature CS396 (0.000000)
91. feature CS409 (0.000000)
92. feature CS388 (0.000000)
93. feature CS387 (0.000000)
94. feature CS386 (0.000000)
95. feature CS385 (0.000000)
96. feature LA209 (0.000000)
97. feature CS366 (0.000000)
98. feature CS297 (0.000000)
99. feature CS426 (0.000000)
100. feature CS427 (0.000000)
101. feature CS348 (0.000000)
102. feature ES356 (0.000000)
103. feature NS132 (0.000000)
104. feature CS326 (0.000000)
105. feature CS429 (0.000000)
106. feature HR201 (0.000000)
107. feature SC173 (0.000000)
108. feature CS301 (0.000000)
109. feature CS300 (0.000000)
110. feature CS342 (0.000000)
Index([u'CS222', u'CS314', u'CS401', u'EL395', u'SW475', u'CS365', u'CS367',
u'CS213', u'SC135', u'CS374'],
dtype='object')
-----------------------------------
CS367
[ 0.28571429 0.42857143 0.38095238 0.41176471 0.47058824]
Random Forest Cross Validation of CS367: 0.395518207283
Feature ranking:
1. feature CS222 (0.082171)
2. feature CS284 (0.046490)
3. feature HO201 (0.045558)
4. feature EL295 (0.042680)
5. feature CS365 (0.037380)
6. feature SW365 (0.036410)
7. feature CS301 (0.035503)
8. feature SC135 (0.035353)
9. feature CS314 (0.028488)
10. feature EL171 (0.027353)
11. feature CS213 (0.025028)
12. feature CS341 (0.024300)
13. feature TU120 (0.021360)
14. feature CS261 (0.020965)
15. feature CS251 (0.020488)
16. feature CS214 (0.020377)
17. feature MA212 (0.020082)
18. feature SC123 (0.019878)
19. feature TU122 (0.019649)
20. feature CS223 (0.018954)
21. feature ST216 (0.017871)
22. feature CS101 (0.017243)
23. feature TU130 (0.016996)
24. feature CS374 (0.016876)
25. feature SW111 (0.016860)
26. feature SC185 (0.016251)
27. feature SW475 (0.016218)
28. feature TU110 (0.016196)
29. feature MA332 (0.015964)
30. feature TH161 (0.015215)
31. feature CS102 (0.015038)
32. feature CS395 (0.014797)
33. feature EL172 (0.013271)
34. feature SW213 (0.013215)
35. feature MW313 (0.011663)
36. feature CS281 (0.010852)
37. feature CS326 (0.010711)
38. feature CS302 (0.010205)
39. feature SC173 (0.010136)
40. feature CJ315 (0.009081)
41. feature MA211 (0.007186)
42. feature CS446 (0.007146)
43. feature NS132 (0.006962)
44. feature EL395 (0.006921)
45. feature CJ316 (0.006495)
46. feature CJ317 (0.005579)
47. feature CS296 (0.005535)
48. feature CS311 (0.005532)
49. feature CS409 (0.005094)
50. feature PY228 (0.004586)
51. feature MW314 (0.004498)
52. feature CS111 (0.004432)
53. feature SW478 (0.004373)
54. feature SW212 (0.004276)
55. feature AT316 (0.003905)
56. feature SW335 (0.002657)
57. feature SW221 (0.001698)
58. feature CS402 (0.000000)
59. feature HR201 (0.000000)
60. feature CS286 (0.000000)
61. feature CS285 (0.000000)
62. feature CS486 (0.000000)
63. feature CS487 (0.000000)
64. feature CS488 (0.000000)
65. feature CS489 (0.000000)
66. feature CS231 (0.000000)
67. feature EL070 (0.000000)
68. feature ES356 (0.000000)
69. feature CS215 (0.000000)
70. feature CS211 (0.000000)
71. feature LA209 (0.000000)
72. feature CS289 (0.000000)
73. feature CS115 (0.000000)
74. feature MA216 (0.000000)
75. feature CS105 (0.000000)
76. feature SO201 (0.000000)
77. feature CJ321 (0.000000)
78. feature TA395 (0.000000)
79. feature TU100 (0.000000)
80. feature BA291 (0.000000)
81. feature AT326 (0.000000)
82. feature CS288 (0.000000)
83. feature CS295 (0.000000)
84. feature CS399 (0.000000)
85. feature CS366 (0.000000)
86. feature CS398 (0.000000)
87. feature CS397 (0.000000)
88. feature CS396 (0.000000)
89. feature CS407 (0.000000)
90. feature CS388 (0.000000)
91. feature CS387 (0.000000)
92. feature CS386 (0.000000)
93. feature CS385 (0.000000)
94. feature CS377 (0.000000)
95. feature CS408 (0.000000)
96. feature CS367 (0.000000)
97. feature CS426 (0.000000)
98. feature CS467 (0.000000)
99. feature CS356 (0.000000)
100. feature CS348 (0.000000)
101. feature CS342 (0.000000)
102. feature CS427 (0.000000)
103. feature CS429 (0.000000)
104. feature CS449 (0.000000)
105. feature CS456 (0.000000)
106. feature CS457 (0.000000)
107. feature CS459 (0.000000)
108. feature CS300 (0.000000)
109. feature CS297 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS222', u'CS284', u'HO201', u'EL295', u'CS365', u'SW365', u'CS301',
u'SC135', u'CS314', u'EL171'],
dtype='object')
-----------------------------------
CS374
[ 0.52857143 0.5 0.44927536 0.54545455 0.5 ]
Random Forest Cross Validation of CS374: 0.504660267269
Feature ranking:
1. feature CS261 (0.107892)
2. feature CS341 (0.052165)
3. feature ST216 (0.050439)
4. feature CS281 (0.048418)
5. feature CS289 (0.037513)
6. feature MA212 (0.024304)
7. feature EL070 (0.023911)
8. feature CS101 (0.023602)
9. feature CS214 (0.023493)
10. feature CS284 (0.021887)
11. feature SW212 (0.020922)
12. feature EL171 (0.020254)
13. feature EL172 (0.020232)
14. feature MA211 (0.020043)
15. feature SC135 (0.020035)
16. feature TU120 (0.019916)
17. feature SC185 (0.018522)
18. feature EL395 (0.018310)
19. feature CS251 (0.017892)
20. feature SW111 (0.017677)
21. feature CS296 (0.017082)
22. feature CS213 (0.016368)
23. feature EL295 (0.016168)
24. feature TU110 (0.016033)
25. feature MA332 (0.016000)
26. feature PY228 (0.015585)
27. feature CS102 (0.015155)
28. feature NS132 (0.014977)
29. feature TU122 (0.014885)
30. feature LA209 (0.014740)
31. feature CS222 (0.014135)
32. feature TU130 (0.013981)
33. feature TA395 (0.013942)
34. feature CS365 (0.013282)
35. feature CS314 (0.012390)
36. feature CS111 (0.012094)
37. feature HO201 (0.011868)
38. feature TH161 (0.011764)
39. feature CS302 (0.008262)
40. feature CS326 (0.007862)
41. feature SW365 (0.007005)
42. feature SC123 (0.006912)
43. feature ES356 (0.006540)
44. feature CS301 (0.006383)
45. feature CS295 (0.006316)
46. feature CS223 (0.006114)
47. feature MW314 (0.005966)
48. feature CS386 (0.005688)
49. feature CS396 (0.005580)
50. feature CS395 (0.005402)
51. feature CS385 (0.005162)
52. feature CS409 (0.005059)
53. feature CS297 (0.004889)
54. feature MW313 (0.003997)
55. feature SW221 (0.003867)
56. feature AT316 (0.003767)
57. feature AT326 (0.003554)
58. feature SW475 (0.003290)
59. feature CS286 (0.003163)
60. feature SW478 (0.002932)
61. feature SW335 (0.002676)
62. feature CS489 (0.002576)
63. feature BA291 (0.002007)
64. feature SC173 (0.001582)
65. feature CS342 (0.001543)
66. feature CJ317 (0.001176)
67. feature SW213 (0.000911)
68. feature CS427 (0.000771)
69. feature TU100 (0.000716)
70. feature CJ315 (0.000454)
71. feature CS285 (0.000000)
72. feature CS488 (0.000000)
73. feature HR201 (0.000000)
74. feature MA216 (0.000000)
75. feature CS231 (0.000000)
76. feature CS399 (0.000000)
77. feature SO201 (0.000000)
78. feature CS215 (0.000000)
79. feature CS288 (0.000000)
80. feature CS115 (0.000000)
81. feature CS105 (0.000000)
82. feature CJ321 (0.000000)
83. feature CJ316 (0.000000)
84. feature CS211 (0.000000)
85. feature CS487 (0.000000)
86. feature CS398 (0.000000)
87. feature CS366 (0.000000)
88. feature CS397 (0.000000)
89. feature CS402 (0.000000)
90. feature CS407 (0.000000)
91. feature CS388 (0.000000)
92. feature CS387 (0.000000)
93. feature CS408 (0.000000)
94. feature CS426 (0.000000)
95. feature CS377 (0.000000)
96. feature CS374 (0.000000)
97. feature CS367 (0.000000)
98. feature CS356 (0.000000)
99. feature CS486 (0.000000)
100. feature CS348 (0.000000)
101. feature CS429 (0.000000)
102. feature CS446 (0.000000)
103. feature CS449 (0.000000)
104. feature CS311 (0.000000)
105. feature CS456 (0.000000)
106. feature CS457 (0.000000)
107. feature CS300 (0.000000)
108. feature CS459 (0.000000)
109. feature CS467 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS261', u'CS341', u'ST216', u'CS281', u'CS289', u'MA212', u'EL070',
u'CS101', u'CS214', u'CS284'],
dtype='object')
-----------------------------------
CS377
[ 0.4375 0.4375 0.57142857 0.58333333 0.45454545]
Random Forest Cross Validation of CS377: 0.496861471861
Feature ranking:
1. feature CS213 (0.082633)
2. feature SW335 (0.062295)
3. feature CS101 (0.053649)
4. feature EL395 (0.048790)
5. feature CS102 (0.043988)
6. feature EL171 (0.040599)
7. feature CS251 (0.040260)
8. feature CS341 (0.037174)
9. feature CJ317 (0.036339)
10. feature SC135 (0.031603)
11. feature SW111 (0.029828)
12. feature AT326 (0.029695)
13. feature CS284 (0.029144)
14. feature TU130 (0.028886)
15. feature TU120 (0.028444)
16. feature HO201 (0.027618)
17. feature TU122 (0.026256)
18. feature CS301 (0.024992)
19. feature CS365 (0.024461)
20. feature CS395 (0.021513)
21. feature MA211 (0.020450)
22. feature CS261 (0.019821)
23. feature CS314 (0.019037)
24. feature EL172 (0.017597)
25. feature TH161 (0.017293)
26. feature MA332 (0.015839)
27. feature CS326 (0.014747)
28. feature SW365 (0.013008)
29. feature CS296 (0.012944)
30. feature LA209 (0.012670)
31. feature AT316 (0.012062)
32. feature CS281 (0.008929)
33. feature CS214 (0.008707)
34. feature SC123 (0.007461)
35. feature PY228 (0.007363)
36. feature CS223 (0.006041)
37. feature CS222 (0.005554)
38. feature EL295 (0.004516)
39. feature CS342 (0.004199)
40. feature ST216 (0.004096)
41. feature MA212 (0.003932)
42. feature SW221 (0.003798)
43. feature SC185 (0.003159)
44. feature NS132 (0.002274)
45. feature CS302 (0.002123)
46. feature MW313 (0.002106)
47. feature CS297 (0.002106)
48. feature CS295 (0.000000)
49. feature CS289 (0.000000)
50. feature CS288 (0.000000)
51. feature CS300 (0.000000)
52. feature SO201 (0.000000)
53. feature CS286 (0.000000)
54. feature CS285 (0.000000)
55. feature CS311 (0.000000)
56. feature SW212 (0.000000)
57. feature SW213 (0.000000)
58. feature BA291 (0.000000)
59. feature CS105 (0.000000)
60. feature CJ315 (0.000000)
61. feature CJ316 (0.000000)
62. feature TU100 (0.000000)
63. feature CJ321 (0.000000)
64. feature TA395 (0.000000)
65. feature SW478 (0.000000)
66. feature CS111 (0.000000)
67. feature CS231 (0.000000)
68. feature CS115 (0.000000)
69. feature CS211 (0.000000)
70. feature SW475 (0.000000)
71. feature TU110 (0.000000)
72. feature CS215 (0.000000)
73. feature SC173 (0.000000)
74. feature HR201 (0.000000)
75. feature CS356 (0.000000)
76. feature CS348 (0.000000)
77. feature CS459 (0.000000)
78. feature CS427 (0.000000)
79. feature CS429 (0.000000)
80. feature CS446 (0.000000)
81. feature CS449 (0.000000)
82. feature CS456 (0.000000)
83. feature CS457 (0.000000)
84. feature CS467 (0.000000)
85. feature CS409 (0.000000)
86. feature CS486 (0.000000)
87. feature CS487 (0.000000)
88. feature CS488 (0.000000)
89. feature CS489 (0.000000)
90. feature EL070 (0.000000)
91. feature MA216 (0.000000)
92. feature CS426 (0.000000)
93. feature CS408 (0.000000)
94. feature ES356 (0.000000)
95. feature CS387 (0.000000)
96. feature CS366 (0.000000)
97. feature CS367 (0.000000)
98. feature CS374 (0.000000)
99. feature CS377 (0.000000)
100. feature CS385 (0.000000)
101. feature CS386 (0.000000)
102. feature CS388 (0.000000)
103. feature CS407 (0.000000)
104. feature CS396 (0.000000)
105. feature CS397 (0.000000)
106. feature CS398 (0.000000)
107. feature CS399 (0.000000)
108. feature MW314 (0.000000)
109. feature CS402 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS213', u'SW335', u'CS101', u'EL395', u'CS102', u'EL171', u'CS251',
u'CS341', u'CJ317', u'SC135'],
dtype='object')
-----------------------------------
CS385
[ 0.5 0.51351351 0.66666667 0.66666667 0.61764706]
Random Forest Cross Validation of CS385: 0.592898781134
Feature ranking:
1. feature CS261 (0.101394)
2. feature CS111 (0.064783)
3. feature CS281 (0.052321)
4. feature TH161 (0.049968)
5. feature CS284 (0.047650)
6. feature TU110 (0.043714)
7. feature SC135 (0.032494)
8. feature ST216 (0.031943)
9. feature EL295 (0.031028)
10. feature CS213 (0.030592)
11. feature SC185 (0.026376)
12. feature MA332 (0.025601)
13. feature TU120 (0.025157)
14. feature EL171 (0.023494)
15. feature TU122 (0.022651)
16. feature CS222 (0.022156)
17. feature CS102 (0.021631)
18. feature MA211 (0.020174)
19. feature CS251 (0.019565)
20. feature MA212 (0.018014)
21. feature ES356 (0.017945)
22. feature TU130 (0.017030)
23. feature EL395 (0.016722)
24. feature LA209 (0.016476)
25. feature SW478 (0.015925)
26. feature SW212 (0.015111)
27. feature HO201 (0.014754)
28. feature EL172 (0.013717)
29. feature AT316 (0.013057)
30. feature SW111 (0.012195)
31. feature CS214 (0.011793)
32. feature CS223 (0.010374)
33. feature TU100 (0.010195)
34. feature CS101 (0.009971)
35. feature SC123 (0.009755)
36. feature AT326 (0.009632)
37. feature PY228 (0.009117)
38. feature SW213 (0.008969)
39. feature SW335 (0.008578)
40. feature TA395 (0.007454)
41. feature CS296 (0.006823)
42. feature CJ316 (0.006211)
43. feature CJ315 (0.006206)
44. feature NS132 (0.005247)
45. feature CJ317 (0.003621)
46. feature SO201 (0.003504)
47. feature MW314 (0.002207)
48. feature CS286 (0.001800)
49. feature CS341 (0.001641)
50. feature EL070 (0.001525)
51. feature SC173 (0.000896)
52. feature SW365 (0.000841)
53. feature CS289 (0.000000)
54. feature CS295 (0.000000)
55. feature MA216 (0.000000)
56. feature CS297 (0.000000)
57. feature CS300 (0.000000)
58. feature CS301 (0.000000)
59. feature CS288 (0.000000)
60. feature CS311 (0.000000)
61. feature CS314 (0.000000)
62. feature CS302 (0.000000)
63. feature CS215 (0.000000)
64. feature CS285 (0.000000)
65. feature SW221 (0.000000)
66. feature CS231 (0.000000)
67. feature SW475 (0.000000)
68. feature CS211 (0.000000)
69. feature CS115 (0.000000)
70. feature CS105 (0.000000)
71. feature CJ321 (0.000000)
72. feature BA291 (0.000000)
73. feature CS326 (0.000000)
74. feature CS365 (0.000000)
75. feature CS342 (0.000000)
76. feature CS348 (0.000000)
77. feature CS409 (0.000000)
78. feature CS426 (0.000000)
79. feature CS427 (0.000000)
80. feature CS429 (0.000000)
81. feature CS446 (0.000000)
82. feature CS449 (0.000000)
83. feature CS456 (0.000000)
84. feature CS457 (0.000000)
85. feature CS459 (0.000000)
86. feature CS467 (0.000000)
87. feature CS486 (0.000000)
88. feature CS487 (0.000000)
89. feature CS488 (0.000000)
90. feature CS489 (0.000000)
91. feature MW313 (0.000000)
92. feature CS408 (0.000000)
93. feature CS407 (0.000000)
94. feature CS402 (0.000000)
95. feature CS385 (0.000000)
96. feature CS356 (0.000000)
97. feature HR201 (0.000000)
98. feature CS366 (0.000000)
99. feature CS367 (0.000000)
100. feature CS374 (0.000000)
101. feature CS377 (0.000000)
102. feature CS386 (0.000000)
103. feature CS399 (0.000000)
104. feature CS387 (0.000000)
105. feature CS388 (0.000000)
106. feature CS395 (0.000000)
107. feature CS396 (0.000000)
108. feature CS397 (0.000000)
109. feature CS398 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS261', u'CS111', u'CS281', u'TH161', u'CS284', u'TU110', u'SC135',
u'ST216', u'EL295', u'CS213'],
dtype='object')
-----------------------------------
CS386
[ 0.41176471 0.23529412 0.35294118 0.33333333 0.23076923]
Random Forest Cross Validation of CS386: 0.312820512821
Feature ranking:
1. feature MA211 (0.069175)
2. feature CS213 (0.050233)
3. feature SC185 (0.049560)
4. feature TU122 (0.048523)
5. feature MA212 (0.048353)
6. feature PY228 (0.032621)
7. feature MA332 (0.030898)
8. feature TH161 (0.030607)
9. feature CS342 (0.027263)
10. feature ST216 (0.026688)
11. feature EL295 (0.026112)
12. feature CS214 (0.025303)
13. feature CS286 (0.024421)
14. feature CS251 (0.024282)
15. feature EL172 (0.024088)
16. feature HO201 (0.023097)
17. feature SC135 (0.020672)
18. feature SC123 (0.019992)
19. feature CS281 (0.019935)
20. feature CS311 (0.019259)
21. feature TU130 (0.019014)
22. feature NS132 (0.018942)
23. feature EL395 (0.018049)
24. feature CS101 (0.017707)
25. feature CS301 (0.016102)
26. feature CS388 (0.015200)
27. feature CS341 (0.014877)
28. feature CS314 (0.014734)
29. feature CS284 (0.014019)
30. feature CS486 (0.013069)
31. feature TU100 (0.012645)
32. feature EL171 (0.012572)
33. feature SW213 (0.011761)
34. feature SO201 (0.011098)
35. feature EL070 (0.010695)
36. feature CS102 (0.010679)
37. feature CS489 (0.010396)
38. feature CS222 (0.009279)
39. feature TA395 (0.008639)
40. feature TU120 (0.008472)
41. feature SW365 (0.007728)
42. feature SW212 (0.007236)
43. feature CS223 (0.006685)
44. feature CS261 (0.006525)
45. feature CS288 (0.006273)
46. feature AT326 (0.006121)
47. feature CS295 (0.005877)
48. feature CJ317 (0.005316)
49. feature LA209 (0.005095)
50. feature CS111 (0.004663)
51. feature ES356 (0.003846)
52. feature MW314 (0.003713)
53. feature SW221 (0.003565)
54. feature CJ316 (0.003453)
55. feature TU110 (0.003387)
56. feature CS285 (0.003293)
57. feature SW111 (0.003251)
58. feature CJ315 (0.003135)
59. feature CS487 (0.001806)
60. feature CS115 (0.000000)
61. feature CS300 (0.000000)
62. feature CS326 (0.000000)
63. feature CS215 (0.000000)
64. feature CS302 (0.000000)
65. feature CS211 (0.000000)
66. feature CS297 (0.000000)
67. feature CS296 (0.000000)
68. feature BA291 (0.000000)
69. feature CS231 (0.000000)
70. feature CS289 (0.000000)
71. feature CS105 (0.000000)
72. feature CJ321 (0.000000)
73. feature CS401 (0.000000)
74. feature CS348 (0.000000)
75. feature CS426 (0.000000)
76. feature CS429 (0.000000)
77. feature CS446 (0.000000)
78. feature CS449 (0.000000)
79. feature CS456 (0.000000)
80. feature CS457 (0.000000)
81. feature CS459 (0.000000)
82. feature CS467 (0.000000)
83. feature CS488 (0.000000)
84. feature HR201 (0.000000)
85. feature MA216 (0.000000)
86. feature MW313 (0.000000)
87. feature SC173 (0.000000)
88. feature SW335 (0.000000)
89. feature SW475 (0.000000)
90. feature SW478 (0.000000)
91. feature CS427 (0.000000)
92. feature CS409 (0.000000)
93. feature CS356 (0.000000)
94. feature CS408 (0.000000)
95. feature CS365 (0.000000)
96. feature CS366 (0.000000)
97. feature CS367 (0.000000)
98. feature CS374 (0.000000)
99. feature CS377 (0.000000)
100. feature CS385 (0.000000)
101. feature CS386 (0.000000)
102. feature CS387 (0.000000)
103. feature CS395 (0.000000)
104. feature CS396 (0.000000)
105. feature CS397 (0.000000)
106. feature CS398 (0.000000)
107. feature CS399 (0.000000)
108. feature CS402 (0.000000)
109. feature CS407 (0.000000)
110. feature AT316 (0.000000)
Index([u'MA211', u'CS213', u'SC185', u'TU122', u'MA212', u'PY228', u'MA332',
u'TH161', u'CS342', u'ST216'],
dtype='object')
-----------------------------------
CS387
[ 0.53846154 0.54545455 0.36363636 0.7 0.44444444]
Random Forest Cross Validation of CS387: 0.518399378399
Feature ranking:
1. feature CS314 (0.151686)
2. feature CS111 (0.108324)
3. feature CS102 (0.068191)
4. feature SC135 (0.065556)
5. feature CS311 (0.062365)
6. feature MA211 (0.042243)
7. feature CS486 (0.037510)
8. feature CS374 (0.033584)
9. feature TH161 (0.033278)
10. feature EL295 (0.024990)
11. feature CS261 (0.024014)
12. feature TU122 (0.023619)
13. feature MA212 (0.022611)
14. feature SC185 (0.019517)
15. feature TU120 (0.018775)
16. feature MA332 (0.017765)
17. feature ST216 (0.016932)
18. feature TU110 (0.016300)
19. feature AT326 (0.016036)
20. feature CS281 (0.015482)
21. feature CS409 (0.014659)
22. feature NS132 (0.013255)
23. feature CS341 (0.013250)
24. feature CS289 (0.013000)
25. feature CS365 (0.012139)
26. feature PY228 (0.011335)
27. feature CS296 (0.010697)
28. feature CS377 (0.010145)
29. feature CS288 (0.009997)
30. feature ES356 (0.009988)
31. feature CS214 (0.009232)
32. feature CS301 (0.009031)
33. feature CS251 (0.008677)
34. feature SC173 (0.005176)
35. feature SW111 (0.005045)
36. feature EL395 (0.004990)
37. feature CS222 (0.004884)
38. feature SC123 (0.004808)
39. feature EL171 (0.004231)
40. feature CS101 (0.004054)
41. feature CS467 (0.002629)
42. feature CS367 (0.000000)
43. feature CS302 (0.000000)
44. feature BA291 (0.000000)
45. feature CS366 (0.000000)
46. feature CJ315 (0.000000)
47. feature CS356 (0.000000)
48. feature CS348 (0.000000)
49. feature CS342 (0.000000)
50. feature CJ316 (0.000000)
51. feature CS326 (0.000000)
52. feature CJ317 (0.000000)
53. feature CJ321 (0.000000)
54. feature CS105 (0.000000)
55. feature CS223 (0.000000)
56. feature CS300 (0.000000)
57. feature CS231 (0.000000)
58. feature CS297 (0.000000)
59. feature CS115 (0.000000)
60. feature CS295 (0.000000)
61. feature CS211 (0.000000)
62. feature CS213 (0.000000)
63. feature CS286 (0.000000)
64. feature CS285 (0.000000)
65. feature CS284 (0.000000)
66. feature CS215 (0.000000)
67. feature TU130 (0.000000)
68. feature CS401 (0.000000)
69. feature CS385 (0.000000)
70. feature SO201 (0.000000)
71. feature EL070 (0.000000)
72. feature EL172 (0.000000)
73. feature HO201 (0.000000)
74. feature HR201 (0.000000)
75. feature LA209 (0.000000)
76. feature MA216 (0.000000)
77. feature MW313 (0.000000)
78. feature MW314 (0.000000)
79. feature SW212 (0.000000)
80. feature CS386 (0.000000)
81. feature SW213 (0.000000)
82. feature SW221 (0.000000)
83. feature SW335 (0.000000)
84. feature SW365 (0.000000)
85. feature SW475 (0.000000)
86. feature SW478 (0.000000)
87. feature TA395 (0.000000)
88. feature TU100 (0.000000)
89. feature CS489 (0.000000)
90. feature CS488 (0.000000)
91. feature CS487 (0.000000)
92. feature CS459 (0.000000)
93. feature CS387 (0.000000)
94. feature CS388 (0.000000)
95. feature CS395 (0.000000)
96. feature CS396 (0.000000)
97. feature CS397 (0.000000)
98. feature CS398 (0.000000)
99. feature CS399 (0.000000)
100. feature CS402 (0.000000)
101. feature CS407 (0.000000)
102. feature CS408 (0.000000)
103. feature CS426 (0.000000)
104. feature CS427 (0.000000)
105. feature CS429 (0.000000)
106. feature CS446 (0.000000)
107. feature CS449 (0.000000)
108. feature CS456 (0.000000)
109. feature CS457 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS314', u'CS111', u'CS102', u'SC135', u'CS311', u'MA211', u'CS486',
u'CS374', u'TH161', u'EL295'],
dtype='object')
-----------------------------------
CS388
[ 0.42857143 0.42857143 0.33333333 0.66666667 0.8 ]
Random Forest Cross Validation of CS388: 0.531428571429
Feature ranking:
1. feature CS111 (0.268364)
2. feature LA209 (0.084625)
3. feature EL395 (0.067424)
4. feature CS101 (0.056244)
5. feature CS223 (0.054041)
6. feature CS251 (0.047864)
7. feature TU130 (0.043112)
8. feature MA212 (0.042021)
9. feature SC185 (0.041249)
10. feature CS326 (0.027180)
11. feature CS341 (0.024599)
12. feature CS213 (0.024095)
13. feature AT326 (0.021993)
14. feature SC135 (0.021937)
15. feature CS385 (0.020694)
16. feature CS386 (0.019050)
17. feature CS409 (0.018311)
18. feature TH161 (0.017614)
19. feature SW221 (0.016831)
20. feature AT316 (0.012676)
21. feature ST216 (0.009841)
22. feature CS281 (0.009660)
23. feature CS489 (0.008722)
24. feature CS289 (0.008611)
25. feature EL295 (0.008017)
26. feature CS314 (0.007855)
27. feature MA211 (0.006645)
28. feature TU120 (0.005382)
29. feature CS284 (0.005345)
30. feature SW365 (0.000000)
31. feature CS356 (0.000000)
32. feature CS285 (0.000000)
33. feature CS286 (0.000000)
34. feature CS288 (0.000000)
35. feature CS365 (0.000000)
36. feature CS295 (0.000000)
37. feature CS296 (0.000000)
38. feature CS297 (0.000000)
39. feature SW335 (0.000000)
40. feature CS300 (0.000000)
41. feature CS301 (0.000000)
42. feature CS348 (0.000000)
43. feature CS342 (0.000000)
44. feature CS302 (0.000000)
45. feature CS311 (0.000000)
46. feature SC123 (0.000000)
47. feature CS231 (0.000000)
48. feature CS261 (0.000000)
49. feature SW475 (0.000000)
50. feature BA291 (0.000000)
51. feature CJ315 (0.000000)
52. feature CJ316 (0.000000)
53. feature CJ317 (0.000000)
54. feature CJ321 (0.000000)
55. feature TU110 (0.000000)
56. feature CS102 (0.000000)
57. feature CS105 (0.000000)
58. feature TU100 (0.000000)
59. feature CS115 (0.000000)
60. feature CS211 (0.000000)
61. feature TA395 (0.000000)
62. feature CS214 (0.000000)
63. feature CS215 (0.000000)
64. feature CS222 (0.000000)
65. feature SW478 (0.000000)
66. feature CS367 (0.000000)
67. feature CS366 (0.000000)
68. feature CS377 (0.000000)
69. feature CS374 (0.000000)
70. feature ES356 (0.000000)
71. feature CS459 (0.000000)
72. feature CS467 (0.000000)
73. feature CS486 (0.000000)
74. feature CS487 (0.000000)
75. feature CS488 (0.000000)
76. feature EL070 (0.000000)
77. feature EL171 (0.000000)
78. feature EL172 (0.000000)
79. feature HO201 (0.000000)
80. feature PY228 (0.000000)
81. feature HR201 (0.000000)
82. feature SO201 (0.000000)
83. feature SC173 (0.000000)
84. feature MA216 (0.000000)
85. feature MA332 (0.000000)
86. feature MW313 (0.000000)
87. feature MW314 (0.000000)
88. feature NS132 (0.000000)
89. feature CS457 (0.000000)
90. feature CS456 (0.000000)
91. feature CS449 (0.000000)
92. feature CS446 (0.000000)
93. feature SW213 (0.000000)
94. feature SW212 (0.000000)
95. feature CS387 (0.000000)
96. feature CS388 (0.000000)
97. feature CS395 (0.000000)
98. feature CS396 (0.000000)
99. feature CS397 (0.000000)
100. feature CS398 (0.000000)
101. feature CS399 (0.000000)
102. feature TU122 (0.000000)
103. feature CS402 (0.000000)
104. feature CS407 (0.000000)
105. feature CS408 (0.000000)
106. feature SW111 (0.000000)
107. feature CS426 (0.000000)
108. feature CS427 (0.000000)
109. feature CS429 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS111', u'LA209', u'EL395', u'CS101', u'CS223', u'CS251', u'TU130',
u'MA212', u'SC185', u'CS326'],
dtype='object')
-----------------------------------
CS395
[ 0.53703704 0.5 0.6 0.56 0.62 ]
Random Forest Cross Validation of CS395: 0.563407407407
Feature ranking:
1. feature CS222 (0.068261)
2. feature CS261 (0.065673)
3. feature CS223 (0.054756)
4. feature CS111 (0.050239)
5. feature ST216 (0.048262)
6. feature MA212 (0.047520)
7. feature CS295 (0.046606)
8. feature CS251 (0.040302)
9. feature TU120 (0.034100)
10. feature TU110 (0.032945)
11. feature EL295 (0.030975)
12. feature SC135 (0.027879)
13. feature CS296 (0.024854)
14. feature MA211 (0.022370)
15. feature CS284 (0.020654)
16. feature CS281 (0.020599)
17. feature EL171 (0.019321)
18. feature TU122 (0.018110)
19. feature CS213 (0.016556)
20. feature HO201 (0.015448)
21. feature CS214 (0.014270)
22. feature PY228 (0.013899)
23. feature TH161 (0.013824)
24. feature MA332 (0.012750)
25. feature CS301 (0.012614)
26. feature EL172 (0.012556)
27. feature LA209 (0.012488)
28. feature TU130 (0.012487)
29. feature SC185 (0.011980)
30. feature AT316 (0.010568)
31. feature SO201 (0.010253)
32. feature CS102 (0.010165)
33. feature AT326 (0.010068)
34. feature MW314 (0.008393)
35. feature TA395 (0.007695)
36. feature SW221 (0.007657)
37. feature EL395 (0.007522)
38. feature SW111 (0.006598)
39. feature SW212 (0.006479)
40. feature EL070 (0.006442)
41. feature MW313 (0.006211)
42. feature CS101 (0.006051)
43. feature CJ315 (0.005702)
44. feature CS366 (0.005552)
45. feature SW365 (0.005481)
46. feature CS395 (0.005407)
47. feature SW213 (0.004867)
48. feature ES356 (0.004434)
49. feature SW335 (0.004413)
50. feature NS132 (0.004385)
51. feature SW478 (0.004309)
52. feature CS377 (0.003614)
53. feature TU100 (0.003423)
54. feature CS311 (0.002671)
55. feature CS374 (0.002214)
56. feature CS467 (0.002175)
57. feature CJ316 (0.002028)
58. feature SW475 (0.001584)
59. feature CS326 (0.001535)
60. feature CS365 (0.001437)
61. feature SC173 (0.001102)
62. feature CS341 (0.001056)
63. feature CS459 (0.001033)
64. feature SC123 (0.001020)
65. feature CS356 (0.000926)
66. feature CS288 (0.000900)
67. feature CS342 (0.000734)
68. feature CS401 (0.000542)
69. feature CS367 (0.000540)
70. feature CJ317 (0.000514)
71. feature CS456 (0.000000)
72. feature CS231 (0.000000)
73. feature CS427 (0.000000)
74. feature CS429 (0.000000)
75. feature CS215 (0.000000)
76. feature CS446 (0.000000)
77. feature CS449 (0.000000)
78. feature CS211 (0.000000)
79. feature CS115 (0.000000)
80. feature CS105 (0.000000)
81. feature CS385 (0.000000)
82. feature CS457 (0.000000)
83. feature CS486 (0.000000)
84. feature CJ321 (0.000000)
85. feature CS487 (0.000000)
86. feature CS488 (0.000000)
87. feature BA291 (0.000000)
88. feature CS489 (0.000000)
89. feature CS426 (0.000000)
90. feature CS409 (0.000000)
91. feature CS408 (0.000000)
92. feature CS407 (0.000000)
93. feature MA216 (0.000000)
94. feature CS348 (0.000000)
95. feature CS386 (0.000000)
96. feature CS387 (0.000000)
97. feature CS388 (0.000000)
98. feature CS314 (0.000000)
99. feature CS396 (0.000000)
100. feature CS302 (0.000000)
101. feature CS397 (0.000000)
102. feature CS300 (0.000000)
103. feature CS297 (0.000000)
104. feature CS398 (0.000000)
105. feature CS399 (0.000000)
106. feature CS289 (0.000000)
107. feature CS402 (0.000000)
108. feature CS286 (0.000000)
109. feature CS285 (0.000000)
110. feature HR201 (0.000000)
Index([u'CS222', u'CS261', u'CS223', u'CS111', u'ST216', u'MA212', u'CS295',
u'CS251', u'TU120', u'TU110'],
dtype='object')
-----------------------------------
CS396
[ 0.35714286 0.41666667 0.27272727 0.7 0.44444444]
Random Forest Cross Validation of CS396: 0.438196248196
Feature ranking:
1. feature CS295 (0.180528)
2. feature CS223 (0.094426)
3. feature CS284 (0.048171)
4. feature SC135 (0.042357)
5. feature TU110 (0.042060)
6. feature MA332 (0.040886)
7. feature TU120 (0.040491)
8. feature CS111 (0.039923)
9. feature ST216 (0.038079)
10. feature CS296 (0.034016)
11. feature EL171 (0.033703)
12. feature PY228 (0.032975)
13. feature EL172 (0.032338)
14. feature SW221 (0.030995)
15. feature AT316 (0.030451)
16. feature LA209 (0.019515)
17. feature SW212 (0.017379)
18. feature CS214 (0.017348)
19. feature CS222 (0.015370)
20. feature TU130 (0.015074)
21. feature CS101 (0.014037)
22. feature MA212 (0.012093)
23. feature SC185 (0.011638)
24. feature CS251 (0.011369)
25. feature CS261 (0.010884)
26. feature MA211 (0.010786)
27. feature SW475 (0.009158)
28. feature HO201 (0.009006)
29. feature CS281 (0.008695)
30. feature CS102 (0.006579)
31. feature EL295 (0.006527)
32. feature AT326 (0.004682)
33. feature CJ317 (0.004651)
34. feature CJ315 (0.004512)
35. feature TU100 (0.004250)
36. feature EL070 (0.004145)
37. feature SW111 (0.004085)
38. feature MW313 (0.004046)
39. feature TH161 (0.003707)
40. feature CS374 (0.003400)
41. feature CS301 (0.003194)
42. feature TU122 (0.002471)
43. feature CS297 (0.000000)
44. feature SW335 (0.000000)
45. feature SW365 (0.000000)
46. feature SC123 (0.000000)
47. feature CS300 (0.000000)
48. feature CS302 (0.000000)
49. feature CS311 (0.000000)
50. feature CS314 (0.000000)
51. feature CS326 (0.000000)
52. feature CS341 (0.000000)
53. feature CS342 (0.000000)
54. feature CS289 (0.000000)
55. feature TA395 (0.000000)
56. feature CS288 (0.000000)
57. feature CS286 (0.000000)
58. feature CS285 (0.000000)
59. feature CS231 (0.000000)
60. feature SW478 (0.000000)
61. feature CS356 (0.000000)
62. feature CS215 (0.000000)
63. feature CS213 (0.000000)
64. feature CS211 (0.000000)
65. feature CS115 (0.000000)
66. feature CS105 (0.000000)
67. feature CJ321 (0.000000)
68. feature CJ316 (0.000000)
69. feature BA291 (0.000000)
70. feature CS348 (0.000000)
71. feature CS377 (0.000000)
72. feature CS365 (0.000000)
73. feature CS489 (0.000000)
74. feature CS456 (0.000000)
75. feature CS457 (0.000000)
76. feature CS459 (0.000000)
77. feature CS467 (0.000000)
78. feature CS486 (0.000000)
79. feature CS487 (0.000000)
80. feature CS488 (0.000000)
81. feature SW213 (0.000000)
82. feature CS446 (0.000000)
83. feature EL395 (0.000000)
84. feature ES356 (0.000000)
85. feature HR201 (0.000000)
86. feature SO201 (0.000000)
87. feature MA216 (0.000000)
88. feature MW314 (0.000000)
89. feature NS132 (0.000000)
90. feature CS449 (0.000000)
91. feature CS429 (0.000000)
92. feature CS366 (0.000000)
93. feature CS396 (0.000000)
94. feature CS367 (0.000000)
95. feature SC173 (0.000000)
96. feature CS385 (0.000000)
97. feature CS386 (0.000000)
98. feature CS387 (0.000000)
99. feature CS388 (0.000000)
100. feature CS395 (0.000000)
101. feature CS397 (0.000000)
102. feature CS427 (0.000000)
103. feature CS398 (0.000000)
104. feature CS399 (0.000000)
105. feature CS402 (0.000000)
106. feature CS407 (0.000000)
107. feature CS408 (0.000000)
108. feature CS409 (0.000000)
109. feature CS426 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS295', u'CS223', u'CS284', u'SC135', u'TU110', u'MA332', u'TU120',
u'CS111', u'ST216', u'CS296'],
dtype='object')
-----------------------------------
CS397
[ 0.5 0.4 0.375 0.14285714 0.5 ]
Random Forest Cross Validation of CS397: 0.383571428571
Feature ranking:
1. feature CS395 (0.166050)
2. feature CS261 (0.137655)
3. feature TU122 (0.066184)
4. feature CS213 (0.053439)
5. feature CS222 (0.048999)
6. feature SC185 (0.044243)
7. feature SC135 (0.044014)
8. feature CS396 (0.042273)
9. feature EL295 (0.038256)
10. feature TU130 (0.033454)
11. feature CS281 (0.030989)
12. feature CS301 (0.019697)
13. feature MA211 (0.019551)
14. feature ST216 (0.018484)
15. feature EL172 (0.018467)
16. feature CS314 (0.018403)
17. feature TH161 (0.017874)
18. feature EL395 (0.015261)
19. feature NS132 (0.014286)
20. feature CS284 (0.014074)
21. feature SW111 (0.013901)
22. feature SW365 (0.012654)
23. feature MW313 (0.012015)
24. feature CS251 (0.010995)
25. feature CS297 (0.010804)
26. feature EL171 (0.010194)
27. feature TU120 (0.009609)
28. feature CS296 (0.009168)
29. feature CS111 (0.007401)
30. feature CS102 (0.007130)
31. feature CS223 (0.006476)
32. feature MA332 (0.005663)
33. feature TU110 (0.005663)
34. feature LA209 (0.005601)
35. feature AT326 (0.003775)
36. feature TU100 (0.003734)
37. feature CS214 (0.003565)
38. feature CS342 (0.000000)
39. feature CS311 (0.000000)
40. feature BA291 (0.000000)
41. feature CS326 (0.000000)
42. feature CS341 (0.000000)
43. feature CS215 (0.000000)
44. feature CS348 (0.000000)
45. feature CJ315 (0.000000)
46. feature CS356 (0.000000)
47. feature CS365 (0.000000)
48. feature CS366 (0.000000)
49. feature CS302 (0.000000)
50. feature CJ316 (0.000000)
51. feature CS300 (0.000000)
52. feature CS374 (0.000000)
53. feature CJ317 (0.000000)
54. feature CS295 (0.000000)
55. feature CS289 (0.000000)
56. feature CS288 (0.000000)
57. feature CS286 (0.000000)
58. feature CS285 (0.000000)
59. feature CJ321 (0.000000)
60. feature CS101 (0.000000)
61. feature CS105 (0.000000)
62. feature CS115 (0.000000)
63. feature CS231 (0.000000)
64. feature CS211 (0.000000)
65. feature CS367 (0.000000)
66. feature CS401 (0.000000)
67. feature CS377 (0.000000)
68. feature CS385 (0.000000)
69. feature CS489 (0.000000)
70. feature EL070 (0.000000)
71. feature ES356 (0.000000)
72. feature HO201 (0.000000)
73. feature HR201 (0.000000)
74. feature MA212 (0.000000)
75. feature MA216 (0.000000)
76. feature MW314 (0.000000)
77. feature PY228 (0.000000)
78. feature SC123 (0.000000)
79. feature SC173 (0.000000)
80. feature SO201 (0.000000)
81. feature SW212 (0.000000)
82. feature SW213 (0.000000)
83. feature SW221 (0.000000)
84. feature SW335 (0.000000)
85. feature SW475 (0.000000)
86. feature SW478 (0.000000)
87. feature TA395 (0.000000)
88. feature CS488 (0.000000)
89. feature CS487 (0.000000)
90. feature CS486 (0.000000)
91. feature CS408 (0.000000)
92. feature CS386 (0.000000)
93. feature CS387 (0.000000)
94. feature CS388 (0.000000)
95. feature CS397 (0.000000)
96. feature CS398 (0.000000)
97. feature CS399 (0.000000)
98. feature CS402 (0.000000)
99. feature CS407 (0.000000)
100. feature CS409 (0.000000)
101. feature CS467 (0.000000)
102. feature CS426 (0.000000)
103. feature CS427 (0.000000)
104. feature CS429 (0.000000)
105. feature CS446 (0.000000)
106. feature CS449 (0.000000)
107. feature CS456 (0.000000)
108. feature CS457 (0.000000)
109. feature CS459 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS395', u'CS261', u'TU122', u'CS213', u'CS222', u'SC185', u'SC135',
u'CS396', u'EL295', u'TU130'],
dtype='object')
-----------------------------------
CS398
[ 0.3 0.55555556 0.625 0.28571429 0.5 ]
Random Forest Cross Validation of CS398: 0.453253968254
Feature ranking:
1. feature CS111 (0.122452)
2. feature CS295 (0.070491)
3. feature TU120 (0.068032)
4. feature CS101 (0.062922)
5. feature PY228 (0.059185)
6. feature CS396 (0.051014)
7. feature CS395 (0.041756)
8. feature CS213 (0.040527)
9. feature EL171 (0.039374)
10. feature SC185 (0.036941)
11. feature EL172 (0.033751)
12. feature CS281 (0.028506)
13. feature ST216 (0.028268)
14. feature CS297 (0.025915)
15. feature CS102 (0.023964)
16. feature MW313 (0.023389)
17. feature CS214 (0.018264)
18. feature SW111 (0.016384)
19. feature CS296 (0.016321)
20. feature EL295 (0.014732)
21. feature MA211 (0.014701)
22. feature TU130 (0.014272)
23. feature TU122 (0.013632)
24. feature CS223 (0.012736)
25. feature TU100 (0.012046)
26. feature CS261 (0.011677)
27. feature MA212 (0.011093)
28. feature CS251 (0.011085)
29. feature CS341 (0.009938)
30. feature TU110 (0.009263)
31. feature SC135 (0.007886)
32. feature SW365 (0.007835)
33. feature EL395 (0.007615)
34. feature EL070 (0.007329)
35. feature CS222 (0.006186)
36. feature TH161 (0.006061)
37. feature CS314 (0.003976)
38. feature NS132 (0.003759)
39. feature SW213 (0.003419)
40. feature CS409 (0.003305)
41. feature CS326 (0.000000)
42. feature CS302 (0.000000)
43. feature CJ315 (0.000000)
44. feature CS311 (0.000000)
45. feature CS367 (0.000000)
46. feature BA291 (0.000000)
47. feature CS301 (0.000000)
48. feature CS342 (0.000000)
49. feature CS348 (0.000000)
50. feature CS356 (0.000000)
51. feature CS365 (0.000000)
52. feature AT326 (0.000000)
53. feature CJ316 (0.000000)
54. feature CS300 (0.000000)
55. feature CJ317 (0.000000)
56. feature CS289 (0.000000)
57. feature CS288 (0.000000)
58. feature CS286 (0.000000)
59. feature CS285 (0.000000)
60. feature CS284 (0.000000)
61. feature CJ321 (0.000000)
62. feature CS105 (0.000000)
63. feature CS231 (0.000000)
64. feature CS115 (0.000000)
65. feature CS211 (0.000000)
66. feature CS215 (0.000000)
67. feature CS366 (0.000000)
68. feature CS401 (0.000000)
69. feature CS374 (0.000000)
70. feature MW314 (0.000000)
71. feature CS488 (0.000000)
72. feature CS489 (0.000000)
73. feature ES356 (0.000000)
74. feature HO201 (0.000000)
75. feature HR201 (0.000000)
76. feature LA209 (0.000000)
77. feature MA216 (0.000000)
78. feature MA332 (0.000000)
79. feature SC123 (0.000000)
80. feature CS377 (0.000000)
81. feature SC173 (0.000000)
82. feature SO201 (0.000000)
83. feature SW212 (0.000000)
84. feature SW221 (0.000000)
85. feature SW335 (0.000000)
86. feature SW475 (0.000000)
87. feature SW478 (0.000000)
88. feature TA395 (0.000000)
89. feature CS487 (0.000000)
90. feature CS486 (0.000000)
91. feature CS467 (0.000000)
92. feature CS459 (0.000000)
93. feature CS385 (0.000000)
94. feature CS386 (0.000000)
95. feature CS387 (0.000000)
96. feature CS388 (0.000000)
97. feature CS397 (0.000000)
98. feature CS398 (0.000000)
99. feature CS399 (0.000000)
100. feature CS402 (0.000000)
101. feature CS407 (0.000000)
102. feature CS408 (0.000000)
103. feature CS426 (0.000000)
104. feature CS427 (0.000000)
105. feature CS429 (0.000000)
106. feature CS446 (0.000000)
107. feature CS449 (0.000000)
108. feature CS456 (0.000000)
109. feature CS457 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS111', u'CS295', u'TU120', u'CS101', u'PY228', u'CS396', u'CS395',
u'CS213', u'EL171', u'SC185'],
dtype='object')
-----------------------------------
CS399
[ 0.5 0.6 0.8 0.5 0.75]
Random Forest Cross Validation of CS399: 0.63
Feature ranking:
1. feature MA211 (0.135315)
2. feature CS222 (0.110767)
3. feature CS374 (0.102308)
4. feature CS281 (0.071505)
5. feature NS132 (0.067605)
6. feature SC135 (0.063213)
7. feature CS398 (0.060440)
8. feature CS311 (0.060440)
9. feature CS296 (0.050000)
10. feature CS314 (0.048663)
11. feature CS342 (0.038788)
12. feature TA395 (0.026190)
13. feature CS295 (0.022566)
14. feature CS111 (0.020000)
15. feature CS261 (0.016667)
16. feature MA332 (0.016667)
17. feature CS395 (0.016184)
18. feature CS213 (0.015802)
19. feature CS301 (0.013986)
20. feature EL171 (0.013986)
21. feature CS341 (0.012500)
22. feature EL295 (0.008889)
23. feature SW111 (0.007521)
24. feature CS326 (0.000000)
25. feature CS348 (0.000000)
26. feature CS356 (0.000000)
27. feature CS365 (0.000000)
28. feature CS366 (0.000000)
29. feature CS367 (0.000000)
30. feature CS377 (0.000000)
31. feature CS385 (0.000000)
32. feature CS302 (0.000000)
33. feature CS386 (0.000000)
34. feature CS300 (0.000000)
35. feature CS297 (0.000000)
36. feature CS387 (0.000000)
37. feature TU130 (0.000000)
38. feature CS284 (0.000000)
39. feature CS289 (0.000000)
40. feature CS105 (0.000000)
41. feature AT326 (0.000000)
42. feature BA291 (0.000000)
43. feature CJ315 (0.000000)
44. feature CJ316 (0.000000)
45. feature CJ317 (0.000000)
46. feature CJ321 (0.000000)
47. feature CS101 (0.000000)
48. feature CS102 (0.000000)
49. feature CS115 (0.000000)
50. feature CS288 (0.000000)
51. feature CS211 (0.000000)
52. feature CS214 (0.000000)
53. feature CS215 (0.000000)
54. feature CS223 (0.000000)
55. feature CS231 (0.000000)
56. feature CS251 (0.000000)
57. feature CS285 (0.000000)
58. feature CS286 (0.000000)
59. feature CS388 (0.000000)
60. feature CS401 (0.000000)
61. feature CS396 (0.000000)
62. feature ST216 (0.000000)
63. feature LA209 (0.000000)
64. feature MA212 (0.000000)
65. feature MA216 (0.000000)
66. feature MW313 (0.000000)
67. feature MW314 (0.000000)
68. feature PY228 (0.000000)
69. feature SC123 (0.000000)
70. feature SC173 (0.000000)
71. feature SC185 (0.000000)
72. feature SO201 (0.000000)
73. feature SW212 (0.000000)
74. feature CS397 (0.000000)
75. feature SW213 (0.000000)
76. feature SW221 (0.000000)
77. feature SW335 (0.000000)
78. feature SW365 (0.000000)
79. feature SW475 (0.000000)
80. feature SW478 (0.000000)
81. feature TH161 (0.000000)
82. feature TU100 (0.000000)
83. feature TU110 (0.000000)
84. feature TU120 (0.000000)
85. feature HR201 (0.000000)
86. feature HO201 (0.000000)
87. feature ES356 (0.000000)
88. feature EL395 (0.000000)
89. feature CS399 (0.000000)
90. feature TU122 (0.000000)
91. feature CS402 (0.000000)
92. feature CS407 (0.000000)
93. feature CS408 (0.000000)
94. feature CS409 (0.000000)
95. feature CS426 (0.000000)
96. feature CS427 (0.000000)
97. feature CS429 (0.000000)
98. feature CS446 (0.000000)
99. feature CS449 (0.000000)
100. feature CS456 (0.000000)
101. feature CS457 (0.000000)
102. feature CS459 (0.000000)
103. feature CS467 (0.000000)
104. feature CS486 (0.000000)
105. feature CS487 (0.000000)
106. feature CS488 (0.000000)
107. feature CS489 (0.000000)
108. feature EL070 (0.000000)
109. feature EL172 (0.000000)
110. feature AT316 (0.000000)
Index([u'MA211', u'CS222', u'CS374', u'CS281', u'NS132', u'SC135', u'CS398',
u'CS311', u'CS296', u'CS314'],
dtype='object')
-----------------------------------
CS401
[ 0.69117647 0.74626866 0.74626866 0.75757576 0.73846154]
Random Forest Cross Validation of CS401: 0.735950216012
Feature ranking:
1. feature CS102 (0.045335)
2. feature TU122 (0.039502)
3. feature CS326 (0.037389)
4. feature LA209 (0.034806)
5. feature CS301 (0.033197)
6. feature CS342 (0.030063)
7. feature PY228 (0.029807)
8. feature AT316 (0.029703)
9. feature MA212 (0.029183)
10. feature MA332 (0.028011)
11. feature ST216 (0.025316)
12. feature CS286 (0.024169)
13. feature CS223 (0.023022)
14. feature EL395 (0.021832)
15. feature CS311 (0.021532)
16. feature MA211 (0.021040)
17. feature CS314 (0.020928)
18. feature CS386 (0.019480)
19. feature MW314 (0.018711)
20. feature CS367 (0.018245)
21. feature CJ316 (0.016334)
22. feature EL171 (0.016258)
23. feature CS459 (0.015233)
24. feature CS251 (0.015190)
25. feature EL295 (0.014546)
26. feature CS214 (0.013862)
27. feature SW478 (0.013574)
28. feature CS222 (0.013356)
29. feature TH161 (0.013252)
30. feature TU120 (0.012650)
31. feature TU130 (0.012452)
32. feature CS366 (0.012014)
33. feature CS281 (0.010915)
34. feature TU110 (0.010753)
35. feature TA395 (0.010747)
36. feature CS284 (0.010591)
37. feature CS487 (0.010482)
38. feature CS409 (0.010043)
39. feature CS341 (0.009355)
40. feature EL070 (0.009294)
41. feature SW221 (0.008532)
42. feature AT326 (0.008094)
43. feature CS398 (0.007900)
44. feature EL172 (0.007639)
45. feature CS377 (0.007503)
46. feature CS385 (0.007250)
47. feature SW212 (0.007181)
48. feature SW213 (0.006750)
49. feature SC185 (0.006540)
50. feature CS356 (0.006530)
51. feature CS395 (0.006467)
52. feature CS489 (0.006386)
53. feature CS348 (0.006235)
54. feature CS486 (0.006209)
55. feature SW365 (0.006139)
56. feature CS111 (0.005823)
57. feature CS288 (0.005785)
58. feature CS213 (0.005635)
59. feature SW111 (0.005407)
60. feature CS297 (0.005347)
61. feature HO201 (0.005048)
62. feature CS408 (0.005037)
63. feature CS374 (0.005007)
64. feature NS132 (0.004690)
65. feature CS388 (0.004606)
66. feature CS261 (0.004495)
67. feature CS426 (0.004074)
68. feature CJ315 (0.003792)
69. feature CS101 (0.003587)
70. feature SW475 (0.003469)
71. feature CS396 (0.002795)
72. feature SC135 (0.002416)
73. feature ES356 (0.002409)
74. feature CS397 (0.002169)
75. feature CS295 (0.001874)
76. feature SC173 (0.001590)
77. feature SW335 (0.001500)
78. feature CS429 (0.001460)
79. feature CJ317 (0.001390)
80. feature CS302 (0.001369)
81. feature BA291 (0.000880)
82. feature SC123 (0.000821)
83. feature HR201 (0.000000)
84. feature TU100 (0.000000)
85. feature CJ321 (0.000000)
86. feature MA216 (0.000000)
87. feature MW313 (0.000000)
88. feature CS115 (0.000000)
89. feature CS211 (0.000000)
90. feature CS488 (0.000000)
91. feature CS467 (0.000000)
92. feature CS215 (0.000000)
93. feature CS105 (0.000000)
94. feature CS449 (0.000000)
95. feature CS231 (0.000000)
96. feature CS457 (0.000000)
97. feature CS456 (0.000000)
98. feature CS285 (0.000000)
99. feature CS387 (0.000000)
100. feature CS446 (0.000000)
101. feature CS289 (0.000000)
102. feature CS296 (0.000000)
103. feature CS300 (0.000000)
104. feature CS427 (0.000000)
105. feature SO201 (0.000000)
106. feature CS407 (0.000000)
107. feature CS402 (0.000000)
108. feature CS365 (0.000000)
109. feature CS399 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS102', u'TU122', u'CS326', u'LA209', u'CS301', u'CS342', u'PY228',
u'AT316', u'MA212', u'MA332'],
dtype='object')
-----------------------------------
CS402
[ 0.48076923 0.66666667 0.57142857 0.58333333 0.64583333]
Random Forest Cross Validation of CS402: 0.589606227106
Feature ranking:
1. feature CS401 (0.081021)
2. feature CS261 (0.041849)
3. feature CS314 (0.030103)
4. feature EL171 (0.028755)
5. feature MA212 (0.027664)
6. feature CS111 (0.027306)
7. feature CS302 (0.027149)
8. feature CS213 (0.025175)
9. feature MA211 (0.024654)
10. feature CJ316 (0.024462)
11. feature CS402 (0.024039)
12. feature HO201 (0.022283)
13. feature MA332 (0.020632)
14. feature CS284 (0.020058)
15. feature CS342 (0.019785)
16. feature CS326 (0.017688)
17. feature CS374 (0.017478)
18. feature EL395 (0.017247)
19. feature CS281 (0.016444)
20. feature CS222 (0.016409)
21. feature EL172 (0.016163)
22. feature EL295 (0.016063)
23. feature TU110 (0.015556)
24. feature CS301 (0.014859)
25. feature CS427 (0.014424)
26. feature TU120 (0.014318)
27. feature CS311 (0.014263)
28. feature SC185 (0.013898)
29. feature CS456 (0.013880)
30. feature CS251 (0.013787)
31. feature SW475 (0.013691)
32. feature SC135 (0.013075)
33. feature CS214 (0.012715)
34. feature CS102 (0.011670)
35. feature CS488 (0.011556)
36. feature SW111 (0.009901)
37. feature CS489 (0.008753)
38. feature CS429 (0.008695)
39. feature CS365 (0.008360)
40. feature AT326 (0.008322)
41. feature TU122 (0.008144)
42. feature CS397 (0.007227)
43. feature ES356 (0.007205)
44. feature CJ317 (0.007183)
45. feature CS296 (0.007110)
46. feature CS101 (0.007083)
47. feature TH161 (0.006995)
48. feature BA291 (0.006845)
49. feature SW365 (0.006695)
50. feature SW212 (0.006446)
51. feature ST216 (0.006160)
52. feature SW221 (0.005994)
53. feature CS377 (0.005974)
54. feature CS486 (0.005779)
55. feature CS341 (0.005759)
56. feature CS286 (0.005681)
57. feature CS446 (0.005344)
58. feature CS385 (0.005189)
59. feature SO201 (0.005050)
60. feature CS289 (0.004963)
61. feature CS467 (0.004654)
62. feature CS457 (0.004490)
63. feature LA209 (0.004390)
64. feature CS395 (0.004321)
65. feature CJ315 (0.004305)
66. feature SC173 (0.004062)
67. feature TU130 (0.004002)
68. feature CS366 (0.003972)
69. feature CS223 (0.003945)
70. feature CS295 (0.003883)
71. feature CS396 (0.003590)
72. feature CS386 (0.003575)
73. feature PY228 (0.003396)
74. feature TA395 (0.003270)
75. feature MW314 (0.003173)
76. feature SW213 (0.003018)
77. feature CS348 (0.002942)
78. feature CS367 (0.002887)
79. feature CS449 (0.002806)
80. feature SW335 (0.002645)
81. feature EL070 (0.002451)
82. feature CS288 (0.002309)
83. feature CS356 (0.002124)
84. feature CS426 (0.001693)
85. feature MW313 (0.001303)
86. feature CS409 (0.001194)
87. feature CS387 (0.001128)
88. feature SW478 (0.000809)
89. feature CS459 (0.000809)
90. feature CS399 (0.000641)
91. feature CS398 (0.000619)
92. feature SC123 (0.000619)
93. feature CS115 (0.000000)
94. feature CS105 (0.000000)
95. feature NS132 (0.000000)
96. feature TU100 (0.000000)
97. feature CJ321 (0.000000)
98. feature CS487 (0.000000)
99. feature CS211 (0.000000)
100. feature CS215 (0.000000)
101. feature MA216 (0.000000)
102. feature CS231 (0.000000)
103. feature HR201 (0.000000)
104. feature CS285 (0.000000)
105. feature CS297 (0.000000)
106. feature CS300 (0.000000)
107. feature CS408 (0.000000)
108. feature CS407 (0.000000)
109. feature CS388 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS401', u'CS261', u'CS314', u'EL171', u'MA212', u'CS111', u'CS302',
u'CS213', u'MA211', u'CJ316'],
dtype='object')
-----------------------------------
CS407
[ 0.625 0.5 0.42857143 0.33333333 0.5 ]
Random Forest Cross Validation of CS407: 0.477380952381
Feature ranking:
1. feature CS102 (0.132493)
2. feature ST216 (0.105836)
3. feature CS288 (0.080943)
4. feature TH161 (0.068134)
5. feature CS111 (0.068105)
6. feature SC135 (0.067255)
7. feature CS213 (0.053752)
8. feature SW213 (0.048160)
9. feature TU110 (0.047500)
10. feature CS489 (0.043459)
11. feature EL395 (0.039786)
12. feature CS488 (0.029317)
13. feature EL295 (0.025418)
14. feature BA291 (0.024322)
15. feature CS408 (0.020965)
16. feature CS223 (0.018892)
17. feature CS486 (0.017286)
18. feature AT326 (0.013935)
19. feature CS386 (0.010836)
20. feature CS374 (0.010836)
21. feature CS387 (0.010628)
22. feature CS314 (0.010558)
23. feature CS101 (0.009752)
24. feature CS261 (0.009651)
25. feature MA211 (0.009524)
26. feature CS285 (0.009150)
27. feature CS487 (0.007675)
28. feature EL171 (0.005833)
29. feature CS385 (0.000000)
30. feature CS377 (0.000000)
31. feature CS301 (0.000000)
32. feature CS302 (0.000000)
33. feature CS367 (0.000000)
34. feature CS356 (0.000000)
35. feature CS366 (0.000000)
36. feature CS348 (0.000000)
37. feature CS311 (0.000000)
38. feature CS326 (0.000000)
39. feature CS341 (0.000000)
40. feature CS365 (0.000000)
41. feature CS342 (0.000000)
42. feature CS297 (0.000000)
43. feature CS300 (0.000000)
44. feature TU130 (0.000000)
45. feature CS296 (0.000000)
46. feature CS295 (0.000000)
47. feature CJ315 (0.000000)
48. feature CJ316 (0.000000)
49. feature CJ317 (0.000000)
50. feature CJ321 (0.000000)
51. feature CS105 (0.000000)
52. feature CS115 (0.000000)
53. feature CS211 (0.000000)
54. feature CS214 (0.000000)
55. feature CS215 (0.000000)
56. feature CS222 (0.000000)
57. feature CS231 (0.000000)
58. feature CS251 (0.000000)
59. feature CS281 (0.000000)
60. feature CS284 (0.000000)
61. feature CS289 (0.000000)
62. feature CS286 (0.000000)
63. feature CS401 (0.000000)
64. feature CS388 (0.000000)
65. feature SO201 (0.000000)
66. feature MA216 (0.000000)
67. feature MA332 (0.000000)
68. feature MW313 (0.000000)
69. feature MW314 (0.000000)
70. feature NS132 (0.000000)
71. feature PY228 (0.000000)
72. feature SC123 (0.000000)
73. feature SC173 (0.000000)
74. feature SC185 (0.000000)
75. feature SW111 (0.000000)
76. feature LA209 (0.000000)
77. feature SW212 (0.000000)
78. feature SW221 (0.000000)
79. feature SW335 (0.000000)
80. feature SW365 (0.000000)
81. feature SW475 (0.000000)
82. feature SW478 (0.000000)
83. feature TA395 (0.000000)
84. feature TU100 (0.000000)
85. feature TU120 (0.000000)
86. feature MA212 (0.000000)
87. feature HR201 (0.000000)
88. feature CS395 (0.000000)
89. feature CS427 (0.000000)
90. feature CS396 (0.000000)
91. feature CS397 (0.000000)
92. feature CS398 (0.000000)
93. feature CS399 (0.000000)
94. feature TU122 (0.000000)
95. feature CS402 (0.000000)
96. feature CS407 (0.000000)
97. feature CS409 (0.000000)
98. feature CS426 (0.000000)
99. feature CS429 (0.000000)
100. feature HO201 (0.000000)
101. feature CS446 (0.000000)
102. feature CS449 (0.000000)
103. feature CS456 (0.000000)
104. feature CS457 (0.000000)
105. feature CS459 (0.000000)
106. feature CS467 (0.000000)
107. feature EL070 (0.000000)
108. feature EL172 (0.000000)
109. feature ES356 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS102', u'ST216', u'CS288', u'TH161', u'CS111', u'SC135', u'CS213',
u'SW213', u'TU110', u'CS489'],
dtype='object')
-----------------------------------
CS408
[ 0.57142857 0.5 0.8 1. 0.75 ]
Random Forest Cross Validation of CS408: 0.724285714286
Feature ranking:
1. feature CS386 (0.207491)
2. feature CS489 (0.118961)
3. feature EL172 (0.088719)
4. feature CS284 (0.066740)
5. feature CS288 (0.059913)
6. feature CJ317 (0.049408)
7. feature TU122 (0.045126)
8. feature MA332 (0.043147)
9. feature CS251 (0.038710)
10. feature SC135 (0.036003)
11. feature CS385 (0.031342)
12. feature SW365 (0.027716)
13. feature CS301 (0.026972)
14. feature TU110 (0.025507)
15. feature EL070 (0.022689)
16. feature CS342 (0.019401)
17. feature CS286 (0.015441)
18. feature CS457 (0.015359)
19. feature CS222 (0.015317)
20. feature SC185 (0.013896)
21. feature CS289 (0.013400)
22. feature SC173 (0.012126)
23. feature CS311 (0.006618)
24. feature CS314 (0.000000)
25. feature CS326 (0.000000)
26. feature CS341 (0.000000)
27. feature CS348 (0.000000)
28. feature CS302 (0.000000)
29. feature CS356 (0.000000)
30. feature CS365 (0.000000)
31. feature CS300 (0.000000)
32. feature CS366 (0.000000)
33. feature CS367 (0.000000)
34. feature CS374 (0.000000)
35. feature CS297 (0.000000)
36. feature CS377 (0.000000)
37. feature TU130 (0.000000)
38. feature CS285 (0.000000)
39. feature CS296 (0.000000)
40. feature CS295 (0.000000)
41. feature AT326 (0.000000)
42. feature BA291 (0.000000)
43. feature CJ315 (0.000000)
44. feature CJ316 (0.000000)
45. feature CJ321 (0.000000)
46. feature CS101 (0.000000)
47. feature CS102 (0.000000)
48. feature CS105 (0.000000)
49. feature CS111 (0.000000)
50. feature CS115 (0.000000)
51. feature CS211 (0.000000)
52. feature CS213 (0.000000)
53. feature CS214 (0.000000)
54. feature CS215 (0.000000)
55. feature CS223 (0.000000)
56. feature CS231 (0.000000)
57. feature CS261 (0.000000)
58. feature CS281 (0.000000)
59. feature CS388 (0.000000)
60. feature CS387 (0.000000)
61. feature CS401 (0.000000)
62. feature CS395 (0.000000)
63. feature HR201 (0.000000)
64. feature MA211 (0.000000)
65. feature MA212 (0.000000)
66. feature MA216 (0.000000)
67. feature MW313 (0.000000)
68. feature MW314 (0.000000)
69. feature NS132 (0.000000)
70. feature PY228 (0.000000)
71. feature SC123 (0.000000)
72. feature SO201 (0.000000)
73. feature ST216 (0.000000)
74. feature SW111 (0.000000)
75. feature SW212 (0.000000)
76. feature SW213 (0.000000)
77. feature SW221 (0.000000)
78. feature SW335 (0.000000)
79. feature SW475 (0.000000)
80. feature SW478 (0.000000)
81. feature TA395 (0.000000)
82. feature TH161 (0.000000)
83. feature TU100 (0.000000)
84. feature TU120 (0.000000)
85. feature LA209 (0.000000)
86. feature HO201 (0.000000)
87. feature CS396 (0.000000)
88. feature ES356 (0.000000)
89. feature CS397 (0.000000)
90. feature CS398 (0.000000)
91. feature CS399 (0.000000)
92. feature CS402 (0.000000)
93. feature CS407 (0.000000)
94. feature CS408 (0.000000)
95. feature CS409 (0.000000)
96. feature CS426 (0.000000)
97. feature CS427 (0.000000)
98. feature CS429 (0.000000)
99. feature CS446 (0.000000)
100. feature CS449 (0.000000)
101. feature CS456 (0.000000)
102. feature CS459 (0.000000)
103. feature CS467 (0.000000)
104. feature CS486 (0.000000)
105. feature CS487 (0.000000)
106. feature CS488 (0.000000)
107. feature EL171 (0.000000)
108. feature EL295 (0.000000)
109. feature EL395 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS386', u'CS489', u'EL172', u'CS284', u'CS288', u'CJ317', u'TU122',
u'MA332', u'CS251', u'SC135'],
dtype='object')
-----------------------------------
CS409
[ 0.38888889 0.5625 0.3125 0.5 0.53333333]
Random Forest Cross Validation of CS409: 0.459444444444
Feature ranking:
1. feature CS251 (0.073564)
2. feature CS261 (0.065676)
3. feature MA211 (0.048453)
4. feature SC135 (0.040789)
5. feature AT326 (0.040377)
6. feature CS281 (0.039174)
7. feature TU120 (0.037842)
8. feature CS102 (0.036811)
9. feature CS395 (0.035613)
10. feature MA212 (0.032749)
11. feature CS213 (0.026531)
12. feature EL295 (0.026423)
13. feature EL172 (0.025741)
14. feature EL395 (0.025066)
15. feature CS296 (0.024347)
16. feature SW475 (0.023379)
17. feature AT316 (0.022708)
18. feature ST216 (0.021193)
19. feature EL171 (0.021115)
20. feature CS223 (0.019192)
21. feature CS284 (0.018867)
22. feature CS111 (0.018676)
23. feature LA209 (0.018319)
24. feature ES356 (0.018152)
25. feature CS377 (0.018063)
26. feature SC185 (0.017685)
27. feature TA395 (0.016539)
28. feature TH161 (0.013919)
29. feature SW212 (0.012674)
30. feature TU110 (0.010978)
31. feature TU130 (0.010771)
32. feature MA332 (0.010669)
33. feature NS132 (0.010272)
34. feature BA291 (0.009654)
35. feature CS341 (0.009558)
36. feature CS326 (0.009061)
37. feature HO201 (0.008199)
38. feature CS101 (0.007969)
39. feature CS301 (0.007957)
40. feature TU100 (0.007800)
41. feature PY228 (0.007278)
42. feature EL070 (0.007271)
43. feature CS214 (0.007260)
44. feature TU122 (0.006518)
45. feature CJ317 (0.006025)
46. feature CS356 (0.005816)
47. feature CS222 (0.004826)
48. feature CS374 (0.003431)
49. feature CS285 (0.003365)
50. feature CS314 (0.003211)
51. feature CS295 (0.002473)
52. feature CS449 (0.000000)
53. feature SC123 (0.000000)
54. feature CS289 (0.000000)
55. feature CS288 (0.000000)
56. feature CS286 (0.000000)
57. feature SC173 (0.000000)
58. feature SO201 (0.000000)
59. feature SW111 (0.000000)
60. feature SW213 (0.000000)
61. feature CS231 (0.000000)
62. feature SW221 (0.000000)
63. feature CS215 (0.000000)
64. feature CS300 (0.000000)
65. feature CS488 (0.000000)
66. feature SW335 (0.000000)
67. feature CS211 (0.000000)
68. feature CS115 (0.000000)
69. feature SW365 (0.000000)
70. feature CS105 (0.000000)
71. feature SW478 (0.000000)
72. feature CS489 (0.000000)
73. feature CJ321 (0.000000)
74. feature MW314 (0.000000)
75. feature CJ316 (0.000000)
76. feature CJ315 (0.000000)
77. feature MW313 (0.000000)
78. feature MA216 (0.000000)
79. feature CS297 (0.000000)
80. feature CS487 (0.000000)
81. feature CS446 (0.000000)
82. feature CS302 (0.000000)
83. feature CS429 (0.000000)
84. feature CS427 (0.000000)
85. feature CS426 (0.000000)
86. feature CS409 (0.000000)
87. feature CS408 (0.000000)
88. feature CS407 (0.000000)
89. feature CS402 (0.000000)
90. feature CS456 (0.000000)
91. feature CS399 (0.000000)
92. feature CS398 (0.000000)
93. feature CS397 (0.000000)
94. feature CS396 (0.000000)
95. feature CS457 (0.000000)
96. feature CS388 (0.000000)
97. feature CS387 (0.000000)
98. feature CS386 (0.000000)
99. feature CS385 (0.000000)
100. feature CS459 (0.000000)
101. feature CS367 (0.000000)
102. feature CS366 (0.000000)
103. feature CS365 (0.000000)
104. feature HR201 (0.000000)
105. feature CS348 (0.000000)
106. feature CS342 (0.000000)
107. feature CS467 (0.000000)
108. feature CS486 (0.000000)
109. feature CS311 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS251', u'CS261', u'MA211', u'SC135', u'AT326', u'CS281', u'TU120',
u'CS102', u'CS395', u'MA212'],
dtype='object')
-----------------------------------
CS426
[ 0.375 0.42857143 0.6 0.4 0.6 ]
Random Forest Cross Validation of CS426: 0.480714285714
Feature ranking:
1. feature CS395 (0.106326)
2. feature EL171 (0.095363)
3. feature CS314 (0.086753)
4. feature ST216 (0.077572)
5. feature CS409 (0.058217)
6. feature CS222 (0.055472)
7. feature CS101 (0.040467)
8. feature CS213 (0.034659)
9. feature CS111 (0.033006)
10. feature CS302 (0.031106)
11. feature CS102 (0.028285)
12. feature TH161 (0.027068)
13. feature EL395 (0.024828)
14. feature SC135 (0.022899)
15. feature CS341 (0.018661)
16. feature CS365 (0.017467)
17. feature SW213 (0.016864)
18. feature EL172 (0.016825)
19. feature EL295 (0.016173)
20. feature CS214 (0.015614)
21. feature SW478 (0.015320)
22. feature HO201 (0.015024)
23. feature CS311 (0.013640)
24. feature CS487 (0.011995)
25. feature SC185 (0.011853)
26. feature CS284 (0.011726)
27. feature AT326 (0.011028)
28. feature SW212 (0.010895)
29. feature CS489 (0.010819)
30. feature PY228 (0.010450)
31. feature CS326 (0.009533)
32. feature TU120 (0.008893)
33. feature BA291 (0.008039)
34. feature CS251 (0.007782)
35. feature CS467 (0.007018)
36. feature CS427 (0.006431)
37. feature TU130 (0.005929)
38. feature CS296 (0.000000)
39. feature CS342 (0.000000)
40. feature CS348 (0.000000)
41. feature CS356 (0.000000)
42. feature CS301 (0.000000)
43. feature CS366 (0.000000)
44. feature CS367 (0.000000)
45. feature CS300 (0.000000)
46. feature CS297 (0.000000)
47. feature CS281 (0.000000)
48. feature CS295 (0.000000)
49. feature CS289 (0.000000)
50. feature CJ315 (0.000000)
51. feature CJ316 (0.000000)
52. feature CJ317 (0.000000)
53. feature CJ321 (0.000000)
54. feature CS105 (0.000000)
55. feature CS115 (0.000000)
56. feature CS211 (0.000000)
57. feature CS215 (0.000000)
58. feature CS223 (0.000000)
59. feature CS231 (0.000000)
60. feature CS261 (0.000000)
61. feature CS377 (0.000000)
62. feature CS285 (0.000000)
63. feature CS286 (0.000000)
64. feature CS288 (0.000000)
65. feature CS374 (0.000000)
66. feature CS401 (0.000000)
67. feature CS385 (0.000000)
68. feature CS386 (0.000000)
69. feature LA209 (0.000000)
70. feature MA211 (0.000000)
71. feature MA212 (0.000000)
72. feature MA216 (0.000000)
73. feature MA332 (0.000000)
74. feature MW313 (0.000000)
75. feature MW314 (0.000000)
76. feature NS132 (0.000000)
77. feature SC123 (0.000000)
78. feature SC173 (0.000000)
79. feature SO201 (0.000000)
80. feature SW111 (0.000000)
81. feature SW221 (0.000000)
82. feature SW335 (0.000000)
83. feature SW365 (0.000000)
84. feature SW475 (0.000000)
85. feature TA395 (0.000000)
86. feature TU100 (0.000000)
87. feature TU110 (0.000000)
88. feature HR201 (0.000000)
89. feature ES356 (0.000000)
90. feature EL070 (0.000000)
91. feature CS407 (0.000000)
92. feature CS387 (0.000000)
93. feature CS388 (0.000000)
94. feature CS396 (0.000000)
95. feature CS397 (0.000000)
96. feature CS398 (0.000000)
97. feature CS399 (0.000000)
98. feature TU122 (0.000000)
99. feature CS402 (0.000000)
100. feature CS408 (0.000000)
101. feature CS488 (0.000000)
102. feature CS426 (0.000000)
103. feature CS429 (0.000000)
104. feature CS446 (0.000000)
105. feature CS449 (0.000000)
106. feature CS456 (0.000000)
107. feature CS457 (0.000000)
108. feature CS459 (0.000000)
109. feature CS486 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS395', u'EL171', u'CS314', u'ST216', u'CS409', u'CS222', u'CS101',
u'CS213', u'CS111', u'CS302'],
dtype='object')
-----------------------------------
CS427
[ 0.5 0.61538462 0.45454545 0.44444444 0.44444444]
Random Forest Cross Validation of CS427: 0.491763791764
Feature ranking:
1. feature MA212 (0.102306)
2. feature MA332 (0.068453)
3. feature CS222 (0.059679)
4. feature PY228 (0.049596)
5. feature CS261 (0.047349)
6. feature MA211 (0.040759)
7. feature EL172 (0.033168)
8. feature SC135 (0.032858)
9. feature AT316 (0.032594)
10. feature CS367 (0.029501)
11. feature CS213 (0.028542)
12. feature CS356 (0.025538)
13. feature CS301 (0.025525)
14. feature CS314 (0.024486)
15. feature CS251 (0.023469)
16. feature TU120 (0.022366)
17. feature CS284 (0.022132)
18. feature SW213 (0.022008)
19. feature CS223 (0.020471)
20. feature EL171 (0.019223)
21. feature CS342 (0.019027)
22. feature CS409 (0.017697)
23. feature CS429 (0.017482)
24. feature EL395 (0.016718)
25. feature CS302 (0.014938)
26. feature TU130 (0.013333)
27. feature SW212 (0.012825)
28. feature SW478 (0.012798)
29. feature HO201 (0.012475)
30. feature CS102 (0.012351)
31. feature CS311 (0.011495)
32. feature LA209 (0.010298)
33. feature CS214 (0.009996)
34. feature CS111 (0.009753)
35. feature ES356 (0.008659)
36. feature ST216 (0.007157)
37. feature CS426 (0.006878)
38. feature AT326 (0.006651)
39. feature CJ317 (0.004448)
40. feature CS486 (0.004258)
41. feature SO201 (0.004129)
42. feature CS101 (0.004064)
43. feature CJ316 (0.003972)
44. feature TU110 (0.003797)
45. feature MW314 (0.003659)
46. feature TH161 (0.003593)
47. feature CS365 (0.003252)
48. feature NS132 (0.003252)
49. feature CS281 (0.003161)
50. feature CS366 (0.003114)
51. feature SC185 (0.002373)
52. feature CS377 (0.002373)
53. feature SW221 (0.000000)
54. feature CS295 (0.000000)
55. feature CS105 (0.000000)
56. feature SW335 (0.000000)
57. feature SW365 (0.000000)
58. feature CJ315 (0.000000)
59. feature CS300 (0.000000)
60. feature CS115 (0.000000)
61. feature CS297 (0.000000)
62. feature CS296 (0.000000)
63. feature CS289 (0.000000)
64. feature CS215 (0.000000)
65. feature CS288 (0.000000)
66. feature CS286 (0.000000)
67. feature CS285 (0.000000)
68. feature SW475 (0.000000)
69. feature CS211 (0.000000)
70. feature BA291 (0.000000)
71. feature CJ321 (0.000000)
72. feature CS231 (0.000000)
73. feature TU100 (0.000000)
74. feature TA395 (0.000000)
75. feature MA216 (0.000000)
76. feature CS326 (0.000000)
77. feature CS487 (0.000000)
78. feature CS446 (0.000000)
79. feature CS449 (0.000000)
80. feature CS456 (0.000000)
81. feature CS457 (0.000000)
82. feature CS459 (0.000000)
83. feature CS467 (0.000000)
84. feature CS488 (0.000000)
85. feature CS408 (0.000000)
86. feature CS489 (0.000000)
87. feature EL070 (0.000000)
88. feature SC173 (0.000000)
89. feature SC123 (0.000000)
90. feature EL295 (0.000000)
91. feature HR201 (0.000000)
92. feature CS427 (0.000000)
93. feature CS407 (0.000000)
94. feature CS341 (0.000000)
95. feature CS387 (0.000000)
96. feature CS348 (0.000000)
97. feature SW111 (0.000000)
98. feature MW313 (0.000000)
99. feature CS374 (0.000000)
100. feature CS385 (0.000000)
101. feature CS386 (0.000000)
102. feature CS388 (0.000000)
103. feature CS402 (0.000000)
104. feature CS395 (0.000000)
105. feature CS396 (0.000000)
106. feature CS397 (0.000000)
107. feature CS398 (0.000000)
108. feature CS399 (0.000000)
109. feature TU122 (0.000000)
110. feature CS401 (0.000000)
Index([u'MA212', u'MA332', u'CS222', u'PY228', u'CS261', u'MA211', u'EL172',
u'SC135', u'AT316', u'CS367'],
dtype='object')
-----------------------------------
CS429
[ 0.58333333 0.36363636 0.8 0.44444444 0.44444444]
Random Forest Cross Validation of CS429: 0.527171717172
Feature ranking:
1. feature TU122 (0.086717)
2. feature CS214 (0.074849)
3. feature CS251 (0.050991)
4. feature HO201 (0.048612)
5. feature CS467 (0.045160)
6. feature SC185 (0.038559)
7. feature CS111 (0.036587)
8. feature SW475 (0.034483)
9. feature TH161 (0.030095)
10. feature CS314 (0.026619)
11. feature CS367 (0.024621)
12. feature CS213 (0.023211)
13. feature ST216 (0.022625)
14. feature MA332 (0.022575)
15. feature CS261 (0.021964)
16. feature SW212 (0.021833)
17. feature EL171 (0.020410)
18. feature CS366 (0.020088)
19. feature SC135 (0.019552)
20. feature SW221 (0.019030)
21. feature CS101 (0.017289)
22. feature TU120 (0.016848)
23. feature SW365 (0.016181)
24. feature CS284 (0.016109)
25. feature SW335 (0.016049)
26. feature CS302 (0.015030)
27. feature CS326 (0.014290)
28. feature CS341 (0.013859)
29. feature MA212 (0.013805)
30. feature EL395 (0.013175)
31. feature AT326 (0.013061)
32. feature CS295 (0.012979)
33. feature LA209 (0.012390)
34. feature CJ317 (0.011769)
35. feature CS296 (0.011656)
36. feature MA211 (0.011408)
37. feature CS365 (0.010885)
38. feature MW314 (0.009490)
39. feature TU110 (0.008336)
40. feature CS401 (0.007491)
41. feature SC123 (0.007283)
42. feature CS456 (0.005982)
43. feature SW111 (0.005804)
44. feature TU130 (0.005743)
45. feature CS374 (0.005451)
46. feature CS396 (0.005351)
47. feature CS223 (0.005159)
48. feature CS102 (0.004370)
49. feature CS486 (0.004175)
50. feature CS289 (0.000000)
51. feature CS288 (0.000000)
52. feature CS286 (0.000000)
53. feature CS285 (0.000000)
54. feature MW313 (0.000000)
55. feature CS222 (0.000000)
56. feature CS281 (0.000000)
57. feature NS132 (0.000000)
58. feature PY228 (0.000000)
59. feature MA216 (0.000000)
60. feature HR201 (0.000000)
61. feature CS231 (0.000000)
62. feature CS457 (0.000000)
63. feature SC173 (0.000000)
64. feature CS215 (0.000000)
65. feature CS300 (0.000000)
66. feature SO201 (0.000000)
67. feature CS211 (0.000000)
68. feature CS115 (0.000000)
69. feature SW213 (0.000000)
70. feature CS105 (0.000000)
71. feature SW478 (0.000000)
72. feature CJ321 (0.000000)
73. feature TA395 (0.000000)
74. feature CJ316 (0.000000)
75. feature CJ315 (0.000000)
76. feature BA291 (0.000000)
77. feature TU100 (0.000000)
78. feature CS297 (0.000000)
79. feature ES356 (0.000000)
80. feature CS301 (0.000000)
81. feature CS388 (0.000000)
82. feature CS449 (0.000000)
83. feature CS446 (0.000000)
84. feature CS429 (0.000000)
85. feature CS427 (0.000000)
86. feature CS426 (0.000000)
87. feature CS409 (0.000000)
88. feature CS408 (0.000000)
89. feature CS407 (0.000000)
90. feature CS402 (0.000000)
91. feature CS399 (0.000000)
92. feature CS398 (0.000000)
93. feature CS397 (0.000000)
94. feature CS395 (0.000000)
95. feature CS387 (0.000000)
96. feature CS459 (0.000000)
97. feature CS386 (0.000000)
98. feature CS385 (0.000000)
99. feature CS377 (0.000000)
100. feature CS487 (0.000000)
101. feature CS488 (0.000000)
102. feature CS489 (0.000000)
103. feature CS356 (0.000000)
104. feature CS348 (0.000000)
105. feature CS342 (0.000000)
106. feature EL070 (0.000000)
107. feature EL172 (0.000000)
108. feature EL295 (0.000000)
109. feature CS311 (0.000000)
110. feature AT316 (0.000000)
Index([u'TU122', u'CS214', u'CS251', u'HO201', u'CS467', u'SC185', u'CS111',
u'SW475', u'TH161', u'CS314'],
dtype='object')
-----------------------------------
CS446
[ 0.41666667 0.36363636 0.44444444 0.44444444 0.33333333]
Random Forest Cross Validation of CS446: 0.400505050505
Feature ranking:
1. feature CS311 (0.111849)
2. feature CS374 (0.090230)
3. feature CS342 (0.074169)
4. feature CS341 (0.061854)
5. feature EL395 (0.055609)
6. feature CS101 (0.048593)
7. feature CS377 (0.040890)
8. feature MA212 (0.036092)
9. feature TU122 (0.032199)
10. feature EL295 (0.031628)
11. feature BA291 (0.029060)
12. feature TU110 (0.028175)
13. feature ST216 (0.022047)
14. feature EL171 (0.020619)
15. feature EL172 (0.019590)
16. feature AT326 (0.019045)
17. feature CS356 (0.018627)
18. feature SC135 (0.017943)
19. feature EL070 (0.017639)
20. feature CS459 (0.016213)
21. feature CS214 (0.013799)
22. feature CS102 (0.013219)
23. feature TH161 (0.012937)
24. feature CS409 (0.012719)
25. feature CS366 (0.012484)
26. feature CS261 (0.012432)
27. feature NS132 (0.012303)
28. feature HO201 (0.012256)
29. feature MA332 (0.010924)
30. feature CS213 (0.010872)
31. feature SC123 (0.010306)
32. feature TU120 (0.009686)
33. feature SW111 (0.009520)
34. feature CS348 (0.009083)
35. feature SW213 (0.007632)
36. feature AT316 (0.007472)
37. feature LA209 (0.006707)
38. feature CS427 (0.005881)
39. feature SW365 (0.005262)
40. feature CS251 (0.004966)
41. feature CS395 (0.004268)
42. feature CS222 (0.003201)
43. feature CS223 (0.000000)
44. feature CS326 (0.000000)
45. feature CS302 (0.000000)
46. feature CS111 (0.000000)
47. feature CS314 (0.000000)
48. feature CS105 (0.000000)
49. feature CS301 (0.000000)
50. feature CJ321 (0.000000)
51. feature CJ317 (0.000000)
52. feature CJ316 (0.000000)
53. feature CJ315 (0.000000)
54. feature CS115 (0.000000)
55. feature CS297 (0.000000)
56. feature CS300 (0.000000)
57. feature CS211 (0.000000)
58. feature CS296 (0.000000)
59. feature CS295 (0.000000)
60. feature CS289 (0.000000)
61. feature CS288 (0.000000)
62. feature CS286 (0.000000)
63. feature CS285 (0.000000)
64. feature CS215 (0.000000)
65. feature CS284 (0.000000)
66. feature CS281 (0.000000)
67. feature CS231 (0.000000)
68. feature CS365 (0.000000)
69. feature TU130 (0.000000)
70. feature CS367 (0.000000)
71. feature CS488 (0.000000)
72. feature ES356 (0.000000)
73. feature HR201 (0.000000)
74. feature MA211 (0.000000)
75. feature MA216 (0.000000)
76. feature MW313 (0.000000)
77. feature MW314 (0.000000)
78. feature PY228 (0.000000)
79. feature SC173 (0.000000)
80. feature SC185 (0.000000)
81. feature SO201 (0.000000)
82. feature SW212 (0.000000)
83. feature SW221 (0.000000)
84. feature SW335 (0.000000)
85. feature SW475 (0.000000)
86. feature SW478 (0.000000)
87. feature TA395 (0.000000)
88. feature TU100 (0.000000)
89. feature CS489 (0.000000)
90. feature CS487 (0.000000)
91. feature CS385 (0.000000)
92. feature CS486 (0.000000)
93. feature CS386 (0.000000)
94. feature CS387 (0.000000)
95. feature CS388 (0.000000)
96. feature CS396 (0.000000)
97. feature CS397 (0.000000)
98. feature CS398 (0.000000)
99. feature CS399 (0.000000)
100. feature CS402 (0.000000)
101. feature CS407 (0.000000)
102. feature CS408 (0.000000)
103. feature CS426 (0.000000)
104. feature CS429 (0.000000)
105. feature CS446 (0.000000)
106. feature CS449 (0.000000)
107. feature CS456 (0.000000)
108. feature CS457 (0.000000)
109. feature CS467 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS311', u'CS374', u'CS342', u'CS341', u'EL395', u'CS101', u'CS377',
u'MA212', u'TU122', u'EL295'],
dtype='object')
-----------------------------------
CS449
[ 0.83333333 1. 0.83333333 0.83333333 0.83333333]
Random Forest Cross Validation of CS449: 0.866666666667
Feature ranking:
1. feature CS311 (0.484306)
2. feature MA332 (0.211270)
3. feature TU120 (0.096222)
4. feature CS213 (0.064286)
5. feature SW221 (0.027778)
6. feature MA212 (0.021368)
7. feature EL171 (0.020444)
8. feature ST216 (0.020000)
9. feature TU100 (0.019886)
10. feature CS301 (0.012000)
11. feature CS395 (0.011364)
12. feature CS427 (0.011077)
13. feature CS341 (0.000000)
14. feature CS300 (0.000000)
15. feature CS302 (0.000000)
16. feature CS297 (0.000000)
17. feature CS296 (0.000000)
18. feature CS314 (0.000000)
19. feature CS326 (0.000000)
20. feature CS356 (0.000000)
21. feature CS342 (0.000000)
22. feature CS348 (0.000000)
23. feature CS289 (0.000000)
24. feature CS365 (0.000000)
25. feature CS366 (0.000000)
26. feature CS367 (0.000000)
27. feature CS374 (0.000000)
28. feature CS377 (0.000000)
29. feature CS385 (0.000000)
30. feature CS386 (0.000000)
31. feature CS387 (0.000000)
32. feature CS388 (0.000000)
33. feature CS295 (0.000000)
34. feature TU130 (0.000000)
35. feature CS288 (0.000000)
36. feature CS115 (0.000000)
37. feature AT326 (0.000000)
38. feature BA291 (0.000000)
39. feature CJ315 (0.000000)
40. feature CJ316 (0.000000)
41. feature CJ317 (0.000000)
42. feature CJ321 (0.000000)
43. feature CS101 (0.000000)
44. feature CS102 (0.000000)
45. feature CS105 (0.000000)
46. feature CS111 (0.000000)
47. feature CS211 (0.000000)
48. feature CS286 (0.000000)
49. feature CS214 (0.000000)
50. feature CS215 (0.000000)
51. feature CS222 (0.000000)
52. feature CS223 (0.000000)
53. feature CS231 (0.000000)
54. feature CS251 (0.000000)
55. feature CS261 (0.000000)
56. feature CS281 (0.000000)
57. feature CS396 (0.000000)
58. feature CS285 (0.000000)
59. feature CS284 (0.000000)
60. feature CS401 (0.000000)
61. feature CS397 (0.000000)
62. feature SC185 (0.000000)
63. feature LA209 (0.000000)
64. feature MA211 (0.000000)
65. feature MA216 (0.000000)
66. feature MW313 (0.000000)
67. feature MW314 (0.000000)
68. feature NS132 (0.000000)
69. feature PY228 (0.000000)
70. feature SC123 (0.000000)
71. feature SC135 (0.000000)
72. feature SC173 (0.000000)
73. feature SO201 (0.000000)
74. feature CS398 (0.000000)
75. feature SW111 (0.000000)
76. feature SW212 (0.000000)
77. feature SW213 (0.000000)
78. feature SW335 (0.000000)
79. feature SW365 (0.000000)
80. feature SW475 (0.000000)
81. feature SW478 (0.000000)
82. feature TA395 (0.000000)
83. feature TH161 (0.000000)
84. feature TU110 (0.000000)
85. feature HR201 (0.000000)
86. feature HO201 (0.000000)
87. feature ES356 (0.000000)
88. feature EL395 (0.000000)
89. feature CS399 (0.000000)
90. feature TU122 (0.000000)
91. feature CS402 (0.000000)
92. feature CS407 (0.000000)
93. feature CS408 (0.000000)
94. feature CS409 (0.000000)
95. feature CS426 (0.000000)
96. feature CS429 (0.000000)
97. feature CS446 (0.000000)
98. feature CS449 (0.000000)
99. feature CS456 (0.000000)
100. feature CS457 (0.000000)
101. feature CS459 (0.000000)
102. feature CS467 (0.000000)
103. feature CS486 (0.000000)
104. feature CS487 (0.000000)
105. feature CS488 (0.000000)
106. feature CS489 (0.000000)
107. feature EL070 (0.000000)
108. feature EL172 (0.000000)
109. feature EL295 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS311', u'MA332', u'TU120', u'CS213', u'SW221', u'MA212', u'EL171',
u'ST216', u'TU100', u'CS301'],
dtype='object')
-----------------------------------
CS456
[ 0.46666667 0.46666667 0.42857143 0.38461538 0.63636364]
Random Forest Cross Validation of CS456: 0.476576756577
Feature ranking:
1. feature CS356 (0.093216)
2. feature CS395 (0.073055)
3. feature CS302 (0.061717)
4. feature CJ315 (0.047176)
5. feature CS214 (0.033957)
6. feature CS101 (0.033283)
7. feature MA211 (0.031602)
8. feature CS374 (0.029703)
9. feature EL172 (0.029693)
10. feature CS341 (0.028498)
11. feature ST216 (0.026071)
12. feature EL295 (0.026052)
13. feature CS459 (0.022521)
14. feature EL395 (0.022086)
15. feature SW111 (0.020598)
16. feature SW475 (0.020257)
17. feature CS377 (0.019860)
18. feature CS367 (0.019247)
19. feature CS284 (0.018473)
20. feature CS102 (0.016572)
21. feature LA209 (0.016045)
22. feature CS261 (0.015862)
23. feature EL171 (0.015606)
24. feature CS366 (0.015553)
25. feature CS301 (0.015012)
26. feature TU120 (0.014843)
27. feature CS311 (0.014130)
28. feature EL070 (0.013220)
29. feature CS281 (0.012396)
30. feature CS348 (0.012079)
31. feature TH161 (0.011566)
32. feature SC185 (0.011414)
33. feature CS213 (0.011405)
34. feature CS296 (0.010896)
35. feature CS251 (0.010824)
36. feature MA332 (0.010588)
37. feature TU130 (0.010448)
38. feature CS223 (0.010098)
39. feature CS426 (0.009312)
40. feature PY228 (0.008354)
41. feature TU122 (0.007705)
42. feature SC123 (0.007318)
43. feature CS365 (0.007056)
44. feature TU110 (0.006911)
45. feature MA212 (0.006131)
46. feature CJ316 (0.005816)
47. feature HO201 (0.005764)
48. feature CJ317 (0.005005)
49. feature SC135 (0.004882)
50. feature SW335 (0.003829)
51. feature TU100 (0.003811)
52. feature CS342 (0.003766)
53. feature CS111 (0.003087)
54. feature SW212 (0.002823)
55. feature CS314 (0.002810)
56. feature BA291 (0.000000)
57. feature CS326 (0.000000)
58. feature AT326 (0.000000)
59. feature CS211 (0.000000)
60. feature CJ321 (0.000000)
61. feature CS300 (0.000000)
62. feature CS297 (0.000000)
63. feature CS295 (0.000000)
64. feature CS289 (0.000000)
65. feature CS286 (0.000000)
66. feature CS285 (0.000000)
67. feature CS231 (0.000000)
68. feature CS222 (0.000000)
69. feature CS215 (0.000000)
70. feature CS105 (0.000000)
71. feature CS115 (0.000000)
72. feature CS288 (0.000000)
73. feature CS401 (0.000000)
74. feature CS385 (0.000000)
75. feature CS486 (0.000000)
76. feature CS488 (0.000000)
77. feature CS489 (0.000000)
78. feature ES356 (0.000000)
79. feature HR201 (0.000000)
80. feature MA216 (0.000000)
81. feature MW313 (0.000000)
82. feature MW314 (0.000000)
83. feature NS132 (0.000000)
84. feature SC173 (0.000000)
85. feature SO201 (0.000000)
86. feature SW213 (0.000000)
87. feature SW221 (0.000000)
88. feature SW365 (0.000000)
89. feature SW478 (0.000000)
90. feature TA395 (0.000000)
91. feature CS487 (0.000000)
92. feature CS467 (0.000000)
93. feature CS386 (0.000000)
94. feature CS457 (0.000000)
95. feature CS387 (0.000000)
96. feature CS388 (0.000000)
97. feature CS396 (0.000000)
98. feature CS397 (0.000000)
99. feature CS398 (0.000000)
100. feature CS399 (0.000000)
101. feature CS402 (0.000000)
102. feature CS407 (0.000000)
103. feature CS408 (0.000000)
104. feature CS409 (0.000000)
105. feature CS427 (0.000000)
106. feature CS429 (0.000000)
107. feature CS446 (0.000000)
108. feature CS449 (0.000000)
109. feature CS456 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS356', u'CS395', u'CS302', u'CJ315', u'CS214', u'CS101', u'MA211',
u'CS374', u'EL172', u'CS341'],
dtype='object')
-----------------------------------
CS457
[ 0.71428571 0.57142857 0.28571429 0.83333333 0.2 ]
Random Forest Cross Validation of CS457: 0.520952380952
Feature ranking:
1. feature MA211 (0.174098)
2. feature MA212 (0.091728)
3. feature CS223 (0.064747)
4. feature CS251 (0.063282)
5. feature CS214 (0.063262)
6. feature CS213 (0.060360)
7. feature SC185 (0.053969)
8. feature SC135 (0.047709)
9. feature EL171 (0.036888)
10. feature EL295 (0.028442)
11. feature EL395 (0.027458)
12. feature CS326 (0.027233)
13. feature TH161 (0.026185)
14. feature TU110 (0.022530)
15. feature AT326 (0.020299)
16. feature CS374 (0.020176)
17. feature CS365 (0.019637)
18. feature TU122 (0.018967)
19. feature CS285 (0.017388)
20. feature ES356 (0.015657)
21. feature BA291 (0.014423)
22. feature AT316 (0.014137)
23. feature CS487 (0.009772)
24. feature HO201 (0.009594)
25. feature CS261 (0.009555)
26. feature SW335 (0.008977)
27. feature SC173 (0.008116)
28. feature MA332 (0.006426)
29. feature CS409 (0.005281)
30. feature CS348 (0.004638)
31. feature EL172 (0.004638)
32. feature CS314 (0.004432)
33. feature CS215 (0.000000)
34. feature CS341 (0.000000)
35. feature CS302 (0.000000)
36. feature CS311 (0.000000)
37. feature CJ321 (0.000000)
38. feature CS342 (0.000000)
39. feature CJ317 (0.000000)
40. feature CS300 (0.000000)
41. feature CS356 (0.000000)
42. feature CJ316 (0.000000)
43. feature CS366 (0.000000)
44. feature CS367 (0.000000)
45. feature CJ315 (0.000000)
46. feature CS301 (0.000000)
47. feature CS289 (0.000000)
48. feature CS297 (0.000000)
49. feature CS102 (0.000000)
50. feature CS231 (0.000000)
51. feature CS211 (0.000000)
52. feature CS115 (0.000000)
53. feature CS111 (0.000000)
54. feature CS385 (0.000000)
55. feature CS105 (0.000000)
56. feature CS101 (0.000000)
57. feature CS296 (0.000000)
58. feature CS281 (0.000000)
59. feature CS284 (0.000000)
60. feature CS286 (0.000000)
61. feature CS288 (0.000000)
62. feature CS222 (0.000000)
63. feature CS295 (0.000000)
64. feature CS377 (0.000000)
65. feature TU130 (0.000000)
66. feature CS386 (0.000000)
67. feature EL070 (0.000000)
68. feature LA209 (0.000000)
69. feature MA216 (0.000000)
70. feature MW313 (0.000000)
71. feature MW314 (0.000000)
72. feature NS132 (0.000000)
73. feature PY228 (0.000000)
74. feature SC123 (0.000000)
75. feature SO201 (0.000000)
76. feature ST216 (0.000000)
77. feature SW111 (0.000000)
78. feature SW212 (0.000000)
79. feature SW213 (0.000000)
80. feature SW221 (0.000000)
81. feature SW365 (0.000000)
82. feature SW475 (0.000000)
83. feature SW478 (0.000000)
84. feature TA395 (0.000000)
85. feature TU100 (0.000000)
86. feature TU120 (0.000000)
87. feature HR201 (0.000000)
88. feature CS489 (0.000000)
89. feature CS387 (0.000000)
90. feature CS488 (0.000000)
91. feature CS388 (0.000000)
92. feature CS395 (0.000000)
93. feature CS396 (0.000000)
94. feature CS397 (0.000000)
95. feature CS398 (0.000000)
96. feature CS399 (0.000000)
97. feature CS402 (0.000000)
98. feature CS407 (0.000000)
99. feature CS408 (0.000000)
100. feature CS426 (0.000000)
101. feature CS427 (0.000000)
102. feature CS429 (0.000000)
103. feature CS446 (0.000000)
104. feature CS449 (0.000000)
105. feature CS456 (0.000000)
106. feature CS457 (0.000000)
107. feature CS459 (0.000000)
108. feature CS467 (0.000000)
109. feature CS486 (0.000000)
110. feature CS401 (0.000000)
Index([u'MA211', u'MA212', u'CS223', u'CS251', u'CS214', u'CS213', u'SC185',
u'SC135', u'EL171', u'EL295'],
dtype='object')
-----------------------------------
CS459
[ 0.54545455 0.7 0.55555556 0.88888889 0.77777778]
Random Forest Cross Validation of CS459: 0.693535353535
Feature ranking:
1. feature SW335 (0.120035)
2. feature CS281 (0.092649)
3. feature SC185 (0.078361)
4. feature CS261 (0.063614)
5. feature SC135 (0.051700)
6. feature SW475 (0.046933)
7. feature CS213 (0.042484)
8. feature EL171 (0.041505)
9. feature MA211 (0.038646)
10. feature SC123 (0.038190)
11. feature CS251 (0.031864)
12. feature CS341 (0.031046)
13. feature CS409 (0.030195)
14. feature LA209 (0.027278)
15. feature CS214 (0.026506)
16. feature CS365 (0.019179)
17. feature CS223 (0.016718)
18. feature TA395 (0.016304)
19. feature ST216 (0.015758)
20. feature EL395 (0.014230)
21. feature EL295 (0.013520)
22. feature MA332 (0.013047)
23. feature CS314 (0.012274)
24. feature ES356 (0.011444)
25. feature CS111 (0.011341)
26. feature SC173 (0.011302)
27. feature EL070 (0.011105)
28. feature CS374 (0.010939)
29. feature CS489 (0.007261)
30. feature CJ315 (0.006545)
31. feature SW212 (0.006358)
32. feature CS101 (0.006304)
33. feature CS302 (0.006110)
34. feature CS326 (0.005986)
35. feature CS446 (0.004768)
36. feature CS401 (0.004451)
37. feature CS342 (0.004378)
38. feature TU100 (0.003395)
39. feature CS284 (0.003179)
40. feature MA212 (0.003099)
41. feature CS222 (0.000000)
42. feature CS297 (0.000000)
43. feature CS366 (0.000000)
44. feature AT326 (0.000000)
45. feature CS356 (0.000000)
46. feature CS348 (0.000000)
47. feature BA291 (0.000000)
48. feature CJ316 (0.000000)
49. feature CS311 (0.000000)
50. feature CJ317 (0.000000)
51. feature CS301 (0.000000)
52. feature CS300 (0.000000)
53. feature CJ321 (0.000000)
54. feature CS215 (0.000000)
55. feature CS296 (0.000000)
56. feature CS295 (0.000000)
57. feature CS289 (0.000000)
58. feature CS102 (0.000000)
59. feature CS288 (0.000000)
60. feature CS286 (0.000000)
61. feature CS285 (0.000000)
62. feature CS105 (0.000000)
63. feature CS115 (0.000000)
64. feature CS211 (0.000000)
65. feature CS231 (0.000000)
66. feature CS367 (0.000000)
67. feature TU130 (0.000000)
68. feature CS377 (0.000000)
69. feature PY228 (0.000000)
70. feature CS488 (0.000000)
71. feature EL172 (0.000000)
72. feature HO201 (0.000000)
73. feature HR201 (0.000000)
74. feature MA216 (0.000000)
75. feature MW313 (0.000000)
76. feature MW314 (0.000000)
77. feature NS132 (0.000000)
78. feature SO201 (0.000000)
79. feature CS486 (0.000000)
80. feature SW111 (0.000000)
81. feature SW213 (0.000000)
82. feature SW221 (0.000000)
83. feature SW365 (0.000000)
84. feature SW478 (0.000000)
85. feature TH161 (0.000000)
86. feature TU110 (0.000000)
87. feature TU120 (0.000000)
88. feature CS487 (0.000000)
89. feature CS467 (0.000000)
90. feature CS385 (0.000000)
91. feature TU122 (0.000000)
92. feature CS386 (0.000000)
93. feature CS387 (0.000000)
94. feature CS388 (0.000000)
95. feature CS395 (0.000000)
96. feature CS396 (0.000000)
97. feature CS397 (0.000000)
98. feature CS398 (0.000000)
99. feature CS399 (0.000000)
100. feature CS402 (0.000000)
101. feature CS459 (0.000000)
102. feature CS407 (0.000000)
103. feature CS408 (0.000000)
104. feature CS426 (0.000000)
105. feature CS427 (0.000000)
106. feature CS429 (0.000000)
107. feature CS449 (0.000000)
108. feature CS456 (0.000000)
109. feature CS457 (0.000000)
110. feature AT316 (0.000000)
Index([u'SW335', u'CS281', u'SC185', u'CS261', u'SC135', u'SW475', u'CS213',
u'EL171', u'MA211', u'SC123'],
dtype='object')
-----------------------------------
CS467
[ 0.35294118 0.5 0.33333333 0.41666667 0.25 ]
Random Forest Cross Validation of CS467: 0.370588235294
Feature ranking:
1. feature CS365 (0.071433)
2. feature SW212 (0.069846)
3. feature CS301 (0.061558)
4. feature TU120 (0.048853)
5. feature MA212 (0.045278)
6. feature CS314 (0.043147)
7. feature EL395 (0.037403)
8. feature CS374 (0.034933)
9. feature CS111 (0.034301)
10. feature MA211 (0.031173)
11. feature CS377 (0.029081)
12. feature CS367 (0.028679)
13. feature CS311 (0.028041)
14. feature BA291 (0.023622)
15. feature CS409 (0.022817)
16. feature ST216 (0.022510)
17. feature CS223 (0.018938)
18. feature SW478 (0.018123)
19. feature TH161 (0.018095)
20. feature CS395 (0.017447)
21. feature SW213 (0.016443)
22. feature CS341 (0.016137)
23. feature CS222 (0.014862)
24. feature TU110 (0.014398)
25. feature CJ317 (0.013501)
26. feature CS429 (0.012830)
27. feature SC135 (0.011896)
28. feature AT316 (0.011769)
29. feature HO201 (0.011513)
30. feature CS102 (0.011494)
31. feature CS326 (0.011366)
32. feature CS459 (0.010928)
33. feature CS101 (0.010760)
34. feature SW335 (0.010005)
35. feature CS284 (0.009657)
36. feature CS213 (0.009366)
37. feature CS426 (0.009142)
38. feature TU130 (0.008928)
39. feature TU122 (0.008046)
40. feature CS296 (0.007774)
41. feature CS214 (0.007627)
42. feature SW111 (0.006510)
43. feature EL070 (0.006476)
44. feature CS401 (0.006401)
45. feature CS342 (0.006223)
46. feature PY228 (0.005965)
47. feature CS302 (0.005100)
48. feature CS366 (0.004096)
49. feature EL172 (0.003739)
50. feature MW313 (0.003341)
51. feature SW365 (0.003034)
52. feature EL295 (0.002887)
53. feature SW475 (0.002506)
54. feature CS289 (0.000000)
55. feature CS285 (0.000000)
56. feature CS286 (0.000000)
57. feature CS288 (0.000000)
58. feature CJ315 (0.000000)
59. feature CS295 (0.000000)
60. feature CS281 (0.000000)
61. feature TU100 (0.000000)
62. feature CS297 (0.000000)
63. feature AT326 (0.000000)
64. feature SC173 (0.000000)
65. feature CS251 (0.000000)
66. feature CS261 (0.000000)
67. feature CS231 (0.000000)
68. feature SC185 (0.000000)
69. feature SO201 (0.000000)
70. feature CS300 (0.000000)
71. feature CJ316 (0.000000)
72. feature TA395 (0.000000)
73. feature CJ321 (0.000000)
74. feature CS211 (0.000000)
75. feature CS115 (0.000000)
76. feature SW221 (0.000000)
77. feature CS105 (0.000000)
78. feature CS215 (0.000000)
79. feature CS489 (0.000000)
80. feature SC123 (0.000000)
81. feature CS398 (0.000000)
82. feature CS487 (0.000000)
83. feature CS486 (0.000000)
84. feature CS467 (0.000000)
85. feature CS457 (0.000000)
86. feature CS456 (0.000000)
87. feature CS449 (0.000000)
88. feature CS446 (0.000000)
89. feature EL171 (0.000000)
90. feature CS427 (0.000000)
91. feature CS408 (0.000000)
92. feature CS407 (0.000000)
93. feature CS402 (0.000000)
94. feature CS399 (0.000000)
95. feature CS397 (0.000000)
96. feature NS132 (0.000000)
97. feature CS396 (0.000000)
98. feature ES356 (0.000000)
99. feature CS388 (0.000000)
100. feature CS387 (0.000000)
101. feature CS386 (0.000000)
102. feature CS385 (0.000000)
103. feature HR201 (0.000000)
104. feature LA209 (0.000000)
105. feature MA216 (0.000000)
106. feature MA332 (0.000000)
107. feature CS356 (0.000000)
108. feature CS348 (0.000000)
109. feature CS488 (0.000000)
110. feature MW314 (0.000000)
Index([u'CS365', u'SW212', u'CS301', u'TU120', u'MA212', u'CS314', u'EL395',
u'CS374', u'CS111', u'MA211'],
dtype='object')
-----------------------------------
CS486
[ 0.47368421 0.52941176 0.58823529 0.625 0.66666667]
Random Forest Cross Validation of CS486: 0.576599587203
Feature ranking:
1. feature CS281 (0.070503)
2. feature CS341 (0.060761)
3. feature CS251 (0.055574)
4. feature CS489 (0.037901)
5. feature EL295 (0.036401)
6. feature CS261 (0.033508)
7. feature AT316 (0.029970)
8. feature CS286 (0.029785)
9. feature CS302 (0.028400)
10. feature TA395 (0.028067)
11. feature TU120 (0.027730)
12. feature AT326 (0.024855)
13. feature SC173 (0.023584)
14. feature TU110 (0.022732)
15. feature ST216 (0.022702)
16. feature CS101 (0.021825)
17. feature EL172 (0.021252)
18. feature PY228 (0.020599)
19. feature CS301 (0.020165)
20. feature CS314 (0.019165)
21. feature SW111 (0.018960)
22. feature CS289 (0.018773)
23. feature MA212 (0.016890)
24. feature TH161 (0.016871)
25. feature SC135 (0.016606)
26. feature EL171 (0.016377)
27. feature SC123 (0.015885)
28. feature CS213 (0.015265)
29. feature CS214 (0.014728)
30. feature EL395 (0.014538)
31. feature CS223 (0.013831)
32. feature NS132 (0.013595)
33. feature CS102 (0.013240)
34. feature LA209 (0.012331)
35. feature SC185 (0.010712)
36. feature CJ317 (0.010498)
37. feature CS111 (0.010449)
38. feature CS311 (0.010391)
39. feature MW314 (0.010272)
40. feature TU100 (0.009693)
41. feature CS385 (0.008348)
42. feature SW221 (0.007048)
43. feature SW478 (0.006980)
44. feature CS374 (0.006899)
45. feature MA332 (0.006720)
46. feature CS386 (0.006166)
47. feature SW213 (0.006143)
48. feature EL070 (0.005657)
49. feature CS222 (0.004967)
50. feature CS284 (0.004334)
51. feature CJ315 (0.003681)
52. feature CS487 (0.003590)
53. feature CS288 (0.003555)
54. feature CS296 (0.003390)
55. feature SW475 (0.002893)
56. feature HO201 (0.002192)
57. feature TU130 (0.002057)
58. feature CS398 (0.000000)
59. feature CS449 (0.000000)
60. feature CS285 (0.000000)
61. feature CS457 (0.000000)
62. feature CS459 (0.000000)
63. feature CS467 (0.000000)
64. feature CS486 (0.000000)
65. feature CS231 (0.000000)
66. feature CS488 (0.000000)
67. feature ES356 (0.000000)
68. feature CS215 (0.000000)
69. feature HR201 (0.000000)
70. feature MA211 (0.000000)
71. feature CS211 (0.000000)
72. feature CS115 (0.000000)
73. feature MA216 (0.000000)
74. feature CS105 (0.000000)
75. feature MW313 (0.000000)
76. feature SO201 (0.000000)
77. feature CJ321 (0.000000)
78. feature SW212 (0.000000)
79. feature CJ316 (0.000000)
80. feature SW335 (0.000000)
81. feature BA291 (0.000000)
82. feature SW365 (0.000000)
83. feature CS456 (0.000000)
84. feature CS446 (0.000000)
85. feature CS397 (0.000000)
86. feature CS295 (0.000000)
87. feature CS396 (0.000000)
88. feature CS395 (0.000000)
89. feature CS388 (0.000000)
90. feature CS387 (0.000000)
91. feature CS399 (0.000000)
92. feature TU122 (0.000000)
93. feature CS377 (0.000000)
94. feature CS402 (0.000000)
95. feature CS367 (0.000000)
96. feature CS366 (0.000000)
97. feature CS365 (0.000000)
98. feature CS356 (0.000000)
99. feature CS348 (0.000000)
100. feature CS342 (0.000000)
101. feature CS407 (0.000000)
102. feature CS326 (0.000000)
103. feature CS408 (0.000000)
104. feature CS409 (0.000000)
105. feature CS426 (0.000000)
106. feature CS427 (0.000000)
107. feature CS300 (0.000000)
108. feature CS297 (0.000000)
109. feature CS429 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS281', u'CS341', u'CS251', u'CS489', u'EL295', u'CS261', u'AT316',
u'CS286', u'CS302', u'TA395'],
dtype='object')
-----------------------------------
CS487
[ 0.51612903 0.57142857 0.74074074 0.46153846 0.57692308]
Random Forest Cross Validation of CS487: 0.573351976578
Feature ranking:
1. feature CS102 (0.060868)
2. feature CS289 (0.053052)
3. feature ST216 (0.048105)
4. feature EL395 (0.046627)
5. feature MA212 (0.045034)
6. feature CS284 (0.044428)
7. feature SW365 (0.038607)
8. feature MA332 (0.032036)
9. feature BA291 (0.031852)
10. feature CS314 (0.028574)
11. feature CS261 (0.026654)
12. feature TH161 (0.025644)
13. feature TU110 (0.025155)
14. feature SC185 (0.023513)
15. feature AT316 (0.023398)
16. feature TU130 (0.023104)
17. feature EL295 (0.023095)
18. feature CS341 (0.020998)
19. feature MA211 (0.020656)
20. feature SC135 (0.020478)
21. feature TU122 (0.018772)
22. feature EL171 (0.018623)
23. feature CS385 (0.017563)
24. feature CS286 (0.016061)
25. feature CS251 (0.014819)
26. feature HO201 (0.014329)
27. feature CS214 (0.013712)
28. feature CS489 (0.013278)
29. feature CS111 (0.012742)
30. feature CS213 (0.012463)
31. feature CS222 (0.012152)
32. feature SC123 (0.011475)
33. feature SW335 (0.011319)
34. feature LA209 (0.010943)
35. feature CS301 (0.010277)
36. feature PY228 (0.009601)
37. feature CS101 (0.009568)
38. feature SW221 (0.008817)
39. feature TU120 (0.008384)
40. feature CJ315 (0.008329)
41. feature MW313 (0.007796)
42. feature CS223 (0.007650)
43. feature EL172 (0.006747)
44. feature TA395 (0.006569)
45. feature MW314 (0.006512)
46. feature SW478 (0.006243)
47. feature CS302 (0.005194)
48. feature CS281 (0.004972)
49. feature CS295 (0.004788)
50. feature CS386 (0.004270)
51. feature ES356 (0.004033)
52. feature SW111 (0.003949)
53. feature SW213 (0.003074)
54. feature CS311 (0.002716)
55. feature SC173 (0.002260)
56. feature CS326 (0.002198)
57. feature CJ317 (0.002190)
58. feature NS132 (0.002038)
59. feature EL070 (0.001699)
60. feature AT326 (0.000000)
61. feature CS300 (0.000000)
62. feature CS297 (0.000000)
63. feature CS296 (0.000000)
64. feature CJ316 (0.000000)
65. feature CS215 (0.000000)
66. feature CS211 (0.000000)
67. feature CS288 (0.000000)
68. feature CS285 (0.000000)
69. feature CJ321 (0.000000)
70. feature TU100 (0.000000)
71. feature CS105 (0.000000)
72. feature CS231 (0.000000)
73. feature CS115 (0.000000)
74. feature SW475 (0.000000)
75. feature SO201 (0.000000)
76. feature CS342 (0.000000)
77. feature CS459 (0.000000)
78. feature CS427 (0.000000)
79. feature CS429 (0.000000)
80. feature CS446 (0.000000)
81. feature CS449 (0.000000)
82. feature CS456 (0.000000)
83. feature CS457 (0.000000)
84. feature CS467 (0.000000)
85. feature CS409 (0.000000)
86. feature CS486 (0.000000)
87. feature CS487 (0.000000)
88. feature CS488 (0.000000)
89. feature HR201 (0.000000)
90. feature MA216 (0.000000)
91. feature SW212 (0.000000)
92. feature CS426 (0.000000)
93. feature CS408 (0.000000)
94. feature CS348 (0.000000)
95. feature CS387 (0.000000)
96. feature CS356 (0.000000)
97. feature CS365 (0.000000)
98. feature CS366 (0.000000)
99. feature CS367 (0.000000)
100. feature CS374 (0.000000)
101. feature CS377 (0.000000)
102. feature CS388 (0.000000)
103. feature CS407 (0.000000)
104. feature CS395 (0.000000)
105. feature CS396 (0.000000)
106. feature CS397 (0.000000)
107. feature CS398 (0.000000)
108. feature CS399 (0.000000)
109. feature CS402 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS102', u'CS289', u'ST216', u'EL395', u'MA212', u'CS284', u'SW365',
u'MA332', u'BA291', u'CS314'],
dtype='object')
-----------------------------------
CS488
[ 0.73913043 0.86956522 0.85714286 0.9047619 0.66666667]
Random Forest Cross Validation of CS488: 0.807453416149
Feature ranking:
1. feature CS486 (0.198876)
2. feature CS388 (0.098081)
3. feature PY228 (0.090312)
4. feature CS261 (0.039148)
5. feature TH161 (0.035214)
6. feature SW478 (0.034207)
7. feature CS386 (0.029053)
8. feature CS111 (0.026825)
9. feature CS214 (0.025450)
10. feature EL395 (0.024613)
11. feature CS314 (0.024536)
12. feature SW221 (0.023681)
13. feature SW212 (0.023569)
14. feature TU130 (0.022383)
15. feature CS301 (0.021330)
16. feature ES356 (0.019353)
17. feature TU110 (0.018851)
18. feature CS285 (0.016176)
19. feature CS251 (0.015756)
20. feature CS342 (0.015436)
21. feature CS288 (0.015092)
22. feature AT326 (0.014614)
23. feature SC185 (0.014575)
24. feature SC123 (0.014041)
25. feature CS326 (0.011738)
26. feature CS311 (0.011289)
27. feature CS223 (0.010676)
28. feature ST216 (0.010616)
29. feature CS341 (0.009439)
30. feature CS222 (0.007747)
31. feature CS213 (0.006754)
32. feature CS296 (0.006717)
33. feature MW314 (0.006688)
34. feature EL171 (0.006685)
35. feature TA395 (0.006395)
36. feature MA211 (0.005338)
37. feature EL172 (0.003691)
38. feature CS302 (0.003625)
39. feature TU122 (0.003463)
40. feature SW335 (0.003457)
41. feature CS408 (0.003435)
42. feature SC173 (0.003361)
43. feature TU120 (0.003332)
44. feature BA291 (0.003228)
45. feature CS101 (0.003116)
46. feature EL295 (0.003106)
47. feature CS286 (0.002709)
48. feature CS102 (0.002225)
49. feature CS348 (0.000000)
50. feature CS356 (0.000000)
51. feature CS300 (0.000000)
52. feature CJ317 (0.000000)
53. feature CS297 (0.000000)
54. feature CS295 (0.000000)
55. feature CS289 (0.000000)
56. feature CS284 (0.000000)
57. feature CS281 (0.000000)
58. feature CS231 (0.000000)
59. feature CS366 (0.000000)
60. feature CS215 (0.000000)
61. feature CJ315 (0.000000)
62. feature CS211 (0.000000)
63. feature CS115 (0.000000)
64. feature CS105 (0.000000)
65. feature CJ316 (0.000000)
66. feature CJ321 (0.000000)
67. feature CS365 (0.000000)
68. feature CS401 (0.000000)
69. feature CS367 (0.000000)
70. feature MA332 (0.000000)
71. feature CS488 (0.000000)
72. feature CS489 (0.000000)
73. feature EL070 (0.000000)
74. feature HO201 (0.000000)
75. feature HR201 (0.000000)
76. feature LA209 (0.000000)
77. feature MA212 (0.000000)
78. feature MA216 (0.000000)
79. feature MW313 (0.000000)
80. feature CS374 (0.000000)
81. feature NS132 (0.000000)
82. feature SC135 (0.000000)
83. feature SO201 (0.000000)
84. feature SW111 (0.000000)
85. feature SW213 (0.000000)
86. feature SW365 (0.000000)
87. feature SW475 (0.000000)
88. feature TU100 (0.000000)
89. feature CS487 (0.000000)
90. feature CS467 (0.000000)
91. feature CS459 (0.000000)
92. feature CS457 (0.000000)
93. feature CS377 (0.000000)
94. feature CS385 (0.000000)
95. feature CS387 (0.000000)
96. feature CS395 (0.000000)
97. feature CS396 (0.000000)
98. feature CS397 (0.000000)
99. feature CS398 (0.000000)
100. feature CS399 (0.000000)
101. feature CS402 (0.000000)
102. feature CS407 (0.000000)
103. feature CS409 (0.000000)
104. feature CS426 (0.000000)
105. feature CS427 (0.000000)
106. feature CS429 (0.000000)
107. feature CS446 (0.000000)
108. feature CS449 (0.000000)
109. feature CS456 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS486', u'CS388', u'PY228', u'CS261', u'TH161', u'SW478', u'CS386',
u'CS111', u'CS214', u'EL395'],
dtype='object')
-----------------------------------
CS489
[ 0.35714286 0.33333333 0.52 0.58333333 0.47826087]
Random Forest Cross Validation of CS489: 0.454414078675
Feature ranking:
1. feature CS288 (0.058389)
2. feature CS261 (0.048944)
3. feature PY228 (0.044741)
4. feature ST216 (0.043159)
5. feature CS284 (0.040628)
6. feature CS301 (0.034161)
7. feature EL295 (0.033140)
8. feature CS222 (0.031811)
9. feature CS487 (0.030362)
10. feature SW365 (0.030168)
11. feature TU130 (0.024600)
12. feature CS311 (0.024462)
13. feature CS214 (0.023976)
14. feature EL171 (0.023337)
15. feature AT316 (0.021927)
16. feature CS213 (0.021803)
17. feature TU100 (0.021006)
18. feature CS314 (0.020374)
19. feature SC135 (0.020235)
20. feature CS342 (0.019663)
21. feature LA209 (0.019149)
22. feature CS286 (0.018659)
23. feature CS223 (0.018248)
24. feature MA211 (0.017039)
25. feature EL070 (0.016405)
26. feature MA212 (0.016377)
27. feature MW314 (0.014548)
28. feature TU120 (0.013324)
29. feature CS251 (0.012639)
30. feature TH161 (0.012337)
31. feature SW212 (0.011852)
32. feature CS385 (0.011380)
33. feature SW221 (0.010511)
34. feature SW111 (0.010329)
35. feature EL172 (0.010326)
36. feature CS326 (0.010279)
37. feature MA332 (0.010234)
38. feature CS341 (0.010187)
39. feature TA395 (0.010149)
40. feature HO201 (0.009401)
41. feature AT326 (0.009328)
42. feature SC185 (0.009027)
43. feature CS281 (0.008509)
44. feature TU122 (0.007521)
45. feature CJ315 (0.007072)
46. feature CS374 (0.006012)
47. feature EL395 (0.005901)
48. feature CS289 (0.005764)
49. feature TU110 (0.005320)
50. feature SW475 (0.004875)
51. feature SW335 (0.004632)
52. feature CS285 (0.004387)
53. feature ES356 (0.004322)
54. feature CS111 (0.004179)
55. feature NS132 (0.004167)
56. feature CS101 (0.004138)
57. feature CJ317 (0.003590)
58. feature SW478 (0.002551)
59. feature SW213 (0.002230)
60. feature CS296 (0.002175)
61. feature BA291 (0.002147)
62. feature CS102 (0.002011)
63. feature SO201 (0.001938)
64. feature CJ316 (0.001798)
65. feature CS486 (0.001654)
66. feature SC173 (0.001654)
67. feature CS409 (0.001594)
68. feature CS395 (0.001244)
69. feature CS297 (0.000000)
70. feature CS300 (0.000000)
71. feature CS215 (0.000000)
72. feature CS295 (0.000000)
73. feature CJ321 (0.000000)
74. feature CS105 (0.000000)
75. feature CS231 (0.000000)
76. feature CS211 (0.000000)
77. feature CS115 (0.000000)
78. feature CS387 (0.000000)
79. feature CS302 (0.000000)
80. feature CS348 (0.000000)
81. feature SC123 (0.000000)
82. feature MW313 (0.000000)
83. feature MA216 (0.000000)
84. feature HR201 (0.000000)
85. feature CS489 (0.000000)
86. feature CS488 (0.000000)
87. feature CS467 (0.000000)
88. feature CS459 (0.000000)
89. feature CS457 (0.000000)
90. feature CS456 (0.000000)
91. feature CS449 (0.000000)
92. feature CS446 (0.000000)
93. feature CS429 (0.000000)
94. feature CS427 (0.000000)
95. feature CS426 (0.000000)
96. feature CS408 (0.000000)
97. feature CS407 (0.000000)
98. feature CS402 (0.000000)
99. feature CS399 (0.000000)
100. feature CS398 (0.000000)
101. feature CS397 (0.000000)
102. feature CS396 (0.000000)
103. feature CS388 (0.000000)
104. feature CS386 (0.000000)
105. feature CS377 (0.000000)
106. feature CS367 (0.000000)
107. feature CS366 (0.000000)
108. feature CS365 (0.000000)
109. feature CS356 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS288', u'CS261', u'PY228', u'ST216', u'CS284', u'CS301', u'EL295',
u'CS222', u'CS487', u'SW365'],
dtype='object')
-----------------------------------
EL070
[ 0.89361702 0.89130435 0.89130435 0.89130435 0.93181818]
Random Forest Cross Validation of EL070: 0.899869649315
Feature ranking:
1. feature CS102 (0.200000)
2. feature PY228 (0.200000)
3. feature SC135 (0.200000)
4. feature TH161 (0.100000)
5. feature EL070 (0.100000)
6. feature SC173 (0.100000)
7. feature TU130 (0.000000)
8. feature CS341 (0.000000)
9. feature CS296 (0.000000)
10. feature CS297 (0.000000)
11. feature CS300 (0.000000)
12. feature CS301 (0.000000)
13. feature CS302 (0.000000)
14. feature CS311 (0.000000)
15. feature CS314 (0.000000)
16. feature CS326 (0.000000)
17. feature CS348 (0.000000)
18. feature CS342 (0.000000)
19. feature CS289 (0.000000)
20. feature CS356 (0.000000)
21. feature CS365 (0.000000)
22. feature CS366 (0.000000)
23. feature CS367 (0.000000)
24. feature CS374 (0.000000)
25. feature CS377 (0.000000)
26. feature CS385 (0.000000)
27. feature CS386 (0.000000)
28. feature CS387 (0.000000)
29. feature CS388 (0.000000)
30. feature CS395 (0.000000)
31. feature CS295 (0.000000)
32. feature CS285 (0.000000)
33. feature CS288 (0.000000)
34. feature CS211 (0.000000)
35. feature AT326 (0.000000)
36. feature BA291 (0.000000)
37. feature CJ315 (0.000000)
38. feature CJ316 (0.000000)
39. feature CJ317 (0.000000)
40. feature CJ321 (0.000000)
41. feature CS101 (0.000000)
42. feature CS105 (0.000000)
43. feature CS111 (0.000000)
44. feature CS115 (0.000000)
45. feature CS213 (0.000000)
46. feature CS286 (0.000000)
47. feature CS214 (0.000000)
48. feature CS215 (0.000000)
49. feature CS222 (0.000000)
50. feature CS223 (0.000000)
51. feature CS231 (0.000000)
52. feature CS251 (0.000000)
53. feature CS261 (0.000000)
54. feature CS281 (0.000000)
55. feature CS284 (0.000000)
56. feature CS397 (0.000000)
57. feature CS396 (0.000000)
58. feature CS401 (0.000000)
59. feature CS398 (0.000000)
60. feature CS399 (0.000000)
61. feature MA211 (0.000000)
62. feature MA212 (0.000000)
63. feature MA216 (0.000000)
64. feature MA332 (0.000000)
65. feature MW313 (0.000000)
66. feature MW314 (0.000000)
67. feature NS132 (0.000000)
68. feature SC123 (0.000000)
69. feature SC185 (0.000000)
70. feature SO201 (0.000000)
71. feature ST216 (0.000000)
72. feature SW111 (0.000000)
73. feature SW212 (0.000000)
74. feature SW213 (0.000000)
75. feature SW221 (0.000000)
76. feature SW335 (0.000000)
77. feature SW365 (0.000000)
78. feature SW475 (0.000000)
79. feature SW478 (0.000000)
80. feature TA395 (0.000000)
81. feature TU100 (0.000000)
82. feature TU110 (0.000000)
83. feature TU120 (0.000000)
84. feature LA209 (0.000000)
85. feature HR201 (0.000000)
86. feature HO201 (0.000000)
87. feature CS456 (0.000000)
88. feature TU122 (0.000000)
89. feature CS402 (0.000000)
90. feature CS407 (0.000000)
91. feature CS408 (0.000000)
92. feature CS409 (0.000000)
93. feature CS426 (0.000000)
94. feature CS427 (0.000000)
95. feature CS429 (0.000000)
96. feature CS446 (0.000000)
97. feature CS449 (0.000000)
98. feature CS457 (0.000000)
99. feature ES356 (0.000000)
100. feature CS459 (0.000000)
101. feature CS467 (0.000000)
102. feature CS486 (0.000000)
103. feature CS487 (0.000000)
104. feature CS488 (0.000000)
105. feature CS489 (0.000000)
106. feature EL171 (0.000000)
107. feature EL172 (0.000000)
108. feature EL295 (0.000000)
109. feature EL395 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS102', u'PY228', u'SC135', u'TH161', u'EL070', u'SC173', u'TU130',
u'CS341', u'CS296', u'CS297'],
dtype='object')
-----------------------------------
EL171
[ 0.38064516 0.42857143 0.35526316 0.36666667 0.39597315]
Random Forest Cross Validation of EL171: 0.385423913757
Feature ranking:
1. feature CS102 (0.161793)
2. feature CS101 (0.143241)
3. feature MA211 (0.135965)
4. feature TH161 (0.130036)
5. feature SC135 (0.078869)
6. feature TU100 (0.064037)
7. feature CS105 (0.055024)
8. feature SC185 (0.040807)
9. feature EL171 (0.037994)
10. feature EL070 (0.036342)
11. feature TU110 (0.032279)
12. feature SW213 (0.014040)
13. feature SC123 (0.009934)
14. feature TU130 (0.009698)
15. feature CS111 (0.007143)
16. feature MA216 (0.006772)
17. feature CS222 (0.005409)
18. feature PY228 (0.004265)
19. feature CS284 (0.004016)
20. feature SC173 (0.003517)
21. feature CJ316 (0.002634)
22. feature CS251 (0.002224)
23. feature CS231 (0.002174)
24. feature MA332 (0.002071)
25. feature CS281 (0.001876)
26. feature CS214 (0.001857)
27. feature CS365 (0.001667)
28. feature TU120 (0.001557)
29. feature CS261 (0.001286)
30. feature CS223 (0.000855)
31. feature CS213 (0.000617)
32. feature CS215 (0.000000)
33. feature CS301 (0.000000)
34. feature CS377 (0.000000)
35. feature CS374 (0.000000)
36. feature CS367 (0.000000)
37. feature CS366 (0.000000)
38. feature AT326 (0.000000)
39. feature CS356 (0.000000)
40. feature CS348 (0.000000)
41. feature CS342 (0.000000)
42. feature CS341 (0.000000)
43. feature CS326 (0.000000)
44. feature CS314 (0.000000)
45. feature CS311 (0.000000)
46. feature CS302 (0.000000)
47. feature CS300 (0.000000)
48. feature CS386 (0.000000)
49. feature CS297 (0.000000)
50. feature CS296 (0.000000)
51. feature CS295 (0.000000)
52. feature CS289 (0.000000)
53. feature CS288 (0.000000)
54. feature CS286 (0.000000)
55. feature CS285 (0.000000)
56. feature BA291 (0.000000)
57. feature CJ315 (0.000000)
58. feature CJ317 (0.000000)
59. feature CJ321 (0.000000)
60. feature CS115 (0.000000)
61. feature CS211 (0.000000)
62. feature CS385 (0.000000)
63. feature CS401 (0.000000)
64. feature CS387 (0.000000)
65. feature NS132 (0.000000)
66. feature EL295 (0.000000)
67. feature EL395 (0.000000)
68. feature ES356 (0.000000)
69. feature HO201 (0.000000)
70. feature HR201 (0.000000)
71. feature LA209 (0.000000)
72. feature MA212 (0.000000)
73. feature MW313 (0.000000)
74. feature MW314 (0.000000)
75. feature SO201 (0.000000)
76. feature CS489 (0.000000)
77. feature ST216 (0.000000)
78. feature SW111 (0.000000)
79. feature SW212 (0.000000)
80. feature SW221 (0.000000)
81. feature SW335 (0.000000)
82. feature SW365 (0.000000)
83. feature SW475 (0.000000)
84. feature SW478 (0.000000)
85. feature TA395 (0.000000)
86. feature EL172 (0.000000)
87. feature CS488 (0.000000)
88. feature CS388 (0.000000)
89. feature CS409 (0.000000)
90. feature CS395 (0.000000)
91. feature CS396 (0.000000)
92. feature CS397 (0.000000)
93. feature CS398 (0.000000)
94. feature CS399 (0.000000)
95. feature TU122 (0.000000)
96. feature CS402 (0.000000)
97. feature CS407 (0.000000)
98. feature CS408 (0.000000)
99. feature CS426 (0.000000)
100. feature CS487 (0.000000)
101. feature CS427 (0.000000)
102. feature CS429 (0.000000)
103. feature CS446 (0.000000)
104. feature CS449 (0.000000)
105. feature CS456 (0.000000)
106. feature CS457 (0.000000)
107. feature CS459 (0.000000)
108. feature CS467 (0.000000)
109. feature CS486 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS102', u'CS101', u'MA211', u'TH161', u'SC135', u'TU100', u'CS105',
u'SC185', u'EL171', u'EL070'],
dtype='object')
-----------------------------------
EL172
[ 0.48951049 0.44680851 0.49275362 0.42753623 0.40875912]
Random Forest Cross Validation of EL172: 0.453073595862
Feature ranking:
1. feature EL171 (0.168383)
2. feature CS102 (0.104679)
3. feature CS101 (0.090757)
4. feature TH161 (0.088426)
5. feature MA211 (0.084369)
6. feature SC135 (0.075869)
7. feature SC185 (0.039869)
8. feature CS105 (0.038026)
9. feature TU110 (0.035603)
10. feature TU100 (0.028181)
11. feature PY228 (0.027025)
12. feature SC123 (0.021276)
13. feature CS111 (0.020488)
14. feature TU130 (0.020219)
15. feature TU120 (0.018483)
16. feature SO201 (0.013547)
17. feature SW111 (0.013086)
18. feature MA212 (0.012549)
19. feature EL070 (0.010861)
20. feature MW314 (0.009055)
21. feature CJ315 (0.008594)
22. feature MA216 (0.008284)
23. feature SC173 (0.008174)
24. feature CS115 (0.005403)
25. feature CS214 (0.005375)
26. feature MW313 (0.005181)
27. feature CS261 (0.004057)
28. feature SW475 (0.003978)
29. feature EL172 (0.003817)
30. feature SW213 (0.003714)
31. feature CS311 (0.003474)
32. feature TU122 (0.003313)
33. feature CS222 (0.001924)
34. feature CS314 (0.001704)
35. feature AT316 (0.001590)
36. feature CS342 (0.001322)
37. feature SW212 (0.001203)
38. feature ST216 (0.000848)
39. feature CS367 (0.000721)
40. feature CS284 (0.000716)
41. feature CS374 (0.000617)
42. feature CS289 (0.000596)
43. feature CS213 (0.000586)
44. feature CS341 (0.000522)
45. feature ES356 (0.000469)
46. feature CS302 (0.000384)
47. feature CS402 (0.000373)
48. feature CS251 (0.000348)
49. feature LA209 (0.000343)
50. feature CS281 (0.000341)
51. feature SW478 (0.000261)
52. feature CJ316 (0.000261)
53. feature CS223 (0.000257)
54. feature MA332 (0.000251)
55. feature CS401 (0.000127)
56. feature CS488 (0.000123)
57. feature HO201 (0.000000)
58. feature CS486 (0.000000)
59. feature CS286 (0.000000)
60. feature CS285 (0.000000)
61. feature CS446 (0.000000)
62. feature CS449 (0.000000)
63. feature CS456 (0.000000)
64. feature CS457 (0.000000)
65. feature CS231 (0.000000)
66. feature CS459 (0.000000)
67. feature NS132 (0.000000)
68. feature CS215 (0.000000)
69. feature CS467 (0.000000)
70. feature CS211 (0.000000)
71. feature CS429 (0.000000)
72. feature CS487 (0.000000)
73. feature SW221 (0.000000)
74. feature SW335 (0.000000)
75. feature SW365 (0.000000)
76. feature CJ321 (0.000000)
77. feature CJ317 (0.000000)
78. feature CS489 (0.000000)
79. feature TA395 (0.000000)
80. feature BA291 (0.000000)
81. feature AT326 (0.000000)
82. feature CS288 (0.000000)
83. feature CS295 (0.000000)
84. feature CS399 (0.000000)
85. feature CS366 (0.000000)
86. feature CS398 (0.000000)
87. feature CS397 (0.000000)
88. feature CS396 (0.000000)
89. feature CS395 (0.000000)
90. feature CS388 (0.000000)
91. feature CS387 (0.000000)
92. feature CS386 (0.000000)
93. feature CS385 (0.000000)
94. feature CS377 (0.000000)
95. feature CS407 (0.000000)
96. feature CS408 (0.000000)
97. feature CS365 (0.000000)
98. feature CS296 (0.000000)
99. feature CS356 (0.000000)
100. feature CS348 (0.000000)
101. feature EL395 (0.000000)
102. feature CS409 (0.000000)
103. feature CS326 (0.000000)
104. feature HR201 (0.000000)
105. feature CS426 (0.000000)
106. feature CS427 (0.000000)
107. feature CS301 (0.000000)
108. feature CS300 (0.000000)
109. feature CS297 (0.000000)
110. feature EL295 (0.000000)
Index([u'EL171', u'CS102', u'CS101', u'TH161', u'MA211', u'SC135', u'SC185',
u'CS105', u'TU110', u'TU100'],
dtype='object')
-----------------------------------
EL295
[ 0.525 0.47457627 0.48717949 0.56410256 0.56896552]
Random Forest Cross Validation of EL295: 0.523964767942
Feature ranking:
1. feature EL172 (0.095456)
2. feature EL171 (0.094746)
3. feature MA211 (0.071330)
4. feature TU110 (0.061543)
5. feature SC135 (0.058738)
6. feature SC185 (0.052723)
7. feature TU120 (0.051581)
8. feature CS111 (0.050324)
9. feature CS102 (0.039579)
10. feature PY228 (0.038679)
11. feature TH161 (0.033712)
12. feature EL070 (0.031273)
13. feature CS101 (0.030446)
14. feature SO201 (0.029127)
15. feature TU130 (0.026007)
16. feature TU100 (0.024525)
17. feature ST216 (0.020951)
18. feature SC123 (0.018015)
19. feature CS105 (0.017431)
20. feature LA209 (0.015688)
21. feature SW111 (0.014689)
22. feature MA212 (0.013179)
23. feature ES356 (0.011391)
24. feature AT316 (0.010220)
25. feature TU122 (0.009522)
26. feature SW335 (0.007919)
27. feature TA395 (0.006538)
28. feature CS115 (0.006372)
29. feature SC173 (0.006027)
30. feature MW314 (0.005836)
31. feature CS261 (0.004866)
32. feature SW221 (0.004808)
33. feature SW213 (0.004564)
34. feature MW313 (0.004481)
35. feature SW212 (0.004358)
36. feature MA216 (0.004069)
37. feature CS251 (0.003296)
38. feature CJ316 (0.002681)
39. feature NS132 (0.002669)
40. feature CS213 (0.001966)
41. feature HO201 (0.001606)
42. feature SW475 (0.001337)
43. feature CS214 (0.001277)
44. feature CJ317 (0.001126)
45. feature CS281 (0.001029)
46. feature CS301 (0.000716)
47. feature MA332 (0.000499)
48. feature CS311 (0.000405)
49. feature CS222 (0.000339)
50. feature CS284 (0.000338)
51. feature CS286 (0.000000)
52. feature CS314 (0.000000)
53. feature CS302 (0.000000)
54. feature CS300 (0.000000)
55. feature CS297 (0.000000)
56. feature CS296 (0.000000)
57. feature CS295 (0.000000)
58. feature CS289 (0.000000)
59. feature CS288 (0.000000)
60. feature SW478 (0.000000)
61. feature CS285 (0.000000)
62. feature SW365 (0.000000)
63. feature AT326 (0.000000)
64. feature BA291 (0.000000)
65. feature CJ315 (0.000000)
66. feature CS231 (0.000000)
67. feature CS223 (0.000000)
68. feature CS215 (0.000000)
69. feature CS341 (0.000000)
70. feature CS211 (0.000000)
71. feature CJ321 (0.000000)
72. feature CS326 (0.000000)
73. feature CS367 (0.000000)
74. feature CS342 (0.000000)
75. feature CS409 (0.000000)
76. feature CS427 (0.000000)
77. feature CS429 (0.000000)
78. feature CS446 (0.000000)
79. feature CS449 (0.000000)
80. feature CS456 (0.000000)
81. feature CS457 (0.000000)
82. feature CS459 (0.000000)
83. feature CS467 (0.000000)
84. feature CS486 (0.000000)
85. feature CS487 (0.000000)
86. feature CS488 (0.000000)
87. feature CS489 (0.000000)
88. feature EL295 (0.000000)
89. feature EL395 (0.000000)
90. feature HR201 (0.000000)
91. feature CS426 (0.000000)
92. feature CS408 (0.000000)
93. feature CS348 (0.000000)
94. feature CS407 (0.000000)
95. feature CS356 (0.000000)
96. feature CS365 (0.000000)
97. feature CS366 (0.000000)
98. feature CS374 (0.000000)
99. feature CS377 (0.000000)
100. feature CS385 (0.000000)
101. feature CS386 (0.000000)
102. feature CS387 (0.000000)
103. feature CS388 (0.000000)
104. feature CS395 (0.000000)
105. feature CS396 (0.000000)
106. feature CS397 (0.000000)
107. feature CS398 (0.000000)
108. feature CS399 (0.000000)
109. feature CS402 (0.000000)
110. feature CS401 (0.000000)
Index([u'EL172', u'EL171', u'MA211', u'TU110', u'SC135', u'SC185', u'TU120',
u'CS111', u'CS102', u'PY228'],
dtype='object')
-----------------------------------
EL395
[ 0.51086957 0.38202247 0.46590909 0.49425287 0.41860465]
Random Forest Cross Validation of EL395: 0.454331730553
Feature ranking:
1. feature EL295 (0.121551)
2. feature ST216 (0.037867)
3. feature HO201 (0.034705)
4. feature CS222 (0.032716)
5. feature TU130 (0.032015)
6. feature PY228 (0.031532)
7. feature TU120 (0.030670)
8. feature EL171 (0.030230)
9. feature CS284 (0.030173)
10. feature MA211 (0.029841)
11. feature TU110 (0.028898)
12. feature TH161 (0.028279)
13. feature MA212 (0.028218)
14. feature EL172 (0.028066)
15. feature CS251 (0.027759)
16. feature SC135 (0.027251)
17. feature CS213 (0.026288)
18. feature CS223 (0.025816)
19. feature CS102 (0.024423)
20. feature MA332 (0.022509)
21. feature CS261 (0.020217)
22. feature SC185 (0.019742)
23. feature CS111 (0.018935)
24. feature TU122 (0.016917)
25. feature CS214 (0.016884)
26. feature LA209 (0.014751)
27. feature MW314 (0.013288)
28. feature TA395 (0.012011)
29. feature AT316 (0.011374)
30. feature CS101 (0.010811)
31. feature CS281 (0.010755)
32. feature EL070 (0.010370)
33. feature SW221 (0.010198)
34. feature AT326 (0.009170)
35. feature SW478 (0.009086)
36. feature ES356 (0.008988)
37. feature SW212 (0.008305)
38. feature NS132 (0.008007)
39. feature SW111 (0.007600)
40. feature TU100 (0.007564)
41. feature SW365 (0.007040)
42. feature CS296 (0.007008)
43. feature CS374 (0.006932)
44. feature SW213 (0.006485)
45. feature CS295 (0.005487)
46. feature SW475 (0.005195)
47. feature CJ315 (0.004553)
48. feature CS301 (0.003733)
49. feature SC123 (0.003295)
50. feature SW335 (0.003105)
51. feature SC173 (0.003044)
52. feature CS314 (0.002355)
53. feature MW313 (0.002243)
54. feature CJ316 (0.002189)
55. feature CS377 (0.002091)
56. feature SO201 (0.001754)
57. feature CS286 (0.001528)
58. feature CS395 (0.001485)
59. feature CJ317 (0.001375)
60. feature CS289 (0.001333)
61. feature CS311 (0.000796)
62. feature CS326 (0.000651)
63. feature CS341 (0.000561)
64. feature CS396 (0.000554)
65. feature CS402 (0.000485)
66. feature CS348 (0.000482)
67. feature CS409 (0.000461)
68. feature CS285 (0.000000)
69. feature CS231 (0.000000)
70. feature CS300 (0.000000)
71. feature CS288 (0.000000)
72. feature CS215 (0.000000)
73. feature CS211 (0.000000)
74. feature CS115 (0.000000)
75. feature CS105 (0.000000)
76. feature CJ321 (0.000000)
77. feature BA291 (0.000000)
78. feature CS297 (0.000000)
79. feature MA216 (0.000000)
80. feature CS365 (0.000000)
81. feature CS302 (0.000000)
82. feature CS342 (0.000000)
83. feature EL395 (0.000000)
84. feature CS489 (0.000000)
85. feature CS488 (0.000000)
86. feature CS487 (0.000000)
87. feature CS486 (0.000000)
88. feature CS467 (0.000000)
89. feature CS459 (0.000000)
90. feature CS457 (0.000000)
91. feature CS456 (0.000000)
92. feature CS449 (0.000000)
93. feature CS446 (0.000000)
94. feature CS429 (0.000000)
95. feature CS427 (0.000000)
96. feature CS426 (0.000000)
97. feature CS408 (0.000000)
98. feature CS407 (0.000000)
99. feature CS399 (0.000000)
100. feature CS398 (0.000000)
101. feature CS397 (0.000000)
102. feature CS388 (0.000000)
103. feature CS387 (0.000000)
104. feature CS386 (0.000000)
105. feature CS385 (0.000000)
106. feature CS367 (0.000000)
107. feature CS366 (0.000000)
108. feature HR201 (0.000000)
109. feature CS356 (0.000000)
110. feature CS401 (0.000000)
Index([u'EL295', u'ST216', u'HO201', u'CS222', u'TU130', u'PY228', u'TU120',
u'EL171', u'CS284', u'MA211'],
dtype='object')
-----------------------------------
ES356
[ 0.46153846 0.38461538 0.36363636 0.5 0.55555556]
Random Forest Cross Validation of ES356: 0.453069153069
Feature ranking:
1. feature CS223 (0.090127)
2. feature TU130 (0.064117)
3. feature SW365 (0.063815)
4. feature EL295 (0.059172)
5. feature EL172 (0.054437)
6. feature TU110 (0.053355)
7. feature CS102 (0.050358)
8. feature TH161 (0.049237)
9. feature CS284 (0.042839)
10. feature CS222 (0.038658)
11. feature SC135 (0.035274)
12. feature AT326 (0.031591)
13. feature SC185 (0.030190)
14. feature MA211 (0.026503)
15. feature EL171 (0.023421)
16. feature ST216 (0.022933)
17. feature CS261 (0.018376)
18. feature AT316 (0.017980)
19. feature CS101 (0.017882)
20. feature PY228 (0.016871)
21. feature LA209 (0.016687)
22. feature MA212 (0.016519)
23. feature CS281 (0.015212)
24. feature TU120 (0.014531)
25. feature CS105 (0.014042)
26. feature SC173 (0.013306)
27. feature SW111 (0.011872)
28. feature MA332 (0.010896)
29. feature CS301 (0.010690)
30. feature CS387 (0.007777)
31. feature TA395 (0.007754)
32. feature EL070 (0.007368)
33. feature TU122 (0.007279)
34. feature CS314 (0.005800)
35. feature SW221 (0.005561)
36. feature SC123 (0.005024)
37. feature TU100 (0.004933)
38. feature HO201 (0.004648)
39. feature CS111 (0.004076)
40. feature CS214 (0.003416)
41. feature CS311 (0.002926)
42. feature CS341 (0.002548)
43. feature CS289 (0.000000)
44. feature CS296 (0.000000)
45. feature CS295 (0.000000)
46. feature CS326 (0.000000)
47. feature CS297 (0.000000)
48. feature CS300 (0.000000)
49. feature CS302 (0.000000)
50. feature CS286 (0.000000)
51. feature CS342 (0.000000)
52. feature CS288 (0.000000)
53. feature CS215 (0.000000)
54. feature CS285 (0.000000)
55. feature SW335 (0.000000)
56. feature SW475 (0.000000)
57. feature CS251 (0.000000)
58. feature CS231 (0.000000)
59. feature SW478 (0.000000)
60. feature CS356 (0.000000)
61. feature CS213 (0.000000)
62. feature CS211 (0.000000)
63. feature CS115 (0.000000)
64. feature CJ321 (0.000000)
65. feature CJ317 (0.000000)
66. feature CJ316 (0.000000)
67. feature CJ315 (0.000000)
68. feature BA291 (0.000000)
69. feature CS348 (0.000000)
70. feature CS385 (0.000000)
71. feature CS365 (0.000000)
72. feature CS366 (0.000000)
73. feature CS456 (0.000000)
74. feature CS457 (0.000000)
75. feature CS459 (0.000000)
76. feature CS467 (0.000000)
77. feature CS486 (0.000000)
78. feature CS487 (0.000000)
79. feature CS488 (0.000000)
80. feature CS489 (0.000000)
81. feature SW213 (0.000000)
82. feature SW212 (0.000000)
83. feature EL395 (0.000000)
84. feature ES356 (0.000000)
85. feature HR201 (0.000000)
86. feature MA216 (0.000000)
87. feature MW313 (0.000000)
88. feature MW314 (0.000000)
89. feature NS132 (0.000000)
90. feature CS449 (0.000000)
91. feature CS446 (0.000000)
92. feature CS429 (0.000000)
93. feature CS396 (0.000000)
94. feature CS367 (0.000000)
95. feature CS374 (0.000000)
96. feature CS377 (0.000000)
97. feature SO201 (0.000000)
98. feature CS386 (0.000000)
99. feature CS388 (0.000000)
100. feature CS395 (0.000000)
101. feature CS397 (0.000000)
102. feature CS427 (0.000000)
103. feature CS398 (0.000000)
104. feature CS399 (0.000000)
105. feature CS402 (0.000000)
106. feature CS407 (0.000000)
107. feature CS408 (0.000000)
108. feature CS409 (0.000000)
109. feature CS426 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS223', u'TU130', u'SW365', u'EL295', u'EL172', u'TU110', u'CS102',
u'TH161', u'CS284', u'CS222'],
dtype='object')
-----------------------------------
HO201
[ 0.59259259 0.53703704 0.63461538 0.63265306 0.70833333]
Random Forest Cross Validation of HO201: 0.621046281761
Feature ranking:
1. feature TU120 (0.060090)
2. feature EL172 (0.044998)
3. feature CS214 (0.041189)
4. feature AT326 (0.039933)
5. feature MA211 (0.037031)
6. feature SO201 (0.036031)
7. feature EL171 (0.035143)
8. feature TH161 (0.033974)
9. feature SC135 (0.031773)
10. feature PY228 (0.030124)
11. feature CS284 (0.029469)
12. feature CS102 (0.028952)
13. feature ST216 (0.027233)
14. feature SC185 (0.025533)
15. feature SW475 (0.025130)
16. feature CS261 (0.024434)
17. feature EL295 (0.021980)
18. feature CS111 (0.021771)
19. feature AT316 (0.019645)
20. feature MA212 (0.017821)
21. feature CS395 (0.017522)
22. feature CS341 (0.017342)
23. feature TU130 (0.017039)
24. feature CS101 (0.015962)
25. feature CS213 (0.015914)
26. feature SW111 (0.015500)
27. feature CS311 (0.015102)
28. feature CS223 (0.015077)
29. feature MA332 (0.015014)
30. feature CJ316 (0.014293)
31. feature TU110 (0.013674)
32. feature EL070 (0.013513)
33. feature SW212 (0.012661)
34. feature HO201 (0.012222)
35. feature CS377 (0.011328)
36. feature CS409 (0.011155)
37. feature SW365 (0.010193)
38. feature CS251 (0.010120)
39. feature CJ315 (0.009263)
40. feature CS281 (0.007618)
41. feature CS296 (0.007356)
42. feature MW313 (0.007135)
43. feature CS222 (0.006789)
44. feature NS132 (0.006362)
45. feature SW221 (0.006306)
46. feature SW478 (0.005023)
47. feature SW335 (0.004853)
48. feature CS365 (0.004040)
49. feature CS326 (0.004000)
50. feature CS366 (0.003933)
51. feature SC123 (0.003630)
52. feature CS385 (0.003392)
53. feature SW213 (0.003176)
54. feature CS489 (0.003015)
55. feature CS401 (0.002716)
56. feature LA209 (0.002615)
57. feature EL395 (0.002531)
58. feature CS467 (0.002312)
59. feature MW314 (0.002251)
60. feature SC173 (0.002148)
61. feature CS342 (0.002055)
62. feature CS374 (0.001514)
63. feature CS486 (0.001316)
64. feature CS295 (0.001268)
65. feature TA395 (0.001264)
66. feature CS402 (0.001232)
67. feature CS459 (0.001220)
68. feature CS356 (0.001084)
69. feature CS314 (0.001016)
70. feature CJ317 (0.000976)
71. feature CS301 (0.000707)
72. feature CS457 (0.000000)
73. feature CS231 (0.000000)
74. feature MA216 (0.000000)
75. feature BA291 (0.000000)
76. feature CS215 (0.000000)
77. feature CS487 (0.000000)
78. feature CS211 (0.000000)
79. feature CS488 (0.000000)
80. feature CJ321 (0.000000)
81. feature CS115 (0.000000)
82. feature CS449 (0.000000)
83. feature HR201 (0.000000)
84. feature CS105 (0.000000)
85. feature TU100 (0.000000)
86. feature ES356 (0.000000)
87. feature CS456 (0.000000)
88. feature CS396 (0.000000)
89. feature CS446 (0.000000)
90. feature CS285 (0.000000)
91. feature CS388 (0.000000)
92. feature CS387 (0.000000)
93. feature CS386 (0.000000)
94. feature CS398 (0.000000)
95. feature CS399 (0.000000)
96. feature TU122 (0.000000)
97. feature CS367 (0.000000)
98. feature CS407 (0.000000)
99. feature CS348 (0.000000)
100. feature CS408 (0.000000)
101. feature CS426 (0.000000)
102. feature CS427 (0.000000)
103. feature CS302 (0.000000)
104. feature CS300 (0.000000)
105. feature CS297 (0.000000)
106. feature CS429 (0.000000)
107. feature CS289 (0.000000)
108. feature CS397 (0.000000)
109. feature CS286 (0.000000)
110. feature CS288 (0.000000)
Index([u'TU120', u'EL172', u'CS214', u'AT326', u'MA211', u'SO201', u'EL171',
u'TH161', u'SC135', u'PY228'],
dtype='object')
-----------------------------------
HR201
[ 0.45454545 0.54545455 0.5 0.22222222 0.375 ]
Random Forest Cross Validation of HR201: 0.419444444444
Feature ranking:
1. feature EL172 (0.143828)
2. feature TU120 (0.117314)
3. feature CS105 (0.091609)
4. feature SC135 (0.083538)
5. feature ST216 (0.074470)
6. feature TH161 (0.065008)
7. feature EL171 (0.055121)
8. feature SC185 (0.041333)
9. feature MA211 (0.040713)
10. feature EL070 (0.040673)
11. feature PY228 (0.038268)
12. feature SW221 (0.037239)
13. feature CS101 (0.033132)
14. feature TU100 (0.030185)
15. feature MA212 (0.029689)
16. feature CS115 (0.021751)
17. feature MA216 (0.019501)
18. feature CS111 (0.018903)
19. feature CS102 (0.010005)
20. feature SC173 (0.007721)
21. feature CS297 (0.000000)
22. feature CS296 (0.000000)
23. feature CS300 (0.000000)
24. feature CS295 (0.000000)
25. feature CS301 (0.000000)
26. feature CS302 (0.000000)
27. feature CS311 (0.000000)
28. feature CS314 (0.000000)
29. feature TU130 (0.000000)
30. feature CS326 (0.000000)
31. feature CS341 (0.000000)
32. feature CS342 (0.000000)
33. feature CS348 (0.000000)
34. feature CS288 (0.000000)
35. feature CS356 (0.000000)
36. feature CS365 (0.000000)
37. feature CS366 (0.000000)
38. feature CS367 (0.000000)
39. feature CS374 (0.000000)
40. feature CS377 (0.000000)
41. feature CS289 (0.000000)
42. feature CS231 (0.000000)
43. feature CS286 (0.000000)
44. feature CS285 (0.000000)
45. feature AT326 (0.000000)
46. feature BA291 (0.000000)
47. feature CJ315 (0.000000)
48. feature CJ316 (0.000000)
49. feature CJ317 (0.000000)
50. feature CJ321 (0.000000)
51. feature CS211 (0.000000)
52. feature CS213 (0.000000)
53. feature CS214 (0.000000)
54. feature CS215 (0.000000)
55. feature CS222 (0.000000)
56. feature CS223 (0.000000)
57. feature CS386 (0.000000)
58. feature CS251 (0.000000)
59. feature CS261 (0.000000)
60. feature CS281 (0.000000)
61. feature CS284 (0.000000)
62. feature CS385 (0.000000)
63. feature CS401 (0.000000)
64. feature CS387 (0.000000)
65. feature SC123 (0.000000)
66. feature EL395 (0.000000)
67. feature ES356 (0.000000)
68. feature HO201 (0.000000)
69. feature HR201 (0.000000)
70. feature LA209 (0.000000)
71. feature MA332 (0.000000)
72. feature MW313 (0.000000)
73. feature MW314 (0.000000)
74. feature NS132 (0.000000)
75. feature SO201 (0.000000)
76. feature CS489 (0.000000)
77. feature SW111 (0.000000)
78. feature SW212 (0.000000)
79. feature SW213 (0.000000)
80. feature SW335 (0.000000)
81. feature SW365 (0.000000)
82. feature SW475 (0.000000)
83. feature SW478 (0.000000)
84. feature TA395 (0.000000)
85. feature TU110 (0.000000)
86. feature EL295 (0.000000)
87. feature CS488 (0.000000)
88. feature CS388 (0.000000)
89. feature CS409 (0.000000)
90. feature CS395 (0.000000)
91. feature CS396 (0.000000)
92. feature CS397 (0.000000)
93. feature CS398 (0.000000)
94. feature CS399 (0.000000)
95. feature TU122 (0.000000)
96. feature CS402 (0.000000)
97. feature CS407 (0.000000)
98. feature CS408 (0.000000)
99. feature CS426 (0.000000)
100. feature CS487 (0.000000)
101. feature CS427 (0.000000)
102. feature CS429 (0.000000)
103. feature CS446 (0.000000)
104. feature CS449 (0.000000)
105. feature CS456 (0.000000)
106. feature CS457 (0.000000)
107. feature CS459 (0.000000)
108. feature CS467 (0.000000)
109. feature CS486 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL172', u'TU120', u'CS105', u'SC135', u'ST216', u'TH161', u'EL171',
u'SC185', u'MA211', u'EL070'],
dtype='object')
-----------------------------------
LA209
[ 0.3125 0.4 0.53846154 0.23076923 0.58333333]
Random Forest Cross Validation of LA209: 0.413012820513
Feature ranking:
1. feature SC135 (0.232784)
2. feature MA211 (0.096780)
3. feature CS111 (0.074712)
4. feature TU120 (0.073295)
5. feature TH161 (0.072272)
6. feature PY228 (0.070819)
7. feature EL172 (0.068826)
8. feature EL171 (0.042996)
9. feature CS101 (0.028613)
10. feature TU100 (0.026097)
11. feature NS132 (0.024109)
12. feature EL295 (0.022666)
13. feature MA332 (0.021876)
14. feature CS102 (0.020064)
15. feature TU130 (0.019965)
16. feature ST216 (0.017300)
17. feature AT316 (0.016380)
18. feature SC185 (0.014561)
19. feature TU122 (0.013555)
20. feature EL070 (0.008169)
21. feature TU110 (0.008078)
22. feature CS261 (0.008051)
23. feature CS223 (0.005609)
24. feature SW365 (0.002976)
25. feature CS251 (0.002955)
26. feature EL395 (0.002633)
27. feature CS222 (0.001932)
28. feature CS281 (0.001928)
29. feature CJ316 (0.000000)
30. feature CS296 (0.000000)
31. feature CS297 (0.000000)
32. feature CS300 (0.000000)
33. feature CS301 (0.000000)
34. feature CS302 (0.000000)
35. feature CS311 (0.000000)
36. feature CS289 (0.000000)
37. feature AT326 (0.000000)
38. feature CS314 (0.000000)
39. feature CS326 (0.000000)
40. feature CS341 (0.000000)
41. feature CS342 (0.000000)
42. feature CS348 (0.000000)
43. feature CS356 (0.000000)
44. feature CS365 (0.000000)
45. feature CS366 (0.000000)
46. feature CS295 (0.000000)
47. feature CS284 (0.000000)
48. feature CS288 (0.000000)
49. feature CS286 (0.000000)
50. feature CJ321 (0.000000)
51. feature CJ315 (0.000000)
52. feature TA395 (0.000000)
53. feature CS105 (0.000000)
54. feature SW478 (0.000000)
55. feature CS115 (0.000000)
56. feature CS211 (0.000000)
57. feature CS213 (0.000000)
58. feature CS214 (0.000000)
59. feature CS215 (0.000000)
60. feature BA291 (0.000000)
61. feature CS231 (0.000000)
62. feature CS374 (0.000000)
63. feature CJ317 (0.000000)
64. feature CS285 (0.000000)
65. feature CS367 (0.000000)
66. feature CS386 (0.000000)
67. feature CS377 (0.000000)
68. feature CS385 (0.000000)
69. feature CS487 (0.000000)
70. feature CS488 (0.000000)
71. feature CS489 (0.000000)
72. feature SW475 (0.000000)
73. feature SW335 (0.000000)
74. feature ES356 (0.000000)
75. feature HO201 (0.000000)
76. feature HR201 (0.000000)
77. feature LA209 (0.000000)
78. feature SW221 (0.000000)
79. feature MA212 (0.000000)
80. feature MA216 (0.000000)
81. feature SW213 (0.000000)
82. feature MW313 (0.000000)
83. feature MW314 (0.000000)
84. feature SW212 (0.000000)
85. feature SW111 (0.000000)
86. feature SC123 (0.000000)
87. feature SO201 (0.000000)
88. feature CS486 (0.000000)
89. feature CS467 (0.000000)
90. feature CS459 (0.000000)
91. feature CS402 (0.000000)
92. feature SC173 (0.000000)
93. feature CS387 (0.000000)
94. feature CS388 (0.000000)
95. feature CS395 (0.000000)
96. feature CS396 (0.000000)
97. feature CS397 (0.000000)
98. feature CS398 (0.000000)
99. feature CS399 (0.000000)
100. feature CS407 (0.000000)
101. feature CS457 (0.000000)
102. feature CS408 (0.000000)
103. feature CS409 (0.000000)
104. feature CS426 (0.000000)
105. feature CS427 (0.000000)
106. feature CS429 (0.000000)
107. feature CS446 (0.000000)
108. feature CS449 (0.000000)
109. feature CS456 (0.000000)
110. feature CS401 (0.000000)
Index([u'SC135', u'MA211', u'CS111', u'TU120', u'TH161', u'PY228', u'EL172',
u'EL171', u'CS101', u'TU100'],
dtype='object')
-----------------------------------
MA211
[ 0.41203704 0.4 0.42056075 0.44811321 0.4549763 ]
Random Forest Cross Validation of MA211: 0.427137459113
Feature ranking:
1. feature TH161 (0.124749)
2. feature SC135 (0.116356)
3. feature EL171 (0.092553)
4. feature CS102 (0.073172)
5. feature CS101 (0.060307)
6. feature SC185 (0.055701)
7. feature EL172 (0.051916)
8. feature CS105 (0.047947)
9. feature TU120 (0.044250)
10. feature CS111 (0.039937)
11. feature MA211 (0.035739)
12. feature TU110 (0.032615)
13. feature EL070 (0.029704)
14. feature PY228 (0.021719)
15. feature SC123 (0.018719)
16. feature TU130 (0.015384)
17. feature SW111 (0.011633)
18. feature SW212 (0.011022)
19. feature CS261 (0.008655)
20. feature CS213 (0.007653)
21. feature TU100 (0.006715)
22. feature MW314 (0.006108)
23. feature CS223 (0.005872)
24. feature CS214 (0.005406)
25. feature MW313 (0.005401)
26. feature MA332 (0.005158)
27. feature CS284 (0.004789)
28. feature SW221 (0.004471)
29. feature CS251 (0.004449)
30. feature SO201 (0.004182)
31. feature AT326 (0.003366)
32. feature EL295 (0.003177)
33. feature AT316 (0.003111)
34. feature SC173 (0.002941)
35. feature CS222 (0.002414)
36. feature CJ315 (0.002320)
37. feature CS281 (0.002286)
38. feature ST216 (0.001998)
39. feature SW478 (0.001833)
40. feature LA209 (0.001830)
41. feature SW475 (0.001581)
42. feature SW365 (0.001529)
43. feature MA216 (0.001481)
44. feature CS395 (0.001413)
45. feature CS341 (0.001347)
46. feature CS367 (0.001287)
47. feature CS289 (0.001192)
48. feature CS311 (0.001135)
49. feature CS365 (0.001035)
50. feature CS302 (0.000984)
51. feature CS286 (0.000929)
52. feature TU122 (0.000908)
53. feature SW213 (0.000813)
54. feature ES356 (0.000751)
55. feature CS401 (0.000708)
56. feature EL395 (0.000638)
57. feature CS326 (0.000564)
58. feature CJ316 (0.000494)
59. feature CS342 (0.000473)
60. feature CS366 (0.000465)
61. feature CS348 (0.000385)
62. feature CS467 (0.000345)
63. feature NS132 (0.000305)
64. feature CS429 (0.000290)
65. feature SW335 (0.000257)
66. feature CS301 (0.000225)
67. feature HO201 (0.000193)
68. feature CS385 (0.000192)
69. feature CS374 (0.000191)
70. feature CS295 (0.000188)
71. feature CS288 (0.000141)
72. feature CS231 (0.000000)
73. feature CS486 (0.000000)
74. feature CS215 (0.000000)
75. feature CS459 (0.000000)
76. feature CS115 (0.000000)
77. feature CS487 (0.000000)
78. feature CS211 (0.000000)
79. feature CS456 (0.000000)
80. feature CS488 (0.000000)
81. feature CS489 (0.000000)
82. feature HR201 (0.000000)
83. feature CJ321 (0.000000)
84. feature CJ317 (0.000000)
85. feature BA291 (0.000000)
86. feature TA395 (0.000000)
87. feature CS457 (0.000000)
88. feature CS399 (0.000000)
89. feature MA212 (0.000000)
90. feature CS285 (0.000000)
91. feature CS397 (0.000000)
92. feature CS396 (0.000000)
93. feature CS402 (0.000000)
94. feature CS388 (0.000000)
95. feature CS387 (0.000000)
96. feature CS386 (0.000000)
97. feature CS377 (0.000000)
98. feature CS407 (0.000000)
99. feature CS408 (0.000000)
100. feature CS356 (0.000000)
101. feature CS409 (0.000000)
102. feature CS426 (0.000000)
103. feature CS314 (0.000000)
104. feature CS427 (0.000000)
105. feature CS300 (0.000000)
106. feature CS297 (0.000000)
107. feature CS296 (0.000000)
108. feature CS398 (0.000000)
109. feature CS449 (0.000000)
110. feature CS446 (0.000000)
Index([u'TH161', u'SC135', u'EL171', u'CS102', u'CS101', u'SC185', u'EL172',
u'CS105', u'TU120', u'CS111'],
dtype='object')
-----------------------------------
MA212
[ 0.33333333 0.37272727 0.39252336 0.37735849 0.36190476]
Random Forest Cross Validation of MA212: 0.367569444603
Feature ranking:
1. feature MA211 (0.086542)
2. feature EL171 (0.061694)
3. feature CS102 (0.049021)
4. feature CS101 (0.048742)
5. feature SC135 (0.045980)
6. feature EL172 (0.045503)
7. feature TH161 (0.040654)
8. feature CS111 (0.038716)
9. feature ST216 (0.035725)
10. feature PY228 (0.031610)
11. feature TU120 (0.030195)
12. feature TU130 (0.028114)
13. feature TU110 (0.024037)
14. feature SC185 (0.023258)
15. feature MA332 (0.022764)
16. feature TU122 (0.021090)
17. feature CS105 (0.020239)
18. feature CS251 (0.017307)
19. feature EL070 (0.017154)
20. feature CS261 (0.015361)
21. feature SW111 (0.014419)
22. feature TU100 (0.013461)
23. feature MA212 (0.013374)
24. feature LA209 (0.012932)
25. feature CS222 (0.012455)
26. feature CS214 (0.011417)
27. feature CS284 (0.010790)
28. feature CS213 (0.010720)
29. feature CS223 (0.009440)
30. feature ES356 (0.009025)
31. feature EL295 (0.009003)
32. feature CS341 (0.008905)
33. feature AT316 (0.008853)
34. feature CS281 (0.006864)
35. feature SW212 (0.006266)
36. feature SW478 (0.006262)
37. feature HO201 (0.006092)
38. feature CS301 (0.005610)
39. feature CS288 (0.005377)
40. feature SW335 (0.005216)
41. feature SW213 (0.005163)
42. feature SC123 (0.005142)
43. feature CS314 (0.005084)
44. feature CS366 (0.004922)
45. feature AT326 (0.004886)
46. feature SW365 (0.004855)
47. feature SC173 (0.004823)
48. feature CS286 (0.004007)
49. feature MW313 (0.003980)
50. feature CS401 (0.003955)
51. feature EL395 (0.003882)
52. feature CS302 (0.003855)
53. feature CS296 (0.003606)
54. feature MW314 (0.003252)
55. feature NS132 (0.003166)
56. feature SW221 (0.003163)
57. feature CS342 (0.002985)
58. feature CS385 (0.002887)
59. feature CS402 (0.002736)
60. feature CS395 (0.002610)
61. feature CS326 (0.002346)
62. feature CS115 (0.002300)
63. feature CS311 (0.002149)
64. feature CS289 (0.001821)
65. feature CS295 (0.001749)
66. feature CS377 (0.001738)
67. feature CS407 (0.001642)
68. feature SO201 (0.001574)
69. feature CS374 (0.001510)
70. feature CS367 (0.001454)
71. feature CS487 (0.001424)
72. feature CS285 (0.001213)
73. feature TA395 (0.001164)
74. feature CS489 (0.001112)
75. feature SW475 (0.001107)
76. feature CS488 (0.000915)
77. feature CS426 (0.000876)
78. feature CS365 (0.000870)
79. feature CJ317 (0.000821)
80. feature CS397 (0.000429)
81. feature CJ315 (0.000425)
82. feature CS467 (0.000393)
83. feature CJ316 (0.000338)
84. feature CS459 (0.000322)
85. feature CS348 (0.000318)
86. feature CS408 (0.000236)
87. feature CS429 (0.000236)
88. feature CS486 (0.000197)
89. feature CS396 (0.000182)
90. feature BA291 (0.000000)
91. feature CJ321 (0.000000)
92. feature CS211 (0.000000)
93. feature MA216 (0.000000)
94. feature HR201 (0.000000)
95. feature CS409 (0.000000)
96. feature CS215 (0.000000)
97. feature CS231 (0.000000)
98. feature CS457 (0.000000)
99. feature CS456 (0.000000)
100. feature CS449 (0.000000)
101. feature CS300 (0.000000)
102. feature CS446 (0.000000)
103. feature CS427 (0.000000)
104. feature CS356 (0.000000)
105. feature CS386 (0.000000)
106. feature CS387 (0.000000)
107. feature CS388 (0.000000)
108. feature CS398 (0.000000)
109. feature CS399 (0.000000)
110. feature CS297 (0.000000)
Index([u'MA211', u'EL171', u'CS102', u'CS101', u'SC135', u'EL172', u'TH161',
u'CS111', u'ST216', u'PY228'],
dtype='object')
-----------------------------------
MA216
[ 0.5 0.55555556 0.66666667 0.8 0.8 ]
Random Forest Cross Validation of MA216: 0.664444444444
Feature ranking:
1. feature SC123 (0.233234)
2. feature TU120 (0.148538)
3. feature TU110 (0.122985)
4. feature TH161 (0.099449)
5. feature CS101 (0.098566)
6. feature SC173 (0.085610)
7. feature CS105 (0.067128)
8. feature EL172 (0.047511)
9. feature PY228 (0.024715)
10. feature EL171 (0.015091)
11. feature TU130 (0.014008)
12. feature CS115 (0.013577)
13. feature CS111 (0.011039)
14. feature CS102 (0.008485)
15. feature CS281 (0.006678)
16. feature SC135 (0.002940)
17. feature CS231 (0.000444)
18. feature CS356 (0.000000)
19. feature CS300 (0.000000)
20. feature CS301 (0.000000)
21. feature CS302 (0.000000)
22. feature CS311 (0.000000)
23. feature CS314 (0.000000)
24. feature CS326 (0.000000)
25. feature CS341 (0.000000)
26. feature CS342 (0.000000)
27. feature CS348 (0.000000)
28. feature CJ321 (0.000000)
29. feature CS296 (0.000000)
30. feature CS365 (0.000000)
31. feature CS366 (0.000000)
32. feature CS367 (0.000000)
33. feature CS374 (0.000000)
34. feature CS377 (0.000000)
35. feature CS385 (0.000000)
36. feature CS386 (0.000000)
37. feature CS387 (0.000000)
38. feature CS297 (0.000000)
39. feature CS295 (0.000000)
40. feature CS211 (0.000000)
41. feature AT326 (0.000000)
42. feature CS213 (0.000000)
43. feature CJ317 (0.000000)
44. feature CJ316 (0.000000)
45. feature CJ315 (0.000000)
46. feature CS214 (0.000000)
47. feature CS215 (0.000000)
48. feature CS222 (0.000000)
49. feature CS223 (0.000000)
50. feature CS251 (0.000000)
51. feature CS261 (0.000000)
52. feature CS395 (0.000000)
53. feature CS284 (0.000000)
54. feature CS285 (0.000000)
55. feature CS286 (0.000000)
56. feature CS288 (0.000000)
57. feature CS289 (0.000000)
58. feature BA291 (0.000000)
59. feature CS388 (0.000000)
60. feature CS401 (0.000000)
61. feature CS396 (0.000000)
62. feature SO201 (0.000000)
63. feature HR201 (0.000000)
64. feature LA209 (0.000000)
65. feature MA211 (0.000000)
66. feature MA212 (0.000000)
67. feature MA216 (0.000000)
68. feature MA332 (0.000000)
69. feature MW313 (0.000000)
70. feature MW314 (0.000000)
71. feature NS132 (0.000000)
72. feature SC185 (0.000000)
73. feature ST216 (0.000000)
74. feature CS397 (0.000000)
75. feature SW111 (0.000000)
76. feature SW212 (0.000000)
77. feature SW213 (0.000000)
78. feature SW221 (0.000000)
79. feature SW335 (0.000000)
80. feature SW365 (0.000000)
81. feature SW475 (0.000000)
82. feature SW478 (0.000000)
83. feature TA395 (0.000000)
84. feature TU100 (0.000000)
85. feature HO201 (0.000000)
86. feature ES356 (0.000000)
87. feature EL395 (0.000000)
88. feature EL295 (0.000000)
89. feature CS398 (0.000000)
90. feature CS399 (0.000000)
91. feature TU122 (0.000000)
92. feature CS402 (0.000000)
93. feature CS407 (0.000000)
94. feature CS408 (0.000000)
95. feature CS409 (0.000000)
96. feature CS426 (0.000000)
97. feature CS427 (0.000000)
98. feature CS429 (0.000000)
99. feature CS446 (0.000000)
100. feature CS449 (0.000000)
101. feature CS456 (0.000000)
102. feature CS457 (0.000000)
103. feature CS459 (0.000000)
104. feature CS467 (0.000000)
105. feature CS486 (0.000000)
106. feature CS487 (0.000000)
107. feature CS488 (0.000000)
108. feature CS489 (0.000000)
109. feature EL070 (0.000000)
110. feature AT316 (0.000000)
Index([u'SC123', u'TU120', u'TU110', u'TH161', u'CS101', u'SC173', u'CS105',
u'EL172', u'PY228', u'EL171'],
dtype='object')
-----------------------------------
MA332
[ 0.46666667 0.37254902 0.38235294 0.44 0.42 ]
Random Forest Cross Validation of MA332: 0.41631372549
Feature ranking:
1. feature MA212 (0.063452)
2. feature CS284 (0.054225)
3. feature MA211 (0.051903)
4. feature SC135 (0.043208)
5. feature TU130 (0.039567)
6. feature CS223 (0.038989)
7. feature CS102 (0.038492)
8. feature CS213 (0.037826)
9. feature TU120 (0.034412)
10. feature SC185 (0.032311)
11. feature EL295 (0.032032)
12. feature EL171 (0.031273)
13. feature TU110 (0.029479)
14. feature CS111 (0.028105)
15. feature CS101 (0.028058)
16. feature CS214 (0.028002)
17. feature CS261 (0.022946)
18. feature TH161 (0.022904)
19. feature HO201 (0.021987)
20. feature CS222 (0.021942)
21. feature PY228 (0.021467)
22. feature CS251 (0.021036)
23. feature ST216 (0.020584)
24. feature EL172 (0.019496)
25. feature SW111 (0.014506)
26. feature EL070 (0.013524)
27. feature MW314 (0.012233)
28. feature AT326 (0.011467)
29. feature CJ316 (0.010946)
30. feature CS296 (0.010276)
31. feature TU100 (0.009072)
32. feature TU122 (0.008668)
33. feature SW475 (0.007991)
34. feature LA209 (0.007599)
35. feature SW335 (0.006191)
36. feature EL395 (0.005662)
37. feature SW478 (0.005635)
38. feature MW313 (0.005478)
39. feature CS341 (0.005359)
40. feature SW212 (0.005053)
41. feature CS281 (0.005027)
42. feature SW365 (0.004237)
43. feature CS295 (0.004122)
44. feature SC123 (0.003917)
45. feature CS374 (0.003753)
46. feature SO201 (0.003603)
47. feature AT316 (0.003457)
48. feature CJ315 (0.003351)
49. feature CS314 (0.003183)
50. feature CS301 (0.002829)
51. feature MA332 (0.002429)
52. feature SC173 (0.002398)
53. feature CS311 (0.002276)
54. feature ES356 (0.002242)
55. feature CS395 (0.002230)
56. feature CS365 (0.002106)
57. feature TA395 (0.002023)
58. feature CS377 (0.002001)
59. feature SW213 (0.001938)
60. feature SW221 (0.001851)
61. feature NS132 (0.001772)
62. feature CS386 (0.001740)
63. feature CJ317 (0.001706)
64. feature CS367 (0.001688)
65. feature CS326 (0.001491)
66. feature CS285 (0.001473)
67. feature CS486 (0.001460)
68. feature CS342 (0.001301)
69. feature CS297 (0.000811)
70. feature CS487 (0.000533)
71. feature CS356 (0.000502)
72. feature CS302 (0.000446)
73. feature CS286 (0.000418)
74. feature CS429 (0.000411)
75. feature CS105 (0.000406)
76. feature CS396 (0.000357)
77. feature CS397 (0.000351)
78. feature CS385 (0.000271)
79. feature CS401 (0.000269)
80. feature CS348 (0.000264)
81. feature CS300 (0.000000)
82. feature MA216 (0.000000)
83. feature CS427 (0.000000)
84. feature BA291 (0.000000)
85. feature CS426 (0.000000)
86. feature CS409 (0.000000)
87. feature CS408 (0.000000)
88. feature CJ321 (0.000000)
89. feature CS407 (0.000000)
90. feature CS402 (0.000000)
91. feature CS449 (0.000000)
92. feature CS399 (0.000000)
93. feature CS115 (0.000000)
94. feature CS211 (0.000000)
95. feature CS398 (0.000000)
96. feature CS215 (0.000000)
97. feature CS457 (0.000000)
98. feature HR201 (0.000000)
99. feature CS388 (0.000000)
100. feature CS231 (0.000000)
101. feature CS489 (0.000000)
102. feature CS488 (0.000000)
103. feature CS387 (0.000000)
104. feature CS456 (0.000000)
105. feature CS366 (0.000000)
106. feature CS288 (0.000000)
107. feature CS289 (0.000000)
108. feature CS467 (0.000000)
109. feature CS459 (0.000000)
110. feature CS446 (0.000000)
Index([u'MA212', u'CS284', u'MA211', u'SC135', u'TU130', u'CS223', u'CS102',
u'CS213', u'TU120', u'SC185'],
dtype='object')
-----------------------------------
MW313
[ 0.625 0.5 0.28571429 0.71428571 0.83333333]
Random Forest Cross Validation of MW313: 0.591666666667
Feature ranking:
1. feature MA211 (0.249062)
2. feature TH161 (0.225360)
3. feature EL171 (0.199028)
4. feature CS102 (0.150989)
5. feature CS101 (0.089228)
6. feature EL070 (0.069418)
7. feature SC185 (0.011538)
8. feature SC135 (0.003571)
9. feature SW213 (0.001806)
10. feature CS300 (0.000000)
11. feature CS301 (0.000000)
12. feature CS297 (0.000000)
13. feature CS302 (0.000000)
14. feature CS311 (0.000000)
15. feature CS314 (0.000000)
16. feature CS326 (0.000000)
17. feature CS341 (0.000000)
18. feature TU130 (0.000000)
19. feature CS348 (0.000000)
20. feature CS342 (0.000000)
21. feature CS295 (0.000000)
22. feature CS356 (0.000000)
23. feature CS365 (0.000000)
24. feature CS366 (0.000000)
25. feature CS367 (0.000000)
26. feature CS374 (0.000000)
27. feature CS377 (0.000000)
28. feature CS385 (0.000000)
29. feature CS386 (0.000000)
30. feature CS387 (0.000000)
31. feature CS388 (0.000000)
32. feature CS296 (0.000000)
33. feature CS285 (0.000000)
34. feature CS289 (0.000000)
35. feature CS213 (0.000000)
36. feature AT326 (0.000000)
37. feature BA291 (0.000000)
38. feature CJ315 (0.000000)
39. feature CJ316 (0.000000)
40. feature CJ317 (0.000000)
41. feature CJ321 (0.000000)
42. feature CS105 (0.000000)
43. feature CS111 (0.000000)
44. feature CS115 (0.000000)
45. feature CS211 (0.000000)
46. feature CS214 (0.000000)
47. feature CS288 (0.000000)
48. feature CS215 (0.000000)
49. feature CS222 (0.000000)
50. feature CS223 (0.000000)
51. feature CS231 (0.000000)
52. feature CS251 (0.000000)
53. feature CS261 (0.000000)
54. feature CS281 (0.000000)
55. feature CS284 (0.000000)
56. feature CS396 (0.000000)
57. feature CS286 (0.000000)
58. feature CS395 (0.000000)
59. feature CS401 (0.000000)
60. feature CS397 (0.000000)
61. feature ST216 (0.000000)
62. feature MA212 (0.000000)
63. feature MA216 (0.000000)
64. feature MA332 (0.000000)
65. feature MW313 (0.000000)
66. feature MW314 (0.000000)
67. feature NS132 (0.000000)
68. feature PY228 (0.000000)
69. feature SC123 (0.000000)
70. feature SC173 (0.000000)
71. feature SO201 (0.000000)
72. feature SW111 (0.000000)
73. feature HR201 (0.000000)
74. feature SW212 (0.000000)
75. feature SW221 (0.000000)
76. feature SW335 (0.000000)
77. feature SW365 (0.000000)
78. feature SW475 (0.000000)
79. feature SW478 (0.000000)
80. feature TA395 (0.000000)
81. feature TU100 (0.000000)
82. feature TU110 (0.000000)
83. feature TU120 (0.000000)
84. feature LA209 (0.000000)
85. feature HO201 (0.000000)
86. feature CS398 (0.000000)
87. feature CS449 (0.000000)
88. feature CS399 (0.000000)
89. feature TU122 (0.000000)
90. feature CS402 (0.000000)
91. feature CS407 (0.000000)
92. feature CS408 (0.000000)
93. feature CS409 (0.000000)
94. feature CS426 (0.000000)
95. feature CS427 (0.000000)
96. feature CS429 (0.000000)
97. feature CS446 (0.000000)
98. feature CS456 (0.000000)
99. feature ES356 (0.000000)
100. feature CS457 (0.000000)
101. feature CS459 (0.000000)
102. feature CS467 (0.000000)
103. feature CS486 (0.000000)
104. feature CS487 (0.000000)
105. feature CS488 (0.000000)
106. feature CS489 (0.000000)
107. feature EL172 (0.000000)
108. feature EL295 (0.000000)
109. feature EL395 (0.000000)
110. feature AT316 (0.000000)
Index([u'MA211', u'TH161', u'EL171', u'CS102', u'CS101', u'EL070', u'SC185',
u'SC135', u'SW213', u'CS300'],
dtype='object')
-----------------------------------
MW314
[ 0.64285714 0.61538462 0.72727273 0.5 0.7 ]
Random Forest Cross Validation of MW314: 0.637102897103
Feature ranking:
1. feature EL171 (0.178421)
2. feature MA211 (0.094766)
3. feature CS102 (0.076182)
4. feature HO201 (0.069587)
5. feature TH161 (0.061686)
6. feature CS101 (0.057067)
7. feature SW335 (0.043221)
8. feature PY228 (0.041304)
9. feature MW313 (0.038152)
10. feature CS111 (0.028076)
11. feature CS281 (0.027785)
12. feature SW475 (0.026218)
13. feature SW365 (0.025534)
14. feature TU120 (0.025240)
15. feature TU110 (0.022860)
16. feature EL070 (0.022378)
17. feature EL172 (0.019495)
18. feature MA332 (0.016116)
19. feature CS341 (0.014733)
20. feature SC135 (0.012424)
21. feature CS214 (0.011881)
22. feature SW111 (0.011864)
23. feature CS251 (0.011313)
24. feature SW221 (0.008644)
25. feature MA212 (0.008147)
26. feature SC185 (0.008002)
27. feature EL395 (0.007620)
28. feature CS213 (0.006263)
29. feature CS289 (0.005992)
30. feature ST216 (0.005856)
31. feature SW212 (0.005054)
32. feature CS284 (0.004191)
33. feature CS223 (0.003930)
34. feature CS300 (0.000000)
35. feature CS295 (0.000000)
36. feature CS366 (0.000000)
37. feature CS296 (0.000000)
38. feature CS365 (0.000000)
39. feature CS297 (0.000000)
40. feature CS288 (0.000000)
41. feature CS301 (0.000000)
42. feature CS326 (0.000000)
43. feature CS348 (0.000000)
44. feature CS302 (0.000000)
45. feature CS342 (0.000000)
46. feature CS311 (0.000000)
47. feature CS314 (0.000000)
48. feature CS356 (0.000000)
49. feature TU130 (0.000000)
50. feature CS286 (0.000000)
51. feature CS105 (0.000000)
52. feature AT326 (0.000000)
53. feature BA291 (0.000000)
54. feature CJ315 (0.000000)
55. feature CJ316 (0.000000)
56. feature CJ317 (0.000000)
57. feature CJ321 (0.000000)
58. feature CS115 (0.000000)
59. feature CS285 (0.000000)
60. feature CS211 (0.000000)
61. feature CS374 (0.000000)
62. feature CS215 (0.000000)
63. feature CS222 (0.000000)
64. feature CS231 (0.000000)
65. feature CS261 (0.000000)
66. feature CS367 (0.000000)
67. feature CS401 (0.000000)
68. feature CS377 (0.000000)
69. feature MA216 (0.000000)
70. feature CS486 (0.000000)
71. feature CS487 (0.000000)
72. feature CS488 (0.000000)
73. feature CS489 (0.000000)
74. feature EL295 (0.000000)
75. feature ES356 (0.000000)
76. feature HR201 (0.000000)
77. feature LA209 (0.000000)
78. feature MW314 (0.000000)
79. feature CS459 (0.000000)
80. feature NS132 (0.000000)
81. feature SC123 (0.000000)
82. feature SC173 (0.000000)
83. feature SO201 (0.000000)
84. feature SW213 (0.000000)
85. feature SW478 (0.000000)
86. feature TA395 (0.000000)
87. feature TU100 (0.000000)
88. feature CS467 (0.000000)
89. feature CS457 (0.000000)
90. feature CS385 (0.000000)
91. feature TU122 (0.000000)
92. feature CS386 (0.000000)
93. feature CS387 (0.000000)
94. feature CS388 (0.000000)
95. feature CS395 (0.000000)
96. feature CS396 (0.000000)
97. feature CS397 (0.000000)
98. feature CS398 (0.000000)
99. feature CS399 (0.000000)
100. feature CS402 (0.000000)
101. feature CS456 (0.000000)
102. feature CS407 (0.000000)
103. feature CS408 (0.000000)
104. feature CS409 (0.000000)
105. feature CS426 (0.000000)
106. feature CS427 (0.000000)
107. feature CS429 (0.000000)
108. feature CS446 (0.000000)
109. feature CS449 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL171', u'MA211', u'CS102', u'HO201', u'TH161', u'CS101', u'SW335',
u'PY228', u'MW313', u'CS111'],
dtype='object')
-----------------------------------
NS132
[ 0.7 0.88888889 0.77777778 0.77777778 0.85714286]
Random Forest Cross Validation of NS132: 0.800317460317
Feature ranking:
1. feature SW111 (0.171999)
2. feature SC185 (0.138600)
3. feature CS102 (0.096641)
4. feature SC135 (0.093543)
5. feature TU122 (0.077552)
6. feature CS459 (0.058712)
7. feature CS295 (0.053202)
8. feature CS311 (0.031739)
9. feature SC123 (0.030388)
10. feature TU110 (0.029000)
11. feature CS261 (0.025501)
12. feature CS111 (0.023801)
13. feature CS105 (0.023428)
14. feature ST216 (0.018775)
15. feature PY228 (0.018431)
16. feature EL070 (0.017330)
17. feature MA211 (0.014788)
18. feature EL172 (0.014103)
19. feature MA212 (0.012055)
20. feature TU100 (0.011860)
21. feature TH161 (0.009851)
22. feature TU120 (0.008812)
23. feature CS284 (0.007835)
24. feature CS223 (0.007221)
25. feature CS251 (0.004835)
26. feature CS296 (0.000000)
27. feature CS297 (0.000000)
28. feature CS300 (0.000000)
29. feature CS301 (0.000000)
30. feature CS302 (0.000000)
31. feature CS356 (0.000000)
32. feature CS365 (0.000000)
33. feature CS314 (0.000000)
34. feature CS326 (0.000000)
35. feature CS341 (0.000000)
36. feature CS342 (0.000000)
37. feature CS348 (0.000000)
38. feature CS377 (0.000000)
39. feature CS374 (0.000000)
40. feature CS367 (0.000000)
41. feature CS366 (0.000000)
42. feature TU130 (0.000000)
43. feature CS231 (0.000000)
44. feature CS289 (0.000000)
45. feature CS288 (0.000000)
46. feature AT326 (0.000000)
47. feature BA291 (0.000000)
48. feature CJ315 (0.000000)
49. feature CJ316 (0.000000)
50. feature CJ317 (0.000000)
51. feature CJ321 (0.000000)
52. feature CS101 (0.000000)
53. feature CS115 (0.000000)
54. feature CS211 (0.000000)
55. feature CS213 (0.000000)
56. feature CS214 (0.000000)
57. feature CS215 (0.000000)
58. feature CS222 (0.000000)
59. feature CS386 (0.000000)
60. feature CS281 (0.000000)
61. feature CS285 (0.000000)
62. feature CS286 (0.000000)
63. feature CS385 (0.000000)
64. feature CS401 (0.000000)
65. feature CS387 (0.000000)
66. feature NS132 (0.000000)
67. feature EL395 (0.000000)
68. feature ES356 (0.000000)
69. feature HO201 (0.000000)
70. feature HR201 (0.000000)
71. feature LA209 (0.000000)
72. feature MA216 (0.000000)
73. feature MA332 (0.000000)
74. feature MW313 (0.000000)
75. feature MW314 (0.000000)
76. feature SC173 (0.000000)
77. feature CS388 (0.000000)
78. feature SO201 (0.000000)
79. feature SW212 (0.000000)
80. feature SW213 (0.000000)
81. feature SW221 (0.000000)
82. feature SW335 (0.000000)
83. feature SW365 (0.000000)
84. feature SW475 (0.000000)
85. feature SW478 (0.000000)
86. feature TA395 (0.000000)
87. feature EL295 (0.000000)
88. feature EL171 (0.000000)
89. feature CS489 (0.000000)
90. feature CS488 (0.000000)
91. feature CS395 (0.000000)
92. feature CS396 (0.000000)
93. feature CS397 (0.000000)
94. feature CS398 (0.000000)
95. feature CS399 (0.000000)
96. feature CS402 (0.000000)
97. feature CS407 (0.000000)
98. feature CS408 (0.000000)
99. feature CS409 (0.000000)
100. feature CS426 (0.000000)
101. feature CS427 (0.000000)
102. feature CS429 (0.000000)
103. feature CS446 (0.000000)
104. feature CS449 (0.000000)
105. feature CS456 (0.000000)
106. feature CS457 (0.000000)
107. feature CS467 (0.000000)
108. feature CS486 (0.000000)
109. feature CS487 (0.000000)
110. feature AT316 (0.000000)
Index([u'SW111', u'SC185', u'CS102', u'SC135', u'TU122', u'CS459', u'CS295',
u'CS311', u'SC123', u'TU110'],
dtype='object')
-----------------------------------
PY228
[ 0.46478873 0.5 0.53191489 0.4964539 0.5971223 ]
Random Forest Cross Validation of PY228: 0.518055965776
Feature ranking:
1. feature EL171 (0.134729)
2. feature CS102 (0.124042)
3. feature TH161 (0.123157)
4. feature CS101 (0.112283)
5. feature MA211 (0.094595)
6. feature TU100 (0.065975)
7. feature SC135 (0.062453)
8. feature CS105 (0.051319)
9. feature TU110 (0.045956)
10. feature EL070 (0.040186)
11. feature SC185 (0.039078)
12. feature EL172 (0.020885)
13. feature TU130 (0.018207)
14. feature CJ315 (0.012419)
15. feature SC173 (0.012055)
16. feature MA216 (0.011382)
17. feature SC123 (0.008856)
18. feature SW213 (0.007112)
19. feature CS111 (0.004177)
20. feature TU120 (0.003513)
21. feature PY228 (0.002402)
22. feature SW475 (0.002189)
23. feature MA212 (0.001035)
24. feature CS222 (0.000707)
25. feature CS214 (0.000669)
26. feature EL295 (0.000621)
27. feature CS296 (0.000000)
28. feature CS297 (0.000000)
29. feature CS300 (0.000000)
30. feature CS301 (0.000000)
31. feature CS302 (0.000000)
32. feature CS374 (0.000000)
33. feature CS367 (0.000000)
34. feature CS356 (0.000000)
35. feature CS311 (0.000000)
36. feature CS314 (0.000000)
37. feature CS365 (0.000000)
38. feature CS326 (0.000000)
39. feature CS366 (0.000000)
40. feature CS341 (0.000000)
41. feature CS342 (0.000000)
42. feature CS348 (0.000000)
43. feature CS289 (0.000000)
44. feature CS295 (0.000000)
45. feature CS223 (0.000000)
46. feature CS288 (0.000000)
47. feature CS213 (0.000000)
48. feature AT326 (0.000000)
49. feature BA291 (0.000000)
50. feature CJ316 (0.000000)
51. feature CJ317 (0.000000)
52. feature CJ321 (0.000000)
53. feature CS115 (0.000000)
54. feature CS211 (0.000000)
55. feature CS215 (0.000000)
56. feature CS286 (0.000000)
57. feature CS385 (0.000000)
58. feature CS231 (0.000000)
59. feature CS251 (0.000000)
60. feature CS261 (0.000000)
61. feature CS281 (0.000000)
62. feature CS284 (0.000000)
63. feature CS285 (0.000000)
64. feature CS377 (0.000000)
65. feature CS401 (0.000000)
66. feature CS386 (0.000000)
67. feature CS487 (0.000000)
68. feature CS489 (0.000000)
69. feature EL395 (0.000000)
70. feature ES356 (0.000000)
71. feature HO201 (0.000000)
72. feature HR201 (0.000000)
73. feature LA209 (0.000000)
74. feature MA332 (0.000000)
75. feature MW313 (0.000000)
76. feature MW314 (0.000000)
77. feature NS132 (0.000000)
78. feature SO201 (0.000000)
79. feature ST216 (0.000000)
80. feature SW111 (0.000000)
81. feature SW212 (0.000000)
82. feature SW221 (0.000000)
83. feature SW335 (0.000000)
84. feature SW365 (0.000000)
85. feature SW478 (0.000000)
86. feature TA395 (0.000000)
87. feature CS488 (0.000000)
88. feature CS486 (0.000000)
89. feature CS387 (0.000000)
90. feature CS467 (0.000000)
91. feature CS388 (0.000000)
92. feature CS395 (0.000000)
93. feature CS396 (0.000000)
94. feature CS397 (0.000000)
95. feature CS398 (0.000000)
96. feature CS399 (0.000000)
97. feature TU122 (0.000000)
98. feature CS402 (0.000000)
99. feature CS407 (0.000000)
100. feature CS408 (0.000000)
101. feature CS409 (0.000000)
102. feature CS426 (0.000000)
103. feature CS427 (0.000000)
104. feature CS429 (0.000000)
105. feature CS446 (0.000000)
106. feature CS449 (0.000000)
107. feature CS456 (0.000000)
108. feature CS457 (0.000000)
109. feature CS459 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL171', u'CS102', u'TH161', u'CS101', u'MA211', u'TU100', u'SC135',
u'CS105', u'TU110', u'EL070'],
dtype='object')
-----------------------------------
SC123
[ 0.40740741 0.38461538 0.28 0.33333333 0.39130435]
Random Forest Cross Validation of SC123: 0.359332094636
Feature ranking:
1. feature CS101 (0.162374)
2. feature MA211 (0.150546)
3. feature EL171 (0.140088)
4. feature CS102 (0.138026)
5. feature SW213 (0.104447)
6. feature TH161 (0.073059)
7. feature TU130 (0.048629)
8. feature EL070 (0.047100)
9. feature CS214 (0.034468)
10. feature PY228 (0.030473)
11. feature EL172 (0.017344)
12. feature MA216 (0.012748)
13. feature CS105 (0.011214)
14. feature TU120 (0.006275)
15. feature TU122 (0.006147)
16. feature CS374 (0.005763)
17. feature SC173 (0.005599)
18. feature SW335 (0.003615)
19. feature SW475 (0.002086)
20. feature CS300 (0.000000)
21. feature CS301 (0.000000)
22. feature CS311 (0.000000)
23. feature CS296 (0.000000)
24. feature CS295 (0.000000)
25. feature CS302 (0.000000)
26. feature CS385 (0.000000)
27. feature CS297 (0.000000)
28. feature CS341 (0.000000)
29. feature CS314 (0.000000)
30. feature CS326 (0.000000)
31. feature CS342 (0.000000)
32. feature CS289 (0.000000)
33. feature CS356 (0.000000)
34. feature CS365 (0.000000)
35. feature CS377 (0.000000)
36. feature CS367 (0.000000)
37. feature CS366 (0.000000)
38. feature CS348 (0.000000)
39. feature CS261 (0.000000)
40. feature CS288 (0.000000)
41. feature CS286 (0.000000)
42. feature AT326 (0.000000)
43. feature BA291 (0.000000)
44. feature CJ315 (0.000000)
45. feature CJ316 (0.000000)
46. feature CJ317 (0.000000)
47. feature CJ321 (0.000000)
48. feature CS111 (0.000000)
49. feature CS115 (0.000000)
50. feature CS211 (0.000000)
51. feature CS213 (0.000000)
52. feature CS215 (0.000000)
53. feature CS222 (0.000000)
54. feature CS223 (0.000000)
55. feature CS231 (0.000000)
56. feature CS251 (0.000000)
57. feature CS387 (0.000000)
58. feature CS281 (0.000000)
59. feature CS284 (0.000000)
60. feature CS285 (0.000000)
61. feature CS386 (0.000000)
62. feature CS401 (0.000000)
63. feature CS388 (0.000000)
64. feature CS395 (0.000000)
65. feature HO201 (0.000000)
66. feature HR201 (0.000000)
67. feature LA209 (0.000000)
68. feature MA212 (0.000000)
69. feature MA332 (0.000000)
70. feature MW313 (0.000000)
71. feature MW314 (0.000000)
72. feature NS132 (0.000000)
73. feature SC123 (0.000000)
74. feature SC135 (0.000000)
75. feature SC185 (0.000000)
76. feature SO201 (0.000000)
77. feature ST216 (0.000000)
78. feature SW111 (0.000000)
79. feature SW212 (0.000000)
80. feature SW221 (0.000000)
81. feature SW365 (0.000000)
82. feature SW478 (0.000000)
83. feature TA395 (0.000000)
84. feature TU100 (0.000000)
85. feature TU110 (0.000000)
86. feature ES356 (0.000000)
87. feature EL395 (0.000000)
88. feature EL295 (0.000000)
89. feature CS427 (0.000000)
90. feature CS396 (0.000000)
91. feature CS397 (0.000000)
92. feature CS398 (0.000000)
93. feature CS399 (0.000000)
94. feature CS402 (0.000000)
95. feature CS407 (0.000000)
96. feature CS408 (0.000000)
97. feature CS409 (0.000000)
98. feature CS426 (0.000000)
99. feature CS429 (0.000000)
100. feature CS489 (0.000000)
101. feature CS446 (0.000000)
102. feature CS449 (0.000000)
103. feature CS456 (0.000000)
104. feature CS457 (0.000000)
105. feature CS459 (0.000000)
106. feature CS467 (0.000000)
107. feature CS486 (0.000000)
108. feature CS487 (0.000000)
109. feature CS488 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS101', u'MA211', u'EL171', u'CS102', u'SW213', u'TH161', u'TU130',
u'EL070', u'CS214', u'PY228'],
dtype='object')
-----------------------------------
SC135
[ 0.2781457 0.24161074 0.28378378 0.28571429 0.31724138]
Random Forest Cross Validation of SC135: 0.281299176486
Feature ranking:
1. feature MA211 (0.157290)
2. feature EL171 (0.132734)
3. feature CS102 (0.128467)
4. feature TH161 (0.112580)
5. feature CS101 (0.103432)
6. feature TU100 (0.047392)
7. feature EL070 (0.045156)
8. feature TU110 (0.038176)
9. feature CS105 (0.037266)
10. feature EL172 (0.025000)
11. feature CJ315 (0.014218)
12. feature CS111 (0.013188)
13. feature SW475 (0.011221)
14. feature MA216 (0.010082)
15. feature SC135 (0.009293)
16. feature SW213 (0.008678)
17. feature PY228 (0.008489)
18. feature TU120 (0.008329)
19. feature MA212 (0.006571)
20. feature TU130 (0.006468)
21. feature CS222 (0.006159)
22. feature SW111 (0.005019)
23. feature ES356 (0.004813)
24. feature CS213 (0.004567)
25. feature ST216 (0.004351)
26. feature MA332 (0.004198)
27. feature CS284 (0.004029)
28. feature TU122 (0.003801)
29. feature CS223 (0.003319)
30. feature SC185 (0.003239)
31. feature NS132 (0.002958)
32. feature AT326 (0.002735)
33. feature EL295 (0.002192)
34. feature HO201 (0.002092)
35. feature TA395 (0.002083)
36. feature SC173 (0.001787)
37. feature CS251 (0.001761)
38. feature MW314 (0.001492)
39. feature EL395 (0.001411)
40. feature CS295 (0.001363)
41. feature CS214 (0.001298)
42. feature CS261 (0.001286)
43. feature CS342 (0.000999)
44. feature CS281 (0.000913)
45. feature LA209 (0.000840)
46. feature SO201 (0.000837)
47. feature CS341 (0.000833)
48. feature CS296 (0.000827)
49. feature SW365 (0.000746)
50. feature CS301 (0.000634)
51. feature SC123 (0.000558)
52. feature SW221 (0.000548)
53. feature CS288 (0.000515)
54. feature CS409 (0.000490)
55. feature CS289 (0.000465)
56. feature AT316 (0.000435)
57. feature CS314 (0.000332)
58. feature CS365 (0.000046)
59. feature CS399 (0.000000)
60. feature CS488 (0.000000)
61. feature CS285 (0.000000)
62. feature CS449 (0.000000)
63. feature CS456 (0.000000)
64. feature CS457 (0.000000)
65. feature CS459 (0.000000)
66. feature CS231 (0.000000)
67. feature CS467 (0.000000)
68. feature CS486 (0.000000)
69. feature CS215 (0.000000)
70. feature CS487 (0.000000)
71. feature CS211 (0.000000)
72. feature CS446 (0.000000)
73. feature CS115 (0.000000)
74. feature CS489 (0.000000)
75. feature HR201 (0.000000)
76. feature MW313 (0.000000)
77. feature SW212 (0.000000)
78. feature CJ321 (0.000000)
79. feature CJ317 (0.000000)
80. feature CJ316 (0.000000)
81. feature SW335 (0.000000)
82. feature BA291 (0.000000)
83. feature SW478 (0.000000)
84. feature CS286 (0.000000)
85. feature CS429 (0.000000)
86. feature CS398 (0.000000)
87. feature CS366 (0.000000)
88. feature CS397 (0.000000)
89. feature CS396 (0.000000)
90. feature CS395 (0.000000)
91. feature CS388 (0.000000)
92. feature CS387 (0.000000)
93. feature CS386 (0.000000)
94. feature CS385 (0.000000)
95. feature CS377 (0.000000)
96. feature CS374 (0.000000)
97. feature CS367 (0.000000)
98. feature CS356 (0.000000)
99. feature CS427 (0.000000)
100. feature CS348 (0.000000)
101. feature CS402 (0.000000)
102. feature CS407 (0.000000)
103. feature CS326 (0.000000)
104. feature CS311 (0.000000)
105. feature CS302 (0.000000)
106. feature CS408 (0.000000)
107. feature CS300 (0.000000)
108. feature CS297 (0.000000)
109. feature CS426 (0.000000)
110. feature CS401 (0.000000)
Index([u'MA211', u'EL171', u'CS102', u'TH161', u'CS101', u'TU100', u'EL070',
u'TU110', u'CS105', u'EL172'],
dtype='object')
-----------------------------------
SC173
[ 0.59259259 0.5 0.56 0.68181818 0.61904762]
Random Forest Cross Validation of SC173: 0.590691678692
Feature ranking:
1. feature CS101 (0.174675)
2. feature CS102 (0.168350)
3. feature EL171 (0.118135)
4. feature TH161 (0.106536)
5. feature TU130 (0.104116)
6. feature MA211 (0.068669)
7. feature SW213 (0.062055)
8. feature CS105 (0.040376)
9. feature PY228 (0.039164)
10. feature EL070 (0.034495)
11. feature CS214 (0.026014)
12. feature MA216 (0.021589)
13. feature TU120 (0.019730)
14. feature EL172 (0.016097)
15. feature CS297 (0.000000)
16. feature CS300 (0.000000)
17. feature CS296 (0.000000)
18. feature CS314 (0.000000)
19. feature CS301 (0.000000)
20. feature CS302 (0.000000)
21. feature CS311 (0.000000)
22. feature CS386 (0.000000)
23. feature CS342 (0.000000)
24. feature CS326 (0.000000)
25. feature CS341 (0.000000)
26. feature CS385 (0.000000)
27. feature CS356 (0.000000)
28. feature CS365 (0.000000)
29. feature CS366 (0.000000)
30. feature CS387 (0.000000)
31. feature CS367 (0.000000)
32. feature CS374 (0.000000)
33. feature CS377 (0.000000)
34. feature CS348 (0.000000)
35. feature CS284 (0.000000)
36. feature CS295 (0.000000)
37. feature CS289 (0.000000)
38. feature AT326 (0.000000)
39. feature BA291 (0.000000)
40. feature CJ315 (0.000000)
41. feature CJ316 (0.000000)
42. feature CJ317 (0.000000)
43. feature CJ321 (0.000000)
44. feature CS111 (0.000000)
45. feature CS115 (0.000000)
46. feature CS211 (0.000000)
47. feature CS213 (0.000000)
48. feature CS215 (0.000000)
49. feature CS222 (0.000000)
50. feature CS223 (0.000000)
51. feature CS231 (0.000000)
52. feature CS251 (0.000000)
53. feature CS261 (0.000000)
54. feature CS281 (0.000000)
55. feature CS395 (0.000000)
56. feature CS285 (0.000000)
57. feature CS286 (0.000000)
58. feature CS288 (0.000000)
59. feature CS388 (0.000000)
60. feature CS401 (0.000000)
61. feature CS396 (0.000000)
62. feature SO201 (0.000000)
63. feature LA209 (0.000000)
64. feature MA212 (0.000000)
65. feature MA332 (0.000000)
66. feature MW313 (0.000000)
67. feature MW314 (0.000000)
68. feature NS132 (0.000000)
69. feature SC123 (0.000000)
70. feature SC135 (0.000000)
71. feature SC173 (0.000000)
72. feature SC185 (0.000000)
73. feature ST216 (0.000000)
74. feature CS397 (0.000000)
75. feature SW111 (0.000000)
76. feature SW212 (0.000000)
77. feature SW221 (0.000000)
78. feature SW335 (0.000000)
79. feature SW365 (0.000000)
80. feature SW475 (0.000000)
81. feature SW478 (0.000000)
82. feature TA395 (0.000000)
83. feature TU100 (0.000000)
84. feature TU110 (0.000000)
85. feature HR201 (0.000000)
86. feature HO201 (0.000000)
87. feature ES356 (0.000000)
88. feature EL395 (0.000000)
89. feature CS398 (0.000000)
90. feature CS399 (0.000000)
91. feature TU122 (0.000000)
92. feature CS402 (0.000000)
93. feature CS407 (0.000000)
94. feature CS408 (0.000000)
95. feature CS409 (0.000000)
96. feature CS426 (0.000000)
97. feature CS427 (0.000000)
98. feature CS429 (0.000000)
99. feature CS446 (0.000000)
100. feature CS449 (0.000000)
101. feature CS456 (0.000000)
102. feature CS457 (0.000000)
103. feature CS459 (0.000000)
104. feature CS467 (0.000000)
105. feature CS486 (0.000000)
106. feature CS487 (0.000000)
107. feature CS488 (0.000000)
108. feature CS489 (0.000000)
109. feature EL295 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS101', u'CS102', u'EL171', u'TH161', u'TU130', u'MA211', u'SW213',
u'CS105', u'PY228', u'EL070'],
dtype='object')
-----------------------------------
SC185
[ 0.57857143 0.50359712 0.54014599 0.57037037 0.53333333]
Random Forest Cross Validation of SC185: 0.545203647996
Feature ranking:
1. feature EL171 (0.158407)
2. feature CS102 (0.156543)
3. feature TH161 (0.141087)
4. feature MA211 (0.140569)
5. feature CS101 (0.135128)
6. feature EL070 (0.056062)
7. feature TU100 (0.051509)
8. feature TU110 (0.045679)
9. feature CS105 (0.043246)
10. feature MA216 (0.016776)
11. feature ST216 (0.013975)
12. feature EL172 (0.013939)
13. feature SW475 (0.008893)
14. feature CJ315 (0.003081)
15. feature SW213 (0.002721)
16. feature PY228 (0.001837)
17. feature CS281 (0.001777)
18. feature CS214 (0.001702)
19. feature CS111 (0.001519)
20. feature TU120 (0.001366)
21. feature CS222 (0.001067)
22. feature SC123 (0.000637)
23. feature SC135 (0.000522)
24. feature CS356 (0.000474)
25. feature EL395 (0.000469)
26. feature CS284 (0.000449)
27. feature SW365 (0.000399)
28. feature CS213 (0.000090)
29. feature EL295 (0.000080)
30. feature CS311 (0.000000)
31. feature CS302 (0.000000)
32. feature CS301 (0.000000)
33. feature CS300 (0.000000)
34. feature CS297 (0.000000)
35. feature TU130 (0.000000)
36. feature CS348 (0.000000)
37. feature CS314 (0.000000)
38. feature CS326 (0.000000)
39. feature CS341 (0.000000)
40. feature CS342 (0.000000)
41. feature CS295 (0.000000)
42. feature CS365 (0.000000)
43. feature CS366 (0.000000)
44. feature CS367 (0.000000)
45. feature CS374 (0.000000)
46. feature CS296 (0.000000)
47. feature CS231 (0.000000)
48. feature CS289 (0.000000)
49. feature CS211 (0.000000)
50. feature AT326 (0.000000)
51. feature BA291 (0.000000)
52. feature CJ316 (0.000000)
53. feature CJ317 (0.000000)
54. feature CJ321 (0.000000)
55. feature CS115 (0.000000)
56. feature CS215 (0.000000)
57. feature CS288 (0.000000)
58. feature CS223 (0.000000)
59. feature CS385 (0.000000)
60. feature CS251 (0.000000)
61. feature CS261 (0.000000)
62. feature CS285 (0.000000)
63. feature CS286 (0.000000)
64. feature CS377 (0.000000)
65. feature CS401 (0.000000)
66. feature CS386 (0.000000)
67. feature CS487 (0.000000)
68. feature CS489 (0.000000)
69. feature ES356 (0.000000)
70. feature HO201 (0.000000)
71. feature HR201 (0.000000)
72. feature LA209 (0.000000)
73. feature MA212 (0.000000)
74. feature MA332 (0.000000)
75. feature MW313 (0.000000)
76. feature MW314 (0.000000)
77. feature NS132 (0.000000)
78. feature SC173 (0.000000)
79. feature SC185 (0.000000)
80. feature SO201 (0.000000)
81. feature SW111 (0.000000)
82. feature SW212 (0.000000)
83. feature SW221 (0.000000)
84. feature SW335 (0.000000)
85. feature SW478 (0.000000)
86. feature TA395 (0.000000)
87. feature CS488 (0.000000)
88. feature CS486 (0.000000)
89. feature CS387 (0.000000)
90. feature CS467 (0.000000)
91. feature CS388 (0.000000)
92. feature CS395 (0.000000)
93. feature CS396 (0.000000)
94. feature CS397 (0.000000)
95. feature CS398 (0.000000)
96. feature CS399 (0.000000)
97. feature TU122 (0.000000)
98. feature CS402 (0.000000)
99. feature CS407 (0.000000)
100. feature CS408 (0.000000)
101. feature CS409 (0.000000)
102. feature CS426 (0.000000)
103. feature CS427 (0.000000)
104. feature CS429 (0.000000)
105. feature CS446 (0.000000)
106. feature CS449 (0.000000)
107. feature CS456 (0.000000)
108. feature CS457 (0.000000)
109. feature CS459 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL171', u'CS102', u'TH161', u'MA211', u'CS101', u'EL070', u'TU100',
u'TU110', u'CS105', u'MA216'],
dtype='object')
-----------------------------------
SO201
[ 0.18181818 0.4 0.11111111 0.5 0.66666667]
Random Forest Cross Validation of SO201: 0.371919191919
Feature ranking:
1. feature CS102 (0.193383)
2. feature TH161 (0.119037)
3. feature EL171 (0.101948)
4. feature CS101 (0.095865)
5. feature CS111 (0.065717)
6. feature MA211 (0.064924)
7. feature AT316 (0.043419)
8. feature EL070 (0.034751)
9. feature CS261 (0.031472)
10. feature EL395 (0.021414)
11. feature CJ315 (0.020571)
12. feature CS314 (0.020163)
13. feature PY228 (0.019240)
14. feature CS213 (0.018612)
15. feature CS214 (0.015456)
16. feature LA209 (0.014647)
17. feature ST216 (0.013700)
18. feature CS281 (0.012519)
19. feature TU130 (0.011743)
20. feature CS105 (0.011499)
21. feature CS341 (0.010595)
22. feature CS487 (0.008264)
23. feature SC123 (0.007550)
24. feature CS467 (0.007472)
25. feature EL172 (0.006024)
26. feature CS401 (0.005348)
27. feature SC185 (0.005335)
28. feature CS385 (0.005008)
29. feature TU110 (0.004555)
30. feature TU120 (0.004083)
31. feature SW221 (0.002688)
32. feature SC135 (0.001855)
33. feature SW475 (0.001143)
34. feature CS297 (0.000000)
35. feature CS285 (0.000000)
36. feature CS286 (0.000000)
37. feature CS288 (0.000000)
38. feature CS289 (0.000000)
39. feature CS295 (0.000000)
40. feature CS296 (0.000000)
41. feature CS301 (0.000000)
42. feature CS300 (0.000000)
43. feature SW335 (0.000000)
44. feature CS302 (0.000000)
45. feature CS311 (0.000000)
46. feature CS326 (0.000000)
47. feature NS132 (0.000000)
48. feature CS342 (0.000000)
49. feature CS348 (0.000000)
50. feature CS284 (0.000000)
51. feature CS251 (0.000000)
52. feature SW365 (0.000000)
53. feature SO201 (0.000000)
54. feature AT326 (0.000000)
55. feature BA291 (0.000000)
56. feature CJ316 (0.000000)
57. feature CJ317 (0.000000)
58. feature CJ321 (0.000000)
59. feature TU100 (0.000000)
60. feature SC173 (0.000000)
61. feature TA395 (0.000000)
62. feature CS115 (0.000000)
63. feature CS211 (0.000000)
64. feature SW478 (0.000000)
65. feature CS215 (0.000000)
66. feature CS222 (0.000000)
67. feature CS223 (0.000000)
68. feature CS231 (0.000000)
69. feature CS356 (0.000000)
70. feature MA212 (0.000000)
71. feature CS366 (0.000000)
72. feature CS367 (0.000000)
73. feature CS449 (0.000000)
74. feature CS456 (0.000000)
75. feature CS457 (0.000000)
76. feature CS459 (0.000000)
77. feature MW313 (0.000000)
78. feature CS486 (0.000000)
79. feature MA332 (0.000000)
80. feature CS488 (0.000000)
81. feature CS489 (0.000000)
82. feature SW213 (0.000000)
83. feature SW212 (0.000000)
84. feature MA216 (0.000000)
85. feature EL295 (0.000000)
86. feature SW111 (0.000000)
87. feature ES356 (0.000000)
88. feature HO201 (0.000000)
89. feature HR201 (0.000000)
90. feature CS446 (0.000000)
91. feature CS429 (0.000000)
92. feature CS427 (0.000000)
93. feature CS396 (0.000000)
94. feature CS374 (0.000000)
95. feature CS377 (0.000000)
96. feature MW314 (0.000000)
97. feature CS386 (0.000000)
98. feature CS387 (0.000000)
99. feature CS388 (0.000000)
100. feature CS395 (0.000000)
101. feature CS397 (0.000000)
102. feature CS426 (0.000000)
103. feature CS398 (0.000000)
104. feature CS399 (0.000000)
105. feature TU122 (0.000000)
106. feature CS402 (0.000000)
107. feature CS407 (0.000000)
108. feature CS408 (0.000000)
109. feature CS409 (0.000000)
110. feature CS365 (0.000000)
Index([u'CS102', u'TH161', u'EL171', u'CS101', u'CS111', u'MA211', u'AT316',
u'EL070', u'CS261', u'EL395'],
dtype='object')
-----------------------------------
ST216
[ 0.35714286 0.41269841 0.44 0.40650407 0.30081301]
Random Forest Cross Validation of ST216: 0.383431668602
Feature ranking:
1. feature CS101 (0.084138)
2. feature CS111 (0.049865)
3. feature SC135 (0.048768)
4. feature MA212 (0.042988)
5. feature TH161 (0.040977)
6. feature TU110 (0.038308)
7. feature CS222 (0.037898)
8. feature MA211 (0.037734)
9. feature EL171 (0.037491)
10. feature EL172 (0.034929)
11. feature SC185 (0.034572)
12. feature TU120 (0.032944)
13. feature PY228 (0.030317)
14. feature CS102 (0.029581)
15. feature EL295 (0.027706)
16. feature CS223 (0.026830)
17. feature CS213 (0.025971)
18. feature HO201 (0.023877)
19. feature CS284 (0.023458)
20. feature AT326 (0.020773)
21. feature CS261 (0.018173)
22. feature CS214 (0.017880)
23. feature TU130 (0.015673)
24. feature EL070 (0.013982)
25. feature TU100 (0.013887)
26. feature LA209 (0.012899)
27. feature SW111 (0.012203)
28. feature TU122 (0.010156)
29. feature MA332 (0.009958)
30. feature AT316 (0.009739)
31. feature CS251 (0.008914)
32. feature SW221 (0.008208)
33. feature SW365 (0.007518)
34. feature SW475 (0.007472)
35. feature SW335 (0.006404)
36. feature SO201 (0.005999)
37. feature ES356 (0.005685)
38. feature MW314 (0.004889)
39. feature CS105 (0.004052)
40. feature SC173 (0.003844)
41. feature SW213 (0.003781)
42. feature CS115 (0.003719)
43. feature MW313 (0.003610)
44. feature CS281 (0.003455)
45. feature ST216 (0.003363)
46. feature SW212 (0.003343)
47. feature SC123 (0.003273)
48. feature CS295 (0.003194)
49. feature NS132 (0.003177)
50. feature CS301 (0.003094)
51. feature CS314 (0.003027)
52. feature CS348 (0.002743)
53. feature CS311 (0.002301)
54. feature SW478 (0.001928)
55. feature CS489 (0.001863)
56. feature TA395 (0.001805)
57. feature CJ315 (0.001784)
58. feature EL395 (0.001774)
59. feature MA216 (0.001707)
60. feature CS374 (0.001624)
61. feature CS402 (0.001617)
62. feature CS426 (0.001571)
63. feature CS341 (0.001446)
64. feature CS401 (0.001165)
65. feature CS286 (0.001103)
66. feature CJ316 (0.001072)
67. feature CS342 (0.001006)
68. feature CS296 (0.000989)
69. feature CS386 (0.000954)
70. feature CS288 (0.000855)
71. feature CS285 (0.000689)
72. feature CS302 (0.000687)
73. feature CS289 (0.000684)
74. feature CS326 (0.000681)
75. feature CS487 (0.000649)
76. feature CS367 (0.000643)
77. feature CS365 (0.000588)
78. feature CJ317 (0.000569)
79. feature CS388 (0.000445)
80. feature CS385 (0.000428)
81. feature CS429 (0.000291)
82. feature CS399 (0.000286)
83. feature CS398 (0.000270)
84. feature CS446 (0.000072)
85. feature CS231 (0.000014)
86. feature BA291 (0.000000)
87. feature CS211 (0.000000)
88. feature CS215 (0.000000)
89. feature CJ321 (0.000000)
90. feature HR201 (0.000000)
91. feature CS297 (0.000000)
92. feature CS300 (0.000000)
93. feature CS488 (0.000000)
94. feature CS486 (0.000000)
95. feature CS467 (0.000000)
96. feature CS459 (0.000000)
97. feature CS457 (0.000000)
98. feature CS456 (0.000000)
99. feature CS449 (0.000000)
100. feature CS427 (0.000000)
101. feature CS409 (0.000000)
102. feature CS408 (0.000000)
103. feature CS407 (0.000000)
104. feature CS397 (0.000000)
105. feature CS396 (0.000000)
106. feature CS395 (0.000000)
107. feature CS387 (0.000000)
108. feature CS377 (0.000000)
109. feature CS366 (0.000000)
110. feature CS356 (0.000000)
Index([u'CS101', u'CS111', u'SC135', u'MA212', u'TH161', u'TU110', u'CS222',
u'MA211', u'EL171', u'EL172'],
dtype='object')
-----------------------------------
SW111
[ 0.43478261 0.40909091 0.38095238 0.42105263 0.52631579]
Random Forest Cross Validation of SW111: 0.434438863958
Feature ranking:
1. feature PY228 (0.087358)
2. feature EL172 (0.077059)
3. feature TU120 (0.070717)
4. feature CS102 (0.070225)
5. feature TH161 (0.055288)
6. feature TU130 (0.053686)
7. feature CS111 (0.050558)
8. feature EL171 (0.046858)
9. feature CS105 (0.037401)
10. feature CS101 (0.035180)
11. feature SW365 (0.029386)
12. feature MA211 (0.029313)
13. feature CS261 (0.028839)
14. feature SC185 (0.026802)
15. feature EL070 (0.025067)
16. feature TU110 (0.024730)
17. feature HO201 (0.022996)
18. feature SC135 (0.021012)
19. feature CS223 (0.019438)
20. feature MW313 (0.016142)
21. feature EL395 (0.014650)
22. feature SW475 (0.014053)
23. feature SC123 (0.011137)
24. feature TU122 (0.010609)
25. feature SW335 (0.010410)
26. feature CS222 (0.010256)
27. feature SC173 (0.009892)
28. feature SW478 (0.008947)
29. feature SO201 (0.008928)
30. feature EL295 (0.008603)
31. feature LA209 (0.008184)
32. feature CS284 (0.008122)
33. feature MA332 (0.007970)
34. feature CS214 (0.006687)
35. feature CS281 (0.006684)
36. feature CS213 (0.005408)
37. feature AT316 (0.004906)
38. feature SW213 (0.003455)
39. feature SW111 (0.003217)
40. feature MA212 (0.002797)
41. feature ES356 (0.002181)
42. feature TA395 (0.002149)
43. feature ST216 (0.002093)
44. feature TU100 (0.000605)
45. feature CS285 (0.000000)
46. feature CS286 (0.000000)
47. feature CS288 (0.000000)
48. feature CS289 (0.000000)
49. feature CS295 (0.000000)
50. feature MW314 (0.000000)
51. feature CS296 (0.000000)
52. feature CS297 (0.000000)
53. feature CS300 (0.000000)
54. feature CS301 (0.000000)
55. feature CS302 (0.000000)
56. feature CS311 (0.000000)
57. feature MA216 (0.000000)
58. feature NS132 (0.000000)
59. feature CS251 (0.000000)
60. feature CS231 (0.000000)
61. feature CS326 (0.000000)
62. feature CS215 (0.000000)
63. feature SW212 (0.000000)
64. feature CS211 (0.000000)
65. feature CS115 (0.000000)
66. feature SW221 (0.000000)
67. feature CJ321 (0.000000)
68. feature CJ317 (0.000000)
69. feature CJ316 (0.000000)
70. feature CJ315 (0.000000)
71. feature BA291 (0.000000)
72. feature AT326 (0.000000)
73. feature CS314 (0.000000)
74. feature CS341 (0.000000)
75. feature CS489 (0.000000)
76. feature CS342 (0.000000)
77. feature CS407 (0.000000)
78. feature CS408 (0.000000)
79. feature CS409 (0.000000)
80. feature CS426 (0.000000)
81. feature CS427 (0.000000)
82. feature CS429 (0.000000)
83. feature CS446 (0.000000)
84. feature CS449 (0.000000)
85. feature CS456 (0.000000)
86. feature CS457 (0.000000)
87. feature CS459 (0.000000)
88. feature CS467 (0.000000)
89. feature CS486 (0.000000)
90. feature CS487 (0.000000)
91. feature CS488 (0.000000)
92. feature CS402 (0.000000)
93. feature HR201 (0.000000)
94. feature CS399 (0.000000)
95. feature CS377 (0.000000)
96. feature CS348 (0.000000)
97. feature CS356 (0.000000)
98. feature CS365 (0.000000)
99. feature CS366 (0.000000)
100. feature CS367 (0.000000)
101. feature CS374 (0.000000)
102. feature CS385 (0.000000)
103. feature CS398 (0.000000)
104. feature CS386 (0.000000)
105. feature CS387 (0.000000)
106. feature CS388 (0.000000)
107. feature CS395 (0.000000)
108. feature CS396 (0.000000)
109. feature CS397 (0.000000)
110. feature CS401 (0.000000)
Index([u'PY228', u'EL172', u'TU120', u'CS102', u'TH161', u'TU130', u'CS111',
u'EL171', u'CS105', u'CS101'],
dtype='object')
-----------------------------------
SW212
[ 0.77777778 0.64705882 0.70588235 0.75 0.78571429]
Random Forest Cross Validation of SW212: 0.733286647993
Feature ranking:
1. feature EL171 (0.123839)
2. feature CS102 (0.106485)
3. feature EL070 (0.093840)
4. feature MW313 (0.088085)
5. feature CS101 (0.068606)
6. feature TH161 (0.061520)
7. feature SW335 (0.054566)
8. feature CS213 (0.043390)
9. feature CS284 (0.043038)
10. feature SW475 (0.040806)
11. feature CS223 (0.039459)
12. feature SW365 (0.033564)
13. feature MA211 (0.032806)
14. feature TU120 (0.030775)
15. feature CS214 (0.026196)
16. feature SC173 (0.021761)
17. feature EL172 (0.014901)
18. feature CS111 (0.013527)
19. feature SW213 (0.012941)
20. feature TU110 (0.012894)
21. feature SC185 (0.011480)
22. feature SC123 (0.011103)
23. feature CS222 (0.010733)
24. feature SC135 (0.003687)
25. feature CS301 (0.000000)
26. feature CS302 (0.000000)
27. feature CS296 (0.000000)
28. feature CS314 (0.000000)
29. feature CS297 (0.000000)
30. feature CS311 (0.000000)
31. feature CS300 (0.000000)
32. feature CS348 (0.000000)
33. feature CS326 (0.000000)
34. feature CS341 (0.000000)
35. feature CS342 (0.000000)
36. feature CS289 (0.000000)
37. feature CS356 (0.000000)
38. feature CS365 (0.000000)
39. feature CS366 (0.000000)
40. feature CS367 (0.000000)
41. feature CS374 (0.000000)
42. feature CS377 (0.000000)
43. feature CS295 (0.000000)
44. feature TU130 (0.000000)
45. feature CS288 (0.000000)
46. feature CS115 (0.000000)
47. feature AT326 (0.000000)
48. feature BA291 (0.000000)
49. feature CJ315 (0.000000)
50. feature CJ316 (0.000000)
51. feature CJ317 (0.000000)
52. feature CJ321 (0.000000)
53. feature CS105 (0.000000)
54. feature CS211 (0.000000)
55. feature CS286 (0.000000)
56. feature CS215 (0.000000)
57. feature CS386 (0.000000)
58. feature CS231 (0.000000)
59. feature CS251 (0.000000)
60. feature CS261 (0.000000)
61. feature CS281 (0.000000)
62. feature CS285 (0.000000)
63. feature CS385 (0.000000)
64. feature CS401 (0.000000)
65. feature CS387 (0.000000)
66. feature MW314 (0.000000)
67. feature EL295 (0.000000)
68. feature EL395 (0.000000)
69. feature ES356 (0.000000)
70. feature HO201 (0.000000)
71. feature HR201 (0.000000)
72. feature LA209 (0.000000)
73. feature MA212 (0.000000)
74. feature MA216 (0.000000)
75. feature MA332 (0.000000)
76. feature NS132 (0.000000)
77. feature CS388 (0.000000)
78. feature PY228 (0.000000)
79. feature SO201 (0.000000)
80. feature ST216 (0.000000)
81. feature SW111 (0.000000)
82. feature SW212 (0.000000)
83. feature SW221 (0.000000)
84. feature SW478 (0.000000)
85. feature TA395 (0.000000)
86. feature TU100 (0.000000)
87. feature CS489 (0.000000)
88. feature CS488 (0.000000)
89. feature CS487 (0.000000)
90. feature CS486 (0.000000)
91. feature CS395 (0.000000)
92. feature CS396 (0.000000)
93. feature CS397 (0.000000)
94. feature CS398 (0.000000)
95. feature CS399 (0.000000)
96. feature TU122 (0.000000)
97. feature CS402 (0.000000)
98. feature CS407 (0.000000)
99. feature CS408 (0.000000)
100. feature CS409 (0.000000)
101. feature CS426 (0.000000)
102. feature CS427 (0.000000)
103. feature CS429 (0.000000)
104. feature CS446 (0.000000)
105. feature CS449 (0.000000)
106. feature CS456 (0.000000)
107. feature CS457 (0.000000)
108. feature CS459 (0.000000)
109. feature CS467 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL171', u'CS102', u'EL070', u'MW313', u'CS101', u'TH161', u'SW335',
u'CS213', u'CS284', u'SW475'],
dtype='object')
-----------------------------------
SW213
[ 0.66666667 0.76923077 0.61538462 0.72727273 0.81818182]
Random Forest Cross Validation of SW213: 0.719347319347
Feature ranking:
1. feature MW314 (0.099831)
2. feature EL070 (0.076880)
3. feature CS102 (0.046799)
4. feature BA291 (0.044952)
5. feature CS326 (0.044443)
6. feature SW335 (0.043344)
7. feature MW313 (0.042012)
8. feature EL171 (0.041728)
9. feature SC135 (0.040910)
10. feature SC123 (0.039439)
11. feature CS101 (0.034882)
12. feature PY228 (0.034332)
13. feature CS281 (0.034198)
14. feature CS222 (0.031117)
15. feature TU110 (0.030830)
16. feature CS111 (0.030308)
17. feature CS295 (0.030220)
18. feature CS214 (0.026617)
19. feature EL172 (0.024781)
20. feature HO201 (0.020313)
21. feature SC185 (0.019307)
22. feature CS213 (0.019085)
23. feature SC173 (0.016043)
24. feature CS314 (0.016019)
25. feature EL395 (0.013102)
26. feature TU130 (0.012602)
27. feature MA211 (0.012049)
28. feature TU120 (0.011051)
29. feature CS261 (0.011027)
30. feature CS365 (0.010223)
31. feature CS296 (0.008811)
32. feature SW221 (0.007467)
33. feature SW475 (0.006851)
34. feature CS374 (0.005294)
35. feature CS284 (0.005050)
36. feature CS251 (0.004412)
37. feature MA332 (0.003671)
38. feature CS348 (0.000000)
39. feature CS342 (0.000000)
40. feature CS356 (0.000000)
41. feature CS341 (0.000000)
42. feature CS297 (0.000000)
43. feature CS366 (0.000000)
44. feature CS367 (0.000000)
45. feature AT326 (0.000000)
46. feature CS311 (0.000000)
47. feature CS302 (0.000000)
48. feature CS301 (0.000000)
49. feature CS300 (0.000000)
50. feature CS211 (0.000000)
51. feature CJ315 (0.000000)
52. feature CS289 (0.000000)
53. feature CS286 (0.000000)
54. feature CS285 (0.000000)
55. feature CJ316 (0.000000)
56. feature CS231 (0.000000)
57. feature CJ317 (0.000000)
58. feature CS223 (0.000000)
59. feature CJ321 (0.000000)
60. feature CS377 (0.000000)
61. feature CS105 (0.000000)
62. feature CS215 (0.000000)
63. feature CS115 (0.000000)
64. feature CS288 (0.000000)
65. feature CS401 (0.000000)
66. feature CS385 (0.000000)
67. feature CS486 (0.000000)
68. feature CS488 (0.000000)
69. feature CS489 (0.000000)
70. feature EL295 (0.000000)
71. feature ES356 (0.000000)
72. feature HR201 (0.000000)
73. feature LA209 (0.000000)
74. feature MA212 (0.000000)
75. feature MA216 (0.000000)
76. feature NS132 (0.000000)
77. feature SO201 (0.000000)
78. feature ST216 (0.000000)
79. feature SW111 (0.000000)
80. feature SW212 (0.000000)
81. feature SW213 (0.000000)
82. feature SW365 (0.000000)
83. feature SW478 (0.000000)
84. feature TA395 (0.000000)
85. feature TH161 (0.000000)
86. feature TU100 (0.000000)
87. feature CS487 (0.000000)
88. feature CS467 (0.000000)
89. feature CS386 (0.000000)
90. feature CS459 (0.000000)
91. feature CS387 (0.000000)
92. feature CS388 (0.000000)
93. feature CS395 (0.000000)
94. feature CS396 (0.000000)
95. feature CS397 (0.000000)
96. feature CS398 (0.000000)
97. feature CS399 (0.000000)
98. feature TU122 (0.000000)
99. feature CS402 (0.000000)
100. feature CS407 (0.000000)
101. feature CS408 (0.000000)
102. feature CS409 (0.000000)
103. feature CS426 (0.000000)
104. feature CS427 (0.000000)
105. feature CS429 (0.000000)
106. feature CS446 (0.000000)
107. feature CS449 (0.000000)
108. feature CS456 (0.000000)
109. feature CS457 (0.000000)
110. feature AT316 (0.000000)
Index([u'MW314', u'EL070', u'CS102', u'BA291', u'CS326', u'SW335', u'MW313',
u'EL171', u'SC135', u'SC123'],
dtype='object')
-----------------------------------
SW221
[ 0.61111111 0.70588235 0.625 0.73333333 0.73333333]
Random Forest Cross Validation of SW221: 0.681732026144
Feature ranking:
1. feature CS102 (0.121933)
2. feature CS101 (0.069510)
3. feature MA216 (0.056595)
4. feature SW475 (0.046721)
5. feature TH161 (0.046669)
6. feature CS284 (0.045609)
7. feature EL070 (0.044325)
8. feature EL171 (0.044183)
9. feature CS111 (0.039387)
10. feature SC185 (0.038570)
11. feature EL172 (0.036121)
12. feature SO201 (0.032651)
13. feature CS223 (0.032054)
14. feature MA332 (0.030693)
15. feature PY228 (0.030043)
16. feature SW212 (0.029606)
17. feature SW111 (0.029066)
18. feature SC135 (0.028847)
19. feature CS105 (0.023853)
20. feature SW365 (0.021439)
21. feature TU110 (0.017655)
22. feature CS213 (0.017494)
23. feature TU100 (0.016904)
24. feature CS222 (0.015357)
25. feature CS214 (0.014332)
26. feature HO201 (0.011193)
27. feature MA211 (0.011063)
28. feature MA212 (0.010447)
29. feature CS401 (0.007914)
30. feature TU120 (0.007036)
31. feature CJ315 (0.005528)
32. feature EL295 (0.004909)
33. feature ST216 (0.003958)
34. feature CS251 (0.002949)
35. feature MW313 (0.002001)
36. feature CS281 (0.001719)
37. feature SW335 (0.001666)
38. feature CS295 (0.000000)
39. feature CS302 (0.000000)
40. feature CS297 (0.000000)
41. feature CS300 (0.000000)
42. feature CS301 (0.000000)
43. feature CS311 (0.000000)
44. feature CS365 (0.000000)
45. feature CS356 (0.000000)
46. feature CS348 (0.000000)
47. feature CS342 (0.000000)
48. feature CS314 (0.000000)
49. feature CS326 (0.000000)
50. feature CS341 (0.000000)
51. feature CS296 (0.000000)
52. feature CS211 (0.000000)
53. feature CS289 (0.000000)
54. feature CS288 (0.000000)
55. feature CS286 (0.000000)
56. feature CS285 (0.000000)
57. feature CS261 (0.000000)
58. feature CS231 (0.000000)
59. feature CS215 (0.000000)
60. feature CS367 (0.000000)
61. feature CS115 (0.000000)
62. feature CJ321 (0.000000)
63. feature CJ317 (0.000000)
64. feature CJ316 (0.000000)
65. feature BA291 (0.000000)
66. feature AT326 (0.000000)
67. feature CS366 (0.000000)
68. feature TU130 (0.000000)
69. feature CS374 (0.000000)
70. feature HR201 (0.000000)
71. feature CS459 (0.000000)
72. feature CS467 (0.000000)
73. feature CS486 (0.000000)
74. feature CS487 (0.000000)
75. feature CS488 (0.000000)
76. feature CS489 (0.000000)
77. feature EL395 (0.000000)
78. feature ES356 (0.000000)
79. feature LA209 (0.000000)
80. feature CS377 (0.000000)
81. feature MW314 (0.000000)
82. feature NS132 (0.000000)
83. feature SC123 (0.000000)
84. feature SC173 (0.000000)
85. feature SW213 (0.000000)
86. feature SW221 (0.000000)
87. feature SW478 (0.000000)
88. feature TA395 (0.000000)
89. feature CS457 (0.000000)
90. feature CS456 (0.000000)
91. feature CS449 (0.000000)
92. feature CS446 (0.000000)
93. feature CS385 (0.000000)
94. feature CS386 (0.000000)
95. feature CS387 (0.000000)
96. feature CS388 (0.000000)
97. feature CS395 (0.000000)
98. feature CS396 (0.000000)
99. feature CS397 (0.000000)
100. feature CS398 (0.000000)
101. feature CS399 (0.000000)
102. feature TU122 (0.000000)
103. feature CS402 (0.000000)
104. feature CS407 (0.000000)
105. feature CS408 (0.000000)
106. feature CS409 (0.000000)
107. feature CS426 (0.000000)
108. feature CS427 (0.000000)
109. feature CS429 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS102', u'CS101', u'MA216', u'SW475', u'TH161', u'CS284', u'EL070',
u'EL171', u'CS111', u'SC185'],
dtype='object')
-----------------------------------
SW335
[ 0.75 0.09090909 0.3 0.44444444 0.75 ]
Random Forest Cross Validation of SW335: 0.467070707071
Feature ranking:
1. feature CS111 (0.147057)
2. feature CS102 (0.129960)
3. feature MW313 (0.093563)
4. feature TU120 (0.093025)
5. feature TH161 (0.083007)
6. feature EL171 (0.079128)
7. feature SC135 (0.071364)
8. feature MA211 (0.068401)
9. feature CS101 (0.057930)
10. feature EL172 (0.038990)
11. feature SC123 (0.036423)
12. feature PY228 (0.030222)
13. feature SC185 (0.029810)
14. feature MA212 (0.023864)
15. feature SW213 (0.007569)
16. feature SC173 (0.005348)
17. feature EL070 (0.004340)
18. feature CS311 (0.000000)
19. feature CS295 (0.000000)
20. feature CS296 (0.000000)
21. feature CS301 (0.000000)
22. feature CS300 (0.000000)
23. feature CS314 (0.000000)
24. feature CS297 (0.000000)
25. feature CS302 (0.000000)
26. feature TU130 (0.000000)
27. feature CS326 (0.000000)
28. feature CS341 (0.000000)
29. feature CS288 (0.000000)
30. feature CS342 (0.000000)
31. feature CS348 (0.000000)
32. feature CS356 (0.000000)
33. feature CS365 (0.000000)
34. feature CS366 (0.000000)
35. feature CS367 (0.000000)
36. feature CS374 (0.000000)
37. feature CS377 (0.000000)
38. feature CS385 (0.000000)
39. feature CS289 (0.000000)
40. feature CS251 (0.000000)
41. feature CS286 (0.000000)
42. feature CS285 (0.000000)
43. feature AT326 (0.000000)
44. feature BA291 (0.000000)
45. feature CJ315 (0.000000)
46. feature CJ316 (0.000000)
47. feature CJ317 (0.000000)
48. feature CJ321 (0.000000)
49. feature CS105 (0.000000)
50. feature CS115 (0.000000)
51. feature CS211 (0.000000)
52. feature CS213 (0.000000)
53. feature CS214 (0.000000)
54. feature CS215 (0.000000)
55. feature CS222 (0.000000)
56. feature CS223 (0.000000)
57. feature CS231 (0.000000)
58. feature CS387 (0.000000)
59. feature CS261 (0.000000)
60. feature CS281 (0.000000)
61. feature CS284 (0.000000)
62. feature CS386 (0.000000)
63. feature CS401 (0.000000)
64. feature CS388 (0.000000)
65. feature ST216 (0.000000)
66. feature ES356 (0.000000)
67. feature HO201 (0.000000)
68. feature HR201 (0.000000)
69. feature LA209 (0.000000)
70. feature MA216 (0.000000)
71. feature MA332 (0.000000)
72. feature MW314 (0.000000)
73. feature NS132 (0.000000)
74. feature SO201 (0.000000)
75. feature SW111 (0.000000)
76. feature EL295 (0.000000)
77. feature SW212 (0.000000)
78. feature SW221 (0.000000)
79. feature SW335 (0.000000)
80. feature SW365 (0.000000)
81. feature SW475 (0.000000)
82. feature SW478 (0.000000)
83. feature TA395 (0.000000)
84. feature TU100 (0.000000)
85. feature TU110 (0.000000)
86. feature EL395 (0.000000)
87. feature CS489 (0.000000)
88. feature CS395 (0.000000)
89. feature CS426 (0.000000)
90. feature CS396 (0.000000)
91. feature CS397 (0.000000)
92. feature CS398 (0.000000)
93. feature CS399 (0.000000)
94. feature TU122 (0.000000)
95. feature CS402 (0.000000)
96. feature CS407 (0.000000)
97. feature CS408 (0.000000)
98. feature CS409 (0.000000)
99. feature CS427 (0.000000)
100. feature CS488 (0.000000)
101. feature CS429 (0.000000)
102. feature CS446 (0.000000)
103. feature CS449 (0.000000)
104. feature CS456 (0.000000)
105. feature CS457 (0.000000)
106. feature CS459 (0.000000)
107. feature CS467 (0.000000)
108. feature CS486 (0.000000)
109. feature CS487 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS111', u'CS102', u'MW313', u'TU120', u'TH161', u'EL171', u'SC135',
u'MA211', u'CS101', u'EL172'],
dtype='object')
-----------------------------------
SW365
[ 0.6 0.55 0.66666667 0.47058824 0.6875 ]
Random Forest Cross Validation of SW365: 0.594950980392
Feature ranking:
1. feature SC135 (0.069769)
2. feature TH161 (0.067066)
3. feature CS101 (0.053684)
4. feature EL171 (0.047645)
5. feature PY228 (0.046458)
6. feature EL172 (0.044064)
7. feature MA211 (0.043850)
8. feature MW313 (0.037844)
9. feature CS251 (0.035388)
10. feature MW314 (0.032066)
11. feature SO201 (0.031607)
12. feature CS102 (0.028151)
13. feature TU110 (0.028023)
14. feature CS223 (0.024827)
15. feature SW335 (0.023320)
16. feature SW221 (0.022949)
17. feature CS111 (0.021270)
18. feature CJ317 (0.020750)
19. feature SC185 (0.020166)
20. feature HO201 (0.019502)
21. feature MA332 (0.017110)
22. feature CS284 (0.016715)
23. feature CS222 (0.016164)
24. feature TU120 (0.015136)
25. feature SW478 (0.015058)
26. feature CS213 (0.012357)
27. feature LA209 (0.012143)
28. feature TA395 (0.012031)
29. feature EL070 (0.011399)
30. feature MA212 (0.011088)
31. feature TU122 (0.010124)
32. feature SC173 (0.010037)
33. feature AT326 (0.009201)
34. feature CS302 (0.008955)
35. feature CS214 (0.008609)
36. feature CS348 (0.008132)
37. feature CJ316 (0.007767)
38. feature CS261 (0.007612)
39. feature ST216 (0.007583)
40. feature TU100 (0.007452)
41. feature CS296 (0.006957)
42. feature SW213 (0.006890)
43. feature CS342 (0.006410)
44. feature SC123 (0.006337)
45. feature CS281 (0.005981)
46. feature CS402 (0.005241)
47. feature CS397 (0.005047)
48. feature CS297 (0.003461)
49. feature SW111 (0.003276)
50. feature SW212 (0.002852)
51. feature CS429 (0.002630)
52. feature BA291 (0.001846)
53. feature CS295 (0.000000)
54. feature CS311 (0.000000)
55. feature CS301 (0.000000)
56. feature CS314 (0.000000)
57. feature CS300 (0.000000)
58. feature CS326 (0.000000)
59. feature CS341 (0.000000)
60. feature CS211 (0.000000)
61. feature CS288 (0.000000)
62. feature CS289 (0.000000)
63. feature CS215 (0.000000)
64. feature CS286 (0.000000)
65. feature CS285 (0.000000)
66. feature CJ315 (0.000000)
67. feature CJ321 (0.000000)
68. feature CS231 (0.000000)
69. feature CS105 (0.000000)
70. feature CS115 (0.000000)
71. feature TU130 (0.000000)
72. feature CS401 (0.000000)
73. feature CS356 (0.000000)
74. feature CS489 (0.000000)
75. feature CS456 (0.000000)
76. feature CS457 (0.000000)
77. feature CS459 (0.000000)
78. feature CS467 (0.000000)
79. feature CS486 (0.000000)
80. feature CS487 (0.000000)
81. feature CS488 (0.000000)
82. feature EL295 (0.000000)
83. feature CS365 (0.000000)
84. feature EL395 (0.000000)
85. feature ES356 (0.000000)
86. feature HR201 (0.000000)
87. feature MA216 (0.000000)
88. feature NS132 (0.000000)
89. feature SW365 (0.000000)
90. feature SW475 (0.000000)
91. feature CS449 (0.000000)
92. feature CS446 (0.000000)
93. feature CS427 (0.000000)
94. feature CS426 (0.000000)
95. feature CS366 (0.000000)
96. feature CS367 (0.000000)
97. feature CS374 (0.000000)
98. feature CS377 (0.000000)
99. feature CS385 (0.000000)
100. feature CS386 (0.000000)
101. feature CS387 (0.000000)
102. feature CS388 (0.000000)
103. feature CS395 (0.000000)
104. feature CS396 (0.000000)
105. feature CS398 (0.000000)
106. feature CS399 (0.000000)
107. feature CS407 (0.000000)
108. feature CS408 (0.000000)
109. feature CS409 (0.000000)
110. feature AT316 (0.000000)
Index([u'SC135', u'TH161', u'CS101', u'EL171', u'PY228', u'EL172', u'MA211',
u'MW313', u'CS251', u'MW314'],
dtype='object')
-----------------------------------
SW475
[ 0.66666667 0.66666667 0.72727273 0.72727273 0.63636364]
Random Forest Cross Validation of SW475: 0.684848484848
Feature ranking:
1. feature MW313 (0.241747)
2. feature TU120 (0.122167)
3. feature CS102 (0.096056)
4. feature TH161 (0.082479)
5. feature MA211 (0.076300)
6. feature SC135 (0.054813)
7. feature EL172 (0.054268)
8. feature CS111 (0.052595)
9. feature SW335 (0.038966)
10. feature SC185 (0.037699)
11. feature MA212 (0.036126)
12. feature EL171 (0.029132)
13. feature EL070 (0.024639)
14. feature CS101 (0.023112)
15. feature SW213 (0.016069)
16. feature SC173 (0.013833)
17. feature CS367 (0.000000)
18. feature CS385 (0.000000)
19. feature CS377 (0.000000)
20. feature CS289 (0.000000)
21. feature CS295 (0.000000)
22. feature CS296 (0.000000)
23. feature CS297 (0.000000)
24. feature CS300 (0.000000)
25. feature CS301 (0.000000)
26. feature CS374 (0.000000)
27. feature CS311 (0.000000)
28. feature CS302 (0.000000)
29. feature CS356 (0.000000)
30. feature CS366 (0.000000)
31. feature CS314 (0.000000)
32. feature CS326 (0.000000)
33. feature CS341 (0.000000)
34. feature CS342 (0.000000)
35. feature CS288 (0.000000)
36. feature CS365 (0.000000)
37. feature CS348 (0.000000)
38. feature TU130 (0.000000)
39. feature CS251 (0.000000)
40. feature CS286 (0.000000)
41. feature CS285 (0.000000)
42. feature AT326 (0.000000)
43. feature BA291 (0.000000)
44. feature CJ315 (0.000000)
45. feature CJ316 (0.000000)
46. feature CJ317 (0.000000)
47. feature CJ321 (0.000000)
48. feature CS105 (0.000000)
49. feature CS115 (0.000000)
50. feature CS211 (0.000000)
51. feature CS213 (0.000000)
52. feature CS214 (0.000000)
53. feature CS215 (0.000000)
54. feature CS222 (0.000000)
55. feature CS223 (0.000000)
56. feature CS231 (0.000000)
57. feature CS387 (0.000000)
58. feature CS261 (0.000000)
59. feature CS281 (0.000000)
60. feature CS284 (0.000000)
61. feature CS386 (0.000000)
62. feature CS401 (0.000000)
63. feature CS388 (0.000000)
64. feature CS395 (0.000000)
65. feature ES356 (0.000000)
66. feature HO201 (0.000000)
67. feature HR201 (0.000000)
68. feature LA209 (0.000000)
69. feature MA216 (0.000000)
70. feature MA332 (0.000000)
71. feature MW314 (0.000000)
72. feature NS132 (0.000000)
73. feature PY228 (0.000000)
74. feature SC123 (0.000000)
75. feature SO201 (0.000000)
76. feature ST216 (0.000000)
77. feature SW111 (0.000000)
78. feature SW212 (0.000000)
79. feature SW221 (0.000000)
80. feature SW365 (0.000000)
81. feature SW475 (0.000000)
82. feature SW478 (0.000000)
83. feature TA395 (0.000000)
84. feature TU100 (0.000000)
85. feature TU110 (0.000000)
86. feature EL395 (0.000000)
87. feature EL295 (0.000000)
88. feature CS489 (0.000000)
89. feature CS426 (0.000000)
90. feature CS396 (0.000000)
91. feature CS397 (0.000000)
92. feature CS398 (0.000000)
93. feature CS399 (0.000000)
94. feature TU122 (0.000000)
95. feature CS402 (0.000000)
96. feature CS407 (0.000000)
97. feature CS408 (0.000000)
98. feature CS409 (0.000000)
99. feature CS427 (0.000000)
100. feature CS488 (0.000000)
101. feature CS429 (0.000000)
102. feature CS446 (0.000000)
103. feature CS449 (0.000000)
104. feature CS456 (0.000000)
105. feature CS457 (0.000000)
106. feature CS459 (0.000000)
107. feature CS467 (0.000000)
108. feature CS486 (0.000000)
109. feature CS487 (0.000000)
110. feature AT316 (0.000000)
Index([u'MW313', u'TU120', u'CS102', u'TH161', u'MA211', u'SC135', u'EL172',
u'CS111', u'SW335', u'SC185'],
dtype='object')
-----------------------------------
SW478
[ 0.4 0.64285714 0.75 0.83333333 0.81818182]
Random Forest Cross Validation of SW478: 0.688874458874
Feature ranking:
1. feature SW365 (0.131075)
2. feature MW314 (0.103575)
3. feature CS402 (0.069557)
4. feature SC135 (0.067018)
5. feature EL171 (0.058798)
6. feature TH161 (0.053340)
7. feature TU110 (0.043756)
8. feature CS111 (0.042384)
9. feature SC185 (0.042169)
10. feature MA211 (0.040172)
11. feature CS429 (0.035375)
12. feature CJ317 (0.033002)
13. feature CS213 (0.030119)
14. feature SW213 (0.025239)
15. feature CS251 (0.017315)
16. feature CS223 (0.016552)
17. feature CS102 (0.016004)
18. feature TU120 (0.014831)
19. feature CJ315 (0.014323)
20. feature EL172 (0.013795)
21. feature ST216 (0.011859)
22. feature PY228 (0.011316)
23. feature CS284 (0.011291)
24. feature CS374 (0.011253)
25. feature CS101 (0.010954)
26. feature CS365 (0.009517)
27. feature SW335 (0.008275)
28. feature SW221 (0.007720)
29. feature CS377 (0.007100)
30. feature SW475 (0.006449)
31. feature SO201 (0.005893)
32. feature CS281 (0.005804)
33. feature SW212 (0.005795)
34. feature CJ316 (0.004794)
35. feature CS261 (0.004186)
36. feature CS214 (0.003486)
37. feature CS222 (0.002960)
38. feature EL070 (0.002950)
39. feature CS301 (0.000000)
40. feature CS367 (0.000000)
41. feature CS366 (0.000000)
42. feature AT326 (0.000000)
43. feature CS356 (0.000000)
44. feature CS348 (0.000000)
45. feature CS342 (0.000000)
46. feature CS341 (0.000000)
47. feature CS326 (0.000000)
48. feature CS314 (0.000000)
49. feature CS311 (0.000000)
50. feature BA291 (0.000000)
51. feature CS302 (0.000000)
52. feature CS300 (0.000000)
53. feature CS231 (0.000000)
54. feature CS297 (0.000000)
55. feature CS296 (0.000000)
56. feature CJ321 (0.000000)
57. feature CS295 (0.000000)
58. feature CS289 (0.000000)
59. feature CS288 (0.000000)
60. feature CS286 (0.000000)
61. feature CS285 (0.000000)
62. feature CS105 (0.000000)
63. feature CS115 (0.000000)
64. feature CS211 (0.000000)
65. feature CS215 (0.000000)
66. feature TU130 (0.000000)
67. feature CS401 (0.000000)
68. feature CS385 (0.000000)
69. feature MA216 (0.000000)
70. feature CS489 (0.000000)
71. feature EL295 (0.000000)
72. feature EL395 (0.000000)
73. feature ES356 (0.000000)
74. feature HO201 (0.000000)
75. feature HR201 (0.000000)
76. feature LA209 (0.000000)
77. feature MA212 (0.000000)
78. feature MA332 (0.000000)
79. feature CS487 (0.000000)
80. feature MW313 (0.000000)
81. feature NS132 (0.000000)
82. feature SC123 (0.000000)
83. feature SC173 (0.000000)
84. feature SW111 (0.000000)
85. feature SW478 (0.000000)
86. feature TA395 (0.000000)
87. feature TU100 (0.000000)
88. feature CS488 (0.000000)
89. feature CS486 (0.000000)
90. feature CS386 (0.000000)
91. feature CS407 (0.000000)
92. feature CS387 (0.000000)
93. feature CS388 (0.000000)
94. feature CS395 (0.000000)
95. feature CS396 (0.000000)
96. feature CS397 (0.000000)
97. feature CS398 (0.000000)
98. feature CS399 (0.000000)
99. feature TU122 (0.000000)
100. feature CS408 (0.000000)
101. feature CS467 (0.000000)
102. feature CS409 (0.000000)
103. feature CS426 (0.000000)
104. feature CS427 (0.000000)
105. feature CS446 (0.000000)
106. feature CS449 (0.000000)
107. feature CS456 (0.000000)
108. feature CS457 (0.000000)
109. feature CS459 (0.000000)
110. feature AT316 (0.000000)
Index([u'SW365', u'MW314', u'CS402', u'SC135', u'EL171', u'TH161', u'TU110',
u'CS111', u'SC185', u'MA211'],
dtype='object')
-----------------------------------
TA395
[ 0.3 0.55555556 0.625 0.5 0.85714286]
Random Forest Cross Validation of TA395: 0.56753968254
Feature ranking:
1. feature CS284 (0.144146)
2. feature TU100 (0.081837)
3. feature TU120 (0.076065)
4. feature SC135 (0.069699)
5. feature CS214 (0.068577)
6. feature CS222 (0.067340)
7. feature CS105 (0.062440)
8. feature MA212 (0.043344)
9. feature ST216 (0.038654)
10. feature CS102 (0.033923)
11. feature CS213 (0.029636)
12. feature CS223 (0.028659)
13. feature TU122 (0.022326)
14. feature EL395 (0.020027)
15. feature EL171 (0.019995)
16. feature CS261 (0.019935)
17. feature HO201 (0.018779)
18. feature SC185 (0.016699)
19. feature AT326 (0.015774)
20. feature TU110 (0.015246)
21. feature AT316 (0.014515)
22. feature LA209 (0.012905)
23. feature CS285 (0.012880)
24. feature EL172 (0.012227)
25. feature CS111 (0.009473)
26. feature CS297 (0.006705)
27. feature MA211 (0.006616)
28. feature PY228 (0.006494)
29. feature SW111 (0.006064)
30. feature EL070 (0.006044)
31. feature CS296 (0.005109)
32. feature CS251 (0.004366)
33. feature ES356 (0.003503)
34. feature CS385 (0.000000)
35. feature CS301 (0.000000)
36. feature CS374 (0.000000)
37. feature CS367 (0.000000)
38. feature CS366 (0.000000)
39. feature CS365 (0.000000)
40. feature CS356 (0.000000)
41. feature CS348 (0.000000)
42. feature CS342 (0.000000)
43. feature BA291 (0.000000)
44. feature CS341 (0.000000)
45. feature CS326 (0.000000)
46. feature CS314 (0.000000)
47. feature CS311 (0.000000)
48. feature CS302 (0.000000)
49. feature CS300 (0.000000)
50. feature CS231 (0.000000)
51. feature CJ315 (0.000000)
52. feature CJ316 (0.000000)
53. feature CS295 (0.000000)
54. feature CS289 (0.000000)
55. feature CS288 (0.000000)
56. feature CS286 (0.000000)
57. feature CJ317 (0.000000)
58. feature CJ321 (0.000000)
59. feature CS281 (0.000000)
60. feature CS101 (0.000000)
61. feature CS115 (0.000000)
62. feature CS211 (0.000000)
63. feature CS215 (0.000000)
64. feature CS377 (0.000000)
65. feature TU130 (0.000000)
66. feature CS386 (0.000000)
67. feature CS488 (0.000000)
68. feature EL295 (0.000000)
69. feature HR201 (0.000000)
70. feature MA216 (0.000000)
71. feature MA332 (0.000000)
72. feature MW313 (0.000000)
73. feature MW314 (0.000000)
74. feature NS132 (0.000000)
75. feature SC123 (0.000000)
76. feature SC173 (0.000000)
77. feature SO201 (0.000000)
78. feature SW212 (0.000000)
79. feature SW213 (0.000000)
80. feature SW221 (0.000000)
81. feature SW335 (0.000000)
82. feature SW365 (0.000000)
83. feature SW475 (0.000000)
84. feature SW478 (0.000000)
85. feature TA395 (0.000000)
86. feature TH161 (0.000000)
87. feature CS489 (0.000000)
88. feature CS487 (0.000000)
89. feature CS387 (0.000000)
90. feature CS486 (0.000000)
91. feature CS388 (0.000000)
92. feature CS395 (0.000000)
93. feature CS396 (0.000000)
94. feature CS397 (0.000000)
95. feature CS398 (0.000000)
96. feature CS399 (0.000000)
97. feature CS402 (0.000000)
98. feature CS407 (0.000000)
99. feature CS408 (0.000000)
100. feature CS409 (0.000000)
101. feature CS426 (0.000000)
102. feature CS427 (0.000000)
103. feature CS429 (0.000000)
104. feature CS446 (0.000000)
105. feature CS449 (0.000000)
106. feature CS456 (0.000000)
107. feature CS457 (0.000000)
108. feature CS459 (0.000000)
109. feature CS467 (0.000000)
110. feature CS401 (0.000000)
Index([u'CS284', u'TU100', u'TU120', u'SC135', u'CS214', u'CS222', u'CS105',
u'MA212', u'ST216', u'CS102'],
dtype='object')
-----------------------------------
TH161
[ 0.47540984 0.48066298 0.48044693 0.48044693 0.48587571]
Random Forest Cross Validation of TH161: 0.480568476091
Feature ranking:
1. feature MA211 (0.200000)
2. feature TU120 (0.200000)
3. feature CS102 (0.200000)
4. feature EL171 (0.100000)
5. feature CS101 (0.100000)
6. feature PY228 (0.100000)
7. feature CS348 (0.000000)
8. feature CS297 (0.000000)
9. feature CS300 (0.000000)
10. feature CS301 (0.000000)
11. feature CS302 (0.000000)
12. feature CS311 (0.000000)
13. feature CS314 (0.000000)
14. feature CS326 (0.000000)
15. feature CS341 (0.000000)
16. feature CS342 (0.000000)
17. feature CS365 (0.000000)
18. feature CS356 (0.000000)
19. feature CS295 (0.000000)
20. feature CS366 (0.000000)
21. feature CS367 (0.000000)
22. feature CS374 (0.000000)
23. feature CS377 (0.000000)
24. feature CS385 (0.000000)
25. feature CS386 (0.000000)
26. feature CS387 (0.000000)
27. feature CS388 (0.000000)
28. feature CS395 (0.000000)
29. feature CS396 (0.000000)
30. feature CS296 (0.000000)
31. feature TU130 (0.000000)
32. feature CS289 (0.000000)
33. feature CS288 (0.000000)
34. feature AT326 (0.000000)
35. feature BA291 (0.000000)
36. feature CJ315 (0.000000)
37. feature CJ316 (0.000000)
38. feature CJ317 (0.000000)
39. feature CJ321 (0.000000)
40. feature CS105 (0.000000)
41. feature CS111 (0.000000)
42. feature CS115 (0.000000)
43. feature CS211 (0.000000)
44. feature CS213 (0.000000)
45. feature CS214 (0.000000)
46. feature CS215 (0.000000)
47. feature CS222 (0.000000)
48. feature CS223 (0.000000)
49. feature CS231 (0.000000)
50. feature CS251 (0.000000)
51. feature CS261 (0.000000)
52. feature CS281 (0.000000)
53. feature CS284 (0.000000)
54. feature CS285 (0.000000)
55. feature CS286 (0.000000)
56. feature CS398 (0.000000)
57. feature CS397 (0.000000)
58. feature CS401 (0.000000)
59. feature CS399 (0.000000)
60. feature TU122 (0.000000)
61. feature MA216 (0.000000)
62. feature MA332 (0.000000)
63. feature MW313 (0.000000)
64. feature MW314 (0.000000)
65. feature NS132 (0.000000)
66. feature SC123 (0.000000)
67. feature SC135 (0.000000)
68. feature SC173 (0.000000)
69. feature SC185 (0.000000)
70. feature SO201 (0.000000)
71. feature ST216 (0.000000)
72. feature SW111 (0.000000)
73. feature SW212 (0.000000)
74. feature SW213 (0.000000)
75. feature SW221 (0.000000)
76. feature SW335 (0.000000)
77. feature SW365 (0.000000)
78. feature SW475 (0.000000)
79. feature SW478 (0.000000)
80. feature TA395 (0.000000)
81. feature TH161 (0.000000)
82. feature TU100 (0.000000)
83. feature TU110 (0.000000)
84. feature MA212 (0.000000)
85. feature LA209 (0.000000)
86. feature HR201 (0.000000)
87. feature CS457 (0.000000)
88. feature CS402 (0.000000)
89. feature CS407 (0.000000)
90. feature CS408 (0.000000)
91. feature CS409 (0.000000)
92. feature CS426 (0.000000)
93. feature CS427 (0.000000)
94. feature CS429 (0.000000)
95. feature CS446 (0.000000)
96. feature CS449 (0.000000)
97. feature CS456 (0.000000)
98. feature CS459 (0.000000)
99. feature HO201 (0.000000)
100. feature CS467 (0.000000)
101. feature CS486 (0.000000)
102. feature CS487 (0.000000)
103. feature CS488 (0.000000)
104. feature CS489 (0.000000)
105. feature EL070 (0.000000)
106. feature EL172 (0.000000)
107. feature EL295 (0.000000)
108. feature EL395 (0.000000)
109. feature ES356 (0.000000)
110. feature AT316 (0.000000)
Index([u'MA211', u'TU120', u'CS102', u'EL171', u'CS101', u'PY228', u'CS348',
u'CS297', u'CS300', u'CS301'],
dtype='object')
-----------------------------------
TU100
[ 0.48837209 0.52380952 0.5952381 0.57142857 0.58536585]
Random Forest Cross Validation of TU100: 0.552842827432
Feature ranking:
1. feature SC135 (0.157586)
2. feature CS101 (0.134719)
3. feature CS105 (0.127004)
4. feature EL171 (0.126826)
5. feature TH161 (0.109235)
6. feature CS102 (0.098683)
7. feature SC185 (0.093872)
8. feature EL070 (0.058604)
9. feature SC173 (0.040107)
10. feature SC123 (0.027439)
11. feature EL172 (0.024287)
12. feature CS284 (0.000899)
13. feature CS223 (0.000463)
14. feature CS231 (0.000277)
15. feature CS377 (0.000000)
16. feature CS297 (0.000000)
17. feature CS300 (0.000000)
18. feature CS301 (0.000000)
19. feature CS302 (0.000000)
20. feature CS311 (0.000000)
21. feature CS314 (0.000000)
22. feature CS326 (0.000000)
23. feature CS342 (0.000000)
24. feature CS341 (0.000000)
25. feature CS374 (0.000000)
26. feature CS388 (0.000000)
27. feature CS348 (0.000000)
28. feature CS356 (0.000000)
29. feature CS365 (0.000000)
30. feature CS366 (0.000000)
31. feature CS367 (0.000000)
32. feature CS387 (0.000000)
33. feature CS386 (0.000000)
34. feature CS385 (0.000000)
35. feature TU130 (0.000000)
36. feature CS285 (0.000000)
37. feature CS296 (0.000000)
38. feature CS213 (0.000000)
39. feature AT326 (0.000000)
40. feature BA291 (0.000000)
41. feature CJ315 (0.000000)
42. feature CJ316 (0.000000)
43. feature CJ317 (0.000000)
44. feature CJ321 (0.000000)
45. feature CS111 (0.000000)
46. feature CS115 (0.000000)
47. feature CS211 (0.000000)
48. feature CS214 (0.000000)
49. feature CS295 (0.000000)
50. feature CS215 (0.000000)
51. feature CS222 (0.000000)
52. feature CS251 (0.000000)
53. feature CS261 (0.000000)
54. feature CS281 (0.000000)
55. feature CS396 (0.000000)
56. feature CS286 (0.000000)
57. feature CS288 (0.000000)
58. feature CS289 (0.000000)
59. feature CS395 (0.000000)
60. feature CS401 (0.000000)
61. feature CS397 (0.000000)
62. feature SW111 (0.000000)
63. feature MA211 (0.000000)
64. feature MA212 (0.000000)
65. feature MA216 (0.000000)
66. feature MA332 (0.000000)
67. feature MW313 (0.000000)
68. feature MW314 (0.000000)
69. feature NS132 (0.000000)
70. feature PY228 (0.000000)
71. feature SO201 (0.000000)
72. feature ST216 (0.000000)
73. feature SW212 (0.000000)
74. feature CS398 (0.000000)
75. feature SW213 (0.000000)
76. feature SW221 (0.000000)
77. feature SW335 (0.000000)
78. feature SW365 (0.000000)
79. feature SW475 (0.000000)
80. feature SW478 (0.000000)
81. feature TA395 (0.000000)
82. feature TU100 (0.000000)
83. feature TU110 (0.000000)
84. feature TU120 (0.000000)
85. feature LA209 (0.000000)
86. feature HR201 (0.000000)
87. feature HO201 (0.000000)
88. feature ES356 (0.000000)
89. feature CS399 (0.000000)
90. feature TU122 (0.000000)
91. feature CS402 (0.000000)
92. feature CS407 (0.000000)
93. feature CS408 (0.000000)
94. feature CS409 (0.000000)
95. feature CS426 (0.000000)
96. feature CS427 (0.000000)
97. feature CS429 (0.000000)
98. feature CS446 (0.000000)
99. feature CS449 (0.000000)
100. feature CS456 (0.000000)
101. feature CS457 (0.000000)
102. feature CS459 (0.000000)
103. feature CS467 (0.000000)
104. feature CS486 (0.000000)
105. feature CS487 (0.000000)
106. feature CS488 (0.000000)
107. feature CS489 (0.000000)
108. feature EL295 (0.000000)
109. feature EL395 (0.000000)
110. feature AT316 (0.000000)
Index([u'SC135', u'CS101', u'CS105', u'EL171', u'TH161', u'CS102', u'SC185',
u'EL070', u'SC173', u'SC123'],
dtype='object')
-----------------------------------
TU110
[ 0.45185185 0.47761194 0.45522388 0.4962406 0.41538462]
Random Forest Cross Validation of TU110: 0.459262577927
Feature ranking:
1. feature EL171 (0.107904)
2. feature SC135 (0.098944)
3. feature CS102 (0.095073)
4. feature TH161 (0.077228)
5. feature CS101 (0.073749)
6. feature MA211 (0.062458)
7. feature SC185 (0.055711)
8. feature EL172 (0.055647)
9. feature CS105 (0.051038)
10. feature CS111 (0.041215)
11. feature TU120 (0.035427)
12. feature PY228 (0.028988)
13. feature EL070 (0.026845)
14. feature SC123 (0.015929)
15. feature MA212 (0.015875)
16. feature MW313 (0.013048)
17. feature ST216 (0.011423)
18. feature SC173 (0.010108)
19. feature SW335 (0.010089)
20. feature SW111 (0.009644)
21. feature TU130 (0.008832)
22. feature SW221 (0.008290)
23. feature TU100 (0.007085)
24. feature SW212 (0.006145)
25. feature CJ315 (0.006042)
26. feature CS214 (0.006038)
27. feature MW314 (0.005987)
28. feature TU110 (0.005961)
29. feature SO201 (0.005237)
30. feature CS284 (0.004966)
31. feature LA209 (0.003821)
32. feature AT326 (0.003754)
33. feature HO201 (0.003710)
34. feature CS213 (0.002822)
35. feature CJ316 (0.002638)
36. feature CS222 (0.002508)
37. feature SW213 (0.002269)
38. feature CS223 (0.001835)
39. feature MA216 (0.001606)
40. feature CS261 (0.001534)
41. feature CJ317 (0.001430)
42. feature CS302 (0.001412)
43. feature CS115 (0.001310)
44. feature MA332 (0.001196)
45. feature CS251 (0.000816)
46. feature CS281 (0.000666)
47. feature CS401 (0.000645)
48. feature CS296 (0.000628)
49. feature CS326 (0.000587)
50. feature SW475 (0.000545)
51. feature CS301 (0.000516)
52. feature SW365 (0.000509)
53. feature CS311 (0.000491)
54. feature CS231 (0.000408)
55. feature EL295 (0.000394)
56. feature CS314 (0.000386)
57. feature EL395 (0.000368)
58. feature CS295 (0.000270)
59. feature SW478 (0.000000)
60. feature CS459 (0.000000)
61. feature CS289 (0.000000)
62. feature TA395 (0.000000)
63. feature CS288 (0.000000)
64. feature CS286 (0.000000)
65. feature CS285 (0.000000)
66. feature CS456 (0.000000)
67. feature CS457 (0.000000)
68. feature CS486 (0.000000)
69. feature CS467 (0.000000)
70. feature BA291 (0.000000)
71. feature CS487 (0.000000)
72. feature CS297 (0.000000)
73. feature CS488 (0.000000)
74. feature CS489 (0.000000)
75. feature CS211 (0.000000)
76. feature ES356 (0.000000)
77. feature HR201 (0.000000)
78. feature NS132 (0.000000)
79. feature CJ321 (0.000000)
80. feature CS215 (0.000000)
81. feature CS446 (0.000000)
82. feature CS300 (0.000000)
83. feature CS388 (0.000000)
84. feature CS427 (0.000000)
85. feature CS426 (0.000000)
86. feature CS409 (0.000000)
87. feature CS408 (0.000000)
88. feature CS407 (0.000000)
89. feature CS402 (0.000000)
90. feature TU122 (0.000000)
91. feature CS399 (0.000000)
92. feature CS398 (0.000000)
93. feature CS397 (0.000000)
94. feature CS396 (0.000000)
95. feature CS395 (0.000000)
96. feature CS387 (0.000000)
97. feature CS429 (0.000000)
98. feature CS386 (0.000000)
99. feature CS385 (0.000000)
100. feature CS377 (0.000000)
101. feature CS374 (0.000000)
102. feature CS367 (0.000000)
103. feature CS366 (0.000000)
104. feature CS365 (0.000000)
105. feature CS356 (0.000000)
106. feature CS348 (0.000000)
107. feature CS342 (0.000000)
108. feature CS341 (0.000000)
109. feature CS449 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL171', u'SC135', u'CS102', u'TH161', u'CS101', u'MA211', u'SC185',
u'EL172', u'CS105', u'CS111'],
dtype='object')
-----------------------------------
TU120
[ 0.51515152 0.44615385 0.49612403 0.45736434 0.53125 ]
Random Forest Cross Validation of TU120: 0.48920874668
Feature ranking:
1. feature CS102 (0.150235)
2. feature EL171 (0.123542)
3. feature TH161 (0.117738)
4. feature CS101 (0.113420)
5. feature MA211 (0.113164)
6. feature CS105 (0.070400)
7. feature SC185 (0.067439)
8. feature SC135 (0.062862)
9. feature EL070 (0.048079)
10. feature TU100 (0.033280)
11. feature EL172 (0.032690)
12. feature TU110 (0.016903)
13. feature SW213 (0.015445)
14. feature SC123 (0.010162)
15. feature MA216 (0.004440)
16. feature CS214 (0.003021)
17. feature SW475 (0.002344)
18. feature SC173 (0.002292)
19. feature TU130 (0.002051)
20. feature TU120 (0.001550)
21. feature CS111 (0.001431)
22. feature CS223 (0.001247)
23. feature AT326 (0.001235)
24. feature MA332 (0.000855)
25. feature PY228 (0.000790)
26. feature CJ315 (0.000717)
27. feature CS213 (0.000498)
28. feature CS261 (0.000420)
29. feature CS314 (0.000390)
30. feature CS222 (0.000367)
31. feature CS281 (0.000344)
32. feature ES356 (0.000269)
33. feature HO201 (0.000269)
34. feature CS284 (0.000091)
35. feature EL395 (0.000018)
36. feature CS377 (0.000000)
37. feature CS326 (0.000000)
38. feature CS301 (0.000000)
39. feature CS302 (0.000000)
40. feature CS311 (0.000000)
41. feature BA291 (0.000000)
42. feature CS341 (0.000000)
43. feature CS297 (0.000000)
44. feature CS342 (0.000000)
45. feature CS348 (0.000000)
46. feature CS356 (0.000000)
47. feature CS365 (0.000000)
48. feature CS366 (0.000000)
49. feature CS367 (0.000000)
50. feature CS300 (0.000000)
51. feature CS295 (0.000000)
52. feature CS296 (0.000000)
53. feature CS289 (0.000000)
54. feature CS288 (0.000000)
55. feature CS286 (0.000000)
56. feature CS285 (0.000000)
57. feature CJ316 (0.000000)
58. feature CJ317 (0.000000)
59. feature CS251 (0.000000)
60. feature CS231 (0.000000)
61. feature CJ321 (0.000000)
62. feature CS115 (0.000000)
63. feature CS211 (0.000000)
64. feature CS215 (0.000000)
65. feature CS374 (0.000000)
66. feature CS401 (0.000000)
67. feature CS385 (0.000000)
68. feature CS386 (0.000000)
69. feature CS487 (0.000000)
70. feature CS488 (0.000000)
71. feature CS489 (0.000000)
72. feature EL295 (0.000000)
73. feature HR201 (0.000000)
74. feature LA209 (0.000000)
75. feature MA212 (0.000000)
76. feature MW313 (0.000000)
77. feature MW314 (0.000000)
78. feature NS132 (0.000000)
79. feature SO201 (0.000000)
80. feature ST216 (0.000000)
81. feature SW111 (0.000000)
82. feature SW212 (0.000000)
83. feature SW221 (0.000000)
84. feature SW335 (0.000000)
85. feature SW365 (0.000000)
86. feature SW478 (0.000000)
87. feature TA395 (0.000000)
88. feature CS486 (0.000000)
89. feature CS467 (0.000000)
90. feature CS459 (0.000000)
91. feature CS402 (0.000000)
92. feature CS387 (0.000000)
93. feature CS388 (0.000000)
94. feature CS395 (0.000000)
95. feature CS396 (0.000000)
96. feature CS397 (0.000000)
97. feature CS398 (0.000000)
98. feature CS399 (0.000000)
99. feature TU122 (0.000000)
100. feature CS407 (0.000000)
101. feature CS457 (0.000000)
102. feature CS408 (0.000000)
103. feature CS409 (0.000000)
104. feature CS426 (0.000000)
105. feature CS427 (0.000000)
106. feature CS429 (0.000000)
107. feature CS446 (0.000000)
108. feature CS449 (0.000000)
109. feature CS456 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS102', u'EL171', u'TH161', u'CS101', u'MA211', u'CS105', u'SC185',
u'SC135', u'EL070', u'TU100'],
dtype='object')
-----------------------------------
TU122
[ 0.38709677 0.4 0.42857143 0.42307692 0.5 ]
Random Forest Cross Validation of TU122: 0.427749025168
Feature ranking:
1. feature EL171 (0.078514)
2. feature SC135 (0.075850)
3. feature TU110 (0.074488)
4. feature TU120 (0.053012)
5. feature TH161 (0.051642)
6. feature CS102 (0.046899)
7. feature SC185 (0.043134)
8. feature PY228 (0.033107)
9. feature CS101 (0.032165)
10. feature CS261 (0.029848)
11. feature TU130 (0.028622)
12. feature CS214 (0.028268)
13. feature CS251 (0.028116)
14. feature CS111 (0.023828)
15. feature MA212 (0.023810)
16. feature EL172 (0.023642)
17. feature EL070 (0.020946)
18. feature CS223 (0.019332)
19. feature MA211 (0.019245)
20. feature TU122 (0.018777)
21. feature EL295 (0.018174)
22. feature CS284 (0.017947)
23. feature AT326 (0.017507)
24. feature EL395 (0.015004)
25. feature ST216 (0.014891)
26. feature ES356 (0.014402)
27. feature MA332 (0.013116)
28. feature CS105 (0.012613)
29. feature LA209 (0.011689)
30. feature CS281 (0.010927)
31. feature SC173 (0.009056)
32. feature CS213 (0.007748)
33. feature TA395 (0.007609)
34. feature CS311 (0.007237)
35. feature CS342 (0.006799)
36. feature SW111 (0.006403)
37. feature SC123 (0.004946)
38. feature CS222 (0.004766)
39. feature CS288 (0.004527)
40. feature CS295 (0.004295)
41. feature CS326 (0.004062)
42. feature CS402 (0.003723)
43. feature SW365 (0.003692)
44. feature CS296 (0.003403)
45. feature CS356 (0.003167)
46. feature CS314 (0.002930)
47. feature CS385 (0.002889)
48. feature AT316 (0.002436)
49. feature CS374 (0.002339)
50. feature CS302 (0.002266)
51. feature CS301 (0.001895)
52. feature CS395 (0.001770)
53. feature CS365 (0.001264)
54. feature NS132 (0.001263)
55. feature MW314 (0.000000)
56. feature SO201 (0.000000)
57. feature CS231 (0.000000)
58. feature CS429 (0.000000)
59. feature MW313 (0.000000)
60. feature CS215 (0.000000)
61. feature HR201 (0.000000)
62. feature CS285 (0.000000)
63. feature CS286 (0.000000)
64. feature HO201 (0.000000)
65. feature MA216 (0.000000)
66. feature SW212 (0.000000)
67. feature CS489 (0.000000)
68. feature SW213 (0.000000)
69. feature CS211 (0.000000)
70. feature CS115 (0.000000)
71. feature SW221 (0.000000)
72. feature SW335 (0.000000)
73. feature SW475 (0.000000)
74. feature SW478 (0.000000)
75. feature CJ321 (0.000000)
76. feature CJ317 (0.000000)
77. feature CJ316 (0.000000)
78. feature CJ315 (0.000000)
79. feature BA291 (0.000000)
80. feature TU100 (0.000000)
81. feature CS289 (0.000000)
82. feature CS300 (0.000000)
83. feature CS488 (0.000000)
84. feature CS297 (0.000000)
85. feature CS426 (0.000000)
86. feature CS409 (0.000000)
87. feature CS408 (0.000000)
88. feature CS407 (0.000000)
89. feature CS446 (0.000000)
90. feature CS449 (0.000000)
91. feature CS399 (0.000000)
92. feature CS398 (0.000000)
93. feature CS397 (0.000000)
94. feature CS396 (0.000000)
95. feature CS388 (0.000000)
96. feature CS387 (0.000000)
97. feature CS386 (0.000000)
98. feature CS456 (0.000000)
99. feature CS377 (0.000000)
100. feature CS367 (0.000000)
101. feature CS366 (0.000000)
102. feature CS457 (0.000000)
103. feature CS348 (0.000000)
104. feature CS459 (0.000000)
105. feature CS341 (0.000000)
106. feature CS467 (0.000000)
107. feature CS486 (0.000000)
108. feature CS487 (0.000000)
109. feature CS427 (0.000000)
110. feature CS401 (0.000000)
Index([u'EL171', u'SC135', u'TU110', u'TU120', u'TH161', u'CS102', u'SC185',
u'PY228', u'CS101', u'CS261'],
dtype='object')
-----------------------------------
TU130
[ 0.6173913 0.68695652 0.59649123 0.57522124 0.7 ]
Random Forest Cross Validation of TU130: 0.635212058619
Feature ranking:
1. feature SC135 (0.061181)
2. feature CS101 (0.060520)
3. feature CS102 (0.052307)
4. feature TH161 (0.044054)
5. feature PY228 (0.043443)
6. feature TU120 (0.042502)
7. feature CS261 (0.042134)
8. feature EL171 (0.042106)
9. feature CS284 (0.041846)
10. feature MA211 (0.041124)
11. feature TU110 (0.036199)
12. feature CS214 (0.034210)
13. feature MW314 (0.032322)
14. feature SC185 (0.029907)
15. feature EL172 (0.029216)
16. feature EL295 (0.028025)
17. feature MA212 (0.027369)
18. feature CS105 (0.026514)
19. feature CS223 (0.023305)
20. feature CS213 (0.021131)
21. feature CS111 (0.019574)
22. feature SW111 (0.019561)
23. feature EL070 (0.019124)
24. feature AT326 (0.016376)
25. feature SW335 (0.016158)
26. feature CS222 (0.015981)
27. feature HO201 (0.013653)
28. feature TU122 (0.012475)
29. feature LA209 (0.010577)
30. feature TU100 (0.010448)
31. feature SC173 (0.010387)
32. feature SC123 (0.009536)
33. feature SO201 (0.007211)
34. feature CJ316 (0.006297)
35. feature SW212 (0.005792)
36. feature SW213 (0.005401)
37. feature MW313 (0.005353)
38. feature AT316 (0.005214)
39. feature SW221 (0.004378)
40. feature TU130 (0.004356)
41. feature SW365 (0.004242)
42. feature SW475 (0.003201)
43. feature ES356 (0.003196)
44. feature MA332 (0.002719)
45. feature ST216 (0.002676)
46. feature CJ315 (0.002468)
47. feature CJ317 (0.001797)
48. feature TA395 (0.001056)
49. feature CS281 (0.000947)
50. feature CS115 (0.000433)
51. feature CS487 (0.000000)
52. feature CS289 (0.000000)
53. feature CS285 (0.000000)
54. feature CS286 (0.000000)
55. feature CS288 (0.000000)
56. feature CS297 (0.000000)
57. feature CS295 (0.000000)
58. feature CS296 (0.000000)
59. feature CS300 (0.000000)
60. feature CS301 (0.000000)
61. feature CS302 (0.000000)
62. feature CS489 (0.000000)
63. feature HR201 (0.000000)
64. feature EL395 (0.000000)
65. feature CS251 (0.000000)
66. feature CS231 (0.000000)
67. feature CS486 (0.000000)
68. feature CS215 (0.000000)
69. feature MA216 (0.000000)
70. feature CS211 (0.000000)
71. feature NS132 (0.000000)
72. feature CJ321 (0.000000)
73. feature SW478 (0.000000)
74. feature BA291 (0.000000)
75. feature CS311 (0.000000)
76. feature CS314 (0.000000)
77. feature CS326 (0.000000)
78. feature CS427 (0.000000)
79. feature CS488 (0.000000)
80. feature CS402 (0.000000)
81. feature CS407 (0.000000)
82. feature CS408 (0.000000)
83. feature CS409 (0.000000)
84. feature CS426 (0.000000)
85. feature CS429 (0.000000)
86. feature CS341 (0.000000)
87. feature CS446 (0.000000)
88. feature CS449 (0.000000)
89. feature CS456 (0.000000)
90. feature CS457 (0.000000)
91. feature CS459 (0.000000)
92. feature CS467 (0.000000)
93. feature CS399 (0.000000)
94. feature CS398 (0.000000)
95. feature CS397 (0.000000)
96. feature CS396 (0.000000)
97. feature CS395 (0.000000)
98. feature CS388 (0.000000)
99. feature CS387 (0.000000)
100. feature CS386 (0.000000)
101. feature CS385 (0.000000)
102. feature CS377 (0.000000)
103. feature CS374 (0.000000)
104. feature CS367 (0.000000)
105. feature CS366 (0.000000)
106. feature CS365 (0.000000)
107. feature CS356 (0.000000)
108. feature CS348 (0.000000)
109. feature CS342 (0.000000)
110. feature CS401 (0.000000)
Index([u'SC135', u'CS101', u'CS102', u'TH161', u'PY228', u'TU120', u'CS261',
u'EL171', u'CS284', u'MA211'],
dtype='object')
-----------------------------------
TU154
[ 0.34375 0.35078534 0.32105263 0.34759358 0.33870968]
Random Forest Cross Validation of TU154: 0.34037824644
Feature ranking:
1. feature MA211 (0.079130)
2. feature CS111 (0.061858)
3. feature CS101 (0.054567)
4. feature SC135 (0.045060)
5. feature SW221 (0.044712)
6. feature CS251 (0.044139)
7. feature TU120 (0.039573)
8. feature CS213 (0.031921)
9. feature CS314 (0.029723)
10. feature MA212 (0.027537)
11. feature EL172 (0.027436)
12. feature CS222 (0.024973)
13. feature EL070 (0.022618)
14. feature SW475 (0.022273)
15. feature PY228 (0.020405)
16. feature CJ316 (0.019507)
17. feature CS429 (0.019448)
18. feature SC185 (0.019432)
19. feature MW314 (0.019097)
20. feature TU110 (0.018159)
21. feature CS326 (0.017880)
22. feature EL171 (0.017089)
23. feature CS223 (0.016731)
24. feature HO201 (0.014732)
25. feature CS284 (0.014330)
26. feature TU130 (0.014296)
27. feature EL395 (0.013463)
28. feature SO201 (0.012759)
29. feature CS401 (0.012523)
30. feature TU122 (0.012519)
31. feature TA395 (0.012369)
32. feature TU100 (0.012181)
33. feature CS102 (0.011749)
34. feature MA332 (0.011299)
35. feature CS487 (0.010850)
36. feature CS281 (0.010651)
37. feature CS365 (0.010628)
38. feature CS377 (0.009723)
39. feature ST216 (0.009145)
40. feature CS341 (0.008654)
41. feature AT326 (0.008624)
42. feature CJ317 (0.008022)
43. feature CS409 (0.007713)
44. feature CS395 (0.007687)
45. feature SW365 (0.007350)
46. feature CS296 (0.006942)
47. feature CS367 (0.006457)
48. feature CS288 (0.006170)
49. feature CS301 (0.006067)
50. feature TH161 (0.004457)
51. feature SW111 (0.003606)
52. feature ES356 (0.001766)
53. feature SW335 (0.000000)
54. feature CS295 (0.000000)
55. feature CS311 (0.000000)
56. feature CS302 (0.000000)
57. feature CS105 (0.000000)
58. feature CS300 (0.000000)
59. feature CS115 (0.000000)
60. feature CS297 (0.000000)
61. feature CS211 (0.000000)
62. feature SW478 (0.000000)
63. feature CS289 (0.000000)
64. feature CJ315 (0.000000)
65. feature CS214 (0.000000)
66. feature CS215 (0.000000)
67. feature CS286 (0.000000)
68. feature CS285 (0.000000)
69. feature CJ321 (0.000000)
70. feature BA291 (0.000000)
71. feature CS261 (0.000000)
72. feature SW213 (0.000000)
73. feature CS231 (0.000000)
74. feature SW212 (0.000000)
75. feature LA209 (0.000000)
76. feature CS342 (0.000000)
77. feature CS486 (0.000000)
78. feature CS446 (0.000000)
79. feature CS449 (0.000000)
80. feature CS456 (0.000000)
81. feature CS457 (0.000000)
82. feature CS459 (0.000000)
83. feature CS467 (0.000000)
84. feature CS488 (0.000000)
85. feature CS427 (0.000000)
86. feature CS489 (0.000000)
87. feature SC123 (0.000000)
88. feature NS132 (0.000000)
89. feature MW313 (0.000000)
90. feature EL295 (0.000000)
91. feature MA216 (0.000000)
92. feature SC173 (0.000000)
93. feature CS426 (0.000000)
94. feature CS348 (0.000000)
95. feature CS387 (0.000000)
96. feature CS356 (0.000000)
97. feature HR201 (0.000000)
98. feature CS366 (0.000000)
99. feature CS374 (0.000000)
100. feature CS385 (0.000000)
101. feature CS386 (0.000000)
102. feature CS388 (0.000000)
103. feature CS408 (0.000000)
104. feature CS396 (0.000000)
105. feature CS397 (0.000000)
106. feature CS398 (0.000000)
107. feature CS399 (0.000000)
108. feature CS402 (0.000000)
109. feature CS407 (0.000000)
110. feature AT316 (0.000000)
Index([u'MA211', u'CS111', u'CS101', u'SC135', u'SW221', u'CS251', u'TU120',
u'CS213', u'CS314', u'MA212'],
dtype='object')
-----------------------------------
---------------------------------------------------------------------------
IOError Traceback (most recent call last)
<ipython-input-1-5750f4e61fb1> in <module>()
111 pd.DataFrame(allSubject_df).to_excel(writer,"all_feature")
112 pd.DataFrame(top10_df).to_excel(writer,"top10_feature")
--> 113 writer.save()
C:\Anaconda\lib\site-packages\pandas\io\excel.pyc in save(self)
1296 Save workbook to disk.
1297 """
-> 1298 return self.book.close()
1299
1300 def write_cells(self, cells, sheet_name=None, startrow=0, startcol=0):
C:\Anaconda\lib\site-packages\xlsxwriter\workbook.pyc in close(self)
293 if not self.fileclosed:
294 self.fileclosed = 1
--> 295 self._store_workbook()
296
297 def set_properties(self, properties):
C:\Anaconda\lib\site-packages\xlsxwriter\workbook.pyc in _store_workbook(self)
522
523 xlsx_file = ZipFile(self.filename, "w", compression=ZIP_DEFLATED,
--> 524 allowZip64=self.allow_zip64)
525
526 # Add XML sub-files to the Zip file with their Excel filename.
C:\Anaconda\lib\zipfile.pyc in __init__(self, file, mode, compression, allowZip64)
754 modeDict = {'r' : 'rb', 'w': 'wb', 'a' : 'r+b'}
755 try:
--> 756 self.fp = open(file, modeDict[mode])
757 except IOError:
758 if mode == 'a':
IOError: [Errno 13] Permission denied: 'feature_eachSub_dropNaResult.xlsx'
In [23]:
more20
Out[23]:
MA211 1068
CS102 966
CS101 948
TU154 946
TH161 899
CS111 834
CS213 765
EL171 760
SC135 740
PY228 705
EL172 697
SC185 686
TU110 666
CS223 664
TU120 648
ST216 623
CS284 616
EL295 588
TU130 567
MA212 539
MA332 509
CS314 509
CS222 490
CS214 488
CS261 481
CS251 471
CS281 470
CS341 443
EL395 442
CS301 421
...
CS286 53
CS297 53
CS429 51
CS446 50
SW335 50
CS356 49
HR201 49
CS459 48
NS132 44
SO201 44
TA395 42
CJ321 41
CS397 41
CS398 40
CS348 38
CJ317 37
CJ316 36
MW313 36
MA216 35
CS407 35
CS115 34
CS457 32
CS388 31
CS449 30
CS426 30
CS408 27
CJ315 26
CS399 24
CS285 24
CS231 1
dtype: int64
In [ ]:
Content source: wasit7/book_pae
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