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
[ 0.73333333 0.6 0.64285714 0.59259259 0.59259259]
Random Forest Cross Validation of AT316: 0.632275132275
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 TU154 (0.111660)
2. feature SC135 (0.067387)
3. feature EL295 (0.052343)
4. feature CS222 (0.049660)
5. feature CS261 (0.035761)
6. feature CS101 (0.034435)
7. feature CS102 (0.033783)
8. feature TU120 (0.032426)
9. feature AT326 (0.031813)
10. feature CS284 (0.031687)
11. feature LA209 (0.030777)
12. feature MA212 (0.029495)
13. feature EL172 (0.028761)
14. feature SC185 (0.028664)
15. feature EL171 (0.028569)
16. feature EL070 (0.027767)
17. feature TA395 (0.027374)
18. feature TU110 (0.025398)
19. feature TU100 (0.022256)
20. feature HO201 (0.021782)
21. feature TU122 (0.020825)
22. feature CS223 (0.019631)
23. feature PY228 (0.019183)
24. feature SW365 (0.018723)
25. feature CS111 (0.017996)
26. feature TH161 (0.017452)
27. feature CS488 (0.016232)
28. feature SW111 (0.015748)
29. feature MA211 (0.013229)
30. feature CS214 (0.012618)
31. feature TU130 (0.011938)
32. feature SC123 (0.010268)
33. feature CS487 (0.008689)
34. feature CS213 (0.006906)
35. feature CS288 (0.006785)
36. feature CS395 (0.005448)
37. feature SC173 (0.004917)
38. feature EL395 (0.004602)
39. feature MA332 (0.004425)
40. feature CS341 (0.002681)
41. feature CS377 (0.002622)
42. feature ES356 (0.001978)
43. feature CS302 (0.001875)
44. feature CS367 (0.001862)
45. feature CS314 (0.001568)
46. feature CS311 (0.000000)
47. feature CS342 (0.000000)
48. feature CS326 (0.000000)
49. feature CS348 (0.000000)
50. feature CS301 (0.000000)
51. feature CS300 (0.000000)
52. feature CS297 (0.000000)
53. feature CS296 (0.000000)
54. feature CJ317 (0.000000)
55. feature CS295 (0.000000)
56. feature CS289 (0.000000)
57. feature CS286 (0.000000)
58. feature CS285 (0.000000)
59. feature CS281 (0.000000)
60. feature CS251 (0.000000)
61. feature CS215 (0.000000)
62. feature CJ321 (0.000000)
63. feature CS365 (0.000000)
64. feature BA291 (0.000000)
65. feature CS211 (0.000000)
66. feature CS115 (0.000000)
67. feature CS105 (0.000000)
68. feature CJ315 (0.000000)
69. feature CJ316 (0.000000)
70. feature CS356 (0.000000)
71. feature CS402 (0.000000)
72. feature CS366 (0.000000)
73. feature NS132 (0.000000)
74. feature CS467 (0.000000)
75. feature CS486 (0.000000)
76. feature CS489 (0.000000)
77. feature HR201 (0.000000)
78. feature MA216 (0.000000)
79. feature MW313 (0.000000)
80. feature MW314 (0.000000)
81. feature SO201 (0.000000)
82. feature CS457 (0.000000)
83. feature ST216 (0.000000)
84. feature SW212 (0.000000)
85. feature SW213 (0.000000)
86. feature SW221 (0.000000)
87. feature SW335 (0.000000)
88. feature SW475 (0.000000)
89. feature SW478 (0.000000)
90. feature CS459 (0.000000)
91. feature CS456 (0.000000)
92. feature CS374 (0.000000)
93. feature CS399 (0.000000)
94. feature CS385 (0.000000)
95. feature CS386 (0.000000)
96. feature CS387 (0.000000)
97. feature CS388 (0.000000)
98. feature CS396 (0.000000)
99. feature CS397 (0.000000)
100. feature CS398 (0.000000)
101. feature CS401 (0.000000)
102. feature CS449 (0.000000)
103. feature CS407 (0.000000)
104. feature CS408 (0.000000)
105. feature CS409 (0.000000)
106. feature CS426 (0.000000)
107. feature CS427 (0.000000)
108. feature CS429 (0.000000)
109. feature CS446 (0.000000)
110. feature AT316 (0.000000)
Index([u'TU154', u'SC135', u'EL295', u'CS222', u'CS261', u'CS101', u'CS102',
u'TU120', u'AT326', u'CS284'],
dtype='object')
-----------------------------------
AT326
[ 0.60869565 0.64444444 0.61363636 0.62790698 0.65116279]
Random Forest Cross Validation of AT326: 0.629169245539
Feature ranking:
1. feature PY228 (0.074837)
2. feature EL171 (0.068959)
3. feature EL172 (0.067909)
4. feature CS102 (0.064348)
5. feature TU154 (0.063956)
6. feature CS111 (0.055773)
7. feature TU120 (0.055768)
8. feature MA211 (0.053411)
9. feature SC135 (0.053205)
10. feature MA212 (0.045766)
11. feature TU100 (0.039789)
12. feature TU110 (0.038057)
13. feature CS101 (0.036237)
14. feature EL070 (0.027502)
15. feature LA209 (0.025028)
16. feature SW111 (0.023016)
17. feature CS105 (0.022585)
18. feature EL295 (0.017200)
19. feature TH161 (0.016005)
20. feature TU130 (0.014502)
21. feature TU122 (0.013849)
22. feature AT316 (0.013024)
23. feature CS214 (0.011520)
24. feature CS213 (0.011389)
25. feature SC185 (0.009188)
26. feature CS222 (0.009045)
27. feature TA395 (0.008530)
28. feature SC173 (0.006762)
29. feature HO201 (0.006419)
30. feature AT326 (0.006345)
31. feature SC123 (0.005701)
32. feature CS223 (0.005402)
33. feature CS295 (0.004844)
34. feature ST216 (0.004500)
35. feature CS296 (0.004422)
36. feature CS281 (0.003131)
37. feature NS132 (0.002736)
38. feature MA332 (0.002388)
39. feature CS251 (0.001733)
40. feature SW335 (0.001719)
41. feature ES356 (0.001686)
42. feature SO201 (0.001246)
43. feature CS284 (0.000568)
44. feature CS311 (0.000000)
45. feature CS302 (0.000000)
46. feature CS288 (0.000000)
47. feature CS314 (0.000000)
48. feature CS300 (0.000000)
49. feature CS297 (0.000000)
50. feature CS326 (0.000000)
51. feature CS341 (0.000000)
52. feature CS342 (0.000000)
53. feature CS289 (0.000000)
54. feature CS301 (0.000000)
55. feature CJ316 (0.000000)
56. feature CS286 (0.000000)
57. feature CS285 (0.000000)
58. feature CS261 (0.000000)
59. feature CS356 (0.000000)
60. feature CS215 (0.000000)
61. feature BA291 (0.000000)
62. feature CS211 (0.000000)
63. feature CS115 (0.000000)
64. feature SW365 (0.000000)
65. feature SW475 (0.000000)
66. feature SW478 (0.000000)
67. feature CJ315 (0.000000)
68. feature CJ321 (0.000000)
69. feature CJ317 (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 SW221 (0.000000)
82. feature CS446 (0.000000)
83. feature SW213 (0.000000)
84. feature SW212 (0.000000)
85. feature EL395 (0.000000)
86. feature HR201 (0.000000)
87. feature MA216 (0.000000)
88. feature MW313 (0.000000)
89. feature MW314 (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 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 CS397 (0.000000)
102. feature CS427 (0.000000)
103. feature CS398 (0.000000)
104. feature CS399 (0.000000)
105. feature CS401 (0.000000)
106. feature CS407 (0.000000)
107. feature CS408 (0.000000)
108. feature CS409 (0.000000)
109. feature CS426 (0.000000)
110. feature CS402 (0.000000)
Index([u'PY228', u'EL171', u'EL172', u'CS102', u'TU154', u'CS111', u'TU120',
u'MA211', u'SC135', u'MA212'],
dtype='object')
-----------------------------------
BA291
[ 0.14285714 0.5 0.45454545 0.27272727 0.3 ]
Random Forest Cross Validation of BA291: 0.334025974026
Feature ranking:
1. feature CS281 (0.089280)
2. feature MA211 (0.063546)
3. feature SC135 (0.058581)
4. feature CS289 (0.054424)
5. feature TU120 (0.052902)
6. feature CS284 (0.051080)
7. feature SC185 (0.048550)
8. feature CS214 (0.040161)
9. feature CS251 (0.038891)
10. feature LA209 (0.033841)
11. feature EL070 (0.032526)
12. feature MA332 (0.030971)
13. feature AT316 (0.030381)
14. feature CS261 (0.025876)
15. feature ST216 (0.023083)
16. feature CS101 (0.022228)
17. feature TU154 (0.021909)
18. feature EL395 (0.019400)
19. feature CS374 (0.017522)
20. feature EL171 (0.016221)
21. feature CS342 (0.015999)
22. feature CS222 (0.015914)
23. feature CS395 (0.015300)
24. feature AT326 (0.015062)
25. feature CS385 (0.014897)
26. feature TH161 (0.014493)
27. feature CS223 (0.012599)
28. feature MA212 (0.011482)
29. feature TU110 (0.011430)
30. feature TA395 (0.010250)
31. feature TU100 (0.009429)
32. feature EL295 (0.009120)
33. feature SW221 (0.008901)
34. feature EL172 (0.007730)
35. feature CS399 (0.007652)
36. feature CS213 (0.007072)
37. feature CS102 (0.007050)
38. feature CS285 (0.006035)
39. feature CS311 (0.005664)
40. feature ES356 (0.004663)
41. feature NS132 (0.004529)
42. feature SC173 (0.003638)
43. feature CS111 (0.003525)
44. feature CS288 (0.003502)
45. feature PY228 (0.002693)
46. feature CS300 (0.000000)
47. feature SO201 (0.000000)
48. feature CS301 (0.000000)
49. feature CS302 (0.000000)
50. feature CS296 (0.000000)
51. feature CS314 (0.000000)
52. feature CS326 (0.000000)
53. feature CS341 (0.000000)
54. feature CS297 (0.000000)
55. feature CS215 (0.000000)
56. feature CS295 (0.000000)
57. feature SW475 (0.000000)
58. feature CS286 (0.000000)
59. feature SW478 (0.000000)
60. feature CS356 (0.000000)
61. feature CS211 (0.000000)
62. feature CS115 (0.000000)
63. feature CS105 (0.000000)
64. feature TU122 (0.000000)
65. feature CJ321 (0.000000)
66. feature CJ317 (0.000000)
67. feature CJ316 (0.000000)
68. feature CJ315 (0.000000)
69. feature BA291 (0.000000)
70. feature CS348 (0.000000)
71. feature CS387 (0.000000)
72. feature CS365 (0.000000)
73. feature HO201 (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 SW365 (0.000000)
81. feature HR201 (0.000000)
82. feature CS456 (0.000000)
83. feature SW335 (0.000000)
84. feature MA216 (0.000000)
85. feature SW213 (0.000000)
86. feature MW313 (0.000000)
87. feature MW314 (0.000000)
88. feature SC123 (0.000000)
89. feature SW212 (0.000000)
90. feature CS457 (0.000000)
91. feature CS449 (0.000000)
92. feature CS366 (0.000000)
93. feature CS398 (0.000000)
94. feature CS367 (0.000000)
95. feature CS377 (0.000000)
96. feature CS386 (0.000000)
97. feature SW111 (0.000000)
98. feature CS388 (0.000000)
99. feature CS396 (0.000000)
100. feature CS397 (0.000000)
101. feature CS401 (0.000000)
102. feature CS446 (0.000000)
103. feature TU130 (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 CS402 (0.000000)
Index([u'CS281', u'MA211', u'SC135', u'CS289', u'TU120', u'CS284', u'SC185',
u'CS214', u'CS251', u'LA209'],
dtype='object')
-----------------------------------
CJ315
[ 0.57142857 0.6 0.8 0.8 0.75 ]
Random Forest Cross Validation of CJ315: 0.704285714286
Feature ranking:
1. feature CS111 (0.153581)
2. feature CS295 (0.133061)
3. feature SC123 (0.091708)
4. feature EL171 (0.075411)
5. feature TU154 (0.072950)
6. feature MW314 (0.068692)
7. feature MA211 (0.056174)
8. feature TH161 (0.053355)
9. feature SW213 (0.047681)
10. feature EL070 (0.046753)
11. feature SC135 (0.043577)
12. feature CS342 (0.037089)
13. feature TU110 (0.036799)
14. feature ST216 (0.030435)
15. feature CS296 (0.018809)
16. feature CS223 (0.015461)
17. feature HO201 (0.011628)
18. feature TU130 (0.006837)
19. feature CS365 (0.000000)
20. feature CS377 (0.000000)
21. feature CS297 (0.000000)
22. feature CS300 (0.000000)
23. feature CS301 (0.000000)
24. feature CS302 (0.000000)
25. feature CS311 (0.000000)
26. feature CS374 (0.000000)
27. feature CS366 (0.000000)
28. feature CS314 (0.000000)
29. feature CS326 (0.000000)
30. feature CS387 (0.000000)
31. feature CS367 (0.000000)
32. feature CS341 (0.000000)
33. feature CS386 (0.000000)
34. feature CS348 (0.000000)
35. feature CS356 (0.000000)
36. feature CS385 (0.000000)
37. feature CS284 (0.000000)
38. feature CS289 (0.000000)
39. feature CS288 (0.000000)
40. feature AT326 (0.000000)
41. feature BA291 (0.000000)
42. feature CJ315 (0.000000)
43. feature CJ316 (0.000000)
44. feature CJ317 (0.000000)
45. feature CJ321 (0.000000)
46. feature CS101 (0.000000)
47. feature CS102 (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 CS251 (0.000000)
56. feature CS261 (0.000000)
57. feature CS281 (0.000000)
58. feature CS395 (0.000000)
59. feature CS285 (0.000000)
60. feature CS286 (0.000000)
61. feature CS388 (0.000000)
62. feature CS402 (0.000000)
63. feature CS396 (0.000000)
64. feature CS397 (0.000000)
65. feature LA209 (0.000000)
66. feature MA212 (0.000000)
67. feature MA216 (0.000000)
68. feature MA332 (0.000000)
69. feature MW313 (0.000000)
70. feature NS132 (0.000000)
71. feature PY228 (0.000000)
72. feature SC173 (0.000000)
73. feature SC185 (0.000000)
74. feature SO201 (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 TU120 (0.000000)
85. feature TU122 (0.000000)
86. feature HR201 (0.000000)
87. feature ES356 (0.000000)
88. feature EL395 (0.000000)
89. feature CS446 (0.000000)
90. feature CS398 (0.000000)
91. feature CS399 (0.000000)
92. feature CS401 (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 CS449 (0.000000)
100. feature EL295 (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 EL172 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS111', u'CS295', u'SC123', u'EL171', u'TU154', u'MW314', u'MA211',
u'TH161', u'SW213', u'EL070'],
dtype='object')
-----------------------------------
CJ316
[ 0.44444444 0.625 0.625 0.5 0.4 ]
Random Forest Cross Validation of CJ316: 0.518888888889
Feature ranking:
1. feature SW365 (0.109017)
2. feature EL070 (0.080288)
3. feature ST216 (0.063369)
4. feature EL172 (0.051524)
5. feature SW478 (0.048467)
6. feature CS314 (0.048361)
7. feature CS213 (0.045556)
8. feature SC185 (0.042741)
9. feature CS214 (0.041099)
10. feature TH161 (0.039637)
11. feature MW313 (0.038318)
12. feature CS102 (0.034309)
13. feature ES356 (0.033613)
14. feature HO201 (0.032119)
15. feature SC135 (0.031212)
16. feature SW213 (0.026671)
17. feature TU130 (0.025131)
18. feature CS281 (0.022131)
19. feature TU120 (0.021155)
20. feature CJ317 (0.019113)
21. feature MA211 (0.017833)
22. feature EL395 (0.016449)
23. feature MW314 (0.015755)
24. feature CS301 (0.014026)
25. feature CS489 (0.010465)
26. feature CS467 (0.010443)
27. feature CS365 (0.009071)
28. feature MA212 (0.008438)
29. feature BA291 (0.007825)
30. feature CS326 (0.006973)
31. feature SO201 (0.006973)
32. feature CS223 (0.006877)
33. feature SW475 (0.005811)
34. feature CS222 (0.004700)
35. feature EL171 (0.003273)
36. feature PY228 (0.001259)
37. feature CS289 (0.000000)
38. feature CS356 (0.000000)
39. feature CS348 (0.000000)
40. feature CS302 (0.000000)
41. feature CS342 (0.000000)
42. feature CS341 (0.000000)
43. feature CS300 (0.000000)
44. feature CS311 (0.000000)
45. feature CS366 (0.000000)
46. feature CS297 (0.000000)
47. feature CS296 (0.000000)
48. feature CS295 (0.000000)
49. feature TU154 (0.000000)
50. feature CS288 (0.000000)
51. feature CS286 (0.000000)
52. feature AT326 (0.000000)
53. feature CJ315 (0.000000)
54. feature CJ316 (0.000000)
55. feature CJ321 (0.000000)
56. feature CS101 (0.000000)
57. feature CS105 (0.000000)
58. feature CS111 (0.000000)
59. feature CS115 (0.000000)
60. feature CS211 (0.000000)
61. feature CS215 (0.000000)
62. feature CS374 (0.000000)
63. feature CS251 (0.000000)
64. feature CS261 (0.000000)
65. feature CS284 (0.000000)
66. feature CS285 (0.000000)
67. feature CS367 (0.000000)
68. feature CS402 (0.000000)
69. feature CS377 (0.000000)
70. feature SC123 (0.000000)
71. feature CS487 (0.000000)
72. feature CS488 (0.000000)
73. feature EL295 (0.000000)
74. feature HR201 (0.000000)
75. feature LA209 (0.000000)
76. feature MA216 (0.000000)
77. feature MA332 (0.000000)
78. feature NS132 (0.000000)
79. feature SC173 (0.000000)
80. feature CS385 (0.000000)
81. feature SW111 (0.000000)
82. feature SW212 (0.000000)
83. feature SW221 (0.000000)
84. feature SW335 (0.000000)
85. feature TA395 (0.000000)
86. feature TU100 (0.000000)
87. feature TU110 (0.000000)
88. feature TU122 (0.000000)
89. feature CS486 (0.000000)
90. feature CS459 (0.000000)
91. feature CS457 (0.000000)
92. feature CS456 (0.000000)
93. feature CS386 (0.000000)
94. feature CS387 (0.000000)
95. feature CS388 (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 CS401 (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'SW365', u'EL070', u'ST216', u'EL172', u'SW478', u'CS314', u'CS213',
u'SC185', u'CS214', u'TH161'],
dtype='object')
-----------------------------------
CJ317
[ 0.7 0.71428571 0.71428571 0.85714286 0.83333333]
Random Forest Cross Validation of CJ317: 0.76380952381
Feature ranking:
1. feature TH161 (0.139200)
2. feature SW111 (0.120797)
3. feature MW313 (0.114555)
4. feature CS111 (0.110279)
5. feature SW221 (0.084455)
6. feature CS102 (0.062160)
7. feature EL171 (0.042794)
8. feature SW335 (0.038368)
9. feature CS486 (0.035562)
10. feature MA212 (0.028569)
11. feature CS213 (0.027114)
12. feature CS385 (0.025925)
13. feature SW212 (0.025267)
14. feature CS366 (0.021429)
15. feature CS314 (0.021419)
16. feature EL172 (0.021296)
17. feature CS214 (0.020769)
18. feature CS488 (0.018376)
19. feature SC123 (0.009487)
20. feature CS101 (0.008696)
21. feature CS251 (0.008315)
22. feature TU110 (0.005522)
23. feature SC185 (0.005271)
24. feature MA211 (0.004374)
25. feature CS300 (0.000000)
26. feature CS301 (0.000000)
27. feature CS297 (0.000000)
28. feature CS302 (0.000000)
29. feature CS311 (0.000000)
30. feature CS296 (0.000000)
31. feature TU154 (0.000000)
32. feature CS326 (0.000000)
33. feature CS341 (0.000000)
34. feature CS295 (0.000000)
35. feature CS348 (0.000000)
36. feature CS356 (0.000000)
37. feature CS365 (0.000000)
38. feature CS367 (0.000000)
39. feature CS374 (0.000000)
40. feature CS377 (0.000000)
41. feature CS342 (0.000000)
42. feature CS261 (0.000000)
43. feature CS289 (0.000000)
44. feature CS288 (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 CS105 (0.000000)
52. feature CS115 (0.000000)
53. feature CS211 (0.000000)
54. feature CS215 (0.000000)
55. feature CS222 (0.000000)
56. feature CS223 (0.000000)
57. feature CS387 (0.000000)
58. feature CS281 (0.000000)
59. feature CS284 (0.000000)
60. feature CS285 (0.000000)
61. feature CS286 (0.000000)
62. feature CS386 (0.000000)
63. feature CS402 (0.000000)
64. feature CS388 (0.000000)
65. feature SC173 (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 SC135 (0.000000)
75. feature SO201 (0.000000)
76. feature EL395 (0.000000)
77. feature ST216 (0.000000)
78. feature SW213 (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 TU120 (0.000000)
85. feature TU122 (0.000000)
86. feature ES356 (0.000000)
87. feature EL295 (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 CS401 (0.000000)
95. feature TU130 (0.000000)
96. feature CS407 (0.000000)
97. feature CS408 (0.000000)
98. feature CS409 (0.000000)
99. feature CS427 (0.000000)
100. feature EL070 (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 CS487 (0.000000)
109. feature CS489 (0.000000)
110. feature AT316 (0.000000)
Index([u'TH161', u'SW111', u'MW313', u'CS111', u'SW221', u'CS102', u'EL171',
u'SW335', u'CS486', u'MA212'],
dtype='object')
-----------------------------------
CJ321
[ 0.6 0.5 0.75 0.5 0.71428571]
Random Forest Cross Validation of CJ321: 0.612857142857
Feature ranking:
1. feature TU154 (0.131994)
2. feature EL172 (0.126769)
3. feature CS222 (0.086062)
4. feature ES356 (0.059750)
5. feature TU120 (0.054258)
6. feature CS261 (0.053052)
7. feature TU110 (0.052807)
8. feature PY228 (0.051527)
9. feature SW365 (0.046285)
10. feature CS213 (0.041226)
11. feature SW221 (0.039620)
12. feature CS111 (0.039083)
13. feature TU130 (0.029363)
14. feature ST216 (0.029103)
15. feature CS102 (0.023626)
16. feature EL395 (0.021440)
17. feature CS366 (0.021405)
18. feature TH161 (0.020777)
19. feature CS214 (0.016416)
20. feature CS395 (0.015227)
21. feature SC185 (0.013531)
22. feature MA332 (0.008565)
23. feature SW478 (0.008178)
24. feature SC135 (0.007489)
25. feature EL295 (0.002447)
26. feature CS341 (0.000000)
27. feature CS300 (0.000000)
28. feature CS301 (0.000000)
29. feature CS302 (0.000000)
30. feature CS311 (0.000000)
31. feature CS314 (0.000000)
32. feature CS326 (0.000000)
33. feature CS356 (0.000000)
34. feature CS342 (0.000000)
35. feature CS348 (0.000000)
36. feature CS296 (0.000000)
37. feature CJ316 (0.000000)
38. feature CS365 (0.000000)
39. feature CS367 (0.000000)
40. feature CS374 (0.000000)
41. feature CS377 (0.000000)
42. feature CS297 (0.000000)
43. feature CS288 (0.000000)
44. feature CS295 (0.000000)
45. feature CS289 (0.000000)
46. feature CS115 (0.000000)
47. feature CS101 (0.000000)
48. feature CS211 (0.000000)
49. feature CJ321 (0.000000)
50. feature CS215 (0.000000)
51. feature BA291 (0.000000)
52. feature CS223 (0.000000)
53. feature CS251 (0.000000)
54. feature CS386 (0.000000)
55. feature CS281 (0.000000)
56. feature CJ317 (0.000000)
57. feature CJ315 (0.000000)
58. feature AT326 (0.000000)
59. feature CS284 (0.000000)
60. feature CS285 (0.000000)
61. feature CS286 (0.000000)
62. feature CS105 (0.000000)
63. feature CS385 (0.000000)
64. feature CS402 (0.000000)
65. feature CS387 (0.000000)
66. feature SC123 (0.000000)
67. feature HO201 (0.000000)
68. feature HR201 (0.000000)
69. feature LA209 (0.000000)
70. feature MA211 (0.000000)
71. feature MA212 (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 CS388 (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 TU100 (0.000000)
86. feature TU122 (0.000000)
87. feature EL171 (0.000000)
88. feature EL070 (0.000000)
89. feature CS489 (0.000000)
90. feature CS488 (0.000000)
91. feature CS396 (0.000000)
92. feature CS397 (0.000000)
93. feature CS398 (0.000000)
94. feature CS399 (0.000000)
95. feature CS401 (0.000000)
96. feature CS407 (0.000000)
97. feature CS408 (0.000000)
98. feature CS409 (0.000000)
99. feature CS426 (0.000000)
100. feature CS427 (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'TU154', u'EL172', u'CS222', u'ES356', u'TU120', u'CS261', u'TU110',
u'PY228', u'SW365', u'CS213'],
dtype='object')
-----------------------------------
CS101
[ 0.53125 0.52631579 0.52910053 0.54497354 0.53191489]
Random Forest Cross Validation of CS101: 0.532710951433
Feature ranking:
1. feature TU110 (0.085438)
2. feature TH161 (0.062987)
3. feature CS377 (0.057072)
4. feature ST216 (0.043339)
5. feature SC135 (0.037585)
6. feature EL172 (0.036682)
7. feature TU120 (0.035526)
8. feature TU122 (0.035179)
9. feature EL295 (0.034908)
10. feature CS111 (0.034520)
11. feature CS251 (0.033443)
12. feature SW212 (0.032543)
13. feature SO201 (0.030926)
14. feature TU154 (0.030016)
15. feature SC123 (0.028591)
16. feature HO201 (0.027037)
17. feature SW478 (0.026930)
18. feature CS214 (0.025835)
19. feature SW335 (0.020000)
20. feature SC185 (0.019822)
21. feature PY228 (0.019565)
22. feature MW314 (0.018598)
23. feature CS213 (0.017413)
24. feature CS102 (0.015224)
25. feature AT326 (0.014749)
26. feature SW111 (0.014683)
27. feature CS222 (0.012507)
28. feature SW221 (0.012149)
29. feature CS101 (0.012105)
30. feature CS296 (0.010896)
31. feature CS366 (0.010343)
32. feature CS348 (0.009745)
33. feature CS261 (0.009335)
34. feature CS429 (0.009123)
35. feature ES356 (0.009117)
36. feature SW365 (0.008900)
37. feature EL070 (0.008665)
38. feature EL171 (0.007232)
39. feature CS326 (0.007111)
40. feature CS284 (0.006233)
41. feature CS223 (0.005067)
42. feature SW475 (0.004840)
43. feature CS487 (0.004840)
44. feature CS286 (0.004552)
45. feature CS281 (0.004375)
46. feature SW213 (0.002673)
47. feature MA212 (0.001583)
48. feature CJ321 (0.000000)
49. feature CS301 (0.000000)
50. feature CS356 (0.000000)
51. feature CS115 (0.000000)
52. feature CJ315 (0.000000)
53. feature CS342 (0.000000)
54. feature CS341 (0.000000)
55. feature CS365 (0.000000)
56. feature CS314 (0.000000)
57. feature CS311 (0.000000)
58. feature CS302 (0.000000)
59. feature CS300 (0.000000)
60. feature BA291 (0.000000)
61. feature CS297 (0.000000)
62. feature CS215 (0.000000)
63. feature CS295 (0.000000)
64. feature CS289 (0.000000)
65. feature CS288 (0.000000)
66. feature CJ316 (0.000000)
67. feature CS285 (0.000000)
68. feature CS105 (0.000000)
69. feature CS211 (0.000000)
70. feature CJ317 (0.000000)
71. feature CS402 (0.000000)
72. feature CS367 (0.000000)
73. feature LA209 (0.000000)
74. feature CS459 (0.000000)
75. feature CS467 (0.000000)
76. feature CS486 (0.000000)
77. feature CS488 (0.000000)
78. feature CS489 (0.000000)
79. feature EL395 (0.000000)
80. feature HR201 (0.000000)
81. feature MA211 (0.000000)
82. feature CS456 (0.000000)
83. feature MA216 (0.000000)
84. feature MA332 (0.000000)
85. feature MW313 (0.000000)
86. feature NS132 (0.000000)
87. feature SC173 (0.000000)
88. feature TA395 (0.000000)
89. feature TU100 (0.000000)
90. feature CS457 (0.000000)
91. feature CS449 (0.000000)
92. feature CS374 (0.000000)
93. feature CS398 (0.000000)
94. feature CS385 (0.000000)
95. feature CS386 (0.000000)
96. feature CS387 (0.000000)
97. feature CS388 (0.000000)
98. feature CS395 (0.000000)
99. feature CS396 (0.000000)
100. feature CS397 (0.000000)
101. feature CS399 (0.000000)
102. feature CS446 (0.000000)
103. feature CS401 (0.000000)
104. feature TU130 (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'TU110', u'TH161', u'CS377', u'ST216', u'SC135', u'EL172', u'TU120',
u'TU122', u'EL295', u'CS111'],
dtype='object')
-----------------------------------
CS102
[ 0.40512821 0.42051282 0.40721649 0.42708333 0.41052632]
Random Forest Cross Validation of CS102: 0.414093433922
Feature ranking:
1. feature CS374 (0.105102)
2. feature EL171 (0.083581)
3. feature TU154 (0.064758)
4. feature CS395 (0.055306)
5. feature CS111 (0.054789)
6. feature CS341 (0.044843)
7. feature CS284 (0.043137)
8. feature PY228 (0.041565)
9. feature TU120 (0.030078)
10. feature EL395 (0.029585)
11. feature CS286 (0.025153)
12. feature CS102 (0.025139)
13. feature CS311 (0.024031)
14. feature MA211 (0.021117)
15. feature EL172 (0.020368)
16. feature TH161 (0.020100)
17. feature CS101 (0.020030)
18. feature MA212 (0.019251)
19. feature TU110 (0.019213)
20. feature CS281 (0.018764)
21. feature CS251 (0.016995)
22. feature SC185 (0.015687)
23. feature MA332 (0.014938)
24. feature CJ315 (0.013343)
25. feature SW478 (0.012731)
26. feature CS366 (0.012684)
27. feature CS261 (0.012683)
28. feature MW314 (0.010586)
29. feature CS289 (0.009831)
30. feature MW313 (0.009761)
31. feature CJ317 (0.008150)
32. feature SW111 (0.007911)
33. feature EL295 (0.007809)
34. feature CS489 (0.007792)
35. feature SW335 (0.007771)
36. feature CS314 (0.006620)
37. feature SW221 (0.006599)
38. feature SC135 (0.006125)
39. feature TU130 (0.005989)
40. feature CS301 (0.005505)
41. feature LA209 (0.005131)
42. feature CS222 (0.004872)
43. feature CS296 (0.004584)
44. feature CS326 (0.004105)
45. feature EL070 (0.003959)
46. feature ST216 (0.003410)
47. feature TU122 (0.002464)
48. feature HO201 (0.002442)
49. feature CS365 (0.002186)
50. feature SC173 (0.001426)
51. feature BA291 (0.000000)
52. feature CJ316 (0.000000)
53. feature AT326 (0.000000)
54. feature CS342 (0.000000)
55. feature CS348 (0.000000)
56. feature CS356 (0.000000)
57. feature CS302 (0.000000)
58. feature CS211 (0.000000)
59. feature CS300 (0.000000)
60. feature CS297 (0.000000)
61. feature CS295 (0.000000)
62. feature CS105 (0.000000)
63. feature CS285 (0.000000)
64. feature CS115 (0.000000)
65. feature CJ321 (0.000000)
66. feature CS223 (0.000000)
67. feature CS215 (0.000000)
68. feature CS214 (0.000000)
69. feature CS213 (0.000000)
70. feature CS288 (0.000000)
71. feature CS402 (0.000000)
72. feature CS367 (0.000000)
73. feature NS132 (0.000000)
74. feature CS467 (0.000000)
75. feature CS486 (0.000000)
76. feature CS487 (0.000000)
77. feature CS488 (0.000000)
78. feature ES356 (0.000000)
79. feature HR201 (0.000000)
80. feature MA216 (0.000000)
81. feature SC123 (0.000000)
82. feature CS457 (0.000000)
83. feature SO201 (0.000000)
84. feature SW212 (0.000000)
85. feature SW213 (0.000000)
86. feature SW365 (0.000000)
87. feature SW475 (0.000000)
88. feature TA395 (0.000000)
89. feature TU100 (0.000000)
90. feature CS459 (0.000000)
91. feature CS456 (0.000000)
92. feature CS377 (0.000000)
93. feature CS399 (0.000000)
94. feature CS385 (0.000000)
95. feature CS386 (0.000000)
96. feature CS387 (0.000000)
97. feature CS388 (0.000000)
98. feature CS396 (0.000000)
99. feature CS397 (0.000000)
100. feature CS398 (0.000000)
101. feature CS401 (0.000000)
102. feature CS449 (0.000000)
103. feature CS407 (0.000000)
104. feature CS408 (0.000000)
105. feature CS409 (0.000000)
106. feature CS426 (0.000000)
107. feature CS427 (0.000000)
108. feature CS429 (0.000000)
109. feature CS446 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS374', u'EL171', u'TU154', u'CS395', u'CS111', u'CS341', u'CS284',
u'PY228', u'TU120', u'EL395'],
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 TU154 (0.000000)
2. feature CS366 (0.000000)
3. feature CS300 (0.000000)
4. feature CS301 (0.000000)
5. feature CS302 (0.000000)
6. feature CS311 (0.000000)
7. feature CS314 (0.000000)
8. feature CS326 (0.000000)
9. feature CS341 (0.000000)
10. feature CS342 (0.000000)
11. feature CS348 (0.000000)
12. feature CS356 (0.000000)
13. feature CS365 (0.000000)
14. feature CS367 (0.000000)
15. feature CS296 (0.000000)
16. feature CS374 (0.000000)
17. feature CS377 (0.000000)
18. feature CS385 (0.000000)
19. feature CS386 (0.000000)
20. feature CS387 (0.000000)
21. feature CS388 (0.000000)
22. feature CS395 (0.000000)
23. feature CS396 (0.000000)
24. feature CS397 (0.000000)
25. feature CS398 (0.000000)
26. feature CS399 (0.000000)
27. feature CS297 (0.000000)
28. feature CS295 (0.000000)
29. feature TU130 (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 CS289 (0.000000)
44. feature CS214 (0.000000)
45. feature CS215 (0.000000)
46. feature CS222 (0.000000)
47. feature CS223 (0.000000)
48. feature CS251 (0.000000)
49. feature CS261 (0.000000)
50. feature CS281 (0.000000)
51. feature CS284 (0.000000)
52. feature CS285 (0.000000)
53. feature CS286 (0.000000)
54. feature CS288 (0.000000)
55. feature CS401 (0.000000)
56. feature CS402 (0.000000)
57. feature CS407 (0.000000)
58. feature SW212 (0.000000)
59. feature MW313 (0.000000)
60. feature MW314 (0.000000)
61. feature NS132 (0.000000)
62. feature PY228 (0.000000)
63. feature SC123 (0.000000)
64. feature SC135 (0.000000)
65. feature SC173 (0.000000)
66. feature SC185 (0.000000)
67. feature SO201 (0.000000)
68. feature ST216 (0.000000)
69. feature SW111 (0.000000)
70. feature SW213 (0.000000)
71. feature CS408 (0.000000)
72. feature SW221 (0.000000)
73. feature SW335 (0.000000)
74. feature SW365 (0.000000)
75. feature SW475 (0.000000)
76. feature SW478 (0.000000)
77. feature TA395 (0.000000)
78. feature TH161 (0.000000)
79. feature TU100 (0.000000)
80. feature TU110 (0.000000)
81. feature TU120 (0.000000)
82. feature TU122 (0.000000)
83. feature MA332 (0.000000)
84. feature MA216 (0.000000)
85. feature MA212 (0.000000)
86. feature MA211 (0.000000)
87. feature CS409 (0.000000)
88. feature CS426 (0.000000)
89. feature CS427 (0.000000)
90. feature CS429 (0.000000)
91. feature CS446 (0.000000)
92. feature CS449 (0.000000)
93. feature CS456 (0.000000)
94. feature CS457 (0.000000)
95. feature CS459 (0.000000)
96. feature CS467 (0.000000)
97. feature CS486 (0.000000)
98. feature CS487 (0.000000)
99. feature CS488 (0.000000)
100. feature CS489 (0.000000)
101. feature EL070 (0.000000)
102. feature EL171 (0.000000)
103. feature EL172 (0.000000)
104. feature EL295 (0.000000)
105. feature EL395 (0.000000)
106. feature ES356 (0.000000)
107. feature HO201 (0.000000)
108. feature HR201 (0.000000)
109. feature LA209 (0.000000)
110. feature AT316 (0.000000)
Index([u'TU154', u'CS366', u'CS300', u'CS301', u'CS302', u'CS311', u'CS314',
u'CS326', u'CS341', u'CS342'],
dtype='object')
-----------------------------------
CS111
[ 0.42941176 0.41666667 0.41566265 0.44848485 0.46666667]
Random Forest Cross Validation of CS111: 0.435378519425
Feature ranking:
1. feature TU154 (0.114470)
2. feature EL171 (0.104455)
3. feature CS102 (0.104384)
4. feature MA211 (0.085670)
5. feature TH161 (0.082656)
6. feature SC135 (0.070861)
7. feature CS101 (0.067752)
8. feature CS105 (0.050251)
9. feature SC185 (0.037505)
10. feature CS284 (0.030753)
11. feature EL070 (0.028228)
12. feature EL172 (0.023349)
13. feature TU110 (0.013169)
14. feature TU130 (0.012213)
15. feature HO201 (0.011745)
16. feature SW213 (0.010721)
17. feature CS251 (0.009271)
18. feature TU100 (0.009041)
19. feature CS111 (0.008961)
20. feature SC123 (0.008531)
21. feature MA332 (0.007418)
22. feature PY228 (0.006732)
23. feature TU120 (0.006414)
24. feature SC173 (0.006308)
25. feature CS222 (0.006062)
26. feature CS281 (0.005884)
27. feature CS213 (0.005831)
28. feature EL295 (0.005058)
29. feature CS214 (0.004959)
30. feature MA212 (0.004916)
31. feature CS261 (0.004074)
32. feature SW221 (0.003669)
33. feature CJ315 (0.003618)
34. feature SW212 (0.003521)
35. feature SW475 (0.002860)
36. feature ST216 (0.002782)
37. feature MW314 (0.002567)
38. feature AT326 (0.002135)
39. feature MA216 (0.002091)
40. feature AT316 (0.002077)
41. feature TU122 (0.002028)
42. feature CS401 (0.001841)
43. feature SW335 (0.001784)
44. feature CS223 (0.001678)
45. feature EL395 (0.001622)
46. feature SW111 (0.001597)
47. feature CS314 (0.001280)
48. feature CS302 (0.001269)
49. feature MW313 (0.001248)
50. feature CJ317 (0.001139)
51. feature CS395 (0.001120)
52. feature CS486 (0.000919)
53. feature CS289 (0.000815)
54. feature CS296 (0.000755)
55. feature CS342 (0.000747)
56. feature CS288 (0.000730)
57. feature CS402 (0.000634)
58. feature SO201 (0.000615)
59. feature CS377 (0.000552)
60. feature CS301 (0.000502)
61. feature CS367 (0.000417)
62. feature CS374 (0.000412)
63. feature SW365 (0.000392)
64. feature CS487 (0.000323)
65. feature CS429 (0.000296)
66. feature TA395 (0.000277)
67. feature CS488 (0.000272)
68. feature LA209 (0.000259)
69. feature CS397 (0.000237)
70. feature CS341 (0.000219)
71. feature CS286 (0.000216)
72. feature CS427 (0.000193)
73. feature CS297 (0.000164)
74. feature CS311 (0.000162)
75. feature CS326 (0.000162)
76. feature CS295 (0.000161)
77. feature CS115 (0.000000)
78. feature CS426 (0.000000)
79. feature CS215 (0.000000)
80. feature NS132 (0.000000)
81. feature CS467 (0.000000)
82. feature BA291 (0.000000)
83. feature CS211 (0.000000)
84. feature CJ321 (0.000000)
85. feature SW478 (0.000000)
86. feature CS446 (0.000000)
87. feature CS459 (0.000000)
88. feature CS449 (0.000000)
89. feature CS409 (0.000000)
90. feature CJ316 (0.000000)
91. feature CS457 (0.000000)
92. feature CS456 (0.000000)
93. feature CS385 (0.000000)
94. feature HR201 (0.000000)
95. feature CS396 (0.000000)
96. feature CS366 (0.000000)
97. feature CS365 (0.000000)
98. feature CS356 (0.000000)
99. feature CS348 (0.000000)
100. feature CS387 (0.000000)
101. feature CS388 (0.000000)
102. feature CS398 (0.000000)
103. feature ES356 (0.000000)
104. feature CS300 (0.000000)
105. feature CS399 (0.000000)
106. feature CS489 (0.000000)
107. feature CS407 (0.000000)
108. feature CS285 (0.000000)
109. feature CS386 (0.000000)
110. feature CS408 (0.000000)
Index([u'TU154', u'EL171', u'CS102', u'MA211', u'TH161', u'SC135', u'CS101',
u'CS105', u'SC185', u'CS284'],
dtype='object')
-----------------------------------
CS115
[ 0.5 0.5 0.66666667 1. 0.8 ]
Random Forest Cross Validation of CS115: 0.693333333333
Feature ranking:
1. feature CS102 (0.385293)
2. feature TU100 (0.124131)
3. feature CS101 (0.119149)
4. feature EL171 (0.108626)
5. feature SC185 (0.068799)
6. feature TU154 (0.052260)
7. feature MA211 (0.044211)
8. feature SC135 (0.031870)
9. feature TH161 (0.030985)
10. feature CS105 (0.017466)
11. feature EL070 (0.007215)
12. feature SC123 (0.006014)
13. feature MA216 (0.003981)
14. feature CS348 (0.000000)
15. feature CS300 (0.000000)
16. feature CS301 (0.000000)
17. feature CS302 (0.000000)
18. feature CS311 (0.000000)
19. feature CS314 (0.000000)
20. feature CS326 (0.000000)
21. feature CS341 (0.000000)
22. feature CS342 (0.000000)
23. feature CJ316 (0.000000)
24. feature CS356 (0.000000)
25. feature CS297 (0.000000)
26. feature CS365 (0.000000)
27. feature CS366 (0.000000)
28. feature CS367 (0.000000)
29. feature CS374 (0.000000)
30. feature CS377 (0.000000)
31. feature CS385 (0.000000)
32. feature CS386 (0.000000)
33. feature CS387 (0.000000)
34. feature CS388 (0.000000)
35. feature AT326 (0.000000)
36. feature CS289 (0.000000)
37. feature CS296 (0.000000)
38. feature CS222 (0.000000)
39. feature CJ321 (0.000000)
40. feature CJ315 (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 BA291 (0.000000)
47. feature CS215 (0.000000)
48. feature CS223 (0.000000)
49. feature CS295 (0.000000)
50. feature CS251 (0.000000)
51. feature CS261 (0.000000)
52. feature CS281 (0.000000)
53. feature CS284 (0.000000)
54. feature CS396 (0.000000)
55. feature CS285 (0.000000)
56. feature CS286 (0.000000)
57. feature CS288 (0.000000)
58. feature CJ317 (0.000000)
59. feature CS395 (0.000000)
60. feature CS402 (0.000000)
61. feature CS397 (0.000000)
62. feature SW111 (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 SC173 (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 TU110 (0.000000)
83. feature TU120 (0.000000)
84. feature TU122 (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 CS401 (0.000000)
91. feature TU130 (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'TU100', u'CS101', u'EL171', u'SC185', u'TU154', u'MA211',
u'SC135', u'TH161', u'CS105'],
dtype='object')
-----------------------------------
CS211
[ 0.55172414 0.37037037 0.59259259 0.36 0.33333333]
Random Forest Cross Validation of CS211: 0.441604086845
Feature ranking:
1. feature CS111 (0.166203)
2. feature PY228 (0.079244)
3. feature TU110 (0.059034)
4. feature MA211 (0.055539)
5. feature SC135 (0.052044)
6. feature EL172 (0.052022)
7. feature TH161 (0.051662)
8. feature TU154 (0.047019)
9. feature CS102 (0.044680)
10. feature EL171 (0.042076)
11. feature CS115 (0.037680)
12. feature TU120 (0.036808)
13. feature CS105 (0.034482)
14. feature EL070 (0.034014)
15. feature SC123 (0.028728)
16. feature TU130 (0.026086)
17. feature TU100 (0.025134)
18. feature ST216 (0.020078)
19. feature SC185 (0.016871)
20. feature SW221 (0.016531)
21. feature SW111 (0.012211)
22. feature SC173 (0.011620)
23. feature CS101 (0.010162)
24. feature MA212 (0.008287)
25. feature NS132 (0.008108)
26. feature TA395 (0.007719)
27. feature MA216 (0.006846)
28. feature TU122 (0.005543)
29. feature ES356 (0.003569)
30. feature CJ321 (0.000000)
31. feature CS289 (0.000000)
32. feature CS296 (0.000000)
33. feature CS297 (0.000000)
34. feature CS300 (0.000000)
35. feature CS301 (0.000000)
36. feature CS302 (0.000000)
37. feature AT326 (0.000000)
38. feature CS311 (0.000000)
39. feature CS314 (0.000000)
40. feature CS326 (0.000000)
41. feature CS341 (0.000000)
42. feature CS342 (0.000000)
43. feature CS348 (0.000000)
44. feature CS356 (0.000000)
45. feature CS365 (0.000000)
46. feature CS366 (0.000000)
47. feature CS295 (0.000000)
48. feature CS288 (0.000000)
49. feature CJ317 (0.000000)
50. feature CS286 (0.000000)
51. feature CS211 (0.000000)
52. feature CS213 (0.000000)
53. feature CS374 (0.000000)
54. feature CS214 (0.000000)
55. feature CS215 (0.000000)
56. feature CJ316 (0.000000)
57. feature CJ315 (0.000000)
58. feature BA291 (0.000000)
59. feature CS222 (0.000000)
60. feature CS223 (0.000000)
61. feature CS251 (0.000000)
62. feature CS261 (0.000000)
63. feature CS281 (0.000000)
64. feature CS284 (0.000000)
65. feature CS285 (0.000000)
66. feature CS367 (0.000000)
67. feature CS402 (0.000000)
68. feature CS377 (0.000000)
69. feature MA332 (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 HO201 (0.000000)
76. feature HR201 (0.000000)
77. feature LA209 (0.000000)
78. feature MW313 (0.000000)
79. feature CS467 (0.000000)
80. feature MW314 (0.000000)
81. feature SO201 (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 CS401 (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'PY228', u'TU110', u'MA211', u'SC135', u'EL172', u'TH161',
u'TU154', u'CS102', u'EL171'],
dtype='object')
-----------------------------------
CS213
[ 0.47096774 0.52597403 0.46710526 0.46710526 0.40789474]
Random Forest Cross Validation of CS213: 0.467809406213
Feature ranking:
1. feature CS111 (0.120870)
2. feature MA211 (0.061226)
3. feature CS105 (0.059420)
4. feature TU154 (0.052279)
5. feature CS102 (0.051192)
6. feature SC135 (0.044486)
7. feature EL171 (0.038084)
8. feature TH161 (0.037640)
9. feature EL172 (0.036631)
10. feature TU110 (0.036132)
11. feature PY228 (0.035663)
12. feature TU120 (0.035029)
13. feature CS101 (0.030102)
14. feature SC185 (0.022870)
15. feature ST216 (0.018903)
16. feature TU130 (0.018644)
17. feature EL070 (0.016586)
18. feature TU100 (0.014359)
19. feature MA212 (0.013744)
20. feature CS314 (0.013380)
21. feature CS365 (0.011594)
22. feature LA209 (0.011472)
23. feature SW111 (0.011027)
24. feature TU122 (0.010377)
25. feature SO201 (0.010100)
26. feature SW335 (0.009725)
27. feature CS213 (0.008784)
28. feature EL295 (0.008338)
29. feature MW314 (0.008067)
30. feature CS214 (0.007582)
31. feature HO201 (0.006961)
32. feature EL395 (0.006744)
33. feature CS222 (0.006676)
34. feature SW213 (0.005871)
35. feature ES356 (0.005664)
36. feature SC123 (0.005535)
37. feature MA332 (0.005359)
38. feature SW475 (0.004729)
39. feature SW212 (0.004587)
40. feature CS281 (0.004572)
41. feature SW221 (0.004532)
42. feature TA395 (0.004527)
43. feature CJ316 (0.004516)
44. feature MW313 (0.004511)
45. feature AT326 (0.004366)
46. feature CS341 (0.004355)
47. feature CS115 (0.004319)
48. feature AT316 (0.004152)
49. feature CS385 (0.003897)
50. feature CS261 (0.003661)
51. feature CJ315 (0.003592)
52. feature CS301 (0.003365)
53. feature CS251 (0.003325)
54. feature SC173 (0.002908)
55. feature CJ317 (0.002683)
56. feature CS284 (0.002672)
57. feature CS311 (0.002484)
58. feature SW365 (0.002136)
59. feature CS223 (0.002041)
60. feature CS342 (0.002009)
61. feature CS374 (0.001985)
62. feature CS489 (0.001845)
63. feature CS488 (0.001727)
64. feature CS302 (0.001667)
65. feature SW478 (0.001544)
66. feature CS395 (0.001357)
67. feature CS408 (0.001188)
68. feature CS289 (0.001174)
69. feature NS132 (0.001036)
70. feature CS486 (0.000914)
71. feature CS367 (0.000755)
72. feature CS386 (0.000693)
73. feature CS288 (0.000612)
74. feature MA216 (0.000491)
75. feature CS401 (0.000414)
76. feature CS297 (0.000385)
77. feature CS487 (0.000352)
78. feature CS286 (0.000280)
79. feature CS398 (0.000271)
80. feature CS366 (0.000178)
81. feature CS402 (0.000076)
82. feature CS300 (0.000000)
83. feature CS388 (0.000000)
84. feature CS427 (0.000000)
85. feature BA291 (0.000000)
86. feature CS426 (0.000000)
87. feature CS409 (0.000000)
88. feature CS407 (0.000000)
89. feature CJ321 (0.000000)
90. feature CS449 (0.000000)
91. feature CS399 (0.000000)
92. feature CS397 (0.000000)
93. feature HR201 (0.000000)
94. feature CS396 (0.000000)
95. feature CS211 (0.000000)
96. feature CS387 (0.000000)
97. feature CS296 (0.000000)
98. feature CS215 (0.000000)
99. feature CS377 (0.000000)
100. feature CS456 (0.000000)
101. feature CS356 (0.000000)
102. feature CS348 (0.000000)
103. feature CS467 (0.000000)
104. feature CS457 (0.000000)
105. feature CS285 (0.000000)
106. feature CS326 (0.000000)
107. feature CS459 (0.000000)
108. feature CS429 (0.000000)
109. feature CS295 (0.000000)
110. feature CS446 (0.000000)
Index([u'CS111', u'MA211', u'CS105', u'TU154', u'CS102', u'SC135', u'EL171',
u'TH161', u'EL172', u'TU110'],
dtype='object')
-----------------------------------
CS214
[ 0.47 0.49 0.43434343 0.52631579 0.42553191]
Random Forest Cross Validation of CS214: 0.469238227742
Feature ranking:
1. feature TU120 (0.068737)
2. feature EL172 (0.068441)
3. feature TU110 (0.063172)
4. feature EL171 (0.061669)
5. feature SC135 (0.057574)
6. feature MA211 (0.057557)
7. feature PY228 (0.055052)
8. feature CS111 (0.052638)
9. feature TU154 (0.046069)
10. feature TH161 (0.045936)
11. feature SC185 (0.038474)
12. feature LA209 (0.036352)
13. feature CS102 (0.035135)
14. feature EL070 (0.027137)
15. feature CS101 (0.026735)
16. feature MA212 (0.021726)
17. feature TU122 (0.021102)
18. feature SW213 (0.020909)
19. feature SW111 (0.018405)
20. feature SW335 (0.017241)
21. feature TU100 (0.013471)
22. feature SW212 (0.012549)
23. feature MW314 (0.011508)
24. feature SO201 (0.010877)
25. feature ST216 (0.010693)
26. feature TU130 (0.010222)
27. feature AT316 (0.009549)
28. feature MW313 (0.007040)
29. feature CJ317 (0.005994)
30. feature SC173 (0.005988)
31. feature SC123 (0.005438)
32. feature CS214 (0.004612)
33. feature SW475 (0.004571)
34. feature CS261 (0.004449)
35. feature AT326 (0.004427)
36. feature ES356 (0.003774)
37. feature CS284 (0.003692)
38. feature SW221 (0.003672)
39. feature EL395 (0.002698)
40. feature TA395 (0.002690)
41. feature CJ316 (0.002635)
42. feature CS213 (0.002516)
43. feature SW365 (0.002146)
44. feature CS251 (0.001823)
45. feature SW478 (0.001456)
46. feature CS281 (0.001305)
47. feature CS374 (0.001188)
48. feature CS295 (0.001134)
49. feature NS132 (0.000958)
50. feature CS223 (0.000954)
51. feature HO201 (0.000915)
52. feature CS288 (0.000834)
53. feature MA332 (0.000830)
54. feature EL295 (0.000749)
55. feature CS342 (0.000573)
56. feature CS314 (0.000487)
57. feature CS365 (0.000438)
58. feature CS366 (0.000432)
59. feature CS222 (0.000325)
60. feature CS302 (0.000324)
61. feature CS300 (0.000000)
62. feature CS301 (0.000000)
63. feature CS297 (0.000000)
64. feature CS296 (0.000000)
65. feature MA216 (0.000000)
66. feature CS289 (0.000000)
67. feature CS286 (0.000000)
68. feature CS285 (0.000000)
69. feature CS215 (0.000000)
70. feature CS211 (0.000000)
71. feature CS115 (0.000000)
72. feature CS105 (0.000000)
73. feature CJ321 (0.000000)
74. feature CJ315 (0.000000)
75. feature BA291 (0.000000)
76. feature CS311 (0.000000)
77. feature CS367 (0.000000)
78. feature CS326 (0.000000)
79. feature CS409 (0.000000)
80. feature HR201 (0.000000)
81. feature CS489 (0.000000)
82. feature CS488 (0.000000)
83. feature CS487 (0.000000)
84. feature CS486 (0.000000)
85. feature CS467 (0.000000)
86. feature CS459 (0.000000)
87. feature CS457 (0.000000)
88. feature CS456 (0.000000)
89. feature CS449 (0.000000)
90. feature CS446 (0.000000)
91. feature CS429 (0.000000)
92. feature CS427 (0.000000)
93. feature CS426 (0.000000)
94. feature CS408 (0.000000)
95. feature CS341 (0.000000)
96. feature CS407 (0.000000)
97. feature CS401 (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 CS386 (0.000000)
106. feature CS385 (0.000000)
107. feature CS377 (0.000000)
108. feature CS356 (0.000000)
109. feature CS348 (0.000000)
110. feature CS402 (0.000000)
Index([u'TU120', u'EL172', u'TU110', u'EL171', u'SC135', u'MA211', u'PY228',
u'CS111', u'TU154', u'TH161'],
dtype='object')
-----------------------------------
CS215
[ 0.33333333 0.5 0.5625 0.35714286 0.42857143]
Random Forest Cross Validation of CS215: 0.43630952381
Feature ranking:
1. feature CS102 (0.164746)
2. feature CS111 (0.104758)
3. feature EL171 (0.094622)
4. feature TU154 (0.070467)
5. feature MA211 (0.057045)
6. feature SC135 (0.051874)
7. feature EL172 (0.048864)
8. feature ST216 (0.044260)
9. feature PY228 (0.040524)
10. feature TH161 (0.036385)
11. feature TU120 (0.035102)
12. feature TU110 (0.029776)
13. feature TU130 (0.028891)
14. feature CS101 (0.025522)
15. feature SC173 (0.024731)
16. feature TU100 (0.022208)
17. feature MA216 (0.021549)
18. feature SW221 (0.021235)
19. feature SC123 (0.019438)
20. feature ES356 (0.018026)
21. feature SC185 (0.008651)
22. feature CS115 (0.008574)
23. feature SW111 (0.008468)
24. feature CS105 (0.005471)
25. feature TA395 (0.004872)
26. feature EL070 (0.003939)
27. feature CS311 (0.000000)
28. feature CS301 (0.000000)
29. feature CS300 (0.000000)
30. feature CS374 (0.000000)
31. feature CS297 (0.000000)
32. feature CS296 (0.000000)
33. feature CS302 (0.000000)
34. feature CS366 (0.000000)
35. feature CS342 (0.000000)
36. feature CS314 (0.000000)
37. feature CS326 (0.000000)
38. feature CS341 (0.000000)
39. feature CS365 (0.000000)
40. feature CS289 (0.000000)
41. feature CS367 (0.000000)
42. feature CS348 (0.000000)
43. feature CS356 (0.000000)
44. feature CS295 (0.000000)
45. feature CS222 (0.000000)
46. feature CS288 (0.000000)
47. feature CS286 (0.000000)
48. feature AT326 (0.000000)
49. feature BA291 (0.000000)
50. feature CJ315 (0.000000)
51. feature CJ316 (0.000000)
52. feature CJ317 (0.000000)
53. feature CJ321 (0.000000)
54. feature CS211 (0.000000)
55. feature CS213 (0.000000)
56. feature CS214 (0.000000)
57. feature CS215 (0.000000)
58. feature CS385 (0.000000)
59. feature CS223 (0.000000)
60. feature CS251 (0.000000)
61. feature CS261 (0.000000)
62. feature CS281 (0.000000)
63. feature CS284 (0.000000)
64. feature CS285 (0.000000)
65. feature CS377 (0.000000)
66. feature CS402 (0.000000)
67. feature CS386 (0.000000)
68. feature CS387 (0.000000)
69. feature CS489 (0.000000)
70. feature EL295 (0.000000)
71. feature EL395 (0.000000)
72. feature HO201 (0.000000)
73. feature HR201 (0.000000)
74. feature LA209 (0.000000)
75. feature MA212 (0.000000)
76. feature MA332 (0.000000)
77. feature MW313 (0.000000)
78. feature MW314 (0.000000)
79. feature NS132 (0.000000)
80. feature SO201 (0.000000)
81. feature SW212 (0.000000)
82. feature SW213 (0.000000)
83. feature SW335 (0.000000)
84. feature SW365 (0.000000)
85. feature SW475 (0.000000)
86. feature SW478 (0.000000)
87. feature TU122 (0.000000)
88. feature CS488 (0.000000)
89. feature CS487 (0.000000)
90. feature CS486 (0.000000)
91. feature CS408 (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 CS401 (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'CS102', u'CS111', u'EL171', u'TU154', u'MA211', u'SC135', u'EL172',
u'ST216', u'PY228', u'TH161'],
dtype='object')
-----------------------------------
CS222
[ 0.47 0.47 0.55102041 0.50515464 0.50526316]
Random Forest Cross Validation of CS222: 0.500287641047
Feature ranking:
1. feature CS111 (0.107835)
2. feature TU110 (0.071072)
3. feature MA211 (0.064211)
4. feature TU154 (0.062586)
5. feature TU120 (0.058253)
6. feature SC135 (0.057729)
7. feature EL171 (0.053436)
8. feature CS101 (0.051787)
9. feature CS102 (0.049928)
10. feature EL172 (0.046838)
11. feature PY228 (0.043272)
12. feature TH161 (0.035140)
13. feature SC185 (0.027764)
14. feature EL070 (0.023915)
15. feature MA212 (0.023529)
16. feature LA209 (0.016490)
17. feature MW313 (0.015964)
18. feature TU100 (0.014993)
19. feature SW213 (0.014840)
20. feature MW314 (0.013351)
21. feature SW111 (0.012790)
22. feature SW335 (0.009886)
23. feature TU122 (0.009837)
24. feature AT316 (0.009753)
25. feature ST216 (0.008430)
26. feature SO201 (0.008420)
27. feature CS213 (0.008108)
28. feature SC123 (0.007686)
29. feature EL295 (0.007216)
30. feature ES356 (0.007078)
31. feature CS261 (0.006539)
32. feature TU130 (0.006091)
33. feature SW475 (0.005874)
34. feature SW221 (0.005472)
35. feature CJ317 (0.003760)
36. feature CS214 (0.003545)
37. feature SC173 (0.003540)
38. feature SW212 (0.003511)
39. feature TA395 (0.003443)
40. feature AT326 (0.002604)
41. feature HO201 (0.002263)
42. feature NS132 (0.001973)
43. feature CS223 (0.001825)
44. feature CS222 (0.001695)
45. feature CJ315 (0.001478)
46. feature CJ316 (0.001386)
47. feature SW365 (0.000759)
48. feature CS281 (0.000601)
49. feature CS401 (0.000478)
50. feature CS311 (0.000445)
51. feature MA332 (0.000291)
52. feature CS284 (0.000291)
53. feature CS301 (0.000000)
54. feature CS302 (0.000000)
55. feature CS288 (0.000000)
56. feature CS300 (0.000000)
57. feature CS314 (0.000000)
58. feature CS297 (0.000000)
59. feature CS296 (0.000000)
60. feature CS295 (0.000000)
61. feature CS289 (0.000000)
62. feature CJ321 (0.000000)
63. feature CS286 (0.000000)
64. feature CS285 (0.000000)
65. feature SW478 (0.000000)
66. feature BA291 (0.000000)
67. feature CS251 (0.000000)
68. feature CS215 (0.000000)
69. feature CS341 (0.000000)
70. feature CS211 (0.000000)
71. feature CS115 (0.000000)
72. feature CS105 (0.000000)
73. feature CS326 (0.000000)
74. feature CS374 (0.000000)
75. feature CS342 (0.000000)
76. feature CS348 (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 EL395 (0.000000)
90. feature HR201 (0.000000)
91. feature MA216 (0.000000)
92. feature CS426 (0.000000)
93. feature CS409 (0.000000)
94. feature CS408 (0.000000)
95. feature CS386 (0.000000)
96. feature CS356 (0.000000)
97. feature CS365 (0.000000)
98. feature CS366 (0.000000)
99. feature CS367 (0.000000)
100. feature CS377 (0.000000)
101. feature CS385 (0.000000)
102. feature CS387 (0.000000)
103. feature CS407 (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 CS402 (0.000000)
Index([u'CS111', u'TU110', u'MA211', u'TU154', u'TU120', u'SC135', u'EL171',
u'CS101', u'CS102', u'EL172'],
dtype='object')
-----------------------------------
CS223
[ 0.50735294 0.5 0.56390977 0.54961832 0.54615385]
Random Forest Cross Validation of CS223: 0.533406976475
Feature ranking:
1. feature CS111 (0.105091)
2. feature EL171 (0.061729)
3. feature CS101 (0.054722)
4. feature CS102 (0.051728)
5. feature TU110 (0.051277)
6. feature TU154 (0.047970)
7. feature EL172 (0.047952)
8. feature SC135 (0.047146)
9. feature TU120 (0.044173)
10. feature PY228 (0.040913)
11. feature MA211 (0.040678)
12. feature TH161 (0.039377)
13. feature SC185 (0.034594)
14. feature LA209 (0.027280)
15. feature SC123 (0.022445)
16. feature MA212 (0.021937)
17. feature EL070 (0.020056)
18. feature TU100 (0.019210)
19. feature SW111 (0.018197)
20. feature SW212 (0.017855)
21. feature CS105 (0.016054)
22. feature ST216 (0.015766)
23. feature TU130 (0.014458)
24. feature TU122 (0.011626)
25. feature SW335 (0.011076)
26. feature MW313 (0.010120)
27. feature SW213 (0.009273)
28. feature SC173 (0.007482)
29. feature AT316 (0.007067)
30. feature SO201 (0.006559)
31. feature CJ316 (0.005494)
32. feature MA332 (0.005154)
33. feature SW475 (0.004709)
34. feature ES356 (0.004551)
35. feature EL395 (0.004131)
36. feature CS289 (0.003672)
37. feature CS251 (0.003664)
38. feature CS314 (0.003450)
39. feature SW221 (0.003118)
40. feature CS115 (0.002662)
41. feature HO201 (0.002612)
42. feature MA216 (0.002209)
43. feature CS281 (0.002140)
44. feature TA395 (0.002107)
45. feature CS261 (0.001888)
46. feature CS284 (0.001862)
47. feature CS214 (0.001824)
48. feature MW314 (0.001819)
49. feature NS132 (0.001744)
50. feature CS222 (0.001639)
51. feature CS365 (0.001321)
52. feature AT326 (0.001257)
53. feature CS459 (0.001140)
54. feature CS213 (0.001089)
55. feature CS487 (0.001075)
56. feature CJ315 (0.001011)
57. feature CJ317 (0.000985)
58. feature CS374 (0.000968)
59. feature CS395 (0.000716)
60. feature EL295 (0.000709)
61. feature CS341 (0.000708)
62. feature CS295 (0.000629)
63. feature CS377 (0.000622)
64. feature CS223 (0.000491)
65. feature CS366 (0.000453)
66. feature CS288 (0.000441)
67. feature CS296 (0.000434)
68. feature SW478 (0.000425)
69. feature CS388 (0.000415)
70. feature CS398 (0.000374)
71. feature CS301 (0.000245)
72. feature CS385 (0.000233)
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 CS456 (0.000000)
80. feature CS457 (0.000000)
81. feature SW365 (0.000000)
82. feature CS409 (0.000000)
83. feature CS467 (0.000000)
84. feature CJ321 (0.000000)
85. feature CS486 (0.000000)
86. feature CS488 (0.000000)
87. feature CS489 (0.000000)
88. feature BA291 (0.000000)
89. feature HR201 (0.000000)
90. feature CS426 (0.000000)
91. feature CS285 (0.000000)
92. feature CS408 (0.000000)
93. feature CS326 (0.000000)
94. feature CS387 (0.000000)
95. feature CS367 (0.000000)
96. feature CS396 (0.000000)
97. feature CS356 (0.000000)
98. feature CS348 (0.000000)
99. feature CS342 (0.000000)
100. feature CS397 (0.000000)
101. feature CS311 (0.000000)
102. feature CS407 (0.000000)
103. feature CS302 (0.000000)
104. feature CS300 (0.000000)
105. feature CS297 (0.000000)
106. feature CS399 (0.000000)
107. feature CS401 (0.000000)
108. feature CS286 (0.000000)
109. feature CS386 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS111', u'EL171', u'CS101', u'CS102', u'TU110', u'TU154', u'EL172',
u'SC135', u'TU120', u'PY228'],
dtype='object')
-----------------------------------
CS251
[ 0.53125 0.54166667 0.53191489 0.62365591 0.64130435]
Random Forest Cross Validation of CS251: 0.573958364418
Feature ranking:
1. feature CS223 (0.171288)
2. feature CS213 (0.045244)
3. feature SC135 (0.044616)
4. feature CS284 (0.042328)
5. feature CS222 (0.041799)
6. feature EL295 (0.040489)
7. feature EL172 (0.035321)
8. feature TU154 (0.034760)
9. feature TU110 (0.032106)
10. feature MA212 (0.031375)
11. feature SC185 (0.030341)
12. feature MA211 (0.030181)
13. feature CS214 (0.028770)
14. feature EL171 (0.027481)
15. feature CS111 (0.024139)
16. feature TU122 (0.022791)
17. feature CS102 (0.022771)
18. feature TH161 (0.022686)
19. feature CS261 (0.022412)
20. feature CS101 (0.021943)
21. feature TU120 (0.019203)
22. feature AT326 (0.017972)
23. feature AT316 (0.015047)
24. feature LA209 (0.015023)
25. feature SW111 (0.013778)
26. feature PY228 (0.012913)
27. feature SW212 (0.012901)
28. feature EL070 (0.012014)
29. feature CJ315 (0.009479)
30. feature TU100 (0.008772)
31. feature HO201 (0.007720)
32. feature TU130 (0.007129)
33. feature ST216 (0.007004)
34. feature SW365 (0.006708)
35. feature SW475 (0.006142)
36. feature SO201 (0.006045)
37. feature CJ317 (0.005716)
38. feature SC173 (0.005177)
39. feature SW213 (0.005007)
40. feature SW221 (0.004848)
41. feature SW335 (0.004519)
42. feature MW314 (0.004321)
43. feature ES356 (0.003385)
44. feature CJ316 (0.002380)
45. feature SC123 (0.002248)
46. feature MW313 (0.001944)
47. feature MA332 (0.001793)
48. feature CS281 (0.001408)
49. feature TA395 (0.001216)
50. feature CS311 (0.001063)
51. feature CS301 (0.001043)
52. feature EL395 (0.000620)
53. feature CS302 (0.000567)
54. feature CS314 (0.000560)
55. feature BA291 (0.000538)
56. feature CS356 (0.000510)
57. feature CS409 (0.000442)
58. feature CS297 (0.000000)
59. feature CS300 (0.000000)
60. feature CS289 (0.000000)
61. feature CS296 (0.000000)
62. feature CS295 (0.000000)
63. feature NS132 (0.000000)
64. feature CS288 (0.000000)
65. feature CS286 (0.000000)
66. feature CS285 (0.000000)
67. feature CS251 (0.000000)
68. feature CS215 (0.000000)
69. feature CS326 (0.000000)
70. feature CS115 (0.000000)
71. feature CS105 (0.000000)
72. feature SW478 (0.000000)
73. feature CJ321 (0.000000)
74. feature CS211 (0.000000)
75. feature CS377 (0.000000)
76. feature CS341 (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 CS408 (0.000000)
86. feature CS486 (0.000000)
87. feature CS487 (0.000000)
88. feature CS488 (0.000000)
89. feature CS489 (0.000000)
90. feature HR201 (0.000000)
91. feature MA216 (0.000000)
92. feature CS426 (0.000000)
93. feature CS407 (0.000000)
94. feature CS342 (0.000000)
95. feature CS386 (0.000000)
96. feature CS348 (0.000000)
97. feature CS365 (0.000000)
98. feature CS366 (0.000000)
99. feature CS367 (0.000000)
100. feature CS374 (0.000000)
101. feature CS385 (0.000000)
102. feature CS387 (0.000000)
103. feature CS401 (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 CS402 (0.000000)
Index([u'CS223', u'CS213', u'SC135', u'CS284', u'CS222', u'EL295', u'EL172',
u'TU154', u'TU110', u'MA212'],
dtype='object')
-----------------------------------
CS261
[ 0.45 0.61458333 0.59375 0.55789474 0.5212766 ]
Random Forest Cross Validation of CS261: 0.547500933184
Feature ranking:
1. feature TU110 (0.074260)
2. feature CS223 (0.053677)
3. feature CS214 (0.051461)
4. feature CS222 (0.046444)
5. feature TH161 (0.045228)
6. feature TU120 (0.043904)
7. feature TU154 (0.041791)
8. feature SC135 (0.041155)
9. feature CS284 (0.041045)
10. feature MA211 (0.039633)
11. feature SW475 (0.038449)
12. feature EL172 (0.035765)
13. feature EL171 (0.033915)
14. feature CS111 (0.032781)
15. feature CS213 (0.032108)
16. feature MA212 (0.031523)
17. feature SW335 (0.029677)
18. feature CS101 (0.029424)
19. feature CS102 (0.028854)
20. feature PY228 (0.026004)
21. feature SC185 (0.025933)
22. feature EL295 (0.025291)
23. feature LA209 (0.014443)
24. feature TU122 (0.012765)
25. feature AT326 (0.012016)
26. feature SO201 (0.010652)
27. feature EL070 (0.010433)
28. feature HO201 (0.009903)
29. feature SW111 (0.008567)
30. feature SC173 (0.006959)
31. feature MW313 (0.006173)
32. feature TU130 (0.005932)
33. feature ES356 (0.005425)
34. feature ST216 (0.004975)
35. feature SW213 (0.004903)
36. feature MW314 (0.004451)
37. feature SC123 (0.004156)
38. feature TU100 (0.004032)
39. feature TA395 (0.003928)
40. feature SW365 (0.003767)
41. feature AT316 (0.003364)
42. feature CJ315 (0.002942)
43. feature CJ317 (0.002409)
44. feature CJ316 (0.001397)
45. feature CS281 (0.001373)
46. feature SW221 (0.001372)
47. feature NS132 (0.001052)
48. feature CS261 (0.000956)
49. feature CS251 (0.000912)
50. feature SW212 (0.000904)
51. feature MA332 (0.000728)
52. feature CS296 (0.000485)
53. feature CS295 (0.000303)
54. feature CS301 (0.000000)
55. feature CS300 (0.000000)
56. feature CS302 (0.000000)
57. feature CS297 (0.000000)
58. feature CS489 (0.000000)
59. feature CS289 (0.000000)
60. feature CS288 (0.000000)
61. feature CS286 (0.000000)
62. feature CS285 (0.000000)
63. feature CS487 (0.000000)
64. feature HR201 (0.000000)
65. feature EL395 (0.000000)
66. feature CS314 (0.000000)
67. feature CS215 (0.000000)
68. feature MA216 (0.000000)
69. feature CS211 (0.000000)
70. feature CS115 (0.000000)
71. feature CS105 (0.000000)
72. feature CJ321 (0.000000)
73. feature BA291 (0.000000)
74. feature SW478 (0.000000)
75. feature CS311 (0.000000)
76. feature CS326 (0.000000)
77. feature CS486 (0.000000)
78. feature CS427 (0.000000)
79. feature CS401 (0.000000)
80. feature CS488 (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 CS402 (0.000000)
Index([u'TU110', u'CS223', u'CS214', u'CS222', u'TH161', u'TU120', u'TU154',
u'SC135', u'CS284', u'MA211'],
dtype='object')
-----------------------------------
CS281
[ 0.66315789 0.54736842 0.54736842 0.61702128 0.61538462]
Random Forest Cross Validation of CS281: 0.598060125764
Feature ranking:
1. feature CS284 (0.094900)
2. feature CS222 (0.073011)
3. feature MA211 (0.055940)
4. feature CS111 (0.049114)
5. feature CS223 (0.045157)
6. feature EL295 (0.038488)
7. feature SC135 (0.033523)
8. feature CS214 (0.031745)
9. feature TU130 (0.031347)
10. feature EL172 (0.029314)
11. feature EL171 (0.028912)
12. feature CS213 (0.028770)
13. feature MA212 (0.027452)
14. feature CS101 (0.025665)
15. feature TU120 (0.025173)
16. feature PY228 (0.024054)
17. feature SC185 (0.023423)
18. feature SW111 (0.022262)
19. feature TH161 (0.022011)
20. feature TU110 (0.020343)
21. feature TU154 (0.020110)
22. feature CS261 (0.019448)
23. feature SO201 (0.018205)
24. feature AT326 (0.017437)
25. feature CS102 (0.016204)
26. feature CJ315 (0.015831)
27. feature EL070 (0.014966)
28. feature TU122 (0.013812)
29. feature SW213 (0.012147)
30. feature SW365 (0.011407)
31. feature LA209 (0.010839)
32. feature MA332 (0.008059)
33. feature SW335 (0.007958)
34. feature MW314 (0.007517)
35. feature SW212 (0.006857)
36. feature HO201 (0.006706)
37. feature CS296 (0.006090)
38. feature TA395 (0.005860)
39. feature ST216 (0.005829)
40. feature SW475 (0.005738)
41. feature AT316 (0.005298)
42. feature CS251 (0.004933)
43. feature MW313 (0.004562)
44. feature TU100 (0.004246)
45. feature EL395 (0.004126)
46. feature SC123 (0.004125)
47. feature CS295 (0.002956)
48. feature SC173 (0.001995)
49. feature CS281 (0.001245)
50. feature ES356 (0.001133)
51. feature CJ316 (0.001059)
52. feature SW221 (0.000845)
53. feature CS396 (0.000551)
54. feature NS132 (0.000485)
55. feature CS367 (0.000460)
56. feature CS386 (0.000354)
57. feature CS285 (0.000000)
58. feature CS286 (0.000000)
59. feature CS487 (0.000000)
60. feature CS288 (0.000000)
61. feature CS489 (0.000000)
62. feature CS297 (0.000000)
63. feature CS300 (0.000000)
64. feature CS301 (0.000000)
65. feature CS289 (0.000000)
66. feature HR201 (0.000000)
67. feature CS311 (0.000000)
68. feature MA216 (0.000000)
69. feature CS215 (0.000000)
70. feature CS211 (0.000000)
71. feature CS115 (0.000000)
72. feature CS105 (0.000000)
73. feature CJ321 (0.000000)
74. feature CJ317 (0.000000)
75. feature SW478 (0.000000)
76. feature BA291 (0.000000)
77. feature CS302 (0.000000)
78. feature CS326 (0.000000)
79. feature CS314 (0.000000)
80. feature CS486 (0.000000)
81. feature CS467 (0.000000)
82. feature CS459 (0.000000)
83. feature CS457 (0.000000)
84. feature CS456 (0.000000)
85. feature CS449 (0.000000)
86. feature CS446 (0.000000)
87. feature CS429 (0.000000)
88. feature CS427 (0.000000)
89. feature CS426 (0.000000)
90. feature CS409 (0.000000)
91. feature CS408 (0.000000)
92. feature CS407 (0.000000)
93. feature CS488 (0.000000)
94. feature CS401 (0.000000)
95. feature CS399 (0.000000)
96. feature CS398 (0.000000)
97. feature CS397 (0.000000)
98. feature CS395 (0.000000)
99. feature CS388 (0.000000)
100. feature CS387 (0.000000)
101. feature CS385 (0.000000)
102. feature CS377 (0.000000)
103. feature CS374 (0.000000)
104. feature CS366 (0.000000)
105. feature CS365 (0.000000)
106. feature CS356 (0.000000)
107. feature CS348 (0.000000)
108. feature CS342 (0.000000)
109. feature CS341 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS284', u'CS222', u'MA211', u'CS111', u'CS223', u'EL295', u'SC135',
u'CS214', u'TU130', u'EL172'],
dtype='object')
-----------------------------------
CS284
[ 0.512 0.504 0.5203252 0.45901639 0.42975207]
Random Forest Cross Validation of CS284: 0.485018732562
Feature ranking:
1. feature SC135 (0.067254)
2. feature TU120 (0.063266)
3. feature TU154 (0.062671)
4. feature CS111 (0.060126)
5. feature EL171 (0.056420)
6. feature EL172 (0.056145)
7. feature PY228 (0.052583)
8. feature MA211 (0.052236)
9. feature TU110 (0.051274)
10. feature CS102 (0.049051)
11. feature SC185 (0.043064)
12. feature CS101 (0.042791)
13. feature TH161 (0.029738)
14. feature ST216 (0.028312)
15. feature TU100 (0.027552)
16. feature SW111 (0.025456)
17. feature EL070 (0.024847)
18. feature TU130 (0.024592)
19. feature MA212 (0.014489)
20. feature CS105 (0.013659)
21. feature SC123 (0.012619)
22. feature SO201 (0.010946)
23. feature SC173 (0.010382)
24. feature LA209 (0.010017)
25. feature MW313 (0.009549)
26. feature AT316 (0.009393)
27. feature SW212 (0.008754)
28. feature SW213 (0.008214)
29. feature SW335 (0.008111)
30. feature TU122 (0.007710)
31. feature TA395 (0.007181)
32. feature ES356 (0.006769)
33. feature MW314 (0.006740)
34. feature CS115 (0.005539)
35. feature SW475 (0.004461)
36. feature SW221 (0.003939)
37. feature MA216 (0.003756)
38. feature CJ315 (0.003322)
39. feature CS214 (0.002917)
40. feature MA332 (0.001853)
41. feature AT326 (0.001671)
42. feature SW365 (0.001657)
43. feature CS261 (0.001622)
44. feature CS284 (0.001528)
45. feature CJ317 (0.001042)
46. feature NS132 (0.001005)
47. feature CJ316 (0.000590)
48. feature CS222 (0.000554)
49. feature CS213 (0.000551)
50. feature CS251 (0.000369)
51. feature CS296 (0.000366)
52. feature HO201 (0.000336)
53. feature CS223 (0.000322)
54. feature CS281 (0.000315)
55. feature CS341 (0.000313)
56. feature CS311 (0.000063)
57. feature CS297 (0.000000)
58. feature CS326 (0.000000)
59. feature CS314 (0.000000)
60. feature BA291 (0.000000)
61. feature CS302 (0.000000)
62. feature CS301 (0.000000)
63. feature CS300 (0.000000)
64. feature CS215 (0.000000)
65. feature CS342 (0.000000)
66. feature CS295 (0.000000)
67. feature CS289 (0.000000)
68. feature CS288 (0.000000)
69. feature CS286 (0.000000)
70. feature CS285 (0.000000)
71. feature CS211 (0.000000)
72. feature CJ321 (0.000000)
73. feature SW478 (0.000000)
74. feature CS367 (0.000000)
75. feature CS348 (0.000000)
76. feature CS356 (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 EL295 (0.000000)
90. feature EL395 (0.000000)
91. feature HR201 (0.000000)
92. feature CS426 (0.000000)
93. feature CS409 (0.000000)
94. feature CS408 (0.000000)
95. feature CS387 (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 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 CS401 (0.000000)
110. feature CS402 (0.000000)
Index([u'SC135', u'TU120', u'TU154', u'CS111', u'EL171', u'EL172', u'PY228',
u'MA211', u'TU110', u'CS102'],
dtype='object')
-----------------------------------
CS285
[ 0.57142857 0.71428571 0.75 1. 1. ]
Random Forest Cross Validation of CS285: 0.807142857143
Feature ranking:
1. feature CS251 (0.144255)
2. feature EL172 (0.110469)
3. feature CS223 (0.110064)
4. feature CS281 (0.088278)
5. feature EL295 (0.083486)
6. feature BA291 (0.067528)
7. feature TH161 (0.057169)
8. feature EL395 (0.053757)
9. feature MA332 (0.052857)
10. feature MA212 (0.049248)
11. feature CS101 (0.049073)
12. feature CS385 (0.043294)
13. feature TU110 (0.030260)
14. feature CS213 (0.029998)
15. feature CS302 (0.012717)
16. feature ST216 (0.009424)
17. feature EL171 (0.008122)
18. feature CS314 (0.000000)
19. feature CS311 (0.000000)
20. feature CS326 (0.000000)
21. feature CS300 (0.000000)
22. feature CS297 (0.000000)
23. feature CS301 (0.000000)
24. feature TU154 (0.000000)
25. feature CS341 (0.000000)
26. feature CS342 (0.000000)
27. feature CS356 (0.000000)
28. feature CS365 (0.000000)
29. feature CS366 (0.000000)
30. feature CS367 (0.000000)
31. feature CS374 (0.000000)
32. feature CS377 (0.000000)
33. feature CS386 (0.000000)
34. feature CS387 (0.000000)
35. feature CS388 (0.000000)
36. feature CS348 (0.000000)
37. feature CS286 (0.000000)
38. feature CS296 (0.000000)
39. feature CS295 (0.000000)
40. feature AT326 (0.000000)
41. feature CJ315 (0.000000)
42. feature CJ316 (0.000000)
43. feature CJ317 (0.000000)
44. feature CJ321 (0.000000)
45. feature CS102 (0.000000)
46. feature CS105 (0.000000)
47. feature CS111 (0.000000)
48. feature CS115 (0.000000)
49. feature CS211 (0.000000)
50. feature CS214 (0.000000)
51. feature CS215 (0.000000)
52. feature CS222 (0.000000)
53. feature CS261 (0.000000)
54. feature CS284 (0.000000)
55. feature CS285 (0.000000)
56. feature CS396 (0.000000)
57. feature CS288 (0.000000)
58. feature CS289 (0.000000)
59. feature CS395 (0.000000)
60. feature CS402 (0.000000)
61. feature CS397 (0.000000)
62. feature SW111 (0.000000)
63. feature MA216 (0.000000)
64. feature MW313 (0.000000)
65. feature MW314 (0.000000)
66. feature NS132 (0.000000)
67. feature PY228 (0.000000)
68. feature SC123 (0.000000)
69. feature SC135 (0.000000)
70. feature SC173 (0.000000)
71. feature SC185 (0.000000)
72. feature SO201 (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 TU120 (0.000000)
84. feature TU122 (0.000000)
85. feature MA211 (0.000000)
86. feature LA209 (0.000000)
87. feature HR201 (0.000000)
88. feature HO201 (0.000000)
89. feature CS399 (0.000000)
90. feature CS401 (0.000000)
91. feature TU130 (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 ES356 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS251', u'EL172', u'CS223', u'CS281', u'EL295', u'BA291', u'TH161',
u'EL395', u'MA332', u'MA212'],
dtype='object')
-----------------------------------
CS286
[ 0.38461538 0.36363636 0.5 0.5 0.44444444]
Random Forest Cross Validation of CS286: 0.438539238539
Feature ranking:
1. feature TU120 (0.082378)
2. feature TU110 (0.068655)
3. feature CS385 (0.062298)
4. feature SW365 (0.051633)
5. feature SW111 (0.051555)
6. feature CS222 (0.048049)
7. feature CS314 (0.044822)
8. feature CS284 (0.039177)
9. feature SC185 (0.039097)
10. feature CS213 (0.036865)
11. feature MW313 (0.036156)
12. feature MA332 (0.030451)
13. feature MA212 (0.029793)
14. feature EL171 (0.028814)
15. feature AT326 (0.027073)
16. feature CS223 (0.025285)
17. feature SC135 (0.021797)
18. feature CS101 (0.021712)
19. feature EL172 (0.020282)
20. feature TU130 (0.017622)
21. feature CS289 (0.015996)
22. feature SW335 (0.015795)
23. feature TU122 (0.014763)
24. feature ES356 (0.012674)
25. feature CS251 (0.012314)
26. feature CS214 (0.011476)
27. feature CS341 (0.010669)
28. feature MA211 (0.010125)
29. feature EL295 (0.010113)
30. feature ST216 (0.010002)
31. feature EL395 (0.008677)
32. feature CS261 (0.008537)
33. feature CS281 (0.008099)
34. feature TA395 (0.006749)
35. feature SC123 (0.006591)
36. feature TU100 (0.005498)
37. feature SW475 (0.005492)
38. feature CS488 (0.005245)
39. feature CS102 (0.005126)
40. feature TU154 (0.005070)
41. feature PY228 (0.004872)
42. feature CS311 (0.004786)
43. feature AT316 (0.004273)
44. feature TH161 (0.004132)
45. feature NS132 (0.003951)
46. feature HO201 (0.002755)
47. feature CS487 (0.002707)
48. feature CS286 (0.000000)
49. feature MW314 (0.000000)
50. feature MA216 (0.000000)
51. feature LA209 (0.000000)
52. feature CS285 (0.000000)
53. feature CS467 (0.000000)
54. feature SC173 (0.000000)
55. feature HR201 (0.000000)
56. feature CS295 (0.000000)
57. feature CS296 (0.000000)
58. feature CS297 (0.000000)
59. feature CS300 (0.000000)
60. feature CS301 (0.000000)
61. feature CS288 (0.000000)
62. feature SO201 (0.000000)
63. feature CS215 (0.000000)
64. feature SW212 (0.000000)
65. feature SW213 (0.000000)
66. feature CS211 (0.000000)
67. feature CS115 (0.000000)
68. feature CS111 (0.000000)
69. feature CS105 (0.000000)
70. feature SW221 (0.000000)
71. feature SW478 (0.000000)
72. feature CJ321 (0.000000)
73. feature CJ317 (0.000000)
74. feature CJ316 (0.000000)
75. feature CJ315 (0.000000)
76. feature BA291 (0.000000)
77. feature CS302 (0.000000)
78. feature EL070 (0.000000)
79. feature CS459 (0.000000)
80. feature CS326 (0.000000)
81. feature CS457 (0.000000)
82. feature CS456 (0.000000)
83. feature CS449 (0.000000)
84. feature CS446 (0.000000)
85. feature CS429 (0.000000)
86. feature CS427 (0.000000)
87. feature CS426 (0.000000)
88. feature CS409 (0.000000)
89. feature CS408 (0.000000)
90. feature CS407 (0.000000)
91. feature CS486 (0.000000)
92. feature CS401 (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 CS377 (0.000000)
102. feature CS374 (0.000000)
103. feature CS367 (0.000000)
104. feature CS366 (0.000000)
105. feature CS365 (0.000000)
106. feature CS356 (0.000000)
107. feature CS348 (0.000000)
108. feature CS342 (0.000000)
109. feature CS489 (0.000000)
110. feature CS402 (0.000000)
Index([u'TU120', u'TU110', u'CS385', u'SW365', u'SW111', u'CS222', u'CS314',
u'CS284', u'SC185', u'CS213'],
dtype='object')
-----------------------------------
CS288
[ 0.34375 0.33333333 0.48148148 0.33333333 0.44444444]
Random Forest Cross Validation of CS288: 0.387268518519
Feature ranking:
1. feature CS251 (0.076282)
2. feature CS111 (0.076177)
3. feature SC135 (0.055725)
4. feature MA212 (0.054306)
5. feature CS314 (0.037580)
6. feature EL395 (0.031588)
7. feature CS261 (0.030837)
8. feature TH161 (0.030706)
9. feature CS213 (0.029056)
10. feature ST216 (0.026407)
11. feature SW365 (0.024887)
12. feature CS385 (0.024520)
13. feature CS281 (0.023243)
14. feature MA211 (0.023021)
15. feature PY228 (0.023016)
16. feature AT326 (0.022983)
17. feature MA332 (0.022370)
18. feature TU120 (0.021380)
19. feature EL171 (0.021093)
20. feature SC185 (0.020822)
21. feature CS341 (0.020352)
22. feature CS214 (0.019899)
23. feature CS489 (0.018800)
24. feature CS223 (0.017582)
25. feature TU154 (0.016793)
26. feature EL295 (0.016465)
27. feature CS222 (0.016141)
28. feature CS101 (0.015932)
29. feature LA209 (0.014827)
30. feature CS289 (0.013911)
31. feature TU110 (0.012565)
32. feature ES356 (0.011794)
33. feature CS286 (0.011458)
34. feature CS386 (0.011335)
35. feature CS102 (0.011176)
36. feature TU130 (0.010047)
37. feature CS301 (0.008151)
38. feature EL172 (0.007066)
39. feature SW221 (0.006516)
40. feature TU122 (0.005986)
41. feature AT316 (0.005604)
42. feature CS284 (0.005022)
43. feature CS409 (0.004956)
44. feature EL070 (0.004919)
45. feature SW111 (0.003962)
46. feature MW314 (0.003702)
47. feature HO201 (0.003627)
48. feature SW478 (0.003528)
49. feature SW213 (0.003473)
50. feature SW335 (0.003245)
51. feature BA291 (0.003180)
52. feature TA395 (0.003129)
53. feature MW313 (0.002676)
54. feature CS326 (0.001922)
55. feature SC123 (0.001761)
56. feature SW212 (0.001502)
57. feature SC173 (0.000997)
58. feature CS211 (0.000000)
59. feature CS285 (0.000000)
60. feature TU100 (0.000000)
61. feature CS300 (0.000000)
62. feature CS297 (0.000000)
63. feature CS296 (0.000000)
64. feature CS295 (0.000000)
65. feature CJ315 (0.000000)
66. feature CS288 (0.000000)
67. feature NS132 (0.000000)
68. feature CJ316 (0.000000)
69. feature CS115 (0.000000)
70. feature CJ317 (0.000000)
71. feature CJ321 (0.000000)
72. feature CS105 (0.000000)
73. feature SO201 (0.000000)
74. feature SW475 (0.000000)
75. feature CS311 (0.000000)
76. feature CS215 (0.000000)
77. feature CS302 (0.000000)
78. feature CS487 (0.000000)
79. feature MA216 (0.000000)
80. feature CS486 (0.000000)
81. feature CS467 (0.000000)
82. feature CS459 (0.000000)
83. feature CS457 (0.000000)
84. feature CS456 (0.000000)
85. feature CS449 (0.000000)
86. feature CS446 (0.000000)
87. feature CS429 (0.000000)
88. feature CS427 (0.000000)
89. feature CS426 (0.000000)
90. feature CS408 (0.000000)
91. feature CS407 (0.000000)
92. feature CS488 (0.000000)
93. feature CS401 (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 CS377 (0.000000)
102. feature CS374 (0.000000)
103. feature CS367 (0.000000)
104. feature CS366 (0.000000)
105. feature CS365 (0.000000)
106. feature CS356 (0.000000)
107. feature CS348 (0.000000)
108. feature CS342 (0.000000)
109. feature HR201 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS251', u'CS111', u'SC135', u'MA212', u'CS314', u'EL395', u'CS261',
u'TH161', u'CS213', u'ST216'],
dtype='object')
-----------------------------------
CS289
[ 0.53846154 0.57894737 0.61111111 0.51428571 0.55882353]
Random Forest Cross Validation of CS289: 0.560325852338
Feature ranking:
1. feature CS281 (0.074484)
2. feature CS261 (0.067055)
3. feature MA212 (0.056869)
4. feature TH161 (0.050470)
5. feature ST216 (0.042837)
6. feature CS102 (0.042712)
7. feature TU110 (0.041719)
8. feature CS251 (0.037888)
9. feature CS214 (0.031095)
10. feature CS111 (0.028690)
11. feature MA211 (0.028165)
12. feature TU130 (0.027347)
13. feature CS284 (0.026601)
14. feature MA332 (0.026219)
15. feature TU100 (0.024674)
16. feature EL172 (0.023569)
17. feature AT326 (0.022558)
18. feature SC185 (0.022069)
19. feature TU122 (0.020931)
20. feature CS223 (0.020785)
21. feature CS213 (0.019074)
22. feature PY228 (0.019006)
23. feature TU154 (0.018969)
24. feature AT316 (0.018693)
25. feature TU120 (0.018034)
26. feature SW475 (0.017006)
27. feature SW111 (0.016909)
28. feature EL295 (0.016565)
29. feature CS101 (0.016541)
30. feature EL171 (0.016365)
31. feature CS222 (0.013972)
32. feature SC135 (0.013440)
33. feature LA209 (0.010603)
34. feature EL395 (0.008685)
35. feature CS296 (0.006503)
36. feature EL070 (0.005513)
37. feature MW314 (0.005386)
38. feature CJ315 (0.004574)
39. feature HO201 (0.004487)
40. feature SW335 (0.004091)
41. feature ES356 (0.004089)
42. feature TA395 (0.003905)
43. feature SW365 (0.003394)
44. feature MW313 (0.003030)
45. feature SC123 (0.002921)
46. feature SC173 (0.002867)
47. feature NS132 (0.001628)
48. feature CS286 (0.001576)
49. feature SO201 (0.001565)
50. feature SW221 (0.001350)
51. feature SW478 (0.001338)
52. feature CS311 (0.001186)
53. feature CS289 (0.000000)
54. feature CS295 (0.000000)
55. feature CS301 (0.000000)
56. feature CS297 (0.000000)
57. feature CS300 (0.000000)
58. feature CS302 (0.000000)
59. feature CS314 (0.000000)
60. feature CS288 (0.000000)
61. feature CS211 (0.000000)
62. feature CS285 (0.000000)
63. feature SW212 (0.000000)
64. feature SW213 (0.000000)
65. feature CS215 (0.000000)
66. feature CS341 (0.000000)
67. feature CS115 (0.000000)
68. feature CS105 (0.000000)
69. feature CJ321 (0.000000)
70. feature CJ317 (0.000000)
71. feature CJ316 (0.000000)
72. feature BA291 (0.000000)
73. feature CS326 (0.000000)
74. feature CS374 (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 HR201 (0.000000)
91. feature MA216 (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 CS366 (0.000000)
99. feature CS367 (0.000000)
100. feature CS377 (0.000000)
101. feature CS385 (0.000000)
102. feature CS387 (0.000000)
103. feature CS401 (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 CS402 (0.000000)
Index([u'CS281', u'CS261', u'MA212', u'TH161', u'ST216', u'CS102', u'TU110',
u'CS251', u'CS214', u'CS111'],
dtype='object')
-----------------------------------
CS295
[ 0.25 0.2 0.14285714 0.46153846 0.23076923]
Random Forest Cross Validation of CS295: 0.257032967033
Feature ranking:
1. feature EL172 (0.083085)
2. feature CS111 (0.078848)
3. feature MA211 (0.060789)
4. feature SC135 (0.058644)
5. feature CS213 (0.055371)
6. feature CS284 (0.051181)
7. feature TU120 (0.046065)
8. feature EL171 (0.042634)
9. feature CS222 (0.041611)
10. feature CS223 (0.041112)
11. feature TU154 (0.035286)
12. feature TU110 (0.033150)
13. feature MA212 (0.032082)
14. feature HO201 (0.029850)
15. feature SC185 (0.029017)
16. feature SO201 (0.027740)
17. feature EL295 (0.025565)
18. feature CS101 (0.024768)
19. feature CS102 (0.023396)
20. feature CS261 (0.022338)
21. feature CS214 (0.021231)
22. feature TH161 (0.019456)
23. feature PY228 (0.017190)
24. feature LA209 (0.017142)
25. feature AT326 (0.016837)
26. feature SW475 (0.012563)
27. feature AT316 (0.010378)
28. feature EL070 (0.008154)
29. feature ST216 (0.006449)
30. feature MW313 (0.005558)
31. feature SW212 (0.004596)
32. feature CJ316 (0.003495)
33. feature TU122 (0.003339)
34. feature TU130 (0.003276)
35. feature TU100 (0.003122)
36. feature CJ315 (0.002882)
37. feature SW335 (0.001801)
38. feature MA216 (0.000000)
39. feature CS297 (0.000000)
40. feature CS288 (0.000000)
41. feature CS289 (0.000000)
42. feature CS295 (0.000000)
43. feature CS296 (0.000000)
44. feature CS311 (0.000000)
45. feature CS300 (0.000000)
46. feature CS301 (0.000000)
47. feature CS302 (0.000000)
48. feature CS285 (0.000000)
49. feature CS314 (0.000000)
50. feature CS326 (0.000000)
51. feature CS341 (0.000000)
52. feature CS342 (0.000000)
53. feature CS286 (0.000000)
54. feature SW213 (0.000000)
55. feature SW111 (0.000000)
56. feature CS281 (0.000000)
57. feature CS251 (0.000000)
58. feature CS356 (0.000000)
59. feature SW221 (0.000000)
60. feature CS215 (0.000000)
61. feature SW365 (0.000000)
62. feature CS211 (0.000000)
63. feature CS115 (0.000000)
64. feature SW478 (0.000000)
65. feature CS105 (0.000000)
66. feature TA395 (0.000000)
67. feature CJ321 (0.000000)
68. feature CJ317 (0.000000)
69. feature BA291 (0.000000)
70. feature CS348 (0.000000)
71. feature CS367 (0.000000)
72. feature CS365 (0.000000)
73. feature CS488 (0.000000)
74. feature CS449 (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 CS489 (0.000000)
82. feature CS429 (0.000000)
83. feature SC173 (0.000000)
84. feature SC123 (0.000000)
85. feature EL395 (0.000000)
86. feature ES356 (0.000000)
87. feature NS132 (0.000000)
88. feature HR201 (0.000000)
89. feature MW314 (0.000000)
90. feature CS446 (0.000000)
91. feature CS427 (0.000000)
92. feature CS366 (0.000000)
93. feature CS395 (0.000000)
94. feature MA332 (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 CS401 (0.000000)
107. feature CS407 (0.000000)
108. feature CS408 (0.000000)
109. feature CS409 (0.000000)
110. feature CS402 (0.000000)
Index([u'EL172', u'CS111', u'MA211', u'SC135', u'CS213', u'CS284', u'TU120',
u'EL171', u'CS222', u'CS223'],
dtype='object')
-----------------------------------
CS296
[ 0.44 0.34782609 0.34782609 0.31818182 0.52380952]
Random Forest Cross Validation of CS296: 0.395528703181
Feature ranking:
1. feature TU110 (0.088662)
2. feature TH161 (0.058216)
3. feature CS213 (0.056377)
4. feature EL171 (0.055962)
5. feature SC135 (0.051540)
6. feature CS284 (0.048952)
7. feature SC185 (0.043562)
8. feature AT326 (0.039519)
9. feature TU154 (0.036685)
10. feature EL172 (0.035878)
11. feature MA211 (0.034340)
12. feature TU120 (0.033763)
13. feature CS111 (0.031020)
14. feature PY228 (0.030392)
15. feature EL295 (0.029864)
16. feature CS101 (0.028938)
17. feature AT316 (0.026897)
18. feature CS222 (0.026355)
19. feature EL070 (0.021169)
20. feature CS214 (0.020902)
21. feature TU122 (0.020531)
22. feature CS223 (0.019912)
23. feature MW314 (0.019700)
24. feature CS102 (0.014599)
25. feature CS105 (0.013064)
26. feature HO201 (0.012512)
27. feature MA212 (0.012451)
28. feature MW313 (0.008168)
29. feature TU100 (0.007063)
30. feature MA332 (0.006839)
31. feature CS261 (0.006795)
32. feature ST216 (0.006345)
33. feature SW475 (0.006025)
34. feature CS301 (0.005262)
35. feature SC123 (0.005152)
36. feature SW365 (0.004140)
37. feature CS281 (0.004114)
38. feature CJ316 (0.003663)
39. feature EL395 (0.003342)
40. feature SW335 (0.003234)
41. feature CS326 (0.002385)
42. feature MA216 (0.001971)
43. feature CS296 (0.001949)
44. feature SW111 (0.001867)
45. feature CS449 (0.001719)
46. feature TU130 (0.001663)
47. feature CS365 (0.001637)
48. feature LA209 (0.001291)
49. feature CS341 (0.001228)
50. feature SC173 (0.001196)
51. feature CS366 (0.001191)
52. feature CS300 (0.000000)
53. feature CS302 (0.000000)
54. feature CS297 (0.000000)
55. feature CS311 (0.000000)
56. feature CS289 (0.000000)
57. feature CS314 (0.000000)
58. feature CS295 (0.000000)
59. feature SO201 (0.000000)
60. feature CS288 (0.000000)
61. feature CS286 (0.000000)
62. feature CS285 (0.000000)
63. feature CS251 (0.000000)
64. feature CS215 (0.000000)
65. feature CS342 (0.000000)
66. feature CS211 (0.000000)
67. feature CS115 (0.000000)
68. feature TA395 (0.000000)
69. feature CJ321 (0.000000)
70. feature CJ317 (0.000000)
71. feature CJ315 (0.000000)
72. feature BA291 (0.000000)
73. feature SW478 (0.000000)
74. feature CS387 (0.000000)
75. feature CS348 (0.000000)
76. feature CS356 (0.000000)
77. feature CS446 (0.000000)
78. feature CS456 (0.000000)
79. feature CS457 (0.000000)
80. feature CS459 (0.000000)
81. feature CS467 (0.000000)
82. feature CS486 (0.000000)
83. feature CS487 (0.000000)
84. feature CS488 (0.000000)
85. feature CS489 (0.000000)
86. feature SW221 (0.000000)
87. feature ES356 (0.000000)
88. feature HR201 (0.000000)
89. feature SW213 (0.000000)
90. feature NS132 (0.000000)
91. feature SW212 (0.000000)
92. feature CS429 (0.000000)
93. feature CS427 (0.000000)
94. feature CS426 (0.000000)
95. feature CS395 (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 CS388 (0.000000)
102. feature CS396 (0.000000)
103. feature CS409 (0.000000)
104. feature CS397 (0.000000)
105. feature CS398 (0.000000)
106. feature CS399 (0.000000)
107. feature CS401 (0.000000)
108. feature CS407 (0.000000)
109. feature CS408 (0.000000)
110. feature CS402 (0.000000)
Index([u'TU110', u'TH161', u'CS213', u'EL171', u'SC135', u'CS284', u'SC185',
u'AT326', u'TU154', u'EL172'],
dtype='object')
-----------------------------------
CS297
[ 0.41666667 0.63636364 0.18181818 0.4 0.55555556]
Random Forest Cross Validation of CS297: 0.438080808081
Feature ranking:
1. feature LA209 (0.137145)
2. feature CS213 (0.135132)
3. feature CS295 (0.103245)
4. feature MA212 (0.082084)
5. feature CS296 (0.059437)
6. feature TU154 (0.053678)
7. feature TU122 (0.051152)
8. feature EL171 (0.036800)
9. feature ST216 (0.029211)
10. feature CS251 (0.028065)
11. feature CS101 (0.027192)
12. feature TH161 (0.024993)
13. feature MA332 (0.024472)
14. feature SW335 (0.023591)
15. feature CJ315 (0.022574)
16. feature CS284 (0.020900)
17. feature CS223 (0.020345)
18. feature PY228 (0.017469)
19. feature EL172 (0.016576)
20. feature CS281 (0.013983)
21. feature TU100 (0.013446)
22. feature MA211 (0.012911)
23. feature TU130 (0.009627)
24. feature MW313 (0.008886)
25. feature SW213 (0.005954)
26. feature SW365 (0.005836)
27. feature TU120 (0.004925)
28. feature CS102 (0.004710)
29. feature SW221 (0.002856)
30. feature CS222 (0.002801)
31. feature CS214 (0.000000)
32. feature AT326 (0.000000)
33. feature CS302 (0.000000)
34. feature CS311 (0.000000)
35. feature CS314 (0.000000)
36. feature CS326 (0.000000)
37. feature CS341 (0.000000)
38. feature CS342 (0.000000)
39. feature CS348 (0.000000)
40. feature CS215 (0.000000)
41. feature CS356 (0.000000)
42. feature CS365 (0.000000)
43. feature CS366 (0.000000)
44. feature CS367 (0.000000)
45. feature CS374 (0.000000)
46. feature CS377 (0.000000)
47. feature CS301 (0.000000)
48. feature CS300 (0.000000)
49. feature CS297 (0.000000)
50. feature BA291 (0.000000)
51. feature CJ316 (0.000000)
52. feature CS289 (0.000000)
53. feature CS288 (0.000000)
54. feature CS286 (0.000000)
55. feature CS285 (0.000000)
56. feature CJ317 (0.000000)
57. feature CJ321 (0.000000)
58. feature CS105 (0.000000)
59. feature CS111 (0.000000)
60. feature CS261 (0.000000)
61. feature CS115 (0.000000)
62. feature CS211 (0.000000)
63. feature CS386 (0.000000)
64. feature CS385 (0.000000)
65. feature CS402 (0.000000)
66. feature CS387 (0.000000)
67. feature CS489 (0.000000)
68. feature EL295 (0.000000)
69. feature EL395 (0.000000)
70. feature ES356 (0.000000)
71. feature HO201 (0.000000)
72. feature HR201 (0.000000)
73. feature MA216 (0.000000)
74. feature MW314 (0.000000)
75. feature NS132 (0.000000)
76. feature SC123 (0.000000)
77. feature SC135 (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 SW475 (0.000000)
84. feature SW478 (0.000000)
85. feature TA395 (0.000000)
86. feature TU110 (0.000000)
87. feature EL070 (0.000000)
88. feature CS488 (0.000000)
89. feature CS388 (0.000000)
90. feature CS487 (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 CS401 (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 CS459 (0.000000)
108. feature CS467 (0.000000)
109. feature CS486 (0.000000)
110. feature AT316 (0.000000)
Index([u'LA209', u'CS213', u'CS295', u'MA212', u'CS296', u'TU154', u'TU122',
u'EL171', u'ST216', u'CS251'],
dtype='object')
-----------------------------------
CS300
[ 0.6 0.76923077 0.83333333 0.75 0.75 ]
Random Forest Cross Validation of CS300: 0.740512820513
Feature ranking:
1. feature ST216 (0.171212)
2. feature CS111 (0.135256)
3. feature CS102 (0.093106)
4. feature CS101 (0.066385)
5. feature CS115 (0.065260)
6. feature EL172 (0.051822)
7. feature PY228 (0.050870)
8. feature TU154 (0.041172)
9. feature TU110 (0.037553)
10. feature CS105 (0.036436)
11. feature TH161 (0.031986)
12. feature EL171 (0.025300)
13. feature MA212 (0.024691)
14. feature TU120 (0.023413)
15. feature MA211 (0.022559)
16. feature TU130 (0.021536)
17. feature SC123 (0.020764)
18. feature EL070 (0.015436)
19. feature SO201 (0.013705)
20. feature ES356 (0.012726)
21. feature TU100 (0.010595)
22. feature SW111 (0.009336)
23. feature MA216 (0.005552)
24. feature TA395 (0.005445)
25. feature SC135 (0.004916)
26. feature SC173 (0.002968)
27. feature CS311 (0.000000)
28. feature CS301 (0.000000)
29. feature CS300 (0.000000)
30. feature CS297 (0.000000)
31. feature CS296 (0.000000)
32. feature CS374 (0.000000)
33. feature CS302 (0.000000)
34. feature CS367 (0.000000)
35. feature CS341 (0.000000)
36. feature CS314 (0.000000)
37. feature CS326 (0.000000)
38. feature CS366 (0.000000)
39. feature CS342 (0.000000)
40. feature CS289 (0.000000)
41. feature CS348 (0.000000)
42. feature CS356 (0.000000)
43. feature CS365 (0.000000)
44. feature CS295 (0.000000)
45. feature CS222 (0.000000)
46. feature CS288 (0.000000)
47. feature CS286 (0.000000)
48. feature AT326 (0.000000)
49. feature BA291 (0.000000)
50. feature CJ315 (0.000000)
51. feature CJ316 (0.000000)
52. feature CJ317 (0.000000)
53. feature CJ321 (0.000000)
54. feature CS211 (0.000000)
55. feature CS213 (0.000000)
56. feature CS214 (0.000000)
57. feature CS215 (0.000000)
58. feature CS385 (0.000000)
59. feature CS223 (0.000000)
60. feature CS251 (0.000000)
61. feature CS261 (0.000000)
62. feature CS281 (0.000000)
63. feature CS284 (0.000000)
64. feature CS285 (0.000000)
65. feature CS377 (0.000000)
66. feature CS402 (0.000000)
67. feature CS386 (0.000000)
68. feature CS387 (0.000000)
69. feature CS489 (0.000000)
70. feature EL295 (0.000000)
71. feature EL395 (0.000000)
72. feature HO201 (0.000000)
73. feature HR201 (0.000000)
74. feature LA209 (0.000000)
75. feature MA332 (0.000000)
76. feature MW313 (0.000000)
77. feature MW314 (0.000000)
78. feature NS132 (0.000000)
79. feature SC185 (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 TU122 (0.000000)
88. feature CS488 (0.000000)
89. feature CS487 (0.000000)
90. feature CS486 (0.000000)
91. feature CS408 (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 CS401 (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)
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)
107. feature CS456 (0.000000)
108. feature CS457 (0.000000)
109. feature CS459 (0.000000)
110. feature AT316 (0.000000)
Index([u'ST216', u'CS111', u'CS102', u'CS101', u'CS115', u'EL172', u'PY228',
u'TU154', u'TU110', u'CS105'],
dtype='object')
-----------------------------------
CS301
[ 0.61627907 0.63953488 0.55294118 0.58536585 0.65853659]
Random Forest Cross Validation of CS301: 0.610531513797
Feature ranking:
1. feature CS314 (0.042647)
2. feature LA209 (0.042083)
3. feature CS284 (0.040301)
4. feature EL395 (0.038871)
5. feature TU110 (0.033899)
6. feature MA212 (0.033040)
7. feature CS281 (0.032052)
8. feature MA211 (0.027721)
9. feature TU120 (0.027552)
10. feature TH161 (0.024978)
11. feature CS385 (0.024815)
12. feature EL171 (0.024239)
13. feature CS111 (0.024039)
14. feature CS261 (0.023780)
15. feature TU122 (0.023566)
16. feature EL172 (0.023559)
17. feature CS223 (0.023017)
18. feature CS101 (0.021939)
19. feature EL295 (0.021732)
20. feature TU130 (0.021495)
21. feature HO201 (0.020520)
22. feature MA332 (0.020031)
23. feature CS214 (0.019093)
24. feature CS222 (0.017701)
25. feature CS213 (0.017653)
26. feature CS102 (0.017037)
27. feature TU154 (0.016969)
28. feature ST216 (0.016694)
29. feature CS365 (0.016080)
30. feature PY228 (0.016023)
31. feature CS341 (0.015565)
32. feature SC135 (0.014767)
33. feature CS251 (0.014200)
34. feature SC185 (0.014070)
35. feature AT326 (0.012709)
36. feature CS296 (0.011548)
37. feature CS289 (0.011219)
38. feature SW335 (0.011033)
39. feature AT316 (0.009732)
40. feature CS295 (0.008732)
41. feature SC123 (0.007964)
42. feature NS132 (0.007437)
43. feature CJ315 (0.007297)
44. feature SW221 (0.006993)
45. feature CS409 (0.006971)
46. feature EL070 (0.006861)
47. feature SW478 (0.006481)
48. feature CS489 (0.006444)
49. feature CJ317 (0.005912)
50. feature CS395 (0.005621)
51. feature SW475 (0.005511)
52. feature SW365 (0.005444)
53. feature CS302 (0.004985)
54. feature BA291 (0.004786)
55. feature SW111 (0.004738)
56. feature TA395 (0.004096)
57. feature SW212 (0.003652)
58. feature CS297 (0.003389)
59. feature CS288 (0.003232)
60. feature ES356 (0.003082)
61. feature CS396 (0.002098)
62. feature TU100 (0.001965)
63. feature MW314 (0.001773)
64. feature CS286 (0.001399)
65. feature CS326 (0.001156)
66. feature CS377 (0.001031)
67. feature CS311 (0.000719)
68. feature SC173 (0.000669)
69. feature SO201 (0.000629)
70. feature MW313 (0.000542)
71. feature SW213 (0.000420)
72. feature CS115 (0.000000)
73. feature CJ316 (0.000000)
74. feature CS285 (0.000000)
75. feature CJ321 (0.000000)
76. feature CS300 (0.000000)
77. feature CS215 (0.000000)
78. feature CS105 (0.000000)
79. feature CS211 (0.000000)
80. feature MA216 (0.000000)
81. feature CS301 (0.000000)
82. feature CS488 (0.000000)
83. feature CS487 (0.000000)
84. feature CS486 (0.000000)
85. feature CS467 (0.000000)
86. feature CS459 (0.000000)
87. feature CS457 (0.000000)
88. feature CS456 (0.000000)
89. feature CS449 (0.000000)
90. feature CS446 (0.000000)
91. feature CS429 (0.000000)
92. feature CS427 (0.000000)
93. feature CS426 (0.000000)
94. feature CS408 (0.000000)
95. feature CS407 (0.000000)
96. feature CS401 (0.000000)
97. feature CS399 (0.000000)
98. feature CS398 (0.000000)
99. feature CS397 (0.000000)
100. feature CS388 (0.000000)
101. feature CS387 (0.000000)
102. feature CS386 (0.000000)
103. feature CS374 (0.000000)
104. feature CS367 (0.000000)
105. feature CS366 (0.000000)
106. feature HR201 (0.000000)
107. feature CS356 (0.000000)
108. feature CS348 (0.000000)
109. feature CS342 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS314', u'LA209', u'CS284', u'EL395', u'TU110', u'MA212', u'CS281',
u'MA211', u'TU120', u'TH161'],
dtype='object')
-----------------------------------
CS302
[ 0.62857143 0.66666667 0.61764706 0.63636364 0.67692308]
Random Forest Cross Validation of CS302: 0.64523437347
Feature ranking:
1. feature CS223 (0.083455)
2. feature CS261 (0.072654)
3. feature CS341 (0.056448)
4. feature CS284 (0.042980)
5. feature CS251 (0.029408)
6. feature ST216 (0.029153)
7. feature MA332 (0.025898)
8. feature CS102 (0.023732)
9. feature CS281 (0.023100)
10. feature CS342 (0.022910)
11. feature CS395 (0.022696)
12. feature TU120 (0.020347)
13. feature MA211 (0.020039)
14. feature TU130 (0.019961)
15. feature EL171 (0.018775)
16. feature CS311 (0.017432)
17. feature TU122 (0.016946)
18. feature CS314 (0.016879)
19. feature CS214 (0.016467)
20. feature SC135 (0.015968)
21. feature EL395 (0.015820)
22. feature EL172 (0.014987)
23. feature MA212 (0.014638)
24. feature CS374 (0.013405)
25. feature TH161 (0.013264)
26. feature CS326 (0.012871)
27. feature CS111 (0.012747)
28. feature CS288 (0.012618)
29. feature EL070 (0.012382)
30. feature SW478 (0.012242)
31. feature CS301 (0.012089)
32. feature TU154 (0.011772)
33. feature CS213 (0.011724)
34. feature CS429 (0.011693)
35. feature PY228 (0.011560)
36. feature CS377 (0.011426)
37. feature CS222 (0.010274)
38. feature CS286 (0.009277)
39. feature CS367 (0.008493)
40. feature CS101 (0.008402)
41. feature CS388 (0.008143)
42. feature AT316 (0.007711)
43. feature SW111 (0.007484)
44. feature CS356 (0.007458)
45. feature CS385 (0.006911)
46. feature SC123 (0.006675)
47. feature CS365 (0.006577)
48. feature CS285 (0.006466)
49. feature EL295 (0.006142)
50. feature CS426 (0.005719)
51. feature SC185 (0.005665)
52. feature TA395 (0.005430)
53. feature AT326 (0.005350)
54. feature SW365 (0.005272)
55. feature CS289 (0.004939)
56. feature TU100 (0.004341)
57. feature ES356 (0.004124)
58. feature SW475 (0.003882)
59. feature CS487 (0.003610)
60. feature CS297 (0.003578)
61. feature CS486 (0.003532)
62. feature TU110 (0.003490)
63. feature SW213 (0.003393)
64. feature CS489 (0.003336)
65. feature CS348 (0.002943)
66. feature SW221 (0.002656)
67. feature CS397 (0.002386)
68. feature CS398 (0.002352)
69. feature SW335 (0.002287)
70. feature CS295 (0.002188)
71. feature CJ316 (0.002180)
72. feature CS409 (0.002142)
73. feature MW314 (0.002084)
74. feature CS459 (0.001877)
75. feature CS401 (0.001700)
76. feature HO201 (0.001601)
77. feature NS132 (0.001572)
78. feature CJ317 (0.001551)
79. feature CS399 (0.001306)
80. feature BA291 (0.000838)
81. feature CS386 (0.000636)
82. feature CS396 (0.000469)
83. feature CS366 (0.000462)
84. feature SC173 (0.000442)
85. feature LA209 (0.000170)
86. feature CS296 (0.000000)
87. feature CS115 (0.000000)
88. feature MW313 (0.000000)
89. feature CS467 (0.000000)
90. feature CJ315 (0.000000)
91. feature CS457 (0.000000)
92. feature CS302 (0.000000)
93. feature CJ321 (0.000000)
94. feature CS456 (0.000000)
95. feature CS449 (0.000000)
96. feature CS105 (0.000000)
97. feature CS446 (0.000000)
98. feature CS211 (0.000000)
99. feature CS387 (0.000000)
100. feature CS427 (0.000000)
101. feature CS408 (0.000000)
102. feature CS215 (0.000000)
103. feature CS407 (0.000000)
104. feature CS488 (0.000000)
105. feature MA216 (0.000000)
106. feature SW212 (0.000000)
107. feature CS300 (0.000000)
108. feature SO201 (0.000000)
109. feature HR201 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS223', u'CS261', u'CS341', u'CS284', u'CS251', u'ST216', u'MA332',
u'CS102', u'CS281', u'CS342'],
dtype='object')
-----------------------------------
CS311
[ 0.3943662 0.45070423 0.48529412 0.49253731 0.48484848]
Random Forest Cross Validation of CS311: 0.461550067693
Feature ranking:
1. feature CS341 (0.067338)
2. feature CS281 (0.054976)
3. feature CS213 (0.051469)
4. feature ST216 (0.044097)
5. feature CS314 (0.036936)
6. feature CS111 (0.033417)
7. feature MA212 (0.031904)
8. feature SC135 (0.031567)
9. feature CS251 (0.025600)
10. feature TU122 (0.025131)
11. feature TU154 (0.024521)
12. feature MA211 (0.024244)
13. feature EL172 (0.022901)
14. feature TH161 (0.022058)
15. feature EL395 (0.020637)
16. feature CS261 (0.020532)
17. feature PY228 (0.018294)
18. feature CS365 (0.017522)
19. feature TA395 (0.017338)
20. feature MA332 (0.016952)
21. feature CS223 (0.016364)
22. feature HO201 (0.015320)
23. feature CS385 (0.014773)
24. feature TU120 (0.014500)
25. feature CS214 (0.014038)
26. feature SC185 (0.014005)
27. feature EL295 (0.013636)
28. feature TU110 (0.012915)
29. feature AT316 (0.012854)
30. feature CS222 (0.012475)
31. feature CS102 (0.012295)
32. feature AT326 (0.012019)
33. feature EL171 (0.012010)
34. feature MW314 (0.011823)
35. feature CS101 (0.011611)
36. feature TU130 (0.010514)
37. feature CS295 (0.009892)
38. feature CS409 (0.009447)
39. feature SW365 (0.009343)
40. feature CS395 (0.009067)
41. feature CS284 (0.008730)
42. feature CS302 (0.008669)
43. feature EL070 (0.008488)
44. feature CS289 (0.008402)
45. feature BA291 (0.008075)
46. feature LA209 (0.007003)
47. feature ES356 (0.006928)
48. feature SW478 (0.006835)
49. feature CS326 (0.006757)
50. feature SW111 (0.006252)
51. feature CS301 (0.005858)
52. feature SW212 (0.005638)
53. feature TU100 (0.005074)
54. feature CS386 (0.004873)
55. feature CS297 (0.004857)
56. feature CS489 (0.004713)
57. feature SW221 (0.004580)
58. feature CS296 (0.004394)
59. feature CJ317 (0.003725)
60. feature SW335 (0.003692)
61. feature NS132 (0.003203)
62. feature SC173 (0.003127)
63. feature SW213 (0.002318)
64. feature CS401 (0.002107)
65. feature MW313 (0.002005)
66. feature CJ315 (0.001372)
67. feature CS374 (0.001278)
68. feature SW475 (0.001264)
69. feature CJ316 (0.000774)
70. feature SO201 (0.000772)
71. feature SC123 (0.000768)
72. feature CS366 (0.000722)
73. feature CS348 (0.000413)
74. feature CJ321 (0.000000)
75. feature CS288 (0.000000)
76. feature CS286 (0.000000)
77. feature CS285 (0.000000)
78. feature CS115 (0.000000)
79. feature CS211 (0.000000)
80. feature CS215 (0.000000)
81. feature CS105 (0.000000)
82. feature MA216 (0.000000)
83. feature CS300 (0.000000)
84. feature CS311 (0.000000)
85. feature HR201 (0.000000)
86. feature CS488 (0.000000)
87. feature CS487 (0.000000)
88. feature CS486 (0.000000)
89. feature CS467 (0.000000)
90. feature CS459 (0.000000)
91. feature CS457 (0.000000)
92. feature CS456 (0.000000)
93. feature CS449 (0.000000)
94. feature CS446 (0.000000)
95. feature CS429 (0.000000)
96. feature CS427 (0.000000)
97. feature CS426 (0.000000)
98. feature CS408 (0.000000)
99. feature CS407 (0.000000)
100. feature CS399 (0.000000)
101. feature CS398 (0.000000)
102. feature CS397 (0.000000)
103. feature CS396 (0.000000)
104. feature CS388 (0.000000)
105. feature CS387 (0.000000)
106. feature CS377 (0.000000)
107. feature CS367 (0.000000)
108. feature CS356 (0.000000)
109. feature CS342 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS341', u'CS281', u'CS213', u'ST216', u'CS314', u'CS111', u'MA212',
u'SC135', u'CS251', u'TU122'],
dtype='object')
-----------------------------------
CS314
[ 0.44230769 0.375 0.44660194 0.36363636 0.39393939]
Random Forest Cross Validation of CS314: 0.404297078326
Feature ranking:
1. feature TU154 (0.044716)
2. feature MA212 (0.043276)
3. feature SC135 (0.040205)
4. feature CS251 (0.036260)
5. feature TU110 (0.036084)
6. feature CS223 (0.035836)
7. feature EL171 (0.035717)
8. feature MA332 (0.031461)
9. feature ST216 (0.031423)
10. feature MA211 (0.030538)
11. feature TH161 (0.029200)
12. feature CS102 (0.027378)
13. feature EL295 (0.024540)
14. feature EL172 (0.024056)
15. feature CS222 (0.023369)
16. feature CS214 (0.022074)
17. feature HO201 (0.019244)
18. feature EL395 (0.018901)
19. feature AT326 (0.018603)
20. feature SW335 (0.018263)
21. feature PY228 (0.018087)
22. feature CS261 (0.018045)
23. feature CS284 (0.017562)
24. feature CS213 (0.017194)
25. feature TU122 (0.016269)
26. feature TU130 (0.015581)
27. feature TU120 (0.015572)
28. feature SC185 (0.014608)
29. feature CS111 (0.014418)
30. feature CS281 (0.014074)
31. feature LA209 (0.013261)
32. feature CS301 (0.013060)
33. feature CS311 (0.013005)
34. feature SW212 (0.011535)
35. feature EL070 (0.010710)
36. feature CS295 (0.010502)
37. feature SW111 (0.009906)
38. feature SW213 (0.009721)
39. feature CS374 (0.009544)
40. feature CS101 (0.009089)
41. feature CS314 (0.008041)
42. feature CS341 (0.006856)
43. feature SC123 (0.006306)
44. feature SW478 (0.006170)
45. feature NS132 (0.006013)
46. feature CS296 (0.006002)
47. feature ES356 (0.005730)
48. feature CS487 (0.005402)
49. feature MW314 (0.005306)
50. feature AT316 (0.004936)
51. feature SW475 (0.004862)
52. feature CS342 (0.004772)
53. feature SW221 (0.004159)
54. feature SC173 (0.003874)
55. feature CJ315 (0.003857)
56. feature TA395 (0.003834)
57. feature TU100 (0.003711)
58. feature CJ317 (0.003494)
59. feature SW365 (0.003437)
60. feature CS409 (0.002928)
61. feature CS397 (0.002829)
62. feature CS348 (0.002692)
63. feature CS377 (0.002596)
64. feature CS326 (0.002563)
65. feature CS385 (0.002443)
66. feature CS288 (0.002405)
67. feature CS366 (0.002315)
68. feature CS286 (0.001939)
69. feature CS365 (0.001857)
70. feature CS396 (0.001785)
71. feature CS395 (0.001748)
72. feature SO201 (0.001582)
73. feature CS289 (0.001345)
74. feature CS398 (0.001291)
75. feature CJ316 (0.001121)
76. feature MW313 (0.001053)
77. feature CS401 (0.001004)
78. feature CS297 (0.000986)
79. feature BA291 (0.000752)
80. feature CS459 (0.000618)
81. feature CS486 (0.000520)
82. feature CS302 (0.000472)
83. feature CS367 (0.000455)
84. feature CS489 (0.000452)
85. feature CS402 (0.000335)
86. feature CS399 (0.000262)
87. feature CS115 (0.000000)
88. feature CS105 (0.000000)
89. feature CS215 (0.000000)
90. feature CJ321 (0.000000)
91. feature CS211 (0.000000)
92. feature CS427 (0.000000)
93. feature MA216 (0.000000)
94. feature HR201 (0.000000)
95. feature CS408 (0.000000)
96. feature CS407 (0.000000)
97. feature CS429 (0.000000)
98. feature CS388 (0.000000)
99. feature CS387 (0.000000)
100. feature CS386 (0.000000)
101. feature CS446 (0.000000)
102. feature CS356 (0.000000)
103. feature CS449 (0.000000)
104. feature CS456 (0.000000)
105. feature CS457 (0.000000)
106. feature CS426 (0.000000)
107. feature CS467 (0.000000)
108. feature CS285 (0.000000)
109. feature CS488 (0.000000)
110. feature CS300 (0.000000)
Index([u'TU154', u'MA212', u'SC135', u'CS251', u'TU110', u'CS223', u'EL171',
u'MA332', u'ST216', u'MA211'],
dtype='object')
-----------------------------------
CS326
[ 0.58064516 0.37931034 0.64285714 0.55555556 0.69230769]
Random Forest Cross Validation of CS326: 0.570135179368
Feature ranking:
1. feature TU120 (0.081836)
2. feature CS365 (0.080410)
3. feature CS251 (0.075305)
4. feature CS222 (0.067498)
5. feature SC185 (0.041364)
6. feature ST216 (0.038616)
7. feature MA332 (0.036256)
8. feature MA211 (0.035428)
9. feature TU154 (0.033663)
10. feature CS223 (0.030333)
11. feature EL395 (0.029643)
12. feature AT326 (0.027187)
13. feature CS281 (0.023941)
14. feature EL295 (0.022910)
15. feature PY228 (0.022453)
16. feature CS102 (0.022359)
17. feature TU110 (0.021945)
18. feature SW365 (0.020159)
19. feature CS213 (0.019710)
20. feature CS314 (0.017892)
21. feature CS214 (0.017257)
22. feature TU122 (0.016704)
23. feature SW111 (0.016636)
24. feature HO201 (0.015901)
25. feature CS341 (0.013907)
26. feature CS261 (0.012980)
27. feature EL070 (0.012505)
28. feature EL172 (0.011463)
29. feature CS111 (0.011387)
30. feature CS284 (0.011280)
31. feature SW475 (0.010543)
32. feature TH161 (0.010343)
33. feature CS101 (0.008720)
34. feature SC135 (0.007213)
35. feature CS409 (0.007134)
36. feature AT316 (0.007129)
37. feature CS296 (0.005759)
38. feature MA212 (0.004788)
39. feature SW212 (0.004543)
40. feature NS132 (0.004199)
41. feature TU130 (0.004151)
42. feature TU100 (0.004130)
43. feature EL171 (0.003849)
44. feature ES356 (0.003552)
45. feature CS326 (0.003425)
46. feature CS301 (0.003008)
47. feature MW313 (0.002984)
48. feature MW314 (0.002721)
49. feature SW221 (0.002268)
50. feature SW213 (0.002186)
51. feature TA395 (0.002086)
52. feature CJ317 (0.001557)
53. feature SW478 (0.001224)
54. feature CS311 (0.001208)
55. feature CS395 (0.001203)
56. feature CS367 (0.001151)
57. feature CJ316 (0.000000)
58. feature CS297 (0.000000)
59. feature CJ315 (0.000000)
60. feature CS300 (0.000000)
61. feature CS289 (0.000000)
62. feature CS302 (0.000000)
63. feature BA291 (0.000000)
64. feature CS295 (0.000000)
65. feature CS285 (0.000000)
66. feature CS288 (0.000000)
67. feature CS286 (0.000000)
68. feature CS105 (0.000000)
69. feature SC123 (0.000000)
70. feature CJ321 (0.000000)
71. feature SO201 (0.000000)
72. feature CS215 (0.000000)
73. feature CS211 (0.000000)
74. feature CS115 (0.000000)
75. feature SW335 (0.000000)
76. feature SC173 (0.000000)
77. feature CS342 (0.000000)
78. feature MA216 (0.000000)
79. feature LA209 (0.000000)
80. feature HR201 (0.000000)
81. feature CS489 (0.000000)
82. feature CS488 (0.000000)
83. feature CS487 (0.000000)
84. feature CS486 (0.000000)
85. feature CS467 (0.000000)
86. feature CS459 (0.000000)
87. feature CS457 (0.000000)
88. feature CS456 (0.000000)
89. feature CS449 (0.000000)
90. feature CS446 (0.000000)
91. feature CS429 (0.000000)
92. feature CS427 (0.000000)
93. feature CS426 (0.000000)
94. feature CS408 (0.000000)
95. feature CS348 (0.000000)
96. feature CS407 (0.000000)
97. feature CS401 (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 CS385 (0.000000)
106. feature CS377 (0.000000)
107. feature CS374 (0.000000)
108. feature CS366 (0.000000)
109. feature CS356 (0.000000)
110. feature CS402 (0.000000)
Index([u'TU120', u'CS365', u'CS251', u'CS222', u'SC185', u'ST216', u'MA332',
u'MA211', u'TU154', u'CS223'],
dtype='object')
-----------------------------------
CS341
[ 0.63043478 0.58241758 0.62068966 0.55172414 0.59302326]
Random Forest Cross Validation of CS341: 0.595657882789
Feature ranking:
1. feature CS251 (0.064267)
2. feature CS281 (0.063784)
3. feature CS222 (0.049752)
4. feature MA332 (0.048878)
5. feature CS261 (0.048406)
6. feature ST216 (0.040911)
7. feature MA212 (0.040871)
8. feature MA211 (0.035923)
9. feature EL295 (0.032938)
10. feature EL171 (0.032098)
11. feature PY228 (0.031332)
12. feature CS213 (0.029213)
13. feature CS214 (0.026601)
14. feature CS284 (0.025050)
15. feature SC135 (0.024629)
16. feature TU120 (0.024282)
17. feature CS111 (0.022576)
18. feature EL395 (0.021525)
19. feature LA209 (0.017424)
20. feature TU154 (0.017128)
21. feature TU110 (0.016791)
22. feature CS223 (0.016787)
23. feature CS102 (0.016103)
24. feature AT326 (0.015216)
25. feature AT316 (0.015005)
26. feature CS311 (0.014162)
27. feature TU130 (0.014016)
28. feature TU100 (0.013816)
29. feature EL172 (0.012204)
30. feature CS295 (0.011459)
31. feature SC185 (0.011453)
32. feature TH161 (0.010830)
33. feature SW111 (0.010219)
34. feature CS101 (0.010066)
35. feature ES356 (0.009969)
36. feature NS132 (0.008880)
37. feature CS374 (0.007373)
38. feature SW365 (0.007211)
39. feature HO201 (0.007177)
40. feature TA395 (0.006922)
41. feature SW213 (0.006483)
42. feature CS296 (0.006288)
43. feature TU122 (0.006258)
44. feature SW212 (0.005375)
45. feature SW221 (0.004876)
46. feature SW478 (0.004228)
47. feature MW314 (0.004117)
48. feature MW313 (0.003931)
49. feature CJ315 (0.003887)
50. feature EL070 (0.003863)
51. feature CS395 (0.002715)
52. feature CS301 (0.002692)
53. feature SC123 (0.002188)
54. feature CS286 (0.002162)
55. feature SW335 (0.001877)
56. feature CS302 (0.001550)
57. feature CJ316 (0.001210)
58. feature SC173 (0.001108)
59. feature CS356 (0.001061)
60. feature CS401 (0.000594)
61. feature CS326 (0.000293)
62. feature CS288 (0.000000)
63. feature CS489 (0.000000)
64. feature CS285 (0.000000)
65. feature CS486 (0.000000)
66. feature CS487 (0.000000)
67. feature CS289 (0.000000)
68. feature CS488 (0.000000)
69. feature SO201 (0.000000)
70. feature SW475 (0.000000)
71. feature CS215 (0.000000)
72. feature CS459 (0.000000)
73. feature CS211 (0.000000)
74. feature CS115 (0.000000)
75. feature HR201 (0.000000)
76. feature CS105 (0.000000)
77. feature CJ321 (0.000000)
78. feature CJ317 (0.000000)
79. feature BA291 (0.000000)
80. feature MA216 (0.000000)
81. feature CS467 (0.000000)
82. feature CS446 (0.000000)
83. feature CS297 (0.000000)
84. feature CS300 (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 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 CS385 (0.000000)
99. feature CS377 (0.000000)
100. feature CS456 (0.000000)
101. feature CS367 (0.000000)
102. feature CS366 (0.000000)
103. feature CS365 (0.000000)
104. feature CS348 (0.000000)
105. feature CS342 (0.000000)
106. feature CS341 (0.000000)
107. feature CS314 (0.000000)
108. feature CS457 (0.000000)
109. feature CS429 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS251', u'CS281', u'CS222', u'MA332', u'CS261', u'ST216', u'MA212',
u'MA211', u'EL295', u'EL171'],
dtype='object')
-----------------------------------
CS342
[ 0.69117647 0.64179104 0.67164179 0.65151515 0.640625 ]
Random Forest Cross Validation of CS342: 0.659349891585
Feature ranking:
1. feature CS341 (0.129117)
2. feature CS281 (0.061627)
3. feature CS213 (0.049362)
4. feature CS395 (0.033679)
5. feature MA332 (0.031220)
6. feature CS301 (0.029719)
7. feature EL395 (0.024524)
8. feature SC135 (0.024451)
9. feature TU110 (0.023822)
10. feature CS214 (0.023723)
11. feature TU154 (0.023573)
12. feature CS314 (0.023371)
13. feature CS223 (0.022651)
14. feature ST216 (0.022579)
15. feature CS101 (0.021986)
16. feature EL172 (0.020938)
17. feature MA212 (0.020816)
18. feature MA211 (0.020343)
19. feature CS102 (0.018409)
20. feature EL295 (0.017067)
21. feature CS297 (0.016611)
22. feature CS251 (0.016523)
23. feature EL171 (0.014375)
24. feature CS284 (0.013706)
25. feature AT326 (0.013353)
26. feature CS385 (0.012445)
27. feature TU130 (0.011968)
28. feature TU120 (0.011714)
29. feature CS311 (0.011632)
30. feature CS111 (0.010911)
31. feature CS326 (0.010876)
32. feature SW111 (0.010699)
33. feature TA395 (0.010161)
34. feature PY228 (0.009776)
35. feature CS365 (0.008995)
36. feature SW213 (0.008955)
37. feature TU122 (0.008891)
38. feature CS409 (0.008861)
39. feature SW212 (0.008421)
40. feature CS222 (0.008174)
41. feature TH161 (0.007558)
42. feature ES356 (0.007058)
43. feature CS289 (0.006664)
44. feature LA209 (0.006292)
45. feature SC185 (0.006212)
46. feature SW365 (0.006202)
47. feature AT316 (0.006145)
48. feature CS261 (0.005778)
49. feature EL070 (0.005746)
50. feature MW313 (0.004985)
51. feature SC123 (0.004876)
52. feature SW478 (0.004483)
53. feature CS302 (0.003999)
54. feature CS396 (0.003972)
55. feature BA291 (0.003906)
56. feature HO201 (0.003532)
57. feature SW475 (0.003448)
58. feature CS366 (0.003186)
59. feature CS386 (0.003163)
60. feature CS295 (0.003011)
61. feature MW314 (0.002907)
62. feature SC173 (0.002768)
63. feature SW221 (0.002676)
64. feature CS489 (0.002491)
65. feature CS296 (0.002462)
66. feature SW335 (0.002246)
67. feature NS132 (0.002244)
68. feature CS401 (0.002087)
69. feature CS427 (0.002018)
70. feature CS456 (0.001922)
71. feature CS374 (0.001360)
72. feature TU100 (0.001063)
73. feature CS377 (0.001038)
74. feature SO201 (0.000878)
75. feature CJ317 (0.000816)
76. feature CJ315 (0.000784)
77. feature CS215 (0.000000)
78. feature CS288 (0.000000)
79. feature CS211 (0.000000)
80. feature CS115 (0.000000)
81. feature CS105 (0.000000)
82. feature CJ321 (0.000000)
83. feature CS285 (0.000000)
84. feature CJ316 (0.000000)
85. feature CS286 (0.000000)
86. feature CS449 (0.000000)
87. feature MA216 (0.000000)
88. feature HR201 (0.000000)
89. feature CS429 (0.000000)
90. feature CS426 (0.000000)
91. feature CS408 (0.000000)
92. feature CS407 (0.000000)
93. feature CS457 (0.000000)
94. feature CS399 (0.000000)
95. feature CS398 (0.000000)
96. feature CS397 (0.000000)
97. feature CS459 (0.000000)
98. feature CS388 (0.000000)
99. feature CS387 (0.000000)
100. feature CS467 (0.000000)
101. feature CS367 (0.000000)
102. feature CS486 (0.000000)
103. feature CS356 (0.000000)
104. feature CS348 (0.000000)
105. feature CS342 (0.000000)
106. feature CS487 (0.000000)
107. feature CS488 (0.000000)
108. feature CS446 (0.000000)
109. feature CS300 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS341', u'CS281', u'CS213', u'CS395', u'MA332', u'CS301', u'EL395',
u'SC135', u'TU110', u'CS214'],
dtype='object')
-----------------------------------
CS348
[ 0.45454545 0.7 0.57142857 0.8 0.6 ]
Random Forest Cross Validation of CS348: 0.625194805195
Feature ranking:
1. feature HO201 (0.255315)
2. feature CS251 (0.094072)
3. feature CS395 (0.094042)
4. feature EL395 (0.089154)
5. feature CS341 (0.068445)
6. feature CS213 (0.046897)
7. feature EL295 (0.039017)
8. feature CS101 (0.027076)
9. feature SC135 (0.026782)
10. feature CS301 (0.025421)
11. feature MW314 (0.021368)
12. feature CS223 (0.020921)
13. feature CS314 (0.018500)
14. feature CS409 (0.016836)
15. feature CS281 (0.016564)
16. feature SW365 (0.015894)
17. feature TU110 (0.013069)
18. feature CS222 (0.012738)
19. feature SC185 (0.012010)
20. feature TU130 (0.011894)
21. feature TU154 (0.011741)
22. feature SW213 (0.010671)
23. feature MA211 (0.007366)
24. feature EL172 (0.007154)
25. feature SW478 (0.007037)
26. feature CJ316 (0.006806)
27. feature ST216 (0.005026)
28. feature EL171 (0.004017)
29. feature CS111 (0.004017)
30. feature AT326 (0.003740)
31. feature CS284 (0.003525)
32. feature CS214 (0.002884)
33. feature CS386 (0.000000)
34. feature CS102 (0.000000)
35. feature BA291 (0.000000)
36. feature CS377 (0.000000)
37. feature CS374 (0.000000)
38. feature CS367 (0.000000)
39. feature CS366 (0.000000)
40. feature CS365 (0.000000)
41. feature CJ315 (0.000000)
42. feature CS356 (0.000000)
43. feature CS348 (0.000000)
44. feature CJ317 (0.000000)
45. feature CS342 (0.000000)
46. feature CJ321 (0.000000)
47. feature CS326 (0.000000)
48. feature CS311 (0.000000)
49. feature CS261 (0.000000)
50. feature CS302 (0.000000)
51. feature CS105 (0.000000)
52. feature CS300 (0.000000)
53. feature CS297 (0.000000)
54. feature CS296 (0.000000)
55. feature CS295 (0.000000)
56. feature CS289 (0.000000)
57. feature CS288 (0.000000)
58. feature CS286 (0.000000)
59. feature CS115 (0.000000)
60. feature CS211 (0.000000)
61. feature CS215 (0.000000)
62. feature CS285 (0.000000)
63. feature CS385 (0.000000)
64. feature CS402 (0.000000)
65. feature CS387 (0.000000)
66. feature SO201 (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 NS132 (0.000000)
73. feature PY228 (0.000000)
74. feature SC123 (0.000000)
75. feature SC173 (0.000000)
76. feature SW111 (0.000000)
77. feature CS388 (0.000000)
78. feature SW212 (0.000000)
79. feature SW221 (0.000000)
80. feature SW335 (0.000000)
81. feature SW475 (0.000000)
82. feature TA395 (0.000000)
83. feature TH161 (0.000000)
84. feature TU100 (0.000000)
85. feature TU120 (0.000000)
86. feature TU122 (0.000000)
87. feature HR201 (0.000000)
88. feature ES356 (0.000000)
89. feature EL070 (0.000000)
90. feature CS489 (0.000000)
91. feature CS396 (0.000000)
92. feature CS397 (0.000000)
93. feature CS398 (0.000000)
94. feature CS399 (0.000000)
95. feature CS401 (0.000000)
96. feature CS407 (0.000000)
97. feature CS408 (0.000000)
98. feature CS426 (0.000000)
99. feature CS427 (0.000000)
100. feature CS429 (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'HO201', u'CS251', u'CS395', u'EL395', u'CS341', u'CS213', u'EL295',
u'CS101', u'SC135', u'CS301'],
dtype='object')
-----------------------------------
CS356
[ 0.45454545 0.63636364 0.4 0.66666667 0.625 ]
Random Forest Cross Validation of CS356: 0.556515151515
Feature ranking:
1. feature CS251 (0.102320)
2. feature TU122 (0.096834)
3. feature ST216 (0.082309)
4. feature CS395 (0.063831)
5. feature EL171 (0.056286)
6. feature TU120 (0.052367)
7. feature CS222 (0.049012)
8. feature EL395 (0.044047)
9. feature CS281 (0.038862)
10. feature MA211 (0.031042)
11. feature TU130 (0.029269)
12. feature CS102 (0.028547)
13. feature CS409 (0.027035)
14. feature CS301 (0.025406)
15. feature CS284 (0.024326)
16. feature CS214 (0.023281)
17. feature EL070 (0.021729)
18. feature TU154 (0.020049)
19. feature TH161 (0.016981)
20. feature CS365 (0.016651)
21. feature CS261 (0.015942)
22. feature LA209 (0.015657)
23. feature CS296 (0.015002)
24. feature CS111 (0.014614)
25. feature HO201 (0.013004)
26. feature MA332 (0.012570)
27. feature PY228 (0.011859)
28. feature CS213 (0.011179)
29. feature EL295 (0.006502)
30. feature CS101 (0.006396)
31. feature CS341 (0.005731)
32. feature EL172 (0.005422)
33. feature SC185 (0.004030)
34. feature TU110 (0.003561)
35. feature MA212 (0.003556)
36. feature CS314 (0.002721)
37. feature AT326 (0.002071)
38. feature CS342 (0.000000)
39. feature CJ315 (0.000000)
40. feature CS326 (0.000000)
41. feature BA291 (0.000000)
42. feature CS223 (0.000000)
43. feature CS348 (0.000000)
44. feature CS356 (0.000000)
45. feature CS302 (0.000000)
46. feature CS366 (0.000000)
47. feature CS367 (0.000000)
48. feature CS374 (0.000000)
49. feature CS311 (0.000000)
50. feature CJ317 (0.000000)
51. feature CJ316 (0.000000)
52. feature CS300 (0.000000)
53. feature CS297 (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 CS105 (0.000000)
61. feature CS115 (0.000000)
62. feature CS385 (0.000000)
63. feature CS211 (0.000000)
64. feature CS215 (0.000000)
65. feature CS377 (0.000000)
66. feature CS402 (0.000000)
67. feature CS386 (0.000000)
68. feature CS387 (0.000000)
69. feature HR201 (0.000000)
70. feature MA216 (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 SC173 (0.000000)
77. feature SO201 (0.000000)
78. feature SW111 (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 TU100 (0.000000)
88. feature ES356 (0.000000)
89. feature CS489 (0.000000)
90. feature CS488 (0.000000)
91. feature CS426 (0.000000)
92. feature CS388 (0.000000)
93. feature CS396 (0.000000)
94. feature CS397 (0.000000)
95. feature CS398 (0.000000)
96. feature CS399 (0.000000)
97. feature CS401 (0.000000)
98. feature CS407 (0.000000)
99. feature CS408 (0.000000)
100. feature CS427 (0.000000)
101. feature CS487 (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'CS251', u'TU122', u'ST216', u'CS395', u'EL171', u'TU120', u'CS222',
u'EL395', u'CS281', u'MA211'],
dtype='object')
-----------------------------------
CS365
[ 0.53061224 0.58333333 0.5106383 0.55319149 0.63043478]
Random Forest Cross Validation of CS365: 0.561642029615
Feature ranking:
1. feature CS222 (0.103560)
2. feature CS281 (0.062734)
3. feature CS284 (0.036829)
4. feature MA332 (0.035086)
5. feature TU154 (0.034098)
6. feature EL295 (0.031836)
7. feature CS213 (0.031665)
8. feature SC135 (0.030982)
9. feature CS251 (0.030428)
10. feature CS111 (0.029990)
11. feature EL172 (0.028218)
12. feature CS102 (0.027312)
13. feature ST216 (0.023253)
14. feature TU110 (0.023202)
15. feature CS214 (0.023199)
16. feature MA211 (0.022503)
17. feature TU120 (0.022317)
18. feature EL171 (0.020840)
19. feature TH161 (0.019806)
20. feature CS296 (0.018953)
21. feature SC185 (0.018341)
22. feature MA212 (0.017896)
23. feature PY228 (0.017772)
24. feature SW212 (0.017692)
25. feature CS223 (0.017482)
26. feature TU122 (0.016481)
27. feature AT316 (0.015610)
28. feature CS101 (0.015507)
29. feature TU100 (0.013744)
30. feature EL395 (0.012433)
31. feature CJ316 (0.012063)
32. feature CS295 (0.011955)
33. feature CS261 (0.011719)
34. feature MW314 (0.011297)
35. feature CS311 (0.010202)
36. feature LA209 (0.009366)
37. feature TU130 (0.009361)
38. feature ES356 (0.008702)
39. feature SW213 (0.008206)
40. feature NS132 (0.008006)
41. feature EL070 (0.007916)
42. feature TA395 (0.007832)
43. feature HO201 (0.007587)
44. feature AT326 (0.007029)
45. feature SW478 (0.006898)
46. feature SW475 (0.005130)
47. feature CJ317 (0.005008)
48. feature MW313 (0.003295)
49. feature SW365 (0.003211)
50. feature SW111 (0.002841)
51. feature CS374 (0.002766)
52. feature CS377 (0.002642)
53. feature SW221 (0.002640)
54. feature CS341 (0.002562)
55. feature SW335 (0.002465)
56. feature CJ315 (0.002155)
57. feature SC173 (0.001907)
58. feature SO201 (0.001217)
59. feature SC123 (0.001110)
60. feature CS367 (0.001103)
61. feature CS395 (0.000819)
62. feature CS326 (0.000614)
63. feature CS356 (0.000605)
64. feature CS297 (0.000000)
65. feature CS300 (0.000000)
66. feature CS301 (0.000000)
67. feature CS215 (0.000000)
68. feature CS289 (0.000000)
69. feature CS288 (0.000000)
70. feature CS286 (0.000000)
71. feature CS285 (0.000000)
72. feature CS211 (0.000000)
73. feature CS115 (0.000000)
74. feature CS105 (0.000000)
75. feature CJ321 (0.000000)
76. feature BA291 (0.000000)
77. feature CS302 (0.000000)
78. feature MA216 (0.000000)
79. feature CS314 (0.000000)
80. feature CS342 (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 CS429 (0.000000)
93. feature CS427 (0.000000)
94. feature CS426 (0.000000)
95. feature CS409 (0.000000)
96. feature CS408 (0.000000)
97. feature CS407 (0.000000)
98. feature CS401 (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 CS387 (0.000000)
105. feature CS386 (0.000000)
106. feature CS385 (0.000000)
107. feature CS366 (0.000000)
108. feature CS365 (0.000000)
109. feature CS348 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS222', u'CS281', u'CS284', u'MA332', u'TU154', u'EL295', u'CS213',
u'SC135', u'CS251', u'CS111'],
dtype='object')
-----------------------------------
CS366
[ 0.35294118 0.6 0.53333333 0.53846154 0.58333333]
Random Forest Cross Validation of CS366: 0.52161387632
Feature ranking:
1. feature CS222 (0.171249)
2. feature EL395 (0.049446)
3. feature CS367 (0.047531)
4. feature TH161 (0.046763)
5. feature CS213 (0.044886)
6. feature CS284 (0.042472)
7. feature CS365 (0.040247)
8. feature HO201 (0.033940)
9. feature CS446 (0.031768)
10. feature ST216 (0.030005)
11. feature SC135 (0.027128)
12. feature EL172 (0.023633)
13. feature EL171 (0.022789)
14. feature CS395 (0.021941)
15. feature CS251 (0.021190)
16. feature CS314 (0.020422)
17. feature CS111 (0.018381)
18. feature CS341 (0.018060)
19. feature CS301 (0.017241)
20. feature SC173 (0.017131)
21. feature CS281 (0.016066)
22. feature CS401 (0.015306)
23. feature MA212 (0.015257)
24. feature SC185 (0.015118)
25. feature SW335 (0.014373)
26. feature CJ317 (0.014289)
27. feature TU120 (0.011799)
28. feature CS102 (0.011792)
29. feature MW314 (0.011589)
30. feature SW475 (0.010312)
31. feature SW212 (0.008174)
32. feature CJ315 (0.008171)
33. feature SW111 (0.008036)
34. feature CS326 (0.007668)
35. feature PY228 (0.007478)
36. feature CS356 (0.006977)
37. feature MW313 (0.006912)
38. feature CS409 (0.006414)
39. feature TU110 (0.006368)
40. feature LA209 (0.004393)
41. feature CS342 (0.003958)
42. feature CS214 (0.003909)
43. feature CS377 (0.003853)
44. feature TU130 (0.003812)
45. feature CS311 (0.003739)
46. feature CS348 (0.003676)
47. feature AT316 (0.003520)
48. feature CS261 (0.003450)
49. feature MA332 (0.003427)
50. feature SW213 (0.003367)
51. feature CS429 (0.003226)
52. feature SW365 (0.002870)
53. feature SC123 (0.002256)
54. feature EL295 (0.002221)
55. feature CS215 (0.000000)
56. feature AT326 (0.000000)
57. feature BA291 (0.000000)
58. feature CJ316 (0.000000)
59. feature CJ321 (0.000000)
60. feature CS101 (0.000000)
61. feature CS302 (0.000000)
62. feature CS300 (0.000000)
63. feature CS105 (0.000000)
64. feature CS223 (0.000000)
65. feature CS296 (0.000000)
66. feature CS295 (0.000000)
67. feature CS115 (0.000000)
68. feature CS289 (0.000000)
69. feature CS288 (0.000000)
70. feature CS211 (0.000000)
71. feature CS286 (0.000000)
72. feature CS285 (0.000000)
73. feature CS297 (0.000000)
74. feature TU154 (0.000000)
75. feature CS366 (0.000000)
76. feature CS374 (0.000000)
77. feature CS487 (0.000000)
78. feature CS488 (0.000000)
79. feature CS489 (0.000000)
80. feature EL070 (0.000000)
81. feature ES356 (0.000000)
82. feature HR201 (0.000000)
83. feature MA211 (0.000000)
84. feature MA216 (0.000000)
85. feature NS132 (0.000000)
86. feature SO201 (0.000000)
87. feature SW221 (0.000000)
88. feature SW478 (0.000000)
89. feature TA395 (0.000000)
90. feature TU100 (0.000000)
91. feature TU122 (0.000000)
92. feature CS486 (0.000000)
93. feature CS467 (0.000000)
94. feature CS459 (0.000000)
95. feature CS398 (0.000000)
96. feature CS385 (0.000000)
97. feature CS386 (0.000000)
98. feature CS387 (0.000000)
99. feature CS388 (0.000000)
100. feature CS396 (0.000000)
101. feature CS397 (0.000000)
102. feature CS399 (0.000000)
103. feature CS457 (0.000000)
104. feature CS407 (0.000000)
105. feature CS408 (0.000000)
106. feature CS426 (0.000000)
107. feature CS427 (0.000000)
108. feature CS449 (0.000000)
109. feature CS456 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS222', u'EL395', u'CS367', u'TH161', u'CS213', u'CS284', u'CS365',
u'HO201', u'CS446', u'ST216'],
dtype='object')
-----------------------------------
CS367
[ 0.42857143 0.33333333 0.52380952 0.58823529 0.64705882]
Random Forest Cross Validation of CS367: 0.504201680672
Feature ranking:
1. feature CS365 (0.055780)
2. feature EL295 (0.055065)
3. feature SC135 (0.053306)
4. feature CS326 (0.046287)
5. feature CS102 (0.042218)
6. feature CS301 (0.040488)
7. feature CS222 (0.039472)
8. feature HO201 (0.039164)
9. feature CS281 (0.035838)
10. feature EL171 (0.033323)
11. feature SW365 (0.027368)
12. feature CS341 (0.026966)
13. feature SW213 (0.026665)
14. feature TU130 (0.025984)
15. feature MA212 (0.023476)
16. feature PY228 (0.023472)
17. feature TU122 (0.023361)
18. feature CS214 (0.022979)
19. feature ST216 (0.022377)
20. feature EL395 (0.020862)
21. feature CS251 (0.019070)
22. feature SC123 (0.018996)
23. feature CS314 (0.017564)
24. feature CS395 (0.017476)
25. feature TH161 (0.017151)
26. feature TU154 (0.016556)
27. feature CS284 (0.016031)
28. feature TU110 (0.015856)
29. feature MA211 (0.015832)
30. feature SC185 (0.014089)
31. feature CS111 (0.012811)
32. feature TU120 (0.012678)
33. feature NS132 (0.012303)
34. feature CS261 (0.009859)
35. feature EL070 (0.009167)
36. feature SC173 (0.007985)
37. feature SW111 (0.007976)
38. feature CS213 (0.006906)
39. feature SW478 (0.006410)
40. feature CS401 (0.005347)
41. feature CS377 (0.005326)
42. feature CJ317 (0.005201)
43. feature SW212 (0.004856)
44. feature CS101 (0.004684)
45. feature AT326 (0.004671)
46. feature CS342 (0.004181)
47. feature CS302 (0.004021)
48. feature MW314 (0.003766)
49. feature MW313 (0.003676)
50. feature CJ316 (0.003079)
51. feature CS374 (0.002528)
52. feature CS427 (0.002023)
53. feature CS223 (0.002010)
54. feature SW335 (0.002010)
55. feature MA332 (0.001834)
56. feature CS311 (0.001619)
57. feature CS105 (0.000000)
58. feature BA291 (0.000000)
59. feature CS348 (0.000000)
60. feature CJ315 (0.000000)
61. feature CS297 (0.000000)
62. feature CS300 (0.000000)
63. feature CS215 (0.000000)
64. feature CS296 (0.000000)
65. feature CS295 (0.000000)
66. feature CS289 (0.000000)
67. feature CS288 (0.000000)
68. feature CS286 (0.000000)
69. feature CJ321 (0.000000)
70. feature CS115 (0.000000)
71. feature CS211 (0.000000)
72. feature CS285 (0.000000)
73. feature CS402 (0.000000)
74. feature CS356 (0.000000)
75. feature CS457 (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 EL172 (0.000000)
82. feature ES356 (0.000000)
83. feature HR201 (0.000000)
84. feature LA209 (0.000000)
85. feature MA216 (0.000000)
86. feature SO201 (0.000000)
87. feature SW221 (0.000000)
88. feature SW475 (0.000000)
89. feature TA395 (0.000000)
90. feature TU100 (0.000000)
91. feature CS459 (0.000000)
92. feature CS456 (0.000000)
93. feature CS366 (0.000000)
94. feature CS449 (0.000000)
95. feature CS367 (0.000000)
96. feature CS385 (0.000000)
97. feature CS386 (0.000000)
98. feature CS387 (0.000000)
99. feature CS388 (0.000000)
100. feature CS396 (0.000000)
101. feature CS397 (0.000000)
102. feature CS398 (0.000000)
103. feature CS399 (0.000000)
104. feature CS407 (0.000000)
105. feature CS408 (0.000000)
106. feature CS409 (0.000000)
107. feature CS426 (0.000000)
108. feature CS429 (0.000000)
109. feature CS446 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS365', u'EL295', u'SC135', u'CS326', u'CS102', u'CS301', u'CS222',
u'HO201', u'CS281', u'EL171'],
dtype='object')
-----------------------------------
CS374
[ 0.48571429 0.51428571 0.52173913 0.43939394 0.546875 ]
Random Forest Cross Validation of CS374: 0.501601613966
Feature ranking:
1. feature CS261 (0.124221)
2. feature CS341 (0.050697)
3. feature EL171 (0.032015)
4. feature ST216 (0.031650)
5. feature CS214 (0.028314)
6. feature MA212 (0.025976)
7. feature CS222 (0.024954)
8. feature CS284 (0.024928)
9. feature CS281 (0.023714)
10. feature PY228 (0.023713)
11. feature CS314 (0.023698)
12. feature CS289 (0.022704)
13. feature CS251 (0.021907)
14. feature CS365 (0.021147)
15. feature TU122 (0.020344)
16. feature CS111 (0.020053)
17. feature EL295 (0.018940)
18. feature MA211 (0.018865)
19. feature MA332 (0.018637)
20. feature TU130 (0.018187)
21. feature TU110 (0.017676)
22. feature CS102 (0.017176)
23. feature TH161 (0.015518)
24. feature TU120 (0.014840)
25. feature SW111 (0.014373)
26. feature CS213 (0.014319)
27. feature SC135 (0.013412)
28. feature TU154 (0.013212)
29. feature EL395 (0.013209)
30. feature SW365 (0.011821)
31. feature CS101 (0.011197)
32. feature AT326 (0.010471)
33. feature NS132 (0.010359)
34. feature BA291 (0.010238)
35. feature LA209 (0.010071)
36. feature ES356 (0.009969)
37. feature EL070 (0.009828)
38. feature CS296 (0.009482)
39. feature HO201 (0.009394)
40. feature SW221 (0.009338)
41. feature EL172 (0.009279)
42. feature CS326 (0.008969)
43. feature SW478 (0.008679)
44. feature CS385 (0.008365)
45. feature CS302 (0.008334)
46. feature SW475 (0.008049)
47. feature CS223 (0.007723)
48. feature AT316 (0.007454)
49. feature CS295 (0.007258)
50. feature CS395 (0.006589)
51. feature SC185 (0.005930)
52. feature TA395 (0.005865)
53. feature SW212 (0.005753)
54. feature MW313 (0.005709)
55. feature MW314 (0.005359)
56. feature CS386 (0.004681)
57. feature SW213 (0.004653)
58. feature SC173 (0.004443)
59. feature CS301 (0.004368)
60. feature CS297 (0.003899)
61. feature CS396 (0.003800)
62. feature CS409 (0.003696)
63. feature CJ317 (0.003332)
64. feature SC123 (0.003205)
65. feature SW335 (0.003070)
66. feature CS489 (0.002504)
67. feature CS377 (0.002281)
68. feature CJ315 (0.001590)
69. feature TU100 (0.001444)
70. feature CS342 (0.001107)
71. feature CS286 (0.000775)
72. feature CS427 (0.000662)
73. feature CS374 (0.000609)
74. feature CJ316 (0.000000)
75. feature CS105 (0.000000)
76. feature CS211 (0.000000)
77. feature CS115 (0.000000)
78. feature MA216 (0.000000)
79. feature HR201 (0.000000)
80. feature CS285 (0.000000)
81. feature SO201 (0.000000)
82. feature CJ321 (0.000000)
83. feature CS288 (0.000000)
84. feature CS215 (0.000000)
85. feature CS446 (0.000000)
86. feature CS488 (0.000000)
87. feature CS456 (0.000000)
88. feature CS426 (0.000000)
89. feature CS408 (0.000000)
90. feature CS407 (0.000000)
91. feature CS449 (0.000000)
92. feature CS401 (0.000000)
93. feature CS399 (0.000000)
94. feature CS398 (0.000000)
95. feature CS397 (0.000000)
96. feature CS388 (0.000000)
97. feature CS387 (0.000000)
98. feature CS367 (0.000000)
99. feature CS300 (0.000000)
100. feature CS366 (0.000000)
101. feature CS457 (0.000000)
102. feature CS356 (0.000000)
103. feature CS348 (0.000000)
104. feature CS459 (0.000000)
105. feature CS467 (0.000000)
106. feature CS486 (0.000000)
107. feature CS311 (0.000000)
108. feature CS487 (0.000000)
109. feature CS429 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS261', u'CS341', u'EL171', u'ST216', u'CS214', u'MA212', u'CS222',
u'CS284', u'CS281', u'PY228'],
dtype='object')
-----------------------------------
CS377
[ 0.4375 0.375 0.64285714 0.58333333 0.45454545]
Random Forest Cross Validation of CS377: 0.498647186147
Feature ranking:
1. feature CS213 (0.143986)
2. feature CS101 (0.065651)
3. feature HO201 (0.047170)
4. feature CS281 (0.042039)
5. feature TU120 (0.038602)
6. feature SW335 (0.035278)
7. feature EL295 (0.033229)
8. feature CS342 (0.032561)
9. feature CS102 (0.031352)
10. feature EL395 (0.031292)
11. feature MA211 (0.030630)
12. feature SC185 (0.029010)
13. feature TU110 (0.025875)
14. feature CS395 (0.024399)
15. feature EL171 (0.024012)
16. feature TU154 (0.023859)
17. feature CS251 (0.021968)
18. feature TH161 (0.021661)
19. feature MA332 (0.019783)
20. feature CJ317 (0.019628)
21. feature SW111 (0.017025)
22. feature PY228 (0.016380)
23. feature EL172 (0.015697)
24. feature CS326 (0.014577)
25. feature CS284 (0.014480)
26. feature LA209 (0.014243)
27. feature CS314 (0.014203)
28. feature AT326 (0.013005)
29. feature CS261 (0.011428)
30. feature TU130 (0.009753)
31. feature SC135 (0.009392)
32. feature MA212 (0.008746)
33. feature CS311 (0.008702)
34. feature CS302 (0.008096)
35. feature CS341 (0.007524)
36. feature CS365 (0.007261)
37. feature SW221 (0.007127)
38. feature SW365 (0.006844)
39. feature SC123 (0.006204)
40. feature CS223 (0.006055)
41. feature NS132 (0.005821)
42. feature CS214 (0.005634)
43. feature TU122 (0.005210)
44. feature AT316 (0.005179)
45. feature CS409 (0.004456)
46. feature CS111 (0.003843)
47. feature CS295 (0.003836)
48. feature CS457 (0.003700)
49. feature CS374 (0.003592)
50. feature CS285 (0.000000)
51. feature SO201 (0.000000)
52. feature SC173 (0.000000)
53. feature MW314 (0.000000)
54. feature MW313 (0.000000)
55. feature CS286 (0.000000)
56. feature CS222 (0.000000)
57. feature CS288 (0.000000)
58. feature CS289 (0.000000)
59. feature CS296 (0.000000)
60. feature CS297 (0.000000)
61. feature CS300 (0.000000)
62. feature ST216 (0.000000)
63. feature CS459 (0.000000)
64. feature CS301 (0.000000)
65. feature SW212 (0.000000)
66. feature SW213 (0.000000)
67. feature CS211 (0.000000)
68. feature CS115 (0.000000)
69. feature CS105 (0.000000)
70. feature SW475 (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 CS215 (0.000000)
79. feature HR201 (0.000000)
80. feature MA216 (0.000000)
81. feature CS396 (0.000000)
82. feature CS456 (0.000000)
83. feature CS449 (0.000000)
84. feature CS446 (0.000000)
85. feature CS429 (0.000000)
86. feature CS427 (0.000000)
87. feature CS426 (0.000000)
88. feature CS408 (0.000000)
89. feature CS407 (0.000000)
90. feature CS467 (0.000000)
91. feature CS401 (0.000000)
92. feature CS399 (0.000000)
93. feature CS398 (0.000000)
94. feature CS397 (0.000000)
95. feature CS486 (0.000000)
96. feature ES356 (0.000000)
97. feature CS388 (0.000000)
98. feature CS387 (0.000000)
99. feature CS386 (0.000000)
100. feature CS385 (0.000000)
101. feature CS377 (0.000000)
102. feature CS367 (0.000000)
103. feature CS366 (0.000000)
104. feature CS487 (0.000000)
105. feature CS356 (0.000000)
106. feature CS348 (0.000000)
107. feature CS488 (0.000000)
108. feature CS489 (0.000000)
109. feature EL070 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS213', u'CS101', u'HO201', u'CS281', u'TU120', u'SW335', u'EL295',
u'CS342', u'CS102', u'EL395'],
dtype='object')
-----------------------------------
CS385
[ 0.52631579 0.51351351 0.5 0.58333333 0.61764706]
Random Forest Cross Validation of CS385: 0.548161939029
Feature ranking:
1. feature CS261 (0.111323)
2. feature CS111 (0.055409)
3. feature ST216 (0.050071)
4. feature CS281 (0.043817)
5. feature MA332 (0.043749)
6. feature TU120 (0.041700)
7. feature CS284 (0.035647)
8. feature CS213 (0.034013)
9. feature TU110 (0.033526)
10. feature MA212 (0.031356)
11. feature EL171 (0.030535)
12. feature PY228 (0.029379)
13. feature EL295 (0.028546)
14. feature TU122 (0.027985)
15. feature CS222 (0.026520)
16. feature MA211 (0.026305)
17. feature TH161 (0.023857)
18. feature SW212 (0.022209)
19. feature AT326 (0.021587)
20. feature EL172 (0.019302)
21. feature AT316 (0.018259)
22. feature TU130 (0.018009)
23. feature MW314 (0.016020)
24. feature CS102 (0.015833)
25. feature CS223 (0.013929)
26. feature CS251 (0.013841)
27. feature CS101 (0.012679)
28. feature CJ317 (0.012551)
29. feature SC135 (0.012003)
30. feature SC185 (0.011301)
31. feature TU154 (0.011260)
32. feature LA209 (0.010351)
33. feature NS132 (0.010042)
34. feature CS214 (0.008609)
35. feature TU100 (0.007852)
36. feature SC123 (0.007305)
37. feature EL070 (0.006787)
38. feature CJ316 (0.005408)
39. feature SW478 (0.005300)
40. feature HO201 (0.005003)
41. feature CS295 (0.004825)
42. feature ES356 (0.004159)
43. feature SW111 (0.003733)
44. feature SW221 (0.003702)
45. feature EL395 (0.003512)
46. feature CS289 (0.003334)
47. feature SW365 (0.003182)
48. feature CJ315 (0.003147)
49. feature SC173 (0.002295)
50. feature CS296 (0.001823)
51. feature CS286 (0.001788)
52. feature TA395 (0.001736)
53. feature SO201 (0.001669)
54. feature SW475 (0.000974)
55. feature MW313 (0.000945)
56. feature CS300 (0.000000)
57. feature CS297 (0.000000)
58. feature CS301 (0.000000)
59. feature CS302 (0.000000)
60. feature CS311 (0.000000)
61. feature CS314 (0.000000)
62. feature HR201 (0.000000)
63. feature CS215 (0.000000)
64. feature CS288 (0.000000)
65. feature CS285 (0.000000)
66. feature SW213 (0.000000)
67. feature CS341 (0.000000)
68. feature SW335 (0.000000)
69. feature CS211 (0.000000)
70. feature CS115 (0.000000)
71. feature CS105 (0.000000)
72. feature CJ321 (0.000000)
73. feature BA291 (0.000000)
74. feature CS326 (0.000000)
75. feature CS365 (0.000000)
76. feature CS342 (0.000000)
77. feature CS457 (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 CS459 (0.000000)
85. feature CS408 (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 MA216 (0.000000)
92. feature CS409 (0.000000)
93. feature CS407 (0.000000)
94. feature CS348 (0.000000)
95. feature CS386 (0.000000)
96. feature CS356 (0.000000)
97. feature CS366 (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 CS401 (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 CS402 (0.000000)
Index([u'CS261', u'CS111', u'ST216', u'CS281', u'MA332', u'TU120', u'CS284',
u'CS213', u'TU110', u'MA212'],
dtype='object')
-----------------------------------
CS386
[ 0.52941176 0.29411765 0.41176471 0.33333333 0.46153846]
Random Forest Cross Validation of CS386: 0.406033182504
Feature ranking:
1. feature CS213 (0.076470)
2. feature MA211 (0.069178)
3. feature SC123 (0.052537)
4. feature MA332 (0.051050)
5. feature CS101 (0.050667)
6. feature SC185 (0.041210)
7. feature NS132 (0.037775)
8. feature EL395 (0.034923)
9. feature MA212 (0.033011)
10. feature PY228 (0.028612)
11. feature LA209 (0.028247)
12. feature EL295 (0.025712)
13. feature ST216 (0.024088)
14. feature CS301 (0.022065)
15. feature CS489 (0.021755)
16. feature CS286 (0.018741)
17. feature CS102 (0.018631)
18. feature CS288 (0.018593)
19. feature TU120 (0.018103)
20. feature CS214 (0.017406)
21. feature TA395 (0.017243)
22. feature TU110 (0.016580)
23. feature CS388 (0.016297)
24. feature TU122 (0.016189)
25. feature TU100 (0.015995)
26. feature CS222 (0.013853)
27. feature CS311 (0.013749)
28. feature ES356 (0.013664)
29. feature EL171 (0.012901)
30. feature AT316 (0.011923)
31. feature SW221 (0.011444)
32. feature CS261 (0.011222)
33. feature CS284 (0.011116)
34. feature SW478 (0.010054)
35. feature CS111 (0.009425)
36. feature EL172 (0.009006)
37. feature SW212 (0.008932)
38. feature SC135 (0.008035)
39. feature CS281 (0.007923)
40. feature SO201 (0.007917)
41. feature CS402 (0.005946)
42. feature CS409 (0.005892)
43. feature TH161 (0.005855)
44. feature TU154 (0.005528)
45. feature CS251 (0.004120)
46. feature CS326 (0.003905)
47. feature CS295 (0.003750)
48. feature CS374 (0.003583)
49. feature CJ317 (0.003500)
50. feature CS385 (0.003452)
51. feature CS341 (0.003364)
52. feature EL070 (0.002940)
53. feature BA291 (0.002793)
54. feature CS223 (0.002734)
55. feature CS314 (0.002670)
56. feature CJ315 (0.002402)
57. feature CS487 (0.001823)
58. feature CS302 (0.001801)
59. feature SW213 (0.001701)
60. feature CS398 (0.000000)
61. feature CS397 (0.000000)
62. feature MA216 (0.000000)
63. feature CS285 (0.000000)
64. feature MW313 (0.000000)
65. feature MW314 (0.000000)
66. feature SC173 (0.000000)
67. feature CS459 (0.000000)
68. feature CS426 (0.000000)
69. feature SW111 (0.000000)
70. feature CS215 (0.000000)
71. feature SW335 (0.000000)
72. feature CS211 (0.000000)
73. feature CS115 (0.000000)
74. feature SW365 (0.000000)
75. feature CS105 (0.000000)
76. feature SW475 (0.000000)
77. feature CS467 (0.000000)
78. feature CJ321 (0.000000)
79. feature CS427 (0.000000)
80. feature CJ316 (0.000000)
81. feature CS429 (0.000000)
82. feature CS446 (0.000000)
83. feature AT326 (0.000000)
84. feature HR201 (0.000000)
85. feature CS289 (0.000000)
86. feature CS457 (0.000000)
87. feature CS365 (0.000000)
88. feature CS396 (0.000000)
89. feature CS395 (0.000000)
90. feature CS488 (0.000000)
91. feature CS387 (0.000000)
92. feature CS386 (0.000000)
93. feature CS399 (0.000000)
94. feature CS377 (0.000000)
95. feature CS401 (0.000000)
96. feature CS367 (0.000000)
97. feature CS366 (0.000000)
98. feature CS356 (0.000000)
99. feature CS296 (0.000000)
100. feature CS348 (0.000000)
101. feature CS342 (0.000000)
102. feature TU130 (0.000000)
103. feature CS486 (0.000000)
104. feature CS407 (0.000000)
105. feature CS408 (0.000000)
106. feature CS449 (0.000000)
107. feature HO201 (0.000000)
108. feature CS300 (0.000000)
109. feature CS297 (0.000000)
110. feature CS456 (0.000000)
Index([u'CS213', u'MA211', u'SC123', u'MA332', u'CS101', u'SC185', u'NS132',
u'EL395', u'MA212', u'PY228'],
dtype='object')
-----------------------------------
CS387
[ 0.61538462 0.54545455 0.45454545 0.8 0.55555556]
Random Forest Cross Validation of CS387: 0.594188034188
Feature ranking:
1. feature CS314 (0.157331)
2. feature CS111 (0.102988)
3. feature CS374 (0.050035)
4. feature CS102 (0.035561)
5. feature SC185 (0.034182)
6. feature PY228 (0.031113)
7. feature MA332 (0.030174)
8. feature MA211 (0.029402)
9. feature SC135 (0.028958)
10. feature CS261 (0.025127)
11. feature CS101 (0.024046)
12. feature HO201 (0.024015)
13. feature TU110 (0.022726)
14. feature CS326 (0.022325)
15. feature CS311 (0.022310)
16. feature CS487 (0.020329)
17. feature CS296 (0.019319)
18. feature EL172 (0.019015)
19. feature TH161 (0.018626)
20. feature CS288 (0.018534)
21. feature AT326 (0.017770)
22. feature CS222 (0.016830)
23. feature ES356 (0.015508)
24. feature CS223 (0.015215)
25. feature ST216 (0.014334)
26. feature NS132 (0.014034)
27. feature CS409 (0.012476)
28. feature TU122 (0.011727)
29. feature EL295 (0.010866)
30. feature TU120 (0.010632)
31. feature CS302 (0.010361)
32. feature CS341 (0.010081)
33. feature CS388 (0.008948)
34. feature CS486 (0.008729)
35. feature CS213 (0.008706)
36. feature CS377 (0.008402)
37. feature CS348 (0.006764)
38. feature TU154 (0.006365)
39. feature CS251 (0.006129)
40. feature CS289 (0.005484)
41. feature CS367 (0.005041)
42. feature CS342 (0.004964)
43. feature MA212 (0.004946)
44. feature CS386 (0.004760)
45. feature CS397 (0.004534)
46. feature CS281 (0.004455)
47. feature CS399 (0.004341)
48. feature CS366 (0.004269)
49. feature EL171 (0.004244)
50. feature CS285 (0.002970)
51. feature CS356 (0.000000)
52. feature CS365 (0.000000)
53. feature CJ317 (0.000000)
54. feature CS301 (0.000000)
55. feature CS300 (0.000000)
56. feature CS297 (0.000000)
57. feature CS295 (0.000000)
58. feature CS286 (0.000000)
59. feature CJ321 (0.000000)
60. feature CS215 (0.000000)
61. feature CS214 (0.000000)
62. feature CS211 (0.000000)
63. feature BA291 (0.000000)
64. feature CS115 (0.000000)
65. feature CJ315 (0.000000)
66. feature CS105 (0.000000)
67. feature CJ316 (0.000000)
68. feature CS284 (0.000000)
69. feature CS402 (0.000000)
70. feature CS385 (0.000000)
71. feature EL395 (0.000000)
72. feature LA209 (0.000000)
73. feature MA216 (0.000000)
74. feature MW313 (0.000000)
75. feature MW314 (0.000000)
76. feature SC123 (0.000000)
77. feature SC173 (0.000000)
78. feature SO201 (0.000000)
79. feature SW111 (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 TA395 (0.000000)
88. feature TU100 (0.000000)
89. feature HR201 (0.000000)
90. feature EL070 (0.000000)
91. feature CS387 (0.000000)
92. feature CS489 (0.000000)
93. feature CS395 (0.000000)
94. feature CS396 (0.000000)
95. feature CS398 (0.000000)
96. feature CS401 (0.000000)
97. feature TU130 (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 CS488 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS314', u'CS111', u'CS374', u'CS102', u'SC185', u'PY228', u'MA332',
u'MA211', u'SC135', u'CS261'],
dtype='object')
-----------------------------------
CS388
[ 0.71428571 0.71428571 0.66666667 0.5 0.6 ]
Random Forest Cross Validation of CS388: 0.639047619048
Feature ranking:
1. feature CS111 (0.227879)
2. feature MA212 (0.101400)
3. feature TU130 (0.101172)
4. feature MA332 (0.091449)
5. feature LA209 (0.063269)
6. feature AT326 (0.043764)
7. feature CS101 (0.037534)
8. feature CS284 (0.031994)
9. feature SC185 (0.030811)
10. feature TU120 (0.026946)
11. feature CS341 (0.026816)
12. feature CS489 (0.021556)
13. feature TA395 (0.017901)
14. feature CS409 (0.017639)
15. feature CS251 (0.017514)
16. feature CS223 (0.017255)
17. feature TH161 (0.015592)
18. feature TU100 (0.012781)
19. feature MW313 (0.012229)
20. feature TU110 (0.011772)
21. feature CS385 (0.011624)
22. feature CS326 (0.010718)
23. feature AT316 (0.010370)
24. feature CS342 (0.010212)
25. feature CS314 (0.008424)
26. feature EL171 (0.008333)
27. feature CS302 (0.007908)
28. feature CS214 (0.005136)
29. feature CS386 (0.000000)
30. feature CS300 (0.000000)
31. feature CS301 (0.000000)
32. feature CS311 (0.000000)
33. feature CS377 (0.000000)
34. feature CS348 (0.000000)
35. feature CS374 (0.000000)
36. feature CS367 (0.000000)
37. feature CS366 (0.000000)
38. feature CS365 (0.000000)
39. feature CS297 (0.000000)
40. feature CS356 (0.000000)
41. feature CS281 (0.000000)
42. feature CS296 (0.000000)
43. feature CS211 (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 CS102 (0.000000)
50. feature CS105 (0.000000)
51. feature CS115 (0.000000)
52. feature CS213 (0.000000)
53. feature CS295 (0.000000)
54. feature CS215 (0.000000)
55. feature CS222 (0.000000)
56. feature CS261 (0.000000)
57. feature CS388 (0.000000)
58. feature CS285 (0.000000)
59. feature CS286 (0.000000)
60. feature CS288 (0.000000)
61. feature CS289 (0.000000)
62. feature CS387 (0.000000)
63. feature TU154 (0.000000)
64. feature CS395 (0.000000)
65. feature SO201 (0.000000)
66. feature HR201 (0.000000)
67. feature MA211 (0.000000)
68. feature MA216 (0.000000)
69. feature MW314 (0.000000)
70. feature NS132 (0.000000)
71. feature PY228 (0.000000)
72. feature SC123 (0.000000)
73. feature SC135 (0.000000)
74. feature SC173 (0.000000)
75. feature ST216 (0.000000)
76. feature ES356 (0.000000)
77. feature SW111 (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 TU122 (0.000000)
86. feature HO201 (0.000000)
87. feature EL395 (0.000000)
88. feature CS396 (0.000000)
89. feature CS446 (0.000000)
90. feature CS397 (0.000000)
91. feature CS398 (0.000000)
92. feature CS399 (0.000000)
93. feature CS401 (0.000000)
94. feature CS407 (0.000000)
95. feature CS408 (0.000000)
96. feature CS426 (0.000000)
97. feature CS427 (0.000000)
98. feature CS429 (0.000000)
99. feature CS449 (0.000000)
100. feature EL295 (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 EL070 (0.000000)
109. feature EL172 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS111', u'MA212', u'TU130', u'MA332', u'LA209', u'AT326', u'CS101',
u'CS284', u'SC185', u'TU120'],
dtype='object')
-----------------------------------
CS395
[ 0.5 0.51923077 0.56 0.64 0.58 ]
Random Forest Cross Validation of CS395: 0.559846153846
Feature ranking:
1. feature CS222 (0.072336)
2. feature CS261 (0.064139)
3. feature CS295 (0.061121)
4. feature MA212 (0.059243)
5. feature ST216 (0.043013)
6. feature CS111 (0.041803)
7. feature SW212 (0.038336)
8. feature CS251 (0.036765)
9. feature SC135 (0.033158)
10. feature EL295 (0.027884)
11. feature CS281 (0.026190)
12. feature CS213 (0.025407)
13. feature CS223 (0.025201)
14. feature CS284 (0.023997)
15. feature EL171 (0.022097)
16. feature CS214 (0.021683)
17. feature CS296 (0.020724)
18. feature TH161 (0.019073)
19. feature EL070 (0.019027)
20. feature MA211 (0.017251)
21. feature TU122 (0.016348)
22. feature CS102 (0.016287)
23. feature PY228 (0.015795)
24. feature HO201 (0.015720)
25. feature TU120 (0.015330)
26. feature CJ315 (0.013275)
27. feature TU130 (0.013135)
28. feature EL395 (0.012409)
29. feature SW221 (0.012280)
30. feature TU154 (0.012038)
31. feature MA332 (0.011747)
32. feature AT326 (0.010275)
33. feature SO201 (0.010023)
34. feature TU110 (0.009972)
35. feature CS101 (0.008065)
36. feature MW313 (0.007593)
37. feature SC185 (0.007564)
38. feature MW314 (0.007384)
39. feature AT316 (0.007310)
40. feature CS301 (0.006660)
41. feature CS302 (0.005551)
42. feature SC173 (0.005352)
43. feature SC123 (0.005018)
44. feature SW475 (0.004508)
45. feature LA209 (0.004184)
46. feature CS409 (0.004147)
47. feature CS395 (0.003433)
48. feature EL172 (0.002996)
49. feature NS132 (0.002876)
50. feature TA395 (0.002805)
51. feature TU100 (0.002801)
52. feature CS314 (0.002777)
53. feature SW111 (0.002460)
54. feature CS401 (0.002455)
55. feature SW365 (0.002244)
56. feature CS366 (0.001961)
57. feature SW478 (0.001917)
58. feature ES356 (0.001904)
59. feature CS365 (0.001676)
60. feature SW213 (0.001653)
61. feature CS311 (0.001586)
62. feature SW335 (0.001441)
63. feature CJ317 (0.001093)
64. feature CS429 (0.001004)
65. feature CS342 (0.000895)
66. feature CS374 (0.000797)
67. feature CS467 (0.000747)
68. feature CS396 (0.000744)
69. feature CS326 (0.000734)
70. feature CS377 (0.000586)
71. feature CS288 (0.000000)
72. feature CS286 (0.000000)
73. feature BA291 (0.000000)
74. feature CJ316 (0.000000)
75. feature CS215 (0.000000)
76. feature CS285 (0.000000)
77. feature CS211 (0.000000)
78. feature MA216 (0.000000)
79. feature CS289 (0.000000)
80. feature CJ321 (0.000000)
81. feature CS105 (0.000000)
82. feature CS115 (0.000000)
83. feature CS489 (0.000000)
84. feature CS341 (0.000000)
85. feature HR201 (0.000000)
86. feature CS297 (0.000000)
87. feature CS487 (0.000000)
88. feature CS486 (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 CS427 (0.000000)
95. feature CS426 (0.000000)
96. feature CS408 (0.000000)
97. feature CS407 (0.000000)
98. feature CS399 (0.000000)
99. feature CS398 (0.000000)
100. feature CS397 (0.000000)
101. feature CS388 (0.000000)
102. feature CS387 (0.000000)
103. feature CS386 (0.000000)
104. feature CS385 (0.000000)
105. feature CS367 (0.000000)
106. feature CS356 (0.000000)
107. feature CS348 (0.000000)
108. feature CS488 (0.000000)
109. feature CS300 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS222', u'CS261', u'CS295', u'MA212', u'ST216', u'CS111', u'SW212',
u'CS251', u'SC135', u'EL295'],
dtype='object')
-----------------------------------
CS396
[ 0.35714286 0.5 0.72727273 0.3 0.66666667]
Random Forest Cross Validation of CS396: 0.510216450216
Feature ranking:
1. feature CS295 (0.184100)
2. feature CS223 (0.065227)
3. feature CS284 (0.063135)
4. feature CS111 (0.061644)
5. feature CS296 (0.046561)
6. feature LA209 (0.042869)
7. feature MA212 (0.040763)
8. feature ST216 (0.040577)
9. feature MA332 (0.037358)
10. feature SW221 (0.035803)
11. feature CS251 (0.033629)
12. feature TU120 (0.031479)
13. feature PY228 (0.028117)
14. feature SC135 (0.025376)
15. feature EL295 (0.025351)
16. feature TH161 (0.021815)
17. feature CS101 (0.019158)
18. feature TU110 (0.018645)
19. feature TU154 (0.017067)
20. feature TU130 (0.016236)
21. feature SC185 (0.014404)
22. feature AT316 (0.013856)
23. feature CS214 (0.012528)
24. feature CS261 (0.009818)
25. feature MW313 (0.009292)
26. feature CS281 (0.009201)
27. feature CS222 (0.007092)
28. feature HO201 (0.006961)
29. feature EL172 (0.006538)
30. feature EL171 (0.005955)
31. feature MW314 (0.005305)
32. feature CJ315 (0.005170)
33. feature SW475 (0.005018)
34. feature TU122 (0.004933)
35. feature SW111 (0.004546)
36. feature CS213 (0.004255)
37. feature TU100 (0.004150)
38. feature EL395 (0.004106)
39. feature CJ317 (0.003981)
40. feature EL070 (0.002737)
41. feature NS132 (0.002737)
42. feature CS297 (0.002509)
43. feature SW335 (0.000000)
44. feature SW365 (0.000000)
45. feature CS300 (0.000000)
46. feature SC123 (0.000000)
47. feature CS301 (0.000000)
48. feature CS302 (0.000000)
49. feature CS311 (0.000000)
50. feature CS314 (0.000000)
51. feature CS288 (0.000000)
52. feature CS326 (0.000000)
53. feature CS341 (0.000000)
54. feature CS342 (0.000000)
55. feature CS289 (0.000000)
56. feature CS215 (0.000000)
57. feature CS286 (0.000000)
58. feature CS285 (0.000000)
59. feature SW478 (0.000000)
60. feature TA395 (0.000000)
61. feature CS356 (0.000000)
62. feature CS211 (0.000000)
63. feature CS115 (0.000000)
64. feature CS105 (0.000000)
65. feature CS102 (0.000000)
66. feature CJ321 (0.000000)
67. feature CJ316 (0.000000)
68. feature BA291 (0.000000)
69. feature AT326 (0.000000)
70. feature CS348 (0.000000)
71. feature CS377 (0.000000)
72. feature CS365 (0.000000)
73. feature CS488 (0.000000)
74. feature CS449 (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 CS489 (0.000000)
82. feature CS429 (0.000000)
83. feature SW212 (0.000000)
84. feature ES356 (0.000000)
85. feature HR201 (0.000000)
86. feature MA211 (0.000000)
87. feature SO201 (0.000000)
88. feature MA216 (0.000000)
89. feature SC173 (0.000000)
90. feature CS446 (0.000000)
91. feature CS427 (0.000000)
92. feature CS366 (0.000000)
93. feature CS396 (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 CS397 (0.000000)
102. feature CS426 (0.000000)
103. feature CS398 (0.000000)
104. feature CS399 (0.000000)
105. feature CS401 (0.000000)
106. feature SW213 (0.000000)
107. feature CS407 (0.000000)
108. feature CS408 (0.000000)
109. feature CS409 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS295', u'CS223', u'CS284', u'CS111', u'CS296', u'LA209', u'MA212',
u'ST216', u'MA332', u'SW221'],
dtype='object')
-----------------------------------
CS397
[ 0.5 0.4 0.5 0.42857143 0.5 ]
Random Forest Cross Validation of CS397: 0.465714285714
Feature ranking:
1. feature CS222 (0.112523)
2. feature TH161 (0.063133)
3. feature CS261 (0.062990)
4. feature CS395 (0.057845)
5. feature TU122 (0.044465)
6. feature CS102 (0.043980)
7. feature SC185 (0.043721)
8. feature CS314 (0.040280)
9. feature EL171 (0.039591)
10. feature CS223 (0.038733)
11. feature CS295 (0.035486)
12. feature EL295 (0.035148)
13. feature EL172 (0.035116)
14. feature SC135 (0.027413)
15. feature CS251 (0.026675)
16. feature ST216 (0.025825)
17. feature CS396 (0.023647)
18. feature EL395 (0.022601)
19. feature TU110 (0.020315)
20. feature CS111 (0.019305)
21. feature CS214 (0.019036)
22. feature MA212 (0.017950)
23. feature CS284 (0.017565)
24. feature CS213 (0.017368)
25. feature TU154 (0.013472)
26. feature AT326 (0.013447)
27. feature PY228 (0.012869)
28. feature CS301 (0.009744)
29. feature MA332 (0.008571)
30. feature TU100 (0.007335)
31. feature HO201 (0.006063)
32. feature CS101 (0.005714)
33. feature SW111 (0.005501)
34. feature SC123 (0.005342)
35. feature CS409 (0.005216)
36. feature CS296 (0.004898)
37. feature CS374 (0.003861)
38. feature TA395 (0.003680)
39. feature CS401 (0.003571)
40. feature CS326 (0.000000)
41. feature CS311 (0.000000)
42. feature CS356 (0.000000)
43. feature CS341 (0.000000)
44. feature CS342 (0.000000)
45. feature CS348 (0.000000)
46. feature CS365 (0.000000)
47. feature CS366 (0.000000)
48. feature CS367 (0.000000)
49. feature CS302 (0.000000)
50. feature CS211 (0.000000)
51. feature CS300 (0.000000)
52. feature CS297 (0.000000)
53. feature CS289 (0.000000)
54. feature CS288 (0.000000)
55. feature CS286 (0.000000)
56. feature CS285 (0.000000)
57. feature CJ315 (0.000000)
58. feature CS281 (0.000000)
59. feature CJ316 (0.000000)
60. feature CJ317 (0.000000)
61. feature CJ321 (0.000000)
62. feature CS377 (0.000000)
63. feature CS105 (0.000000)
64. feature CS215 (0.000000)
65. feature CS115 (0.000000)
66. feature BA291 (0.000000)
67. feature CS402 (0.000000)
68. feature CS385 (0.000000)
69. feature SC173 (0.000000)
70. feature ES356 (0.000000)
71. feature HR201 (0.000000)
72. feature LA209 (0.000000)
73. feature MA211 (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 CS489 (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 TU120 (0.000000)
88. feature EL070 (0.000000)
89. feature CS488 (0.000000)
90. feature CS386 (0.000000)
91. feature CS426 (0.000000)
92. feature CS387 (0.000000)
93. feature CS388 (0.000000)
94. feature CS397 (0.000000)
95. feature CS398 (0.000000)
96. feature CS399 (0.000000)
97. feature TU130 (0.000000)
98. feature CS407 (0.000000)
99. feature CS408 (0.000000)
100. feature CS427 (0.000000)
101. feature CS487 (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'CS222', u'TH161', u'CS261', u'CS395', u'TU122', u'CS102', u'SC185',
u'CS314', u'EL171', u'CS223'],
dtype='object')
-----------------------------------
CS398
[ 0.4 0.22222222 0.25 0.42857143 0.33333333]
Random Forest Cross Validation of CS398: 0.326825396825
Feature ranking:
1. feature CS396 (0.063558)
2. feature TU120 (0.058834)
3. feature CS297 (0.055884)
4. feature EL295 (0.055830)
5. feature EL172 (0.049092)
6. feature CS223 (0.047115)
7. feature CS296 (0.046541)
8. feature CS284 (0.044180)
9. feature CS213 (0.040648)
10. feature LA209 (0.040427)
11. feature SC185 (0.037025)
12. feature TU110 (0.032473)
13. feature PY228 (0.031094)
14. feature CS101 (0.029117)
15. feature TU130 (0.028471)
16. feature CS395 (0.026519)
17. feature EL171 (0.025193)
18. feature ST216 (0.024010)
19. feature CS341 (0.022684)
20. feature EL395 (0.021017)
21. feature MA211 (0.021006)
22. feature SC135 (0.018738)
23. feature CS281 (0.016625)
24. feature CS214 (0.014932)
25. feature SW365 (0.014871)
26. feature AT326 (0.012954)
27. feature CS409 (0.012510)
28. feature BA291 (0.011683)
29. feature SW111 (0.010714)
30. feature TU100 (0.010390)
31. feature NS132 (0.010181)
32. feature MA212 (0.008935)
33. feature MA332 (0.008643)
34. feature SW475 (0.007922)
35. feature EL070 (0.005952)
36. feature TH161 (0.005894)
37. feature CS111 (0.005567)
38. feature HO201 (0.005291)
39. feature CS314 (0.005291)
40. feature SW335 (0.004184)
41. feature CS295 (0.004175)
42. feature TU122 (0.003831)
43. feature CS311 (0.000000)
44. feature CS342 (0.000000)
45. feature CS348 (0.000000)
46. feature CS326 (0.000000)
47. feature CS356 (0.000000)
48. feature CS302 (0.000000)
49. feature CS301 (0.000000)
50. feature CS300 (0.000000)
51. feature TU154 (0.000000)
52. feature CS289 (0.000000)
53. feature CS288 (0.000000)
54. feature CJ315 (0.000000)
55. feature CJ316 (0.000000)
56. feature CJ317 (0.000000)
57. feature CJ321 (0.000000)
58. feature CS102 (0.000000)
59. feature CS105 (0.000000)
60. feature CS115 (0.000000)
61. feature CS211 (0.000000)
62. feature CS366 (0.000000)
63. feature CS215 (0.000000)
64. feature CS222 (0.000000)
65. feature CS251 (0.000000)
66. feature CS261 (0.000000)
67. feature CS285 (0.000000)
68. feature CS286 (0.000000)
69. feature CS365 (0.000000)
70. feature CS402 (0.000000)
71. feature CS367 (0.000000)
72. feature CS374 (0.000000)
73. feature CS486 (0.000000)
74. feature CS487 (0.000000)
75. feature CS488 (0.000000)
76. feature CS489 (0.000000)
77. feature ES356 (0.000000)
78. feature HR201 (0.000000)
79. feature MA216 (0.000000)
80. feature MW313 (0.000000)
81. feature MW314 (0.000000)
82. feature SC123 (0.000000)
83. feature SC173 (0.000000)
84. feature SO201 (0.000000)
85. feature SW212 (0.000000)
86. feature SW213 (0.000000)
87. feature SW221 (0.000000)
88. feature SW478 (0.000000)
89. feature TA395 (0.000000)
90. feature CS467 (0.000000)
91. feature CS459 (0.000000)
92. feature CS457 (0.000000)
93. feature CS399 (0.000000)
94. feature CS377 (0.000000)
95. feature CS385 (0.000000)
96. feature CS386 (0.000000)
97. feature CS387 (0.000000)
98. feature CS388 (0.000000)
99. feature CS397 (0.000000)
100. feature CS398 (0.000000)
101. feature CS401 (0.000000)
102. feature CS456 (0.000000)
103. feature CS407 (0.000000)
104. feature CS408 (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'CS396', u'TU120', u'CS297', u'EL295', u'EL172', u'CS223', u'CS296',
u'CS284', u'CS213', u'LA209'],
dtype='object')
-----------------------------------
CS399
[ 0.83333333 0.8 0.6 0.5 1. ]
Random Forest Cross Validation of CS399: 0.746666666667
Feature ranking:
1. feature MA332 (0.406812)
2. feature MA211 (0.091419)
3. feature CS281 (0.078989)
4. feature TU122 (0.061212)
5. feature CS311 (0.060440)
6. feature CS397 (0.050769)
7. feature SW475 (0.040000)
8. feature LA209 (0.033231)
9. feature CS409 (0.029721)
10. feature CS396 (0.025527)
11. feature CS295 (0.023704)
12. feature TU120 (0.020571)
13. feature CS341 (0.017647)
14. feature SC185 (0.017143)
15. feature CS222 (0.016000)
16. feature CS301 (0.015385)
17. feature TU130 (0.011429)
18. feature CS385 (0.000000)
19. feature CS342 (0.000000)
20. feature CS302 (0.000000)
21. feature CS395 (0.000000)
22. feature CS388 (0.000000)
23. feature CS314 (0.000000)
24. feature CS326 (0.000000)
25. feature CS387 (0.000000)
26. feature CS348 (0.000000)
27. feature CS386 (0.000000)
28. feature CS356 (0.000000)
29. feature CS365 (0.000000)
30. feature CS366 (0.000000)
31. feature CS297 (0.000000)
32. feature CS367 (0.000000)
33. feature CS374 (0.000000)
34. feature CS377 (0.000000)
35. feature CS300 (0.000000)
36. feature CJ317 (0.000000)
37. feature CS296 (0.000000)
38. feature CJ316 (0.000000)
39. feature CJ321 (0.000000)
40. feature CS101 (0.000000)
41. feature CS102 (0.000000)
42. feature CS105 (0.000000)
43. feature CS111 (0.000000)
44. feature CS115 (0.000000)
45. feature CS211 (0.000000)
46. feature CS213 (0.000000)
47. feature CS214 (0.000000)
48. feature CS215 (0.000000)
49. feature CS223 (0.000000)
50. feature CS251 (0.000000)
51. feature CS261 (0.000000)
52. feature CJ315 (0.000000)
53. feature BA291 (0.000000)
54. feature CS284 (0.000000)
55. feature CS285 (0.000000)
56. feature AT326 (0.000000)
57. feature CS286 (0.000000)
58. feature CS288 (0.000000)
59. feature CS289 (0.000000)
60. feature TU154 (0.000000)
61. feature CS402 (0.000000)
62. feature CS398 (0.000000)
63. feature HR201 (0.000000)
64. feature MA216 (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 SC135 (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 SW478 (0.000000)
81. feature TA395 (0.000000)
82. feature TH161 (0.000000)
83. feature TU100 (0.000000)
84. feature TU110 (0.000000)
85. feature MA212 (0.000000)
86. feature HO201 (0.000000)
87. feature CS399 (0.000000)
88. feature ES356 (0.000000)
89. feature CS401 (0.000000)
90. feature CS407 (0.000000)
91. feature CS408 (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 CS457 (0.000000)
99. feature CS459 (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 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'MA332', u'MA211', u'CS281', u'TU122', u'CS311', u'CS397', u'SW475',
u'LA209', u'CS409', u'CS396'],
dtype='object')
-----------------------------------
CS401
[ 0.64705882 0.71641791 0.68656716 0.6969697 0.73846154]
Random Forest Cross Validation of CS401: 0.697095026718
Feature ranking:
1. feature MA212 (0.044599)
2. feature CS342 (0.042043)
3. feature MW314 (0.039158)
4. feature EL295 (0.035614)
5. feature CS301 (0.034825)
6. feature TU154 (0.030319)
7. feature ST216 (0.028436)
8. feature HO201 (0.027649)
9. feature CS374 (0.025968)
10. feature CS102 (0.023278)
11. feature TH161 (0.023274)
12. feature TA395 (0.022696)
13. feature TU122 (0.022231)
14. feature CS311 (0.021691)
15. feature AT316 (0.020674)
16. feature TU110 (0.019086)
17. feature PY228 (0.019001)
18. feature MA332 (0.018266)
19. feature SC135 (0.017713)
20. feature CS314 (0.016875)
21. feature SW213 (0.016721)
22. feature EL395 (0.016637)
23. feature EL171 (0.016404)
24. feature CS261 (0.016087)
25. feature CS251 (0.015150)
26. feature TU120 (0.014707)
27. feature EL172 (0.014657)
28. feature CS222 (0.014620)
29. feature CS377 (0.013872)
30. feature SC185 (0.013698)
31. feature CS286 (0.013323)
32. feature CS281 (0.012738)
33. feature CS214 (0.012575)
34. feature CS459 (0.012158)
35. feature LA209 (0.011846)
36. feature CS341 (0.011728)
37. feature CS489 (0.011568)
38. feature CS326 (0.010652)
39. feature SW212 (0.010273)
40. feature CS397 (0.010127)
41. feature TU130 (0.009812)
42. feature CS365 (0.009802)
43. feature CS111 (0.009332)
44. feature CS386 (0.009251)
45. feature CJ316 (0.008822)
46. feature CS302 (0.008815)
47. feature CJ317 (0.008033)
48. feature AT326 (0.007843)
49. feature CS348 (0.007760)
50. feature SW365 (0.007376)
51. feature NS132 (0.007298)
52. feature CS213 (0.006541)
53. feature CS409 (0.006127)
54. feature SW221 (0.006042)
55. feature CS395 (0.005629)
56. feature CS289 (0.005513)
57. feature CS284 (0.005221)
58. feature CS385 (0.005151)
59. feature CS288 (0.005127)
60. feature CS399 (0.004835)
61. feature CS223 (0.004740)
62. feature CS367 (0.004460)
63. feature EL070 (0.004268)
64. feature CS296 (0.004248)
65. feature SW335 (0.004199)
66. feature CS101 (0.004036)
67. feature CS487 (0.003981)
68. feature SW478 (0.003446)
69. feature CS396 (0.003109)
70. feature MA211 (0.002934)
71. feature BA291 (0.002820)
72. feature SO201 (0.002275)
73. feature CS398 (0.002007)
74. feature CS366 (0.001785)
75. feature SW475 (0.001669)
76. feature CS486 (0.001606)
77. feature CS426 (0.001153)
78. feature CJ321 (0.000000)
79. feature CS105 (0.000000)
80. feature CJ315 (0.000000)
81. feature CS115 (0.000000)
82. feature CS211 (0.000000)
83. feature CS285 (0.000000)
84. feature CS215 (0.000000)
85. feature SW111 (0.000000)
86. feature CS388 (0.000000)
87. feature CS295 (0.000000)
88. feature CS297 (0.000000)
89. feature SC173 (0.000000)
90. feature SC123 (0.000000)
91. feature MW313 (0.000000)
92. feature MA216 (0.000000)
93. feature HR201 (0.000000)
94. feature ES356 (0.000000)
95. feature CS488 (0.000000)
96. feature CS467 (0.000000)
97. feature CS457 (0.000000)
98. feature CS456 (0.000000)
99. feature CS449 (0.000000)
100. feature CS446 (0.000000)
101. feature CS429 (0.000000)
102. feature CS427 (0.000000)
103. feature CS408 (0.000000)
104. feature CS407 (0.000000)
105. feature CS401 (0.000000)
106. feature CS387 (0.000000)
107. feature CS356 (0.000000)
108. feature TU100 (0.000000)
109. feature CS300 (0.000000)
110. feature CS402 (0.000000)
Index([u'MA212', u'CS342', u'MW314', u'EL295', u'CS301', u'TU154', u'ST216',
u'HO201', u'CS374', u'CS102'],
dtype='object')
-----------------------------------
CS402
[ 0.55769231 0.62745098 0.63265306 0.58333333 0.60416667]
Random Forest Cross Validation of CS402: 0.601059269862
Feature ranking:
1. feature CS401 (0.103403)
2. feature CS261 (0.043824)
3. feature EL171 (0.032382)
4. feature MA212 (0.027321)
5. feature CS314 (0.025733)
6. feature SW365 (0.023598)
7. feature CS111 (0.023405)
8. feature CS302 (0.023231)
9. feature ST216 (0.023060)
10. feature CS296 (0.021263)
11. feature CS374 (0.021220)
12. feature TU110 (0.020626)
13. feature CS402 (0.020327)
14. feature CS251 (0.019363)
15. feature SW475 (0.017584)
16. feature EL172 (0.017497)
17. feature CS456 (0.016929)
18. feature CS342 (0.015905)
19. feature SC185 (0.015803)
20. feature EL295 (0.015732)
21. feature CS222 (0.014027)
22. feature CJ317 (0.013839)
23. feature HO201 (0.013751)
24. feature CS289 (0.013673)
25. feature CS367 (0.013609)
26. feature SW335 (0.012557)
27. feature TU120 (0.012409)
28. feature MW314 (0.012144)
29. feature CS427 (0.012139)
30. feature CS301 (0.012081)
31. feature TU154 (0.012043)
32. feature TU122 (0.011717)
33. feature CJ316 (0.011653)
34. feature AT326 (0.010782)
35. feature MA332 (0.010187)
36. feature MA211 (0.010042)
37. feature BA291 (0.009932)
38. feature CS311 (0.008980)
39. feature CS281 (0.008576)
40. feature CS326 (0.008569)
41. feature CS288 (0.008501)
42. feature CS429 (0.008499)
43. feature CS398 (0.008490)
44. feature SC135 (0.008407)
45. feature CS409 (0.008289)
46. feature TU130 (0.007933)
47. feature SW221 (0.007787)
48. feature SW212 (0.007676)
49. feature CS223 (0.007579)
50. feature CS101 (0.007290)
51. feature CS396 (0.007214)
52. feature CS213 (0.007163)
53. feature CS487 (0.006885)
54. feature EL395 (0.006866)
55. feature CS385 (0.006737)
56. feature CS284 (0.006631)
57. feature CS214 (0.006536)
58. feature CJ315 (0.005850)
59. feature CS366 (0.005525)
60. feature CS102 (0.005487)
61. feature PY228 (0.005228)
62. feature CS426 (0.005201)
63. feature CS449 (0.004982)
64. feature CS459 (0.004861)
65. feature CS395 (0.004705)
66. feature SW213 (0.004583)
67. feature SW111 (0.004560)
68. feature CS377 (0.004433)
69. feature CS348 (0.004388)
70. feature CS387 (0.004233)
71. feature MW313 (0.004027)
72. feature CS286 (0.003933)
73. feature LA209 (0.003706)
74. feature CS397 (0.003592)
75. feature CS285 (0.003558)
76. feature TH161 (0.003299)
77. feature CS295 (0.002784)
78. feature CS365 (0.002266)
79. feature CS486 (0.001905)
80. feature EL070 (0.001888)
81. feature CS457 (0.001829)
82. feature CS356 (0.001665)
83. feature CS399 (0.001616)
84. feature TA395 (0.001566)
85. feature CS386 (0.001460)
86. feature SO201 (0.001264)
87. feature AT316 (0.001189)
88. feature SC173 (0.001175)
89. feature CS297 (0.001171)
90. feature CS467 (0.001062)
91. feature ES356 (0.000927)
92. feature CS488 (0.000684)
93. feature TU100 (0.000000)
94. feature MA216 (0.000000)
95. feature CS489 (0.000000)
96. feature CJ321 (0.000000)
97. feature CS446 (0.000000)
98. feature NS132 (0.000000)
99. feature CS105 (0.000000)
100. feature CS115 (0.000000)
101. feature CS300 (0.000000)
102. feature CS211 (0.000000)
103. feature CS408 (0.000000)
104. feature CS407 (0.000000)
105. feature CS215 (0.000000)
106. feature CS388 (0.000000)
107. feature SC123 (0.000000)
108. feature SW478 (0.000000)
109. feature CS341 (0.000000)
110. feature HR201 (0.000000)
Index([u'CS401', u'CS261', u'EL171', u'MA212', u'CS314', u'SW365', u'CS111',
u'CS302', u'ST216', u'CS296'],
dtype='object')
-----------------------------------
CS407
[ 0.5 0.625 0.71428571 0.5 0.5 ]
Random Forest Cross Validation of CS407: 0.567857142857
Feature ranking:
1. feature CS288 (0.138236)
2. feature CS213 (0.119530)
3. feature CS111 (0.087963)
4. feature TU154 (0.070218)
5. feature SC135 (0.063715)
6. feature CS385 (0.057685)
7. feature CS102 (0.054171)
8. feature AT316 (0.034725)
9. feature CS314 (0.034710)
10. feature TU110 (0.033310)
11. feature TA395 (0.033300)
12. feature CS374 (0.030526)
13. feature ST216 (0.026060)
14. feature MA332 (0.023874)
15. feature CS488 (0.020889)
16. feature SC185 (0.020877)
17. feature CS387 (0.018667)
18. feature MA212 (0.018544)
19. feature HO201 (0.018023)
20. feature CS222 (0.017328)
21. feature SW213 (0.012704)
22. feature CS284 (0.012281)
23. feature BA291 (0.010558)
24. feature SW212 (0.010307)
25. feature CS311 (0.009150)
26. feature CS289 (0.008578)
27. feature CS301 (0.007675)
28. feature EL395 (0.006391)
29. feature CS295 (0.000000)
30. feature CS377 (0.000000)
31. feature CS367 (0.000000)
32. feature CS296 (0.000000)
33. feature CS297 (0.000000)
34. feature CS300 (0.000000)
35. feature TU100 (0.000000)
36. feature CS341 (0.000000)
37. feature CS366 (0.000000)
38. feature CS365 (0.000000)
39. feature CS302 (0.000000)
40. feature CS356 (0.000000)
41. feature CS348 (0.000000)
42. feature CS342 (0.000000)
43. feature CS326 (0.000000)
44. feature SW478 (0.000000)
45. feature CS286 (0.000000)
46. feature CS285 (0.000000)
47. feature AT326 (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 TU122 (0.000000)
54. feature CS105 (0.000000)
55. feature TU120 (0.000000)
56. feature CS115 (0.000000)
57. feature CS211 (0.000000)
58. feature CS214 (0.000000)
59. feature CS215 (0.000000)
60. feature CS223 (0.000000)
61. feature TH161 (0.000000)
62. feature CS261 (0.000000)
63. feature CS281 (0.000000)
64. feature CS251 (0.000000)
65. feature CS397 (0.000000)
66. feature CS386 (0.000000)
67. feature CS489 (0.000000)
68. feature EL171 (0.000000)
69. feature EL172 (0.000000)
70. feature EL295 (0.000000)
71. feature ES356 (0.000000)
72. feature HR201 (0.000000)
73. feature LA209 (0.000000)
74. feature MA211 (0.000000)
75. feature MA216 (0.000000)
76. feature MW313 (0.000000)
77. feature MW314 (0.000000)
78. feature NS132 (0.000000)
79. feature PY228 (0.000000)
80. feature SC123 (0.000000)
81. feature SC173 (0.000000)
82. feature SO201 (0.000000)
83. feature SW111 (0.000000)
84. feature SW221 (0.000000)
85. feature SW335 (0.000000)
86. feature SW365 (0.000000)
87. feature EL070 (0.000000)
88. feature CS487 (0.000000)
89. feature CS388 (0.000000)
90. feature CS486 (0.000000)
91. feature CS395 (0.000000)
92. feature CS396 (0.000000)
93. feature SW475 (0.000000)
94. feature CS398 (0.000000)
95. feature CS399 (0.000000)
96. feature CS401 (0.000000)
97. feature TU130 (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 CS402 (0.000000)
Index([u'CS288', u'CS213', u'CS111', u'TU154', u'SC135', u'CS385', u'CS102',
u'AT316', u'CS314', u'TU110'],
dtype='object')
-----------------------------------
CS408
[ 0.42857143 0.5 0.8 1. 0.75 ]
Random Forest Cross Validation of CS408: 0.695714285714
Feature ranking:
1. feature CS386 (0.131417)
2. feature CS288 (0.120263)
3. feature HO201 (0.085000)
4. feature EL172 (0.071150)
5. feature CS489 (0.066921)
6. feature EL171 (0.050909)
7. feature MA332 (0.045865)
8. feature SW365 (0.044384)
9. feature CS401 (0.037593)
10. feature CS385 (0.035349)
11. feature CS314 (0.033409)
12. feature TU122 (0.029367)
13. feature CS251 (0.028462)
14. feature CS101 (0.027462)
15. feature CS457 (0.027237)
16. feature CS223 (0.025057)
17. feature EL395 (0.024124)
18. feature CS261 (0.023736)
19. feature SC173 (0.022556)
20. feature LA209 (0.017405)
21. feature MA212 (0.015000)
22. feature SC185 (0.014257)
23. feature BA291 (0.013846)
24. feature TA395 (0.009231)
25. feature CS377 (0.000000)
26. feature CS301 (0.000000)
27. feature CS297 (0.000000)
28. feature CS300 (0.000000)
29. feature CS311 (0.000000)
30. feature CS302 (0.000000)
31. feature CS374 (0.000000)
32. feature CS296 (0.000000)
33. feature CS341 (0.000000)
34. feature CS342 (0.000000)
35. feature CS348 (0.000000)
36. feature CS356 (0.000000)
37. feature CS365 (0.000000)
38. feature CS366 (0.000000)
39. feature CS367 (0.000000)
40. feature CS326 (0.000000)
41. feature TU154 (0.000000)
42. feature CS295 (0.000000)
43. feature CS115 (0.000000)
44. feature AT326 (0.000000)
45. feature CJ315 (0.000000)
46. feature CJ316 (0.000000)
47. feature CJ317 (0.000000)
48. feature CJ321 (0.000000)
49. feature CS102 (0.000000)
50. feature CS105 (0.000000)
51. feature CS111 (0.000000)
52. feature CS211 (0.000000)
53. feature CS289 (0.000000)
54. feature CS213 (0.000000)
55. feature CS214 (0.000000)
56. feature CS215 (0.000000)
57. feature CS222 (0.000000)
58. feature CS281 (0.000000)
59. feature CS284 (0.000000)
60. feature CS387 (0.000000)
61. feature CS286 (0.000000)
62. feature CS285 (0.000000)
63. feature CS402 (0.000000)
64. feature CS388 (0.000000)
65. feature SW111 (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 SC135 (0.000000)
73. feature SO201 (0.000000)
74. feature ST216 (0.000000)
75. feature SW212 (0.000000)
76. feature HR201 (0.000000)
77. feature SW213 (0.000000)
78. feature SW221 (0.000000)
79. feature SW335 (0.000000)
80. feature SW475 (0.000000)
81. feature SW478 (0.000000)
82. feature TH161 (0.000000)
83. feature TU100 (0.000000)
84. feature TU110 (0.000000)
85. feature TU120 (0.000000)
86. feature MA211 (0.000000)
87. feature ES356 (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 TU130 (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 EL295 (0.000000)
101. feature CS446 (0.000000)
102. feature CS449 (0.000000)
103. feature CS456 (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 EL070 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS386', u'CS288', u'HO201', u'EL172', u'CS489', u'EL171', u'MA332',
u'SW365', u'CS401', u'CS385'],
dtype='object')
-----------------------------------
CS409
[ 0.61111111 0.5625 0.25 0.3125 0.46666667]
Random Forest Cross Validation of CS409: 0.440555555556
Feature ranking:
1. feature CS251 (0.071504)
2. feature CS281 (0.053782)
3. feature CS261 (0.046722)
4. feature ST216 (0.043983)
5. feature TU122 (0.042092)
6. feature TH161 (0.040643)
7. feature SW475 (0.039006)
8. feature MA211 (0.035460)
9. feature EL171 (0.033973)
10. feature CS102 (0.033169)
11. feature HO201 (0.033050)
12. feature CS223 (0.032272)
13. feature CS284 (0.030955)
14. feature CS213 (0.030478)
15. feature CS222 (0.030438)
16. feature EL395 (0.029405)
17. feature MA212 (0.027891)
18. feature EL295 (0.022384)
19. feature CS111 (0.019187)
20. feature BA291 (0.018819)
21. feature SC135 (0.017958)
22. feature TU120 (0.017647)
23. feature TU110 (0.016437)
24. feature CS377 (0.014704)
25. feature AT316 (0.013331)
26. feature AT326 (0.013002)
27. feature PY228 (0.012935)
28. feature TU154 (0.012906)
29. feature CS326 (0.011807)
30. feature EL172 (0.011366)
31. feature CS301 (0.010776)
32. feature TU100 (0.010421)
33. feature CS374 (0.010289)
34. feature CS342 (0.010185)
35. feature MW314 (0.009222)
36. feature MA332 (0.008451)
37. feature TU130 (0.008263)
38. feature SW335 (0.007452)
39. feature TA395 (0.007402)
40. feature CS214 (0.006994)
41. feature CS365 (0.006722)
42. feature CS311 (0.005630)
43. feature SW111 (0.004362)
44. feature CS356 (0.004057)
45. feature CS388 (0.003582)
46. feature CS101 (0.003317)
47. feature CJ317 (0.003292)
48. feature ES356 (0.003226)
49. feature CS367 (0.003099)
50. feature EL070 (0.003071)
51. feature CS296 (0.002789)
52. feature SC185 (0.002479)
53. feature MW313 (0.001971)
54. feature CS366 (0.001920)
55. feature CS314 (0.001883)
56. feature LA209 (0.001840)
57. feature SW212 (0.000000)
58. feature SO201 (0.000000)
59. feature CS302 (0.000000)
60. feature CJ315 (0.000000)
61. feature CJ316 (0.000000)
62. feature CJ321 (0.000000)
63. feature SW478 (0.000000)
64. feature CS105 (0.000000)
65. feature SW365 (0.000000)
66. feature CS115 (0.000000)
67. feature CS300 (0.000000)
68. feature CS297 (0.000000)
69. feature CS211 (0.000000)
70. feature CS295 (0.000000)
71. feature CS215 (0.000000)
72. feature CS289 (0.000000)
73. feature CS288 (0.000000)
74. feature CS286 (0.000000)
75. feature CS285 (0.000000)
76. feature SW221 (0.000000)
77. feature SW213 (0.000000)
78. feature MA216 (0.000000)
79. feature CS341 (0.000000)
80. feature CS348 (0.000000)
81. feature HR201 (0.000000)
82. feature NS132 (0.000000)
83. feature SC123 (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 CS409 (0.000000)
98. feature CS408 (0.000000)
99. feature CS407 (0.000000)
100. feature CS401 (0.000000)
101. feature CS399 (0.000000)
102. feature CS398 (0.000000)
103. feature CS397 (0.000000)
104. feature CS396 (0.000000)
105. feature CS395 (0.000000)
106. feature CS387 (0.000000)
107. feature CS386 (0.000000)
108. feature CS385 (0.000000)
109. feature SC173 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS251', u'CS281', u'CS261', u'ST216', u'TU122', u'TH161', u'SW475',
u'MA211', u'EL171', u'CS102'],
dtype='object')
-----------------------------------
CS426
[ 0.25 0.57142857 0.2 0.4 0.4 ]
Random Forest Cross Validation of CS426: 0.364285714286
Feature ranking:
1. feature CS395 (0.267782)
2. feature CS409 (0.091387)
3. feature SW478 (0.085330)
4. feature CS111 (0.072999)
5. feature TU110 (0.069223)
6. feature EL171 (0.053624)
7. feature EL172 (0.051246)
8. feature HO201 (0.032946)
9. feature CS222 (0.026642)
10. feature SC135 (0.021114)
11. feature CS223 (0.019169)
12. feature SW213 (0.018985)
13. feature CS342 (0.018251)
14. feature CS301 (0.017810)
15. feature CS284 (0.017609)
16. feature CS367 (0.015038)
17. feature CS467 (0.010692)
18. feature CS314 (0.009585)
19. feature CS295 (0.009585)
20. feature CS302 (0.009582)
21. feature MA211 (0.009558)
22. feature CS401 (0.009292)
23. feature TU120 (0.009292)
24. feature CS365 (0.009008)
25. feature SC185 (0.008824)
26. feature TU154 (0.008520)
27. feature SW475 (0.007168)
28. feature ST216 (0.005376)
29. feature AT316 (0.005226)
30. feature MA212 (0.004608)
31. feature EL395 (0.004530)
32. feature CS300 (0.000000)
33. feature TA395 (0.000000)
34. feature CS285 (0.000000)
35. feature CS286 (0.000000)
36. feature CS288 (0.000000)
37. feature CS289 (0.000000)
38. feature SW365 (0.000000)
39. feature CS296 (0.000000)
40. feature CS297 (0.000000)
41. feature SW335 (0.000000)
42. feature CS261 (0.000000)
43. feature SW221 (0.000000)
44. feature CS311 (0.000000)
45. feature SW212 (0.000000)
46. feature CS326 (0.000000)
47. feature CS341 (0.000000)
48. feature SW111 (0.000000)
49. feature CS348 (0.000000)
50. feature CS281 (0.000000)
51. feature CS251 (0.000000)
52. feature SO201 (0.000000)
53. feature CS102 (0.000000)
54. feature AT326 (0.000000)
55. feature BA291 (0.000000)
56. feature CJ315 (0.000000)
57. feature CJ316 (0.000000)
58. feature CJ317 (0.000000)
59. feature CJ321 (0.000000)
60. feature CS101 (0.000000)
61. feature CS105 (0.000000)
62. feature TH161 (0.000000)
63. feature TU122 (0.000000)
64. feature CS115 (0.000000)
65. feature CS211 (0.000000)
66. feature CS213 (0.000000)
67. feature CS214 (0.000000)
68. feature CS215 (0.000000)
69. feature TU100 (0.000000)
70. feature CS356 (0.000000)
71. feature CS366 (0.000000)
72. feature LA209 (0.000000)
73. feature CS488 (0.000000)
74. feature CS449 (0.000000)
75. feature CS456 (0.000000)
76. feature CS457 (0.000000)
77. feature CS459 (0.000000)
78. feature MW314 (0.000000)
79. feature CS486 (0.000000)
80. feature CS487 (0.000000)
81. feature CS489 (0.000000)
82. feature CS429 (0.000000)
83. feature EL070 (0.000000)
84. feature MW313 (0.000000)
85. feature MA332 (0.000000)
86. feature EL295 (0.000000)
87. feature ES356 (0.000000)
88. feature MA216 (0.000000)
89. feature HR201 (0.000000)
90. feature CS446 (0.000000)
91. feature CS427 (0.000000)
92. feature SC173 (0.000000)
93. feature CS396 (0.000000)
94. feature CS374 (0.000000)
95. feature CS377 (0.000000)
96. feature CS385 (0.000000)
97. feature CS386 (0.000000)
98. feature CS387 (0.000000)
99. feature CS388 (0.000000)
100. feature SC123 (0.000000)
101. feature CS397 (0.000000)
102. feature CS426 (0.000000)
103. feature CS398 (0.000000)
104. feature CS399 (0.000000)
105. feature PY228 (0.000000)
106. feature TU130 (0.000000)
107. feature CS407 (0.000000)
108. feature CS408 (0.000000)
109. feature NS132 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS395', u'CS409', u'SW478', u'CS111', u'TU110', u'EL171', u'EL172',
u'HO201', u'CS222', u'SC135'],
dtype='object')
-----------------------------------
CS427
[ 0.42857143 0.46153846 0.36363636 0.44444444 0.22222222]
Random Forest Cross Validation of CS427: 0.384082584083
Feature ranking:
1. feature MA212 (0.112514)
2. feature CS222 (0.079652)
3. feature CS251 (0.075962)
4. feature CS281 (0.059112)
5. feature TU154 (0.045755)
6. feature CS326 (0.045323)
7. feature CS301 (0.041445)
8. feature MA332 (0.038628)
9. feature CS261 (0.035552)
10. feature EL172 (0.029177)
11. feature AT316 (0.027004)
12. feature EL395 (0.025818)
13. feature SC135 (0.023543)
14. feature CS367 (0.023508)
15. feature TU120 (0.022647)
16. feature CS213 (0.020172)
17. feature SC123 (0.018421)
18. feature EL295 (0.018379)
19. feature MA211 (0.018326)
20. feature SW213 (0.016925)
21. feature MW314 (0.015794)
22. feature SW478 (0.013755)
23. feature CS311 (0.013240)
24. feature TH161 (0.012588)
25. feature PY228 (0.012120)
26. feature ST216 (0.011998)
27. feature CS377 (0.010799)
28. feature CS409 (0.010504)
29. feature CS356 (0.010391)
30. feature CS111 (0.009395)
31. feature TU100 (0.009154)
32. feature CS101 (0.008338)
33. feature CS223 (0.008167)
34. feature TU130 (0.008131)
35. feature NS132 (0.007994)
36. feature CS296 (0.006774)
37. feature CS348 (0.005080)
38. feature SW212 (0.004841)
39. feature CJ316 (0.004468)
40. feature CS459 (0.004256)
41. feature TU110 (0.004152)
42. feature AT326 (0.004006)
43. feature SO201 (0.003976)
44. feature TU122 (0.003227)
45. feature HO201 (0.003161)
46. feature LA209 (0.003116)
47. feature MW313 (0.003116)
48. feature CS314 (0.002478)
49. feature ES356 (0.002408)
50. feature SC185 (0.002408)
51. feature CS374 (0.002305)
52. feature CS297 (0.000000)
53. feature CS289 (0.000000)
54. feature TA395 (0.000000)
55. feature CS300 (0.000000)
56. feature CS302 (0.000000)
57. feature CS295 (0.000000)
58. feature SW335 (0.000000)
59. feature CS288 (0.000000)
60. feature CS286 (0.000000)
61. feature CS285 (0.000000)
62. feature CS284 (0.000000)
63. feature CS215 (0.000000)
64. feature CS214 (0.000000)
65. feature CS341 (0.000000)
66. feature CS115 (0.000000)
67. feature CS105 (0.000000)
68. feature CS102 (0.000000)
69. feature CJ321 (0.000000)
70. feature CJ317 (0.000000)
71. feature CJ315 (0.000000)
72. feature BA291 (0.000000)
73. feature CS211 (0.000000)
74. feature CS396 (0.000000)
75. feature CS342 (0.000000)
76. feature CS365 (0.000000)
77. feature CS456 (0.000000)
78. feature CS457 (0.000000)
79. feature CS467 (0.000000)
80. feature CS486 (0.000000)
81. feature CS487 (0.000000)
82. feature CS488 (0.000000)
83. feature CS489 (0.000000)
84. feature EL070 (0.000000)
85. feature EL171 (0.000000)
86. feature HR201 (0.000000)
87. feature SW475 (0.000000)
88. feature MA216 (0.000000)
89. feature SW365 (0.000000)
90. feature SC173 (0.000000)
91. feature SW111 (0.000000)
92. feature CS449 (0.000000)
93. feature CS446 (0.000000)
94. feature CS429 (0.000000)
95. feature SW221 (0.000000)
96. feature CS366 (0.000000)
97. feature CS385 (0.000000)
98. feature CS386 (0.000000)
99. feature CS387 (0.000000)
100. feature CS388 (0.000000)
101. feature CS395 (0.000000)
102. feature CS397 (0.000000)
103. feature CS427 (0.000000)
104. feature CS398 (0.000000)
105. feature CS399 (0.000000)
106. feature CS401 (0.000000)
107. feature CS407 (0.000000)
108. feature CS408 (0.000000)
109. feature CS426 (0.000000)
110. feature CS402 (0.000000)
Index([u'MA212', u'CS222', u'CS251', u'CS281', u'TU154', u'CS326', u'CS301',
u'MA332', u'CS261', u'EL172'],
dtype='object')
-----------------------------------
CS429
[ 0.41666667 0.63636364 0.5 0.55555556 0.66666667]
Random Forest Cross Validation of CS429: 0.555050505051
Feature ranking:
1. feature CS214 (0.109360)
2. feature SW212 (0.079333)
3. feature CS314 (0.075966)
4. feature CS251 (0.063491)
5. feature TU110 (0.059602)
6. feature MA212 (0.037081)
7. feature TH161 (0.036366)
8. feature MA211 (0.034823)
9. feature SC135 (0.033743)
10. feature TU122 (0.030677)
11. feature CS467 (0.029433)
12. feature CS367 (0.026698)
13. feature SW475 (0.026369)
14. feature SW365 (0.023335)
15. feature CS302 (0.023170)
16. feature EL070 (0.022125)
17. feature EL171 (0.021976)
18. feature MA332 (0.020479)
19. feature HO201 (0.019719)
20. feature SW335 (0.019127)
21. feature SW221 (0.014793)
22. feature EL395 (0.014760)
23. feature CS395 (0.014203)
24. feature SW213 (0.014167)
25. feature CS111 (0.013694)
26. feature SC185 (0.012393)
27. feature CS456 (0.012207)
28. feature CJ317 (0.010170)
29. feature MW314 (0.009713)
30. feature AT326 (0.009167)
31. feature CS374 (0.008599)
32. feature TU154 (0.007723)
33. feature CS377 (0.007585)
34. feature ST216 (0.007523)
35. feature MW313 (0.007474)
36. feature CS365 (0.005964)
37. feature CS366 (0.005888)
38. feature CS281 (0.005766)
39. feature SC123 (0.005465)
40. feature TU120 (0.005312)
41. feature CS311 (0.004817)
42. feature SC173 (0.003547)
43. feature CS213 (0.003125)
44. feature CS326 (0.003071)
45. feature CS341 (0.000000)
46. feature CS296 (0.000000)
47. feature CJ316 (0.000000)
48. feature CS342 (0.000000)
49. feature CS348 (0.000000)
50. feature CJ315 (0.000000)
51. feature BA291 (0.000000)
52. feature CS301 (0.000000)
53. feature CS300 (0.000000)
54. feature CS297 (0.000000)
55. feature CS295 (0.000000)
56. feature CS356 (0.000000)
57. feature CS289 (0.000000)
58. feature CS288 (0.000000)
59. feature CS286 (0.000000)
60. feature CS285 (0.000000)
61. feature CS284 (0.000000)
62. feature CJ321 (0.000000)
63. feature CS261 (0.000000)
64. feature CS101 (0.000000)
65. feature CS102 (0.000000)
66. feature CS223 (0.000000)
67. feature CS222 (0.000000)
68. feature CS215 (0.000000)
69. feature CS105 (0.000000)
70. feature CS115 (0.000000)
71. feature CS211 (0.000000)
72. feature CS402 (0.000000)
73. feature CS385 (0.000000)
74. feature LA209 (0.000000)
75. feature CS487 (0.000000)
76. feature CS488 (0.000000)
77. feature CS489 (0.000000)
78. feature EL172 (0.000000)
79. feature EL295 (0.000000)
80. feature ES356 (0.000000)
81. feature HR201 (0.000000)
82. feature MA216 (0.000000)
83. feature CS386 (0.000000)
84. feature NS132 (0.000000)
85. feature PY228 (0.000000)
86. feature SO201 (0.000000)
87. feature SW111 (0.000000)
88. feature SW478 (0.000000)
89. feature TA395 (0.000000)
90. feature TU100 (0.000000)
91. feature CS486 (0.000000)
92. feature CS459 (0.000000)
93. feature CS457 (0.000000)
94. feature CS449 (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 CS401 (0.000000)
102. feature TU130 (0.000000)
103. feature CS407 (0.000000)
104. feature CS408 (0.000000)
105. feature CS409 (0.000000)
106. feature CS426 (0.000000)
107. feature CS427 (0.000000)
108. feature CS429 (0.000000)
109. feature CS446 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS214', u'SW212', u'CS314', u'CS251', u'TU110', u'MA212', u'TH161',
u'MA211', u'SC135', u'TU122'],
dtype='object')
-----------------------------------
CS446
[ 0.58333333 0.63636364 0.55555556 0.44444444 0.55555556]
Random Forest Cross Validation of CS446: 0.555050505051
Feature ranking:
1. feature CS311 (0.077651)
2. feature CS374 (0.077188)
3. feature MA212 (0.058812)
4. feature BA291 (0.056024)
5. feature EL295 (0.055872)
6. feature CS213 (0.052997)
7. feature TU110 (0.048416)
8. feature CS341 (0.045922)
9. feature EL395 (0.042391)
10. feature CS342 (0.035698)
11. feature CS459 (0.030654)
12. feature PY228 (0.030579)
13. feature CS395 (0.030406)
14. feature EL172 (0.029693)
15. feature ST216 (0.028894)
16. feature SC185 (0.028882)
17. feature CS326 (0.028519)
18. feature CS314 (0.028354)
19. feature CS348 (0.021677)
20. feature MA332 (0.016994)
21. feature CS101 (0.015672)
22. feature EL070 (0.015538)
23. feature CS261 (0.013943)
24. feature TA395 (0.010787)
25. feature CS377 (0.010070)
26. feature NS132 (0.009547)
27. feature TU120 (0.009481)
28. feature SC123 (0.009227)
29. feature CS251 (0.008241)
30. feature EL171 (0.008081)
31. feature SW111 (0.006660)
32. feature CS301 (0.006165)
33. feature MA211 (0.005816)
34. feature CS398 (0.005689)
35. feature CS223 (0.005682)
36. feature SW365 (0.005494)
37. feature SW335 (0.005312)
38. feature TU154 (0.005151)
39. feature SC135 (0.004618)
40. feature CS385 (0.004060)
41. feature CS111 (0.003434)
42. feature CS356 (0.002928)
43. feature HO201 (0.002781)
44. feature CJ315 (0.000000)
45. feature CS302 (0.000000)
46. feature CJ321 (0.000000)
47. feature CS365 (0.000000)
48. feature CS102 (0.000000)
49. feature CS105 (0.000000)
50. feature AT326 (0.000000)
51. feature CS115 (0.000000)
52. feature CS211 (0.000000)
53. feature CJ316 (0.000000)
54. feature CS214 (0.000000)
55. feature CS366 (0.000000)
56. feature CS300 (0.000000)
57. feature CS297 (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 CS222 (0.000000)
68. feature CJ317 (0.000000)
69. feature CS402 (0.000000)
70. feature CS367 (0.000000)
71. feature CS487 (0.000000)
72. feature CS489 (0.000000)
73. feature ES356 (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 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 SW475 (0.000000)
85. feature SW478 (0.000000)
86. feature TH161 (0.000000)
87. feature TU100 (0.000000)
88. feature TU122 (0.000000)
89. feature CS488 (0.000000)
90. feature CS486 (0.000000)
91. feature CS386 (0.000000)
92. feature CS467 (0.000000)
93. feature CS387 (0.000000)
94. feature CS388 (0.000000)
95. feature CS396 (0.000000)
96. feature CS397 (0.000000)
97. feature CS399 (0.000000)
98. feature CS401 (0.000000)
99. feature TU130 (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'CS311', u'CS374', u'MA212', u'BA291', u'EL295', u'CS213', u'TU110',
u'CS341', u'EL395', u'CS342'],
dtype='object')
-----------------------------------
CS449
[ 0.83333333 1. 0.83333333 1. 0.83333333]
Random Forest Cross Validation of CS449: 0.9
Feature ranking:
1. feature CS311 (0.264176)
2. feature TU100 (0.157521)
3. feature MA332 (0.141538)
4. feature CS284 (0.115385)
5. feature CS314 (0.094780)
6. feature CS356 (0.055220)
7. feature EL395 (0.047038)
8. feature CS427 (0.029583)
9. feature TU122 (0.028986)
10. feature ST216 (0.023077)
11. feature CS348 (0.021863)
12. feature PY228 (0.010417)
13. feature TH161 (0.010417)
14. feature CS377 (0.000000)
15. feature CS296 (0.000000)
16. feature CS297 (0.000000)
17. feature CS300 (0.000000)
18. feature CS395 (0.000000)
19. feature CS301 (0.000000)
20. feature CS388 (0.000000)
21. feature CS302 (0.000000)
22. feature CS387 (0.000000)
23. feature CS326 (0.000000)
24. feature CS374 (0.000000)
25. feature CS341 (0.000000)
26. feature CS342 (0.000000)
27. feature CS386 (0.000000)
28. feature CS295 (0.000000)
29. feature CS365 (0.000000)
30. feature CS366 (0.000000)
31. feature CS367 (0.000000)
32. feature CS385 (0.000000)
33. feature TU154 (0.000000)
34. feature CS285 (0.000000)
35. feature CS289 (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 CS288 (0.000000)
49. feature CS213 (0.000000)
50. feature CS214 (0.000000)
51. feature CS215 (0.000000)
52. feature CS222 (0.000000)
53. feature CS223 (0.000000)
54. feature CS251 (0.000000)
55. feature CS261 (0.000000)
56. feature CS281 (0.000000)
57. feature CS397 (0.000000)
58. feature CS286 (0.000000)
59. feature CS396 (0.000000)
60. feature CS402 (0.000000)
61. feature CS398 (0.000000)
62. feature SO201 (0.000000)
63. feature MA211 (0.000000)
64. feature MA212 (0.000000)
65. feature MA216 (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 SW111 (0.000000)
74. feature CS399 (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 LA209 (0.000000)
86. feature HR201 (0.000000)
87. feature HO201 (0.000000)
88. feature ES356 (0.000000)
89. feature CS401 (0.000000)
90. feature TU130 (0.000000)
91. feature CS407 (0.000000)
92. feature CS408 (0.000000)
93. feature CS409 (0.000000)
94. feature CS426 (0.000000)
95. feature CS429 (0.000000)
96. feature CS446 (0.000000)
97. feature CS449 (0.000000)
98. feature CS456 (0.000000)
99. feature CS457 (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 EL070 (0.000000)
107. feature EL171 (0.000000)
108. feature EL172 (0.000000)
109. feature EL295 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS311', u'TU100', u'MA332', u'CS284', u'CS314', u'CS356', u'EL395',
u'CS427', u'TU122', u'ST216'],
dtype='object')
-----------------------------------
CS456
[ 0.33333333 0.46666667 0.42857143 0.53846154 0.36363636]
Random Forest Cross Validation of CS456: 0.426133866134
Feature ranking:
1. feature CS356 (0.063785)
2. feature CS302 (0.058561)
3. feature CS102 (0.039912)
4. feature MA332 (0.038530)
5. feature CS377 (0.035305)
6. feature ST216 (0.034016)
7. feature CS101 (0.032187)
8. feature MA212 (0.031922)
9. feature EL070 (0.031892)
10. feature CS222 (0.030129)
11. feature CJ315 (0.028868)
12. feature EL171 (0.028288)
13. feature CS281 (0.027196)
14. feature CS261 (0.024620)
15. feature CS366 (0.024429)
16. feature CS314 (0.023656)
17. feature TH161 (0.021338)
18. feature CS459 (0.021086)
19. feature SC185 (0.020811)
20. feature CS213 (0.020730)
21. feature CS214 (0.019924)
22. feature SC135 (0.019801)
23. feature CS111 (0.019340)
24. feature SW365 (0.018966)
25. feature TU154 (0.017182)
26. feature CS348 (0.014887)
27. feature CS395 (0.014438)
28. feature HO201 (0.013586)
29. feature TU120 (0.013419)
30. feature CS342 (0.013293)
31. feature CS301 (0.013265)
32. feature CJ316 (0.012421)
33. feature EL295 (0.011551)
34. feature CS374 (0.011484)
35. feature MW313 (0.011372)
36. feature CS251 (0.011326)
37. feature CS284 (0.010602)
38. feature MW314 (0.010486)
39. feature MA211 (0.010387)
40. feature EL172 (0.009557)
41. feature CS223 (0.009011)
42. feature CS326 (0.008444)
43. feature TU130 (0.006859)
44. feature CS365 (0.006515)
45. feature SW478 (0.006015)
46. feature CS295 (0.005620)
47. feature SC173 (0.005037)
48. feature SW213 (0.004874)
49. feature TU110 (0.003785)
50. feature SW335 (0.003665)
51. feature TU122 (0.003613)
52. feature PY228 (0.003537)
53. feature SW212 (0.003385)
54. feature SW221 (0.003176)
55. feature CS401 (0.003097)
56. feature CS341 (0.003095)
57. feature AT316 (0.002977)
58. feature CS311 (0.002751)
59. feature CS399 (0.000000)
60. feature SC123 (0.000000)
61. feature CS286 (0.000000)
62. feature CS285 (0.000000)
63. feature CS489 (0.000000)
64. feature EL395 (0.000000)
65. feature ES356 (0.000000)
66. feature HR201 (0.000000)
67. feature LA209 (0.000000)
68. feature MA216 (0.000000)
69. feature CS215 (0.000000)
70. feature NS132 (0.000000)
71. feature CS211 (0.000000)
72. feature CS289 (0.000000)
73. feature CS115 (0.000000)
74. feature SO201 (0.000000)
75. feature CS105 (0.000000)
76. feature SW111 (0.000000)
77. feature SW475 (0.000000)
78. feature CJ321 (0.000000)
79. feature CJ317 (0.000000)
80. feature TA395 (0.000000)
81. feature TU100 (0.000000)
82. feature BA291 (0.000000)
83. feature AT326 (0.000000)
84. feature CS288 (0.000000)
85. feature CS488 (0.000000)
86. feature CS398 (0.000000)
87. feature CS426 (0.000000)
88. feature CS397 (0.000000)
89. feature CS396 (0.000000)
90. feature CS407 (0.000000)
91. feature CS388 (0.000000)
92. feature CS387 (0.000000)
93. feature CS386 (0.000000)
94. feature CS385 (0.000000)
95. feature CS408 (0.000000)
96. feature CS409 (0.000000)
97. feature CS367 (0.000000)
98. feature CS427 (0.000000)
99. feature CS296 (0.000000)
100. feature CS429 (0.000000)
101. feature CS446 (0.000000)
102. feature CS449 (0.000000)
103. feature CS456 (0.000000)
104. feature CS457 (0.000000)
105. feature CS467 (0.000000)
106. feature CS486 (0.000000)
107. feature CS487 (0.000000)
108. feature CS300 (0.000000)
109. feature CS297 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS356', u'CS302', u'CS102', u'MA332', u'CS377', u'ST216', u'CS101',
u'MA212', u'EL070', u'CS222'],
dtype='object')
-----------------------------------
CS457
[ 0.57142857 0.42857143 0.28571429 0.33333333 0.8 ]
Random Forest Cross Validation of CS457: 0.48380952381
Feature ranking:
1. feature CS251 (0.197292)
2. feature MA211 (0.068643)
3. feature EL171 (0.062747)
4. feature TU120 (0.054341)
5. feature SC185 (0.051981)
6. feature CS213 (0.044788)
7. feature EL295 (0.040391)
8. feature AT326 (0.036274)
9. feature MA212 (0.035964)
10. feature SC135 (0.035000)
11. feature CS374 (0.032310)
12. feature CS409 (0.031883)
13. feature SC123 (0.026369)
14. feature BA291 (0.026051)
15. feature CS281 (0.024976)
16. feature CS214 (0.024943)
17. feature TU110 (0.020558)
18. feature CS101 (0.019715)
19. feature NS132 (0.018641)
20. feature AT316 (0.017892)
21. feature CS301 (0.016832)
22. feature CS348 (0.014502)
23. feature CS365 (0.012886)
24. feature EL172 (0.009260)
25. feature CS289 (0.009143)
26. feature MA332 (0.008924)
27. feature EL070 (0.008688)
28. feature TH161 (0.007871)
29. feature CS366 (0.007530)
30. feature CS356 (0.007018)
31. feature TU122 (0.006860)
32. feature CS386 (0.005845)
33. feature SW365 (0.004834)
34. feature CS341 (0.004819)
35. feature CS296 (0.004230)
36. feature CS326 (0.000000)
37. feature CS297 (0.000000)
38. feature CS314 (0.000000)
39. feature CS342 (0.000000)
40. feature CS311 (0.000000)
41. feature CS302 (0.000000)
42. feature CS367 (0.000000)
43. feature CS377 (0.000000)
44. feature CS300 (0.000000)
45. feature CS211 (0.000000)
46. feature CS288 (0.000000)
47. feature CS295 (0.000000)
48. feature CJ317 (0.000000)
49. feature CS111 (0.000000)
50. feature CS105 (0.000000)
51. feature CS102 (0.000000)
52. feature CS215 (0.000000)
53. feature CS222 (0.000000)
54. feature CJ321 (0.000000)
55. feature CS223 (0.000000)
56. feature CS115 (0.000000)
57. feature CS261 (0.000000)
58. feature CS284 (0.000000)
59. feature CJ316 (0.000000)
60. feature CJ315 (0.000000)
61. feature CS285 (0.000000)
62. feature CS286 (0.000000)
63. feature CS385 (0.000000)
64. feature TU154 (0.000000)
65. feature CS387 (0.000000)
66. feature SO201 (0.000000)
67. feature ES356 (0.000000)
68. feature HO201 (0.000000)
69. feature HR201 (0.000000)
70. feature LA209 (0.000000)
71. feature MA216 (0.000000)
72. feature MW313 (0.000000)
73. feature MW314 (0.000000)
74. feature PY228 (0.000000)
75. feature SC173 (0.000000)
76. feature ST216 (0.000000)
77. feature CS388 (0.000000)
78. feature SW111 (0.000000)
79. feature SW212 (0.000000)
80. feature SW213 (0.000000)
81. feature SW221 (0.000000)
82. feature SW335 (0.000000)
83. feature SW475 (0.000000)
84. feature SW478 (0.000000)
85. feature TA395 (0.000000)
86. feature TU100 (0.000000)
87. feature EL395 (0.000000)
88. feature CS489 (0.000000)
89. feature CS488 (0.000000)
90. feature CS487 (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 CS401 (0.000000)
97. feature TU130 (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 CS402 (0.000000)
Index([u'CS251', u'MA211', u'EL171', u'TU120', u'SC185', u'CS213', u'EL295',
u'AT326', u'MA212', u'SC135'],
dtype='object')
-----------------------------------
CS459
[ 0.72727273 0.8 0.44444444 0.55555556 0.55555556]
Random Forest Cross Validation of CS459: 0.616565656566
Feature ranking:
1. feature SW335 (0.139429)
2. feature CS281 (0.096915)
3. feature CS261 (0.067809)
4. feature CS341 (0.065418)
5. feature CS101 (0.048381)
6. feature CS222 (0.043833)
7. feature CS251 (0.037234)
8. feature ST216 (0.034780)
9. feature SC185 (0.033711)
10. feature SW475 (0.029205)
11. feature CS446 (0.028792)
12. feature SC173 (0.027781)
13. feature CS213 (0.025834)
14. feature LA209 (0.025485)
15. feature CS214 (0.022647)
16. feature SC135 (0.020636)
17. feature EL295 (0.019910)
18. feature CS111 (0.019306)
19. feature CS314 (0.019186)
20. feature PY228 (0.018952)
21. feature CS223 (0.014462)
22. feature AT316 (0.014316)
23. feature CJ315 (0.013046)
24. feature EL395 (0.012397)
25. feature CS367 (0.012199)
26. feature CS365 (0.012193)
27. feature CS311 (0.011865)
28. feature SW365 (0.011287)
29. feature CS102 (0.010596)
30. feature CS356 (0.010213)
31. feature MA212 (0.009545)
32. feature HO201 (0.006584)
33. feature CS301 (0.006024)
34. feature EL070 (0.005723)
35. feature CS284 (0.005722)
36. feature CS388 (0.005701)
37. feature CS409 (0.004819)
38. feature CS374 (0.004769)
39. feature TU154 (0.003292)
40. feature CS489 (0.000000)
41. feature CS289 (0.000000)
42. feature SW212 (0.000000)
43. feature SW111 (0.000000)
44. feature SO201 (0.000000)
45. feature CS285 (0.000000)
46. feature CS286 (0.000000)
47. feature CS288 (0.000000)
48. feature CS295 (0.000000)
49. feature SW221 (0.000000)
50. feature CS296 (0.000000)
51. feature CS297 (0.000000)
52. feature CS300 (0.000000)
53. feature SC123 (0.000000)
54. feature CS302 (0.000000)
55. feature NS132 (0.000000)
56. feature SW213 (0.000000)
57. feature SW478 (0.000000)
58. feature CS326 (0.000000)
59. feature TU120 (0.000000)
60. feature AT326 (0.000000)
61. feature BA291 (0.000000)
62. feature TU122 (0.000000)
63. feature CJ316 (0.000000)
64. feature CJ317 (0.000000)
65. feature CJ321 (0.000000)
66. feature TU110 (0.000000)
67. feature CS215 (0.000000)
68. feature CS105 (0.000000)
69. feature TU100 (0.000000)
70. feature CS115 (0.000000)
71. feature CS211 (0.000000)
72. feature TH161 (0.000000)
73. feature TA395 (0.000000)
74. feature MW314 (0.000000)
75. feature MW313 (0.000000)
76. feature CS488 (0.000000)
77. feature EL171 (0.000000)
78. feature CS407 (0.000000)
79. feature CS408 (0.000000)
80. feature EL172 (0.000000)
81. feature CS426 (0.000000)
82. feature CS427 (0.000000)
83. feature CS429 (0.000000)
84. feature CS449 (0.000000)
85. feature CS401 (0.000000)
86. feature CS456 (0.000000)
87. feature CS457 (0.000000)
88. feature CS459 (0.000000)
89. feature CS467 (0.000000)
90. feature CS486 (0.000000)
91. feature CS487 (0.000000)
92. feature TU130 (0.000000)
93. feature CS399 (0.000000)
94. feature CS342 (0.000000)
95. feature CS377 (0.000000)
96. feature CS348 (0.000000)
97. feature MA332 (0.000000)
98. feature MA216 (0.000000)
99. feature CS366 (0.000000)
100. feature MA211 (0.000000)
101. feature HR201 (0.000000)
102. feature CS385 (0.000000)
103. feature CS398 (0.000000)
104. feature CS386 (0.000000)
105. feature CS387 (0.000000)
106. feature ES356 (0.000000)
107. feature CS395 (0.000000)
108. feature CS396 (0.000000)
109. feature CS397 (0.000000)
110. feature CS402 (0.000000)
Index([u'SW335', u'CS281', u'CS261', u'CS341', u'CS101', u'CS222', u'CS251',
u'ST216', u'SC185', u'SW475'],
dtype='object')
-----------------------------------
CS467
[ 0.29411765 0.28571429 0.66666667 0.25 0.5 ]
Random Forest Cross Validation of CS467: 0.399299719888
Feature ranking:
1. feature CS341 (0.060975)
2. feature CS365 (0.059022)
3. feature SW212 (0.043586)
4. feature BA291 (0.041979)
5. feature SW478 (0.041144)
6. feature EL171 (0.037883)
7. feature MA332 (0.036052)
8. feature CS301 (0.035656)
9. feature SW213 (0.032340)
10. feature MA211 (0.031548)
11. feature CS302 (0.029074)
12. feature TU120 (0.027621)
13. feature CS395 (0.027508)
14. feature EL172 (0.027413)
15. feature EL395 (0.027358)
16. feature SC135 (0.026836)
17. feature TU154 (0.023193)
18. feature MA212 (0.022938)
19. feature CS377 (0.022464)
20. feature CS374 (0.022226)
21. feature CS342 (0.020825)
22. feature CS213 (0.020673)
23. feature HO201 (0.020426)
24. feature CS281 (0.019871)
25. feature CS429 (0.019014)
26. feature PY228 (0.016432)
27. feature TU110 (0.013562)
28. feature CS314 (0.013311)
29. feature SW335 (0.012526)
30. feature CJ317 (0.012380)
31. feature CS101 (0.012134)
32. feature CS311 (0.011524)
33. feature SC185 (0.011131)
34. feature CS326 (0.010858)
35. feature TH161 (0.010112)
36. feature SW475 (0.009720)
37. feature SW111 (0.009506)
38. feature CS409 (0.008800)
39. feature CS356 (0.008732)
40. feature EL295 (0.008659)
41. feature CS296 (0.008323)
42. feature CS348 (0.008001)
43. feature CS367 (0.007061)
44. feature CS251 (0.006826)
45. feature CS223 (0.006435)
46. feature CS111 (0.006101)
47. feature TU130 (0.004233)
48. feature CS261 (0.003637)
49. feature CS284 (0.002371)
50. feature CS105 (0.000000)
51. feature CS366 (0.000000)
52. feature CS102 (0.000000)
53. feature AT326 (0.000000)
54. feature CJ321 (0.000000)
55. feature CS215 (0.000000)
56. feature CJ315 (0.000000)
57. feature CS300 (0.000000)
58. feature CS297 (0.000000)
59. feature CS214 (0.000000)
60. feature CS295 (0.000000)
61. feature CS289 (0.000000)
62. feature CS288 (0.000000)
63. feature CS286 (0.000000)
64. feature CS285 (0.000000)
65. feature CS211 (0.000000)
66. feature CJ316 (0.000000)
67. feature CS222 (0.000000)
68. feature CS115 (0.000000)
69. feature CS402 (0.000000)
70. feature CS385 (0.000000)
71. feature CS488 (0.000000)
72. feature EL070 (0.000000)
73. feature ES356 (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 NS132 (0.000000)
80. feature SC123 (0.000000)
81. feature SC173 (0.000000)
82. feature SO201 (0.000000)
83. feature ST216 (0.000000)
84. feature SW221 (0.000000)
85. feature SW365 (0.000000)
86. feature TA395 (0.000000)
87. feature TU100 (0.000000)
88. feature TU122 (0.000000)
89. feature CS489 (0.000000)
90. feature CS487 (0.000000)
91. feature CS386 (0.000000)
92. feature CS486 (0.000000)
93. feature CS387 (0.000000)
94. feature CS388 (0.000000)
95. feature CS396 (0.000000)
96. feature CS397 (0.000000)
97. feature CS398 (0.000000)
98. feature CS399 (0.000000)
99. feature CS401 (0.000000)
100. feature CS407 (0.000000)
101. feature CS408 (0.000000)
102. feature CS426 (0.000000)
103. feature CS427 (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'CS341', u'CS365', u'SW212', u'BA291', u'SW478', u'EL171', u'MA332',
u'CS301', u'SW213', u'MA211'],
dtype='object')
-----------------------------------
CS486
[ 0.47368421 0.47058824 0.64705882 0.6875 0.53333333]
Random Forest Cross Validation of CS486: 0.562432920537
Feature ranking:
1. feature CS281 (0.093968)
2. feature CS261 (0.078242)
3. feature CS302 (0.068124)
4. feature TU120 (0.053451)
5. feature TU154 (0.042343)
6. feature CS489 (0.033403)
7. feature CS286 (0.030586)
8. feature CS314 (0.030231)
9. feature PY228 (0.027481)
10. feature AT316 (0.027109)
11. feature MA212 (0.024419)
12. feature TH161 (0.022205)
13. feature EL171 (0.022065)
14. feature EL295 (0.021792)
15. feature CS102 (0.021703)
16. feature TA395 (0.021681)
17. feature CS289 (0.021569)
18. feature CS284 (0.021430)
19. feature CS111 (0.021016)
20. feature SW111 (0.020762)
21. feature ST216 (0.019920)
22. feature TU100 (0.019793)
23. feature AT326 (0.019342)
24. feature MA332 (0.017976)
25. feature CS301 (0.016525)
26. feature MW314 (0.015550)
27. feature CS385 (0.014774)
28. feature CS213 (0.014163)
29. feature CS341 (0.013900)
30. feature HO201 (0.013676)
31. feature ES356 (0.013469)
32. feature CS101 (0.011413)
33. feature CS409 (0.010324)
34. feature CS214 (0.010106)
35. feature TU110 (0.009694)
36. feature CS342 (0.007954)
37. feature SW212 (0.007853)
38. feature EL395 (0.007475)
39. feature CS251 (0.007435)
40. feature EL172 (0.006599)
41. feature EL070 (0.005725)
42. feature CS288 (0.005688)
43. feature TU130 (0.004863)
44. feature CS222 (0.004700)
45. feature SC185 (0.003377)
46. feature SC135 (0.003300)
47. feature LA209 (0.003101)
48. feature BA291 (0.002943)
49. feature SC173 (0.002686)
50. feature MA211 (0.002097)
51. feature CS300 (0.000000)
52. feature CS297 (0.000000)
53. feature CS296 (0.000000)
54. feature CS311 (0.000000)
55. feature CS326 (0.000000)
56. feature CS295 (0.000000)
57. feature SW365 (0.000000)
58. feature CS115 (0.000000)
59. feature CS285 (0.000000)
60. feature TU122 (0.000000)
61. feature CS223 (0.000000)
62. feature CS215 (0.000000)
63. feature CS211 (0.000000)
64. feature CS356 (0.000000)
65. feature CS105 (0.000000)
66. feature CJ321 (0.000000)
67. feature CJ317 (0.000000)
68. feature CJ316 (0.000000)
69. feature CJ315 (0.000000)
70. feature CS348 (0.000000)
71. feature CS396 (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 CS486 (0.000000)
78. feature CS487 (0.000000)
79. feature CS488 (0.000000)
80. feature SW478 (0.000000)
81. feature MA216 (0.000000)
82. feature CS449 (0.000000)
83. feature MW313 (0.000000)
84. feature NS132 (0.000000)
85. feature SW475 (0.000000)
86. feature SC123 (0.000000)
87. feature SO201 (0.000000)
88. feature SW213 (0.000000)
89. feature SW221 (0.000000)
90. feature CS456 (0.000000)
91. feature CS446 (0.000000)
92. feature CS366 (0.000000)
93. feature SW335 (0.000000)
94. feature CS367 (0.000000)
95. feature CS374 (0.000000)
96. feature CS377 (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 CS429 (0.000000)
103. feature CS398 (0.000000)
104. feature CS399 (0.000000)
105. feature CS401 (0.000000)
106. feature CS407 (0.000000)
107. feature CS408 (0.000000)
108. feature CS426 (0.000000)
109. feature CS427 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS281', u'CS261', u'CS302', u'TU120', u'TU154', u'CS489', u'CS286',
u'CS314', u'PY228', u'AT316'],
dtype='object')
-----------------------------------
CS487
[ 0.48387097 0.46428571 0.62962963 0.57692308 0.61538462]
Random Forest Cross Validation of CS487: 0.554018800793
Feature ranking:
1. feature ST216 (0.093492)
2. feature MA211 (0.050309)
3. feature CS284 (0.043816)
4. feature EL395 (0.043469)
5. feature MA212 (0.042405)
6. feature CS102 (0.040340)
7. feature CS341 (0.040270)
8. feature CS101 (0.034898)
9. feature CS314 (0.032131)
10. feature CS214 (0.031908)
11. feature CS251 (0.031122)
12. feature TU110 (0.029315)
13. feature CS111 (0.027652)
14. feature CS261 (0.026775)
15. feature TH161 (0.026747)
16. feature TU122 (0.026735)
17. feature CS289 (0.026390)
18. feature TU120 (0.025566)
19. feature CS281 (0.025257)
20. feature SW365 (0.022796)
21. feature MA332 (0.019084)
22. feature CJ315 (0.017235)
23. feature BA291 (0.016821)
24. feature TU130 (0.016267)
25. feature SC135 (0.015029)
26. feature CS213 (0.014465)
27. feature TU154 (0.013901)
28. feature MW314 (0.013025)
29. feature LA209 (0.012922)
30. feature CS385 (0.012591)
31. feature SC185 (0.012311)
32. feature CS223 (0.011871)
33. feature EL171 (0.010785)
34. feature EL295 (0.010237)
35. feature HO201 (0.007277)
36. feature SW221 (0.007181)
37. feature PY228 (0.006769)
38. feature SW213 (0.006695)
39. feature CS286 (0.006475)
40. feature SW111 (0.006475)
41. feature CS302 (0.005865)
42. feature SW212 (0.005067)
43. feature ES356 (0.003790)
44. feature EL172 (0.003499)
45. feature CS222 (0.003430)
46. feature CS386 (0.003276)
47. feature AT316 (0.002901)
48. feature CS301 (0.002341)
49. feature SW478 (0.002337)
50. feature TA395 (0.002059)
51. feature AT326 (0.002044)
52. feature SW335 (0.001839)
53. feature SC123 (0.001588)
54. feature CS489 (0.001150)
55. feature MA216 (0.000000)
56. feature HR201 (0.000000)
57. feature EL070 (0.000000)
58. feature CS285 (0.000000)
59. feature CS449 (0.000000)
60. feature MW313 (0.000000)
61. feature CS488 (0.000000)
62. feature CS295 (0.000000)
63. feature CS296 (0.000000)
64. feature CS297 (0.000000)
65. feature CS288 (0.000000)
66. feature SC173 (0.000000)
67. feature NS132 (0.000000)
68. feature CS215 (0.000000)
69. feature SO201 (0.000000)
70. feature CS211 (0.000000)
71. feature CS115 (0.000000)
72. feature CS105 (0.000000)
73. feature SW475 (0.000000)
74. feature CJ321 (0.000000)
75. feature CJ317 (0.000000)
76. feature CJ316 (0.000000)
77. feature TU100 (0.000000)
78. feature CS300 (0.000000)
79. feature CS487 (0.000000)
80. feature CS446 (0.000000)
81. feature CS388 (0.000000)
82. feature CS429 (0.000000)
83. feature CS427 (0.000000)
84. feature CS426 (0.000000)
85. feature CS409 (0.000000)
86. feature CS408 (0.000000)
87. feature CS407 (0.000000)
88. feature CS456 (0.000000)
89. feature CS401 (0.000000)
90. feature CS399 (0.000000)
91. feature CS398 (0.000000)
92. feature CS397 (0.000000)
93. feature CS396 (0.000000)
94. feature CS395 (0.000000)
95. feature CS387 (0.000000)
96. feature CS311 (0.000000)
97. feature CS457 (0.000000)
98. feature CS459 (0.000000)
99. feature CS377 (0.000000)
100. feature CS374 (0.000000)
101. feature CS367 (0.000000)
102. feature CS366 (0.000000)
103. feature CS365 (0.000000)
104. feature CS356 (0.000000)
105. feature CS348 (0.000000)
106. feature CS342 (0.000000)
107. feature CS467 (0.000000)
108. feature CS326 (0.000000)
109. feature CS486 (0.000000)
110. feature CS402 (0.000000)
Index([u'ST216', u'MA211', u'CS284', u'EL395', u'MA212', u'CS102', u'CS341',
u'CS101', u'CS314', u'CS214'],
dtype='object')
-----------------------------------
CS488
[ 0.73913043 0.7826087 0.9047619 0.71428571 0.80952381]
Random Forest Cross Validation of CS488: 0.790062111801
Feature ranking:
1. feature CS486 (0.142098)
2. feature PY228 (0.106770)
3. feature CS388 (0.073698)
4. feature CS214 (0.073210)
5. feature MA212 (0.057415)
6. feature CS261 (0.049876)
7. feature TH161 (0.044183)
8. feature CS111 (0.031849)
9. feature SC185 (0.030340)
10. feature TU110 (0.030047)
11. feature CS314 (0.029692)
12. feature CS386 (0.027328)
13. feature CS288 (0.024952)
14. feature SC135 (0.024411)
15. feature SW478 (0.022423)
16. feature TU120 (0.022050)
17. feature BA291 (0.018950)
18. feature CS326 (0.015418)
19. feature TU130 (0.014662)
20. feature SW335 (0.011596)
21. feature AT316 (0.010833)
22. feature SW475 (0.010107)
23. feature EL172 (0.009933)
24. feature TA395 (0.009776)
25. feature CS289 (0.009331)
26. feature TU122 (0.009131)
27. feature SW221 (0.008459)
28. feature CS487 (0.006653)
29. feature CS223 (0.006325)
30. feature CS341 (0.006213)
31. feature SC123 (0.005474)
32. feature CS285 (0.005305)
33. feature EL171 (0.005034)
34. feature SW111 (0.004569)
35. feature EL395 (0.004380)
36. feature CS311 (0.004116)
37. feature EL070 (0.003367)
38. feature EL295 (0.003268)
39. feature SO201 (0.003253)
40. feature CS301 (0.003247)
41. feature CS101 (0.003121)
42. feature CS251 (0.003069)
43. feature TU154 (0.002843)
44. feature ST216 (0.002387)
45. feature CS102 (0.002386)
46. feature CS281 (0.002386)
47. feature CS213 (0.002364)
48. feature CS286 (0.001702)
49. feature CS467 (0.000000)
50. feature NS132 (0.000000)
51. feature CS284 (0.000000)
52. feature MW314 (0.000000)
53. feature MW313 (0.000000)
54. feature MA332 (0.000000)
55. feature CS295 (0.000000)
56. feature CS296 (0.000000)
57. feature CS297 (0.000000)
58. feature CS300 (0.000000)
59. feature MA216 (0.000000)
60. feature SC173 (0.000000)
61. feature CS215 (0.000000)
62. feature CS222 (0.000000)
63. feature MA211 (0.000000)
64. feature SW212 (0.000000)
65. feature CS211 (0.000000)
66. feature CS115 (0.000000)
67. feature SW213 (0.000000)
68. feature CS105 (0.000000)
69. feature SW365 (0.000000)
70. feature CJ321 (0.000000)
71. feature CJ317 (0.000000)
72. feature CJ316 (0.000000)
73. feature CJ315 (0.000000)
74. feature TU100 (0.000000)
75. feature AT326 (0.000000)
76. feature CS302 (0.000000)
77. feature LA209 (0.000000)
78. feature CS459 (0.000000)
79. feature CS397 (0.000000)
80. feature CS457 (0.000000)
81. feature CS456 (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 CS488 (0.000000)
91. feature CS401 (0.000000)
92. feature CS399 (0.000000)
93. feature CS398 (0.000000)
94. feature CS396 (0.000000)
95. feature HR201 (0.000000)
96. feature CS395 (0.000000)
97. feature CS489 (0.000000)
98. feature CS387 (0.000000)
99. feature ES356 (0.000000)
100. feature CS385 (0.000000)
101. feature CS377 (0.000000)
102. feature CS374 (0.000000)
103. feature CS367 (0.000000)
104. feature CS366 (0.000000)
105. feature CS365 (0.000000)
106. feature CS356 (0.000000)
107. feature CS348 (0.000000)
108. feature CS342 (0.000000)
109. feature HO201 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS486', u'PY228', u'CS388', u'CS214', u'MA212', u'CS261', u'TH161',
u'CS111', u'SC185', u'TU110'],
dtype='object')
-----------------------------------
CS489
[ 0.42857143 0.33333333 0.52 0.45833333 0.47826087]
Random Forest Cross Validation of CS489: 0.443699792961
Feature ranking:
1. feature ST216 (0.077063)
2. feature CS314 (0.042664)
3. feature EL395 (0.041284)
4. feature CS251 (0.038221)
5. feature CS284 (0.035143)
6. feature EL172 (0.034492)
7. feature CS281 (0.033001)
8. feature CS288 (0.027168)
9. feature MA211 (0.026401)
10. feature TA395 (0.025719)
11. feature CS301 (0.025251)
12. feature CS214 (0.025118)
13. feature SW111 (0.024986)
14. feature CS111 (0.024869)
15. feature CS487 (0.024138)
16. feature CS222 (0.023220)
17. feature CS261 (0.022987)
18. feature CS223 (0.022128)
19. feature PY228 (0.021065)
20. feature EL295 (0.020845)
21. feature SC135 (0.019992)
22. feature LA209 (0.019986)
23. feature EL171 (0.019609)
24. feature TU100 (0.019113)
25. feature AT326 (0.015920)
26. feature TU154 (0.015517)
27. feature TU122 (0.015505)
28. feature CS213 (0.015466)
29. feature SC185 (0.014859)
30. feature MW314 (0.013787)
31. feature NS132 (0.013204)
32. feature SW365 (0.012786)
33. feature TU130 (0.012165)
34. feature CS342 (0.011967)
35. feature AT316 (0.011865)
36. feature CS286 (0.010944)
37. feature MA332 (0.010840)
38. feature EL070 (0.009475)
39. feature MA212 (0.009037)
40. feature CJ317 (0.008921)
41. feature CS102 (0.008255)
42. feature TU120 (0.007725)
43. feature SW212 (0.007544)
44. feature CS289 (0.007256)
45. feature CS285 (0.007078)
46. feature CS374 (0.006560)
47. feature CS486 (0.005585)
48. feature MW313 (0.005035)
49. feature TU110 (0.004657)
50. feature CS341 (0.004361)
51. feature TH161 (0.004346)
52. feature CJ315 (0.004199)
53. feature SW335 (0.004088)
54. feature CS385 (0.004039)
55. feature CS388 (0.004024)
56. feature HO201 (0.003964)
57. feature CS296 (0.003116)
58. feature CS311 (0.002208)
59. feature CS101 (0.002082)
60. feature CS409 (0.001985)
61. feature SW221 (0.001879)
62. feature SW478 (0.001709)
63. feature ES356 (0.001586)
64. feature SO201 (0.000000)
65. feature SW213 (0.000000)
66. feature SC123 (0.000000)
67. feature SC173 (0.000000)
68. feature CS215 (0.000000)
69. feature CS211 (0.000000)
70. feature CS295 (0.000000)
71. feature CS115 (0.000000)
72. feature CS297 (0.000000)
73. feature CS105 (0.000000)
74. feature CJ321 (0.000000)
75. feature CJ316 (0.000000)
76. feature CS300 (0.000000)
77. feature BA291 (0.000000)
78. feature SW475 (0.000000)
79. feature CS348 (0.000000)
80. feature CS302 (0.000000)
81. feature CS407 (0.000000)
82. feature HR201 (0.000000)
83. feature CS489 (0.000000)
84. feature CS488 (0.000000)
85. feature CS467 (0.000000)
86. feature CS459 (0.000000)
87. feature CS457 (0.000000)
88. feature CS456 (0.000000)
89. feature CS449 (0.000000)
90. feature CS446 (0.000000)
91. feature CS429 (0.000000)
92. feature CS427 (0.000000)
93. feature CS426 (0.000000)
94. feature CS408 (0.000000)
95. feature MA216 (0.000000)
96. feature CS326 (0.000000)
97. feature CS401 (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 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 CS356 (0.000000)
110. feature CS402 (0.000000)
Index([u'ST216', u'CS314', u'EL395', u'CS251', u'CS284', u'EL172', u'CS281',
u'CS288', u'MA211', u'TA395'],
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 TU120 (0.200000)
2. feature CS102 (0.200000)
3. feature MA211 (0.100000)
4. feature TH161 (0.100000)
5. feature SC123 (0.100000)
6. feature SW213 (0.100000)
7. feature SC173 (0.100000)
8. feature CS301 (0.000000)
9. feature CS302 (0.000000)
10. feature CS348 (0.000000)
11. feature CS314 (0.000000)
12. feature CS300 (0.000000)
13. feature CS326 (0.000000)
14. feature CS297 (0.000000)
15. feature CS341 (0.000000)
16. feature CS296 (0.000000)
17. feature CS342 (0.000000)
18. feature CS311 (0.000000)
19. feature CS365 (0.000000)
20. feature CS356 (0.000000)
21. feature CS289 (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 CS396 (0.000000)
32. feature CS295 (0.000000)
33. feature TU154 (0.000000)
34. feature CS288 (0.000000)
35. feature CS211 (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 CS101 (0.000000)
43. feature CS105 (0.000000)
44. feature CS111 (0.000000)
45. feature CS115 (0.000000)
46. feature CS213 (0.000000)
47. feature CS286 (0.000000)
48. feature CS214 (0.000000)
49. feature CS215 (0.000000)
50. feature CS222 (0.000000)
51. feature CS223 (0.000000)
52. feature CS251 (0.000000)
53. feature CS261 (0.000000)
54. feature CS281 (0.000000)
55. feature CS284 (0.000000)
56. feature CS285 (0.000000)
57. feature CS398 (0.000000)
58. feature CS397 (0.000000)
59. feature CS402 (0.000000)
60. feature CS399 (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 SC135 (0.000000)
70. feature SC185 (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 TU122 (0.000000)
84. feature LA209 (0.000000)
85. feature HO201 (0.000000)
86. feature CS401 (0.000000)
87. feature CS457 (0.000000)
88. feature TU130 (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 ES356 (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 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'TU120', u'CS102', u'MA211', u'TH161', u'SC123', u'SW213', u'SC173',
u'CS301', u'CS302', u'CS348'],
dtype='object')
-----------------------------------
EL171
[ 0.39354839 0.38311688 0.41447368 0.36666667 0.38926174]
Random Forest Cross Validation of EL171: 0.389413473211
Feature ranking:
1. feature TU154 (0.151378)
2. feature CS102 (0.133842)
3. feature TH161 (0.113412)
4. feature CS101 (0.110944)
5. feature MA211 (0.105859)
6. feature SC135 (0.073060)
7. feature CS105 (0.052188)
8. feature EL171 (0.042012)
9. feature SC185 (0.039034)
10. feature TU100 (0.038936)
11. feature TU110 (0.027815)
12. feature EL070 (0.027358)
13. feature SC123 (0.015251)
14. feature MA216 (0.012073)
15. feature SW213 (0.008731)
16. feature SC173 (0.007520)
17. feature PY228 (0.006428)
18. feature CS284 (0.006100)
19. feature MA332 (0.004370)
20. feature CS251 (0.003497)
21. feature CS111 (0.003314)
22. feature TU120 (0.003244)
23. feature CS301 (0.003155)
24. feature CS222 (0.002938)
25. feature TU130 (0.002727)
26. feature CS223 (0.002103)
27. feature CS261 (0.001196)
28. feature CS213 (0.000854)
29. feature ST216 (0.000660)
30. feature CS348 (0.000000)
31. feature CS302 (0.000000)
32. feature CS311 (0.000000)
33. feature CS314 (0.000000)
34. feature CS326 (0.000000)
35. feature CS341 (0.000000)
36. feature CS342 (0.000000)
37. feature CS211 (0.000000)
38. feature CS300 (0.000000)
39. feature CS356 (0.000000)
40. feature CS365 (0.000000)
41. feature CS366 (0.000000)
42. feature CS367 (0.000000)
43. feature CS374 (0.000000)
44. feature CS377 (0.000000)
45. feature AT326 (0.000000)
46. feature CS295 (0.000000)
47. feature CS297 (0.000000)
48. feature CS281 (0.000000)
49. feature CS115 (0.000000)
50. feature CS214 (0.000000)
51. feature CJ321 (0.000000)
52. feature CS215 (0.000000)
53. feature CS386 (0.000000)
54. feature CJ317 (0.000000)
55. feature CJ316 (0.000000)
56. feature CS296 (0.000000)
57. feature CJ315 (0.000000)
58. feature BA291 (0.000000)
59. feature CS285 (0.000000)
60. feature CS286 (0.000000)
61. feature CS288 (0.000000)
62. feature CS289 (0.000000)
63. feature CS385 (0.000000)
64. feature CS402 (0.000000)
65. feature CS387 (0.000000)
66. feature NS132 (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 MW313 (0.000000)
75. feature MW314 (0.000000)
76. feature SO201 (0.000000)
77. feature CS388 (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 TU122 (0.000000)
87. feature EL172 (0.000000)
88. feature CS489 (0.000000)
89. feature CS488 (0.000000)
90. feature CS487 (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 CS401 (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 CS459 (0.000000)
108. feature CS467 (0.000000)
109. feature CS486 (0.000000)
110. feature AT316 (0.000000)
Index([u'TU154', u'CS102', u'TH161', u'CS101', u'MA211', u'SC135', u'CS105',
u'EL171', u'SC185', u'TU100'],
dtype='object')
-----------------------------------
EL172
[ 0.40559441 0.5248227 0.45652174 0.47826087 0.47445255]
Random Forest Cross Validation of EL172: 0.467930452814
Feature ranking:
1. feature EL171 (0.156065)
2. feature TU154 (0.092835)
3. feature MA211 (0.092321)
4. feature CS102 (0.088012)
5. feature TH161 (0.085719)
6. feature CS101 (0.080636)
7. feature SC135 (0.061921)
8. feature CS105 (0.041711)
9. feature SC185 (0.034587)
10. feature TU110 (0.030681)
11. feature PY228 (0.024842)
12. feature TU100 (0.024470)
13. feature CS111 (0.022223)
14. feature TU130 (0.018813)
15. feature TU120 (0.017866)
16. feature EL070 (0.017447)
17. feature MA212 (0.012886)
18. feature SW111 (0.009625)
19. feature SC123 (0.009536)
20. feature MA216 (0.009058)
21. feature SO201 (0.008271)
22. feature SC173 (0.005751)
23. feature SW213 (0.005300)
24. feature MW313 (0.005091)
25. feature SW475 (0.004876)
26. feature CJ315 (0.004272)
27. feature CS115 (0.003724)
28. feature EL172 (0.003472)
29. feature CS301 (0.003322)
30. feature MW314 (0.002414)
31. feature CS314 (0.002202)
32. feature SW212 (0.002032)
33. feature AT316 (0.001664)
34. feature CS214 (0.001612)
35. feature CS261 (0.001401)
36. feature TU122 (0.001313)
37. feature CS487 (0.001241)
38. feature CS311 (0.001146)
39. feature CS395 (0.000911)
40. feature CS281 (0.000894)
41. feature ST216 (0.000885)
42. feature CS374 (0.000728)
43. feature CS385 (0.000725)
44. feature CS377 (0.000624)
45. feature CS486 (0.000588)
46. feature CS288 (0.000569)
47. feature MA332 (0.000530)
48. feature CS213 (0.000507)
49. feature CS326 (0.000439)
50. feature SW365 (0.000403)
51. feature CS407 (0.000380)
52. feature NS132 (0.000363)
53. feature CS459 (0.000336)
54. feature CS284 (0.000317)
55. feature CS251 (0.000248)
56. feature CS488 (0.000117)
57. feature CS489 (0.000082)
58. feature CS289 (0.000000)
59. feature AT326 (0.000000)
60. feature CJ316 (0.000000)
61. feature CS296 (0.000000)
62. feature CS286 (0.000000)
63. feature CS297 (0.000000)
64. feature CS300 (0.000000)
65. feature BA291 (0.000000)
66. feature CS295 (0.000000)
67. feature SW478 (0.000000)
68. feature CS285 (0.000000)
69. feature CJ317 (0.000000)
70. feature CS223 (0.000000)
71. feature CS222 (0.000000)
72. feature CS215 (0.000000)
73. feature CJ321 (0.000000)
74. feature TA395 (0.000000)
75. feature CS211 (0.000000)
76. feature SW221 (0.000000)
77. feature SW335 (0.000000)
78. feature ES356 (0.000000)
79. feature CS356 (0.000000)
80. feature CS302 (0.000000)
81. feature CS408 (0.000000)
82. feature EL295 (0.000000)
83. feature HO201 (0.000000)
84. feature HR201 (0.000000)
85. feature LA209 (0.000000)
86. feature CS467 (0.000000)
87. feature CS457 (0.000000)
88. feature CS456 (0.000000)
89. feature CS449 (0.000000)
90. feature CS446 (0.000000)
91. feature CS429 (0.000000)
92. feature CS427 (0.000000)
93. feature CS426 (0.000000)
94. feature CS409 (0.000000)
95. feature CS401 (0.000000)
96. feature CS341 (0.000000)
97. feature CS399 (0.000000)
98. feature CS398 (0.000000)
99. feature CS397 (0.000000)
100. feature CS396 (0.000000)
101. feature CS388 (0.000000)
102. feature CS387 (0.000000)
103. feature CS386 (0.000000)
104. feature CS367 (0.000000)
105. feature CS366 (0.000000)
106. feature CS365 (0.000000)
107. feature EL395 (0.000000)
108. feature CS348 (0.000000)
109. feature CS342 (0.000000)
110. feature CS402 (0.000000)
Index([u'EL171', u'TU154', u'MA211', u'CS102', u'TH161', u'CS101', u'SC135',
u'CS105', u'SC185', u'TU110'],
dtype='object')
-----------------------------------
EL295
[ 0.55833333 0.58474576 0.48717949 0.52991453 0.56034483]
Random Forest Cross Validation of EL295: 0.544103588145
Feature ranking:
1. feature EL171 (0.086836)
2. feature EL172 (0.077586)
3. feature TU110 (0.062865)
4. feature MA211 (0.061466)
5. feature SC135 (0.050990)
6. feature TU120 (0.049242)
7. feature CS111 (0.048873)
8. feature TU154 (0.047027)
9. feature CS102 (0.044010)
10. feature CS101 (0.042235)
11. feature TH161 (0.040599)
12. feature PY228 (0.038507)
13. feature SC185 (0.034046)
14. feature SO201 (0.030179)
15. feature TU130 (0.030006)
16. feature EL070 (0.028485)
17. feature TU100 (0.026913)
18. feature LA209 (0.019255)
19. feature CS105 (0.018233)
20. feature ST216 (0.016567)
21. feature TU122 (0.016045)
22. feature SC123 (0.013076)
23. feature SC173 (0.013050)
24. feature SW111 (0.011653)
25. feature MA212 (0.010460)
26. feature ES356 (0.010104)
27. feature SW335 (0.007414)
28. feature MW313 (0.006924)
29. feature AT316 (0.006409)
30. feature MW314 (0.005948)
31. feature CS261 (0.004897)
32. feature SW221 (0.004455)
33. feature MA216 (0.003543)
34. feature SW213 (0.003392)
35. feature SW212 (0.003360)
36. feature TA395 (0.003222)
37. feature CS284 (0.002802)
38. feature CS115 (0.002762)
39. feature CJ316 (0.002155)
40. feature SW475 (0.001767)
41. feature CS223 (0.001613)
42. feature MA332 (0.001123)
43. feature CS251 (0.001023)
44. feature CS356 (0.000975)
45. feature CJ315 (0.000924)
46. feature CS281 (0.000824)
47. feature CJ317 (0.000816)
48. feature CS214 (0.000705)
49. feature CS367 (0.000700)
50. feature AT326 (0.000690)
51. feature CS213 (0.000658)
52. feature CS222 (0.000540)
53. feature CS314 (0.000483)
54. feature CS311 (0.000426)
55. feature CS296 (0.000403)
56. feature HO201 (0.000399)
57. feature CS301 (0.000339)
58. feature CS300 (0.000000)
59. feature CJ321 (0.000000)
60. feature CS302 (0.000000)
61. feature CS297 (0.000000)
62. feature CS285 (0.000000)
63. feature CS295 (0.000000)
64. feature CS289 (0.000000)
65. feature CS288 (0.000000)
66. feature CS286 (0.000000)
67. feature SW478 (0.000000)
68. feature BA291 (0.000000)
69. feature CS341 (0.000000)
70. feature CS215 (0.000000)
71. feature CS211 (0.000000)
72. feature SW365 (0.000000)
73. feature CS326 (0.000000)
74. feature CS366 (0.000000)
75. feature CS342 (0.000000)
76. feature CS348 (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 NS132 (0.000000)
89. feature EL295 (0.000000)
90. feature EL395 (0.000000)
91. feature HR201 (0.000000)
92. feature CS427 (0.000000)
93. feature CS426 (0.000000)
94. feature CS409 (0.000000)
95. feature CS388 (0.000000)
96. feature CS365 (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 CS395 (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 CS401 (0.000000)
109. feature CS407 (0.000000)
110. feature CS402 (0.000000)
Index([u'EL171', u'EL172', u'TU110', u'MA211', u'SC135', u'TU120', u'CS111',
u'TU154', u'CS102', u'CS101'],
dtype='object')
-----------------------------------
EL395
[ 0.48913043 0.4494382 0.39772727 0.42528736 0.51162791]
Random Forest Cross Validation of EL395: 0.454642234611
Feature ranking:
1. feature EL295 (0.121127)
2. feature EL172 (0.042233)
3. feature MA212 (0.042127)
4. feature CS213 (0.034103)
5. feature EL171 (0.029592)
6. feature TU110 (0.028486)
7. feature TU154 (0.027331)
8. feature PY228 (0.026842)
9. feature MA211 (0.026413)
10. feature CS223 (0.025498)
11. feature SW212 (0.025340)
12. feature CS251 (0.024884)
13. feature HO201 (0.023442)
14. feature ST216 (0.023286)
15. feature TU130 (0.023244)
16. feature MW314 (0.021977)
17. feature CS102 (0.021589)
18. feature CS214 (0.021188)
19. feature SC135 (0.020909)
20. feature CS284 (0.020837)
21. feature CS101 (0.019519)
22. feature CS222 (0.018320)
23. feature TU120 (0.017743)
24. feature CS281 (0.017301)
25. feature MA332 (0.017106)
26. feature TH161 (0.016480)
27. feature AT316 (0.016208)
28. feature CS111 (0.013955)
29. feature SW221 (0.013577)
30. feature LA209 (0.013551)
31. feature CS295 (0.013429)
32. feature SW478 (0.012405)
33. feature TU122 (0.012325)
34. feature AT326 (0.011961)
35. feature SC185 (0.011572)
36. feature ES356 (0.010435)
37. feature CS296 (0.009429)
38. feature EL070 (0.009107)
39. feature TA395 (0.008478)
40. feature CS261 (0.008299)
41. feature CJ316 (0.007987)
42. feature SC173 (0.007717)
43. feature TU100 (0.007455)
44. feature CS301 (0.007063)
45. feature CS374 (0.005514)
46. feature SW111 (0.005431)
47. feature SW335 (0.004799)
48. feature NS132 (0.004758)
49. feature CJ315 (0.004735)
50. feature MW313 (0.004518)
51. feature CS286 (0.004184)
52. feature SC123 (0.003637)
53. feature CS314 (0.003331)
54. feature SW475 (0.003283)
55. feature SW213 (0.003051)
56. feature SW365 (0.002873)
57. feature CS367 (0.002460)
58. feature SO201 (0.002204)
59. feature CS396 (0.001858)
60. feature CS311 (0.001392)
61. feature CS341 (0.001325)
62. feature CJ317 (0.001265)
63. feature CS365 (0.001225)
64. feature CS342 (0.001223)
65. feature EL395 (0.000935)
66. feature CS395 (0.000865)
67. feature CS487 (0.000860)
68. feature CS326 (0.000734)
69. feature CS402 (0.000582)
70. feature CS348 (0.000561)
71. feature CS288 (0.000528)
72. feature CS366 (0.000000)
73. feature CS105 (0.000000)
74. feature CS446 (0.000000)
75. feature CS215 (0.000000)
76. feature CS449 (0.000000)
77. feature CS456 (0.000000)
78. feature CS211 (0.000000)
79. feature CS115 (0.000000)
80. feature CS457 (0.000000)
81. feature CS459 (0.000000)
82. feature CS427 (0.000000)
83. feature CS467 (0.000000)
84. feature CJ321 (0.000000)
85. feature CS486 (0.000000)
86. feature CS488 (0.000000)
87. feature CS489 (0.000000)
88. feature BA291 (0.000000)
89. feature HR201 (0.000000)
90. feature CS429 (0.000000)
91. feature CS409 (0.000000)
92. feature CS426 (0.000000)
93. feature CS398 (0.000000)
94. feature CS356 (0.000000)
95. feature CS385 (0.000000)
96. feature CS386 (0.000000)
97. feature CS387 (0.000000)
98. feature CS388 (0.000000)
99. feature CS397 (0.000000)
100. feature CS302 (0.000000)
101. feature CS300 (0.000000)
102. feature CS377 (0.000000)
103. feature CS297 (0.000000)
104. feature CS399 (0.000000)
105. feature CS401 (0.000000)
106. feature CS289 (0.000000)
107. feature CS407 (0.000000)
108. feature CS285 (0.000000)
109. feature CS408 (0.000000)
110. feature MA216 (0.000000)
Index([u'EL295', u'EL172', u'MA212', u'CS213', u'EL171', u'TU110', u'TU154',
u'PY228', u'MA211', u'CS223'],
dtype='object')
-----------------------------------
ES356
[ 0.30769231 0.38461538 0.36363636 0.4 0.66666667]
Random Forest Cross Validation of ES356: 0.424522144522
Feature ranking:
1. feature EL295 (0.093855)
2. feature TH161 (0.089155)
3. feature CS102 (0.071857)
4. feature TU130 (0.055184)
5. feature SW365 (0.054549)
6. feature MA211 (0.051827)
7. feature CS284 (0.049064)
8. feature CS214 (0.039015)
9. feature TU110 (0.035830)
10. feature AT326 (0.035445)
11. feature CS251 (0.032508)
12. feature SO201 (0.027239)
13. feature TU120 (0.026998)
14. feature EL172 (0.026637)
15. feature PY228 (0.026376)
16. feature TU154 (0.024316)
17. feature MA332 (0.023731)
18. feature CS223 (0.021098)
19. feature CS213 (0.020151)
20. feature SC185 (0.018487)
21. feature CJ317 (0.017675)
22. feature CS105 (0.015623)
23. feature SC123 (0.014986)
24. feature EL171 (0.014351)
25. feature CS261 (0.013641)
26. feature MA212 (0.012968)
27. feature CS101 (0.010916)
28. feature CS295 (0.009727)
29. feature EL395 (0.008950)
30. feature CS222 (0.008319)
31. feature SW221 (0.007474)
32. feature SC173 (0.006460)
33. feature CS301 (0.005318)
34. feature ST216 (0.005279)
35. feature SW111 (0.004972)
36. feature NS132 (0.004599)
37. feature TU122 (0.004423)
38. feature CS387 (0.003841)
39. feature MW314 (0.003787)
40. feature SC135 (0.003366)
41. feature CS211 (0.000000)
42. feature CS314 (0.000000)
43. feature CS302 (0.000000)
44. feature CS311 (0.000000)
45. feature CS341 (0.000000)
46. feature CS326 (0.000000)
47. feature CS297 (0.000000)
48. feature CS342 (0.000000)
49. feature CS348 (0.000000)
50. feature CS356 (0.000000)
51. feature CS365 (0.000000)
52. feature CS300 (0.000000)
53. feature CS289 (0.000000)
54. feature CS296 (0.000000)
55. feature CS367 (0.000000)
56. feature CS288 (0.000000)
57. feature CS286 (0.000000)
58. feature CS285 (0.000000)
59. feature BA291 (0.000000)
60. feature CS281 (0.000000)
61. feature CJ315 (0.000000)
62. feature CJ316 (0.000000)
63. feature CS215 (0.000000)
64. feature CS111 (0.000000)
65. feature CJ321 (0.000000)
66. feature CS115 (0.000000)
67. feature CS366 (0.000000)
68. feature CS402 (0.000000)
69. feature CS374 (0.000000)
70. feature LA209 (0.000000)
71. feature CS486 (0.000000)
72. feature CS487 (0.000000)
73. feature CS488 (0.000000)
74. feature CS489 (0.000000)
75. feature EL070 (0.000000)
76. feature ES356 (0.000000)
77. feature HO201 (0.000000)
78. feature HR201 (0.000000)
79. feature MA216 (0.000000)
80. feature CS377 (0.000000)
81. feature MW313 (0.000000)
82. feature SW212 (0.000000)
83. feature SW213 (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 CS467 (0.000000)
90. feature CS459 (0.000000)
91. feature CS457 (0.000000)
92. feature CS456 (0.000000)
93. feature CS385 (0.000000)
94. feature CS386 (0.000000)
95. feature CS388 (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 CS401 (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'EL295', u'TH161', u'CS102', u'TU130', u'SW365', u'MA211', u'CS284',
u'CS214', u'TU110', u'AT326'],
dtype='object')
-----------------------------------
HO201
[ 0.59259259 0.64814815 0.61538462 0.6122449 0.58333333]
Random Forest Cross Validation of HO201: 0.610340717484
Feature ranking:
1. feature CS214 (0.042588)
2. feature CS102 (0.041709)
3. feature TU120 (0.040304)
4. feature PY228 (0.033745)
5. feature TU154 (0.033672)
6. feature AT326 (0.032608)
7. feature SW475 (0.031009)
8. feature SO201 (0.030657)
9. feature ST216 (0.029193)
10. feature SC185 (0.028717)
11. feature CS284 (0.028218)
12. feature TU110 (0.027121)
13. feature CS111 (0.025236)
14. feature EL172 (0.025064)
15. feature EL295 (0.024695)
16. feature MA212 (0.024650)
17. feature EL171 (0.023803)
18. feature SC135 (0.023525)
19. feature EL395 (0.021991)
20. feature TH161 (0.021893)
21. feature MA211 (0.021530)
22. feature TU130 (0.021329)
23. feature CS222 (0.021258)
24. feature SW365 (0.019832)
25. feature AT316 (0.019793)
26. feature SW111 (0.018433)
27. feature CJ315 (0.018091)
28. feature CS341 (0.017246)
29. feature CJ316 (0.017174)
30. feature CS223 (0.015501)
31. feature SW213 (0.014904)
32. feature CS261 (0.014598)
33. feature CS101 (0.014576)
34. feature EL070 (0.013497)
35. feature SW221 (0.012702)
36. feature CS409 (0.012579)
37. feature CS213 (0.012165)
38. feature CS377 (0.011975)
39. feature MA332 (0.011923)
40. feature CS281 (0.011139)
41. feature CS251 (0.009148)
42. feature CS395 (0.008215)
43. feature SW212 (0.007319)
44. feature CS356 (0.007190)
45. feature CS296 (0.006112)
46. feature CS314 (0.005235)
47. feature CS295 (0.005059)
48. feature LA209 (0.004445)
49. feature SC123 (0.003627)
50. feature CS286 (0.002759)
51. feature CS302 (0.002594)
52. feature NS132 (0.002354)
53. feature CS401 (0.002250)
54. feature TU100 (0.001915)
55. feature HO201 (0.001879)
56. feature CS366 (0.001758)
57. feature MW313 (0.001744)
58. feature CS427 (0.001716)
59. feature CS311 (0.001716)
60. feature CJ317 (0.001574)
61. feature CS301 (0.001311)
62. feature SC173 (0.001305)
63. feature CS459 (0.001277)
64. feature ES356 (0.001254)
65. feature CS367 (0.001220)
66. feature CS365 (0.001209)
67. feature CS449 (0.000769)
68. feature CS297 (0.000753)
69. feature CS374 (0.000727)
70. feature SW335 (0.000702)
71. feature MW314 (0.000220)
72. feature CS385 (0.000000)
73. feature TA395 (0.000000)
74. feature CS486 (0.000000)
75. feature CS215 (0.000000)
76. feature SW478 (0.000000)
77. feature CS487 (0.000000)
78. feature CS211 (0.000000)
79. feature CS115 (0.000000)
80. feature CS105 (0.000000)
81. feature CS457 (0.000000)
82. feature CS488 (0.000000)
83. feature CS489 (0.000000)
84. feature CJ321 (0.000000)
85. feature HR201 (0.000000)
86. feature MA216 (0.000000)
87. feature BA291 (0.000000)
88. feature TU122 (0.000000)
89. feature CS467 (0.000000)
90. feature CS456 (0.000000)
91. feature CS386 (0.000000)
92. feature CS446 (0.000000)
93. feature CS387 (0.000000)
94. feature CS348 (0.000000)
95. feature CS342 (0.000000)
96. feature CS388 (0.000000)
97. feature CS326 (0.000000)
98. feature CS396 (0.000000)
99. feature CS397 (0.000000)
100. feature CS398 (0.000000)
101. feature CS399 (0.000000)
102. feature CS300 (0.000000)
103. feature CS407 (0.000000)
104. feature CS408 (0.000000)
105. feature CS426 (0.000000)
106. feature CS289 (0.000000)
107. feature CS288 (0.000000)
108. feature CS429 (0.000000)
109. feature CS285 (0.000000)
110. feature CS402 (0.000000)
Index([u'CS214', u'CS102', u'TU120', u'PY228', u'TU154', u'AT326', u'SW475',
u'SO201', u'ST216', u'SC185'],
dtype='object')
-----------------------------------
HR201
[ 0.54545455 0.45454545 0.4 0.66666667 0.375 ]
Random Forest Cross Validation of HR201: 0.488333333333
Feature ranking:
1. feature CS105 (0.126608)
2. feature SW221 (0.116323)
3. feature SC135 (0.109693)
4. feature ST216 (0.099464)
5. feature TU120 (0.073895)
6. feature SC185 (0.070306)
7. feature MA212 (0.050896)
8. feature EL172 (0.050508)
9. feature CS111 (0.044383)
10. feature TU100 (0.043204)
11. feature TH161 (0.036687)
12. feature EL171 (0.031285)
13. feature TU154 (0.030470)
14. feature CS102 (0.026674)
15. feature CS115 (0.021104)
16. feature MA216 (0.018754)
17. feature CS101 (0.014718)
18. feature MA211 (0.011312)
19. feature SC173 (0.007023)
20. feature PY228 (0.006493)
21. feature SC123 (0.005272)
22. feature EL070 (0.004927)
23. feature CS289 (0.000000)
24. feature CS311 (0.000000)
25. feature CS296 (0.000000)
26. feature CS297 (0.000000)
27. feature CS385 (0.000000)
28. feature CS377 (0.000000)
29. feature CS300 (0.000000)
30. feature CS301 (0.000000)
31. feature CS302 (0.000000)
32. feature CS314 (0.000000)
33. feature CS365 (0.000000)
34. feature CS326 (0.000000)
35. feature CS374 (0.000000)
36. feature CS367 (0.000000)
37. feature CS366 (0.000000)
38. feature CS341 (0.000000)
39. feature CS342 (0.000000)
40. feature CS348 (0.000000)
41. feature CS356 (0.000000)
42. feature CS295 (0.000000)
43. feature CS223 (0.000000)
44. feature CS288 (0.000000)
45. feature CS286 (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 CS211 (0.000000)
53. feature CS213 (0.000000)
54. feature CS214 (0.000000)
55. feature CS215 (0.000000)
56. feature CS222 (0.000000)
57. feature CS387 (0.000000)
58. feature CS251 (0.000000)
59. feature CS261 (0.000000)
60. feature CS281 (0.000000)
61. feature CS284 (0.000000)
62. feature CS285 (0.000000)
63. feature CS386 (0.000000)
64. feature CS402 (0.000000)
65. feature CS388 (0.000000)
66. feature SO201 (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 MA332 (0.000000)
73. feature MW313 (0.000000)
74. feature MW314 (0.000000)
75. feature NS132 (0.000000)
76. feature SW111 (0.000000)
77. feature CS395 (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 TU122 (0.000000)
87. feature EL295 (0.000000)
88. feature CS489 (0.000000)
89. feature CS488 (0.000000)
90. feature CS487 (0.000000)
91. feature CS396 (0.000000)
92. feature CS397 (0.000000)
93. feature CS398 (0.000000)
94. feature CS399 (0.000000)
95. feature CS401 (0.000000)
96. feature TU130 (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 CS459 (0.000000)
108. feature CS467 (0.000000)
109. feature CS486 (0.000000)
110. feature AT316 (0.000000)
Index([u'CS105', u'SW221', u'SC135', u'ST216', u'TU120', u'SC185', u'MA212',
u'EL172', u'CS111', u'TU100'],
dtype='object')
-----------------------------------
LA209
[ 0.4375 0.53333333 0.46153846 0.53846154 0.33333333]
Random Forest Cross Validation of LA209: 0.460833333333
Feature ranking:
1. feature SC135 (0.192969)
2. feature MA211 (0.080450)
3. feature TH161 (0.080069)
4. feature PY228 (0.066155)
5. feature TU154 (0.060264)
6. feature TU110 (0.047925)
7. feature CS102 (0.043881)
8. feature CS101 (0.041942)
9. feature CS111 (0.040039)
10. feature NS132 (0.036642)
11. feature EL172 (0.035722)
12. feature TU120 (0.032219)
13. feature CS213 (0.028646)
14. feature TU130 (0.027018)
15. feature SC185 (0.026300)
16. feature TU122 (0.024084)
17. feature CS261 (0.022478)
18. feature TU100 (0.019115)
19. feature EL171 (0.011460)
20. feature MA332 (0.011228)
21. feature EL295 (0.011158)
22. feature AT316 (0.009643)
23. feature EL070 (0.008436)
24. feature SW365 (0.008412)
25. feature CS251 (0.006393)
26. feature CS284 (0.006165)
27. feature AT326 (0.005847)
28. feature CS281 (0.005606)
29. feature CS295 (0.003516)
30. feature CS223 (0.003288)
31. feature CS341 (0.002932)
32. feature CS289 (0.000000)
33. feature CS296 (0.000000)
34. feature CS297 (0.000000)
35. feature CS300 (0.000000)
36. feature CS302 (0.000000)
37. feature CS301 (0.000000)
38. feature CS286 (0.000000)
39. feature CS311 (0.000000)
40. feature CS314 (0.000000)
41. feature CS326 (0.000000)
42. feature CS342 (0.000000)
43. feature CS348 (0.000000)
44. feature CS356 (0.000000)
45. feature CS365 (0.000000)
46. feature CS366 (0.000000)
47. feature CS288 (0.000000)
48. feature SC123 (0.000000)
49. feature CS285 (0.000000)
50. feature CS374 (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 TA395 (0.000000)
57. feature SW478 (0.000000)
58. feature CS105 (0.000000)
59. feature SW475 (0.000000)
60. feature CS115 (0.000000)
61. feature CS211 (0.000000)
62. feature CS214 (0.000000)
63. feature CS215 (0.000000)
64. feature CS222 (0.000000)
65. feature SW335 (0.000000)
66. feature CS367 (0.000000)
67. feature CS377 (0.000000)
68. feature SC173 (0.000000)
69. feature ES356 (0.000000)
70. feature CS486 (0.000000)
71. feature CS487 (0.000000)
72. feature CS488 (0.000000)
73. feature CS489 (0.000000)
74. feature SW213 (0.000000)
75. feature SW212 (0.000000)
76. feature SW111 (0.000000)
77. feature EL395 (0.000000)
78. feature HO201 (0.000000)
79. feature CS459 (0.000000)
80. feature HR201 (0.000000)
81. feature LA209 (0.000000)
82. feature ST216 (0.000000)
83. feature MA212 (0.000000)
84. feature MA216 (0.000000)
85. feature SO201 (0.000000)
86. feature MW313 (0.000000)
87. feature MW314 (0.000000)
88. feature CS467 (0.000000)
89. feature CS457 (0.000000)
90. feature CS385 (0.000000)
91. feature CS401 (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 SW221 (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 CS402 (0.000000)
Index([u'SC135', u'MA211', u'TH161', u'PY228', u'TU154', u'TU110', u'CS102',
u'CS101', u'CS111', u'NS132'],
dtype='object')
-----------------------------------
MA211
[ 0.40277778 0.42325581 0.43925234 0.4245283 0.43127962]
Random Forest Cross Validation of MA211: 0.424218770184
Feature ranking:
1. feature SC135 (0.102406)
2. feature TU154 (0.091339)
3. feature CS102 (0.086328)
4. feature EL171 (0.079044)
5. feature CS101 (0.073395)
6. feature TH161 (0.053276)
7. feature SC185 (0.045815)
8. feature CS111 (0.045289)
9. feature CS105 (0.044577)
10. feature EL172 (0.043589)
11. feature TU120 (0.037536)
12. feature TU110 (0.035957)
13. feature PY228 (0.032867)
14. feature MA211 (0.026270)
15. feature EL070 (0.023187)
16. feature SC123 (0.018293)
17. feature SW212 (0.013013)
18. feature SW111 (0.011264)
19. feature TU130 (0.008553)
20. feature TU100 (0.008118)
21. feature CS214 (0.007659)
22. feature CS223 (0.007554)
23. feature CJ315 (0.007204)
24. feature CS261 (0.007134)
25. feature SO201 (0.006926)
26. feature CS213 (0.006233)
27. feature MW314 (0.005685)
28. feature SC173 (0.005150)
29. feature SW221 (0.004652)
30. feature MA332 (0.004575)
31. feature AT316 (0.004018)
32. feature CS284 (0.003913)
33. feature CS222 (0.003904)
34. feature MW313 (0.003387)
35. feature CS251 (0.003387)
36. feature CS281 (0.002793)
37. feature HO201 (0.002790)
38. feature CS115 (0.002349)
39. feature SW475 (0.002340)
40. feature ST216 (0.002337)
41. feature CS367 (0.002234)
42. feature EL295 (0.002230)
43. feature AT326 (0.001614)
44. feature CS311 (0.001303)
45. feature CS401 (0.001272)
46. feature LA209 (0.001205)
47. feature SW365 (0.001179)
48. feature MA216 (0.001139)
49. feature SW213 (0.000941)
50. feature TU122 (0.000911)
51. feature CS429 (0.000868)
52. feature EL395 (0.000847)
53. feature CS341 (0.000807)
54. feature CS374 (0.000804)
55. feature CS295 (0.000793)
56. feature CS342 (0.000788)
57. feature ES356 (0.000780)
58. feature NS132 (0.000683)
59. feature CS326 (0.000613)
60. feature SW478 (0.000562)
61. feature CS289 (0.000556)
62. feature CS314 (0.000505)
63. feature CS296 (0.000502)
64. feature CS402 (0.000443)
65. feature CS301 (0.000373)
66. feature CS365 (0.000334)
67. feature CJ316 (0.000331)
68. feature CS409 (0.000302)
69. feature CS302 (0.000259)
70. feature MA212 (0.000252)
71. feature CS288 (0.000250)
72. feature CJ317 (0.000215)
73. feature CS377 (0.000000)
74. feature CS211 (0.000000)
75. feature CS456 (0.000000)
76. feature CS457 (0.000000)
77. feature CS215 (0.000000)
78. feature CS459 (0.000000)
79. feature SW335 (0.000000)
80. feature CS486 (0.000000)
81. feature CS467 (0.000000)
82. feature CS446 (0.000000)
83. feature CS487 (0.000000)
84. feature CS488 (0.000000)
85. feature TA395 (0.000000)
86. feature CJ321 (0.000000)
87. feature CS489 (0.000000)
88. feature BA291 (0.000000)
89. feature CS449 (0.000000)
90. feature CS426 (0.000000)
91. feature CS427 (0.000000)
92. feature CS385 (0.000000)
93. feature CS386 (0.000000)
94. feature CS366 (0.000000)
95. feature CS387 (0.000000)
96. feature CS356 (0.000000)
97. feature CS348 (0.000000)
98. feature CS388 (0.000000)
99. feature CS395 (0.000000)
100. feature CS396 (0.000000)
101. feature CS397 (0.000000)
102. feature CS398 (0.000000)
103. feature CS399 (0.000000)
104. feature CS300 (0.000000)
105. feature CS297 (0.000000)
106. feature CS407 (0.000000)
107. feature CS408 (0.000000)
108. feature CS286 (0.000000)
109. feature CS285 (0.000000)
110. feature HR201 (0.000000)
Index([u'SC135', u'TU154', u'CS102', u'EL171', u'CS101', u'TH161', u'SC185',
u'CS111', u'CS105', u'EL172'],
dtype='object')
-----------------------------------
MA212
[ 0.38738739 0.29090909 0.45794393 0.33962264 0.4 ]
Random Forest Cross Validation of MA212: 0.375172609008
Feature ranking:
1. feature MA211 (0.085346)
2. feature TU154 (0.054677)
3. feature EL171 (0.052126)
4. feature ST216 (0.051371)
5. feature CS102 (0.044856)
6. feature EL172 (0.044685)
7. feature CS101 (0.038360)
8. feature CS111 (0.036317)
9. feature TU120 (0.035620)
10. feature TH161 (0.035539)
11. feature SC135 (0.031647)
12. feature SC185 (0.028533)
13. feature MA332 (0.027681)
14. feature TU110 (0.023434)
15. feature PY228 (0.021308)
16. feature TU130 (0.021205)
17. feature TU100 (0.018585)
18. feature EL070 (0.017342)
19. feature LA209 (0.016539)
20. feature SW111 (0.015121)
21. feature TU122 (0.014945)
22. feature MA212 (0.014526)
23. feature CS105 (0.014233)
24. feature CS222 (0.011680)
25. feature EL395 (0.011291)
26. feature CS213 (0.011191)
27. feature CS251 (0.011157)
28. feature EL295 (0.010895)
29. feature CS214 (0.010571)
30. feature CS223 (0.010332)
31. feature CS261 (0.010151)
32. feature CS284 (0.009691)
33. feature SC123 (0.009039)
34. feature AT316 (0.008287)
35. feature MW314 (0.007998)
36. feature ES356 (0.006935)
37. feature SW478 (0.006739)
38. feature SW212 (0.005693)
39. feature SC173 (0.005350)
40. feature CS302 (0.005312)
41. feature CS281 (0.004922)
42. feature CS288 (0.004796)
43. feature HO201 (0.004760)
44. feature CS366 (0.004755)
45. feature CS314 (0.004143)
46. feature TA395 (0.003969)
47. feature SW475 (0.003964)
48. feature AT326 (0.003864)
49. feature SO201 (0.003436)
50. feature CS402 (0.003317)
51. feature CS296 (0.003227)
52. feature CS115 (0.003219)
53. feature CS401 (0.003109)
54. feature CS374 (0.003038)
55. feature SW335 (0.002737)
56. feature MW313 (0.002719)
57. feature CJ317 (0.002636)
58. feature SW213 (0.002559)
59. feature CS311 (0.002457)
60. feature SW221 (0.002441)
61. feature CJ316 (0.002265)
62. feature CS342 (0.002021)
63. feature SW365 (0.001923)
64. feature CS341 (0.001883)
65. feature NS132 (0.001722)
66. feature CS487 (0.001693)
67. feature CS285 (0.001679)
68. feature CS295 (0.001663)
69. feature CS367 (0.001577)
70. feature CS365 (0.001563)
71. feature CS489 (0.001478)
72. feature CS395 (0.001413)
73. feature CS301 (0.001356)
74. feature CS326 (0.001301)
75. feature CS289 (0.001284)
76. feature CJ315 (0.001051)
77. feature CS385 (0.000914)
78. feature CS486 (0.000893)
79. feature CS446 (0.000872)
80. feature CS407 (0.000703)
81. feature CS409 (0.000664)
82. feature CS286 (0.000636)
83. feature CS427 (0.000625)
84. feature CS429 (0.000575)
85. feature CS386 (0.000470)
86. feature CS396 (0.000373)
87. feature CS459 (0.000356)
88. feature CS488 (0.000354)
89. feature CS408 (0.000321)
90. feature CS211 (0.000000)
91. feature MA216 (0.000000)
92. feature CJ321 (0.000000)
93. feature HR201 (0.000000)
94. feature BA291 (0.000000)
95. feature CS300 (0.000000)
96. feature CS215 (0.000000)
97. feature CS467 (0.000000)
98. feature CS297 (0.000000)
99. feature CS426 (0.000000)
100. feature CS457 (0.000000)
101. feature CS456 (0.000000)
102. feature CS449 (0.000000)
103. feature CS356 (0.000000)
104. feature CS377 (0.000000)
105. feature CS387 (0.000000)
106. feature CS388 (0.000000)
107. feature CS397 (0.000000)
108. feature CS398 (0.000000)
109. feature CS399 (0.000000)
110. feature CS348 (0.000000)
Index([u'MA211', u'TU154', u'EL171', u'ST216', u'CS102', u'EL172', u'CS101',
u'CS111', u'TU120', u'TH161'],
dtype='object')
-----------------------------------
MA216
[ 0.4 0.66666667 0.5 0.8 0.4 ]
Random Forest Cross Validation of MA216: 0.553333333333
Feature ranking:
1. feature SC123 (0.263370)
2. feature TU154 (0.155727)
3. feature CS102 (0.122659)
4. feature TU110 (0.077259)
5. feature CS111 (0.073942)
6. feature EL171 (0.058767)
7. feature SW111 (0.053080)
8. feature SC173 (0.049116)
9. feature TU120 (0.035777)
10. feature CS105 (0.029240)
11. feature PY228 (0.029229)
12. feature SC135 (0.016320)
13. feature CS115 (0.014046)
14. feature TU100 (0.007677)
15. feature TH161 (0.006587)
16. feature TU130 (0.005747)
17. feature CS213 (0.001457)
18. feature CS302 (0.000000)
19. feature CS311 (0.000000)
20. feature CS314 (0.000000)
21. feature CS342 (0.000000)
22. feature CS301 (0.000000)
23. feature CS300 (0.000000)
24. feature CS297 (0.000000)
25. feature CS326 (0.000000)
26. feature CS341 (0.000000)
27. feature CS366 (0.000000)
28. feature CS348 (0.000000)
29. feature CS356 (0.000000)
30. feature CS365 (0.000000)
31. feature CS367 (0.000000)
32. feature CS374 (0.000000)
33. feature CS377 (0.000000)
34. feature CS385 (0.000000)
35. feature CS386 (0.000000)
36. feature CS387 (0.000000)
37. feature CS296 (0.000000)
38. feature CS281 (0.000000)
39. feature CS295 (0.000000)
40. feature CS289 (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 CS211 (0.000000)
49. feature CS214 (0.000000)
50. feature CS215 (0.000000)
51. feature CS222 (0.000000)
52. feature CS223 (0.000000)
53. feature CS251 (0.000000)
54. feature CS261 (0.000000)
55. feature CS395 (0.000000)
56. feature CS284 (0.000000)
57. feature CS285 (0.000000)
58. feature CS286 (0.000000)
59. feature CS288 (0.000000)
60. feature CS388 (0.000000)
61. feature CS402 (0.000000)
62. feature CS396 (0.000000)
63. feature ES356 (0.000000)
64. feature HR201 (0.000000)
65. feature LA209 (0.000000)
66. feature MA211 (0.000000)
67. feature MA212 (0.000000)
68. feature MA216 (0.000000)
69. feature MA332 (0.000000)
70. feature MW313 (0.000000)
71. feature MW314 (0.000000)
72. feature NS132 (0.000000)
73. feature SC185 (0.000000)
74. feature SO201 (0.000000)
75. feature ST216 (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 TU122 (0.000000)
85. feature HO201 (0.000000)
86. feature EL395 (0.000000)
87. feature CS397 (0.000000)
88. feature EL295 (0.000000)
89. feature CS398 (0.000000)
90. feature CS399 (0.000000)
91. feature CS401 (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'SC123', u'TU154', u'CS102', u'TU110', u'CS111', u'EL171', u'SW111',
u'SC173', u'TU120', u'CS105'],
dtype='object')
-----------------------------------
MA332
[ 0.40952381 0.42156863 0.35294118 0.45 0.44 ]
Random Forest Cross Validation of MA332: 0.414806722689
Feature ranking:
1. feature MA212 (0.066923)
2. feature SC135 (0.053583)
3. feature CS284 (0.045495)
4. feature TU154 (0.042953)
5. feature CS111 (0.036712)
6. feature EL171 (0.036515)
7. feature TU130 (0.036166)
8. feature TU110 (0.035000)
9. feature EL295 (0.033916)
10. feature CS222 (0.033453)
11. feature MA211 (0.032722)
12. feature CS223 (0.031078)
13. feature EL172 (0.030261)
14. feature TU120 (0.027567)
15. feature CS214 (0.027117)
16. feature SC185 (0.025638)
17. feature CS102 (0.025626)
18. feature CS213 (0.024012)
19. feature CS101 (0.022995)
20. feature CS251 (0.020767)
21. feature HO201 (0.019740)
22. feature CS261 (0.019058)
23. feature SW475 (0.017153)
24. feature TH161 (0.016616)
25. feature ST216 (0.016107)
26. feature CJ316 (0.016017)
27. feature LA209 (0.015599)
28. feature PY228 (0.014499)
29. feature MW314 (0.014230)
30. feature SW111 (0.014038)
31. feature EL070 (0.013396)
32. feature AT326 (0.010659)
33. feature CS281 (0.009627)
34. feature TU122 (0.009083)
35. feature MA332 (0.006839)
36. feature CJ315 (0.006289)
37. feature SC123 (0.006100)
38. feature SC173 (0.005941)
39. feature SW335 (0.005041)
40. feature CS295 (0.004728)
41. feature AT316 (0.004726)
42. feature SW365 (0.004484)
43. feature CS314 (0.004046)
44. feature CS296 (0.003886)
45. feature TU100 (0.003845)
46. feature SO201 (0.003696)
47. feature SW213 (0.003401)
48. feature CS341 (0.003374)
49. feature SW212 (0.003191)
50. feature TA395 (0.003175)
51. feature CS365 (0.003074)
52. feature SW221 (0.002751)
53. feature ES356 (0.002560)
54. feature CS297 (0.002361)
55. feature CS396 (0.002271)
56. feature CS342 (0.001940)
57. feature MW313 (0.001658)
58. feature CS301 (0.001507)
59. feature NS132 (0.001479)
60. feature CS302 (0.001342)
61. feature CS409 (0.001154)
62. feature CS311 (0.001154)
63. feature EL395 (0.001150)
64. feature CS348 (0.001027)
65. feature CS487 (0.000961)
66. feature CS385 (0.000953)
67. feature CS401 (0.000907)
68. feature CS289 (0.000860)
69. feature CS326 (0.000852)
70. feature CS374 (0.000727)
71. feature SW478 (0.000644)
72. feature CS429 (0.000545)
73. feature CS386 (0.000499)
74. feature CS288 (0.000277)
75. feature CS286 (0.000266)
76. feature CS366 (0.000000)
77. feature CS449 (0.000000)
78. feature CS215 (0.000000)
79. feature CS446 (0.000000)
80. feature CS211 (0.000000)
81. feature CS115 (0.000000)
82. feature CS456 (0.000000)
83. feature CS105 (0.000000)
84. feature CS426 (0.000000)
85. feature CS457 (0.000000)
86. feature CJ321 (0.000000)
87. feature CJ317 (0.000000)
88. feature CS459 (0.000000)
89. feature BA291 (0.000000)
90. feature CS467 (0.000000)
91. feature CS427 (0.000000)
92. feature CS408 (0.000000)
93. feature MA216 (0.000000)
94. feature HR201 (0.000000)
95. feature CS356 (0.000000)
96. feature CS377 (0.000000)
97. feature CS486 (0.000000)
98. feature CS387 (0.000000)
99. feature CS388 (0.000000)
100. feature CS395 (0.000000)
101. feature CS397 (0.000000)
102. feature CS300 (0.000000)
103. feature CS398 (0.000000)
104. feature CS399 (0.000000)
105. feature CS489 (0.000000)
106. feature CS488 (0.000000)
107. feature CS285 (0.000000)
108. feature CS407 (0.000000)
109. feature CS367 (0.000000)
110. feature CS402 (0.000000)
Index([u'MA212', u'SC135', u'CS284', u'TU154', u'CS111', u'EL171', u'TU130',
u'TU110', u'EL295', u'CS222'],
dtype='object')
-----------------------------------
MW313
[ 0.75 0.625 0.85714286 0.57142857 0.83333333]
Random Forest Cross Validation of MW313: 0.727380952381
Feature ranking:
1. feature EL171 (0.191545)
2. feature MA211 (0.189688)
3. feature CS101 (0.144899)
4. feature TU154 (0.140047)
5. feature CS102 (0.123744)
6. feature TH161 (0.108978)
7. feature EL070 (0.072705)
8. feature SW213 (0.025096)
9. feature SC185 (0.003297)
10. feature CS365 (0.000000)
11. feature CS301 (0.000000)
12. feature CS302 (0.000000)
13. feature AT326 (0.000000)
14. feature CS311 (0.000000)
15. feature CS314 (0.000000)
16. feature CS326 (0.000000)
17. feature CS341 (0.000000)
18. feature CS342 (0.000000)
19. feature CS348 (0.000000)
20. feature CS356 (0.000000)
21. feature CJ315 (0.000000)
22. feature CS366 (0.000000)
23. feature CS297 (0.000000)
24. feature CS367 (0.000000)
25. feature CS374 (0.000000)
26. feature CS377 (0.000000)
27. feature CS385 (0.000000)
28. feature CS386 (0.000000)
29. feature CS387 (0.000000)
30. feature CS388 (0.000000)
31. feature CS395 (0.000000)
32. feature CS396 (0.000000)
33. feature CS300 (0.000000)
34. feature CS295 (0.000000)
35. feature CS296 (0.000000)
36. feature CJ316 (0.000000)
37. feature CJ317 (0.000000)
38. feature CJ321 (0.000000)
39. feature BA291 (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 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 CS288 (0.000000)
56. feature CS398 (0.000000)
57. feature CS289 (0.000000)
58. feature CS397 (0.000000)
59. feature CS402 (0.000000)
60. feature CS399 (0.000000)
61. feature SW111 (0.000000)
62. feature MA332 (0.000000)
63. feature MW313 (0.000000)
64. feature MW314 (0.000000)
65. feature NS132 (0.000000)
66. feature PY228 (0.000000)
67. feature SC123 (0.000000)
68. feature SC135 (0.000000)
69. feature SC173 (0.000000)
70. feature SO201 (0.000000)
71. feature ST216 (0.000000)
72. feature SW212 (0.000000)
73. feature MA212 (0.000000)
74. feature SW221 (0.000000)
75. feature SW335 (0.000000)
76. feature SW365 (0.000000)
77. feature SW475 (0.000000)
78. feature SW478 (0.000000)
79. feature TA395 (0.000000)
80. feature TU100 (0.000000)
81. feature TU110 (0.000000)
82. feature TU120 (0.000000)
83. feature TU122 (0.000000)
84. feature MA216 (0.000000)
85. feature LA209 (0.000000)
86. feature CS401 (0.000000)
87. feature CS457 (0.000000)
88. feature TU130 (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 HR201 (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 EL172 (0.000000)
106. feature EL295 (0.000000)
107. feature EL395 (0.000000)
108. feature ES356 (0.000000)
109. feature HO201 (0.000000)
110. feature AT316 (0.000000)
Index([u'EL171', u'MA211', u'CS101', u'TU154', u'CS102', u'TH161', u'EL070',
u'SW213', u'SC185', u'CS365'],
dtype='object')
-----------------------------------
MW314
[ 0.57142857 0.53846154 0.45454545 0.6 0.5 ]
Random Forest Cross Validation of MW314: 0.532887112887
Feature ranking:
1. feature EL171 (0.251142)
2. feature CS102 (0.100190)
3. feature TU154 (0.083640)
4. feature MA211 (0.076305)
5. feature TH161 (0.071978)
6. feature CS101 (0.053765)
7. feature SW365 (0.038560)
8. feature TU120 (0.035284)
9. feature CS111 (0.033838)
10. feature EL070 (0.029804)
11. feature TU110 (0.028000)
12. feature SW335 (0.022099)
13. feature CS261 (0.021881)
14. feature ST216 (0.018748)
15. feature EL395 (0.017761)
16. feature HO201 (0.014728)
17. feature CS341 (0.012286)
18. feature CS289 (0.011124)
19. feature SW212 (0.010232)
20. feature SC185 (0.009795)
21. feature EL172 (0.007920)
22. feature CS214 (0.007729)
23. feature MA332 (0.006579)
24. feature CS296 (0.006302)
25. feature EL295 (0.005978)
26. feature CS213 (0.005499)
27. feature TU130 (0.005486)
28. feature MA212 (0.004879)
29. feature SW475 (0.003756)
30. feature SW221 (0.003431)
31. feature PY228 (0.001281)
32. feature CS300 (0.000000)
33. feature CS301 (0.000000)
34. feature CS311 (0.000000)
35. feature CS297 (0.000000)
36. feature CS302 (0.000000)
37. feature CJ321 (0.000000)
38. feature CS342 (0.000000)
39. feature CS314 (0.000000)
40. feature CS326 (0.000000)
41. feature CS348 (0.000000)
42. feature CS356 (0.000000)
43. feature CS365 (0.000000)
44. feature CS366 (0.000000)
45. feature CS367 (0.000000)
46. feature CS295 (0.000000)
47. feature AT326 (0.000000)
48. feature CS288 (0.000000)
49. feature CS286 (0.000000)
50. feature CJ317 (0.000000)
51. feature CS105 (0.000000)
52. feature CS115 (0.000000)
53. feature CS211 (0.000000)
54. feature CS215 (0.000000)
55. feature CS222 (0.000000)
56. feature CS377 (0.000000)
57. feature CS223 (0.000000)
58. feature CJ316 (0.000000)
59. feature CJ315 (0.000000)
60. feature BA291 (0.000000)
61. feature CS251 (0.000000)
62. feature CS281 (0.000000)
63. feature CS284 (0.000000)
64. feature CS285 (0.000000)
65. feature CS374 (0.000000)
66. feature CS402 (0.000000)
67. feature CS385 (0.000000)
68. feature CS386 (0.000000)
69. feature CS488 (0.000000)
70. feature CS489 (0.000000)
71. feature ES356 (0.000000)
72. feature HR201 (0.000000)
73. feature LA209 (0.000000)
74. feature MA216 (0.000000)
75. feature MW313 (0.000000)
76. feature MW314 (0.000000)
77. feature NS132 (0.000000)
78. feature SC123 (0.000000)
79. feature SC135 (0.000000)
80. feature SC173 (0.000000)
81. feature SO201 (0.000000)
82. feature SW111 (0.000000)
83. feature SW213 (0.000000)
84. feature SW478 (0.000000)
85. feature TA395 (0.000000)
86. feature TU100 (0.000000)
87. feature TU122 (0.000000)
88. feature CS487 (0.000000)
89. feature CS486 (0.000000)
90. feature CS467 (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 CS401 (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'EL171', u'CS102', u'TU154', u'MA211', u'TH161', u'CS101', u'SW365',
u'TU120', u'CS111', u'EL070'],
dtype='object')
-----------------------------------
NS132
[ 0.7 0.88888889 0.77777778 0.77777778 1. ]
Random Forest Cross Validation of NS132: 0.828888888889
Feature ranking:
1. feature SC135 (0.138439)
2. feature SC185 (0.137192)
3. feature CS102 (0.128302)
4. feature SW111 (0.116039)
5. feature SC173 (0.065275)
6. feature SC123 (0.059358)
7. feature CS459 (0.053631)
8. feature CS295 (0.045709)
9. feature TU122 (0.029939)
10. feature CS111 (0.025428)
11. feature TU100 (0.024939)
12. feature CS311 (0.023995)
13. feature EL172 (0.022554)
14. feature CS213 (0.020475)
15. feature EL395 (0.014387)
16. feature MA211 (0.013590)
17. feature TU120 (0.012708)
18. feature ST216 (0.011561)
19. feature CS222 (0.009483)
20. feature CS223 (0.008778)
21. feature TU110 (0.008059)
22. feature CS214 (0.007315)
23. feature EL070 (0.007166)
24. feature EL295 (0.005542)
25. feature AT316 (0.005486)
26. feature CS261 (0.004651)
27. feature CS215 (0.000000)
28. feature CS297 (0.000000)
29. feature CS301 (0.000000)
30. feature CS302 (0.000000)
31. feature AT326 (0.000000)
32. feature CS314 (0.000000)
33. feature CS326 (0.000000)
34. feature CS341 (0.000000)
35. feature CS342 (0.000000)
36. feature CS348 (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 CS385 (0.000000)
44. feature CS300 (0.000000)
45. feature BA291 (0.000000)
46. feature CS211 (0.000000)
47. feature CS296 (0.000000)
48. feature CS115 (0.000000)
49. feature CS105 (0.000000)
50. feature CS251 (0.000000)
51. feature CS387 (0.000000)
52. feature CS281 (0.000000)
53. feature CS284 (0.000000)
54. feature CS101 (0.000000)
55. feature CJ321 (0.000000)
56. feature CJ317 (0.000000)
57. feature CS285 (0.000000)
58. feature CJ316 (0.000000)
59. feature CS286 (0.000000)
60. feature CS288 (0.000000)
61. feature CS289 (0.000000)
62. feature CJ315 (0.000000)
63. feature CS386 (0.000000)
64. feature TU154 (0.000000)
65. feature CS388 (0.000000)
66. feature PY228 (0.000000)
67. feature HO201 (0.000000)
68. feature HR201 (0.000000)
69. feature LA209 (0.000000)
70. feature MA212 (0.000000)
71. feature MA216 (0.000000)
72. feature MA332 (0.000000)
73. feature MW313 (0.000000)
74. feature MW314 (0.000000)
75. feature NS132 (0.000000)
76. feature SO201 (0.000000)
77. feature CS395 (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 ES356 (0.000000)
88. feature EL171 (0.000000)
89. feature CS489 (0.000000)
90. feature CS488 (0.000000)
91. feature CS396 (0.000000)
92. feature CS397 (0.000000)
93. feature CS398 (0.000000)
94. feature CS399 (0.000000)
95. feature CS401 (0.000000)
96. feature TU130 (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 CS402 (0.000000)
Index([u'SC135', u'SC185', u'CS102', u'SW111', u'SC173', u'SC123', u'CS459',
u'CS295', u'TU122', u'CS111'],
dtype='object')
-----------------------------------
PY228
[ 0.45774648 0.5 0.4751773 0.46099291 0.51798561]
Random Forest Cross Validation of PY228: 0.48238046063
Feature ranking:
1. feature TU154 (0.132540)
2. feature EL171 (0.118527)
3. feature TH161 (0.112527)
4. feature CS102 (0.093773)
5. feature MA211 (0.090642)
6. feature CS101 (0.074109)
7. feature TU100 (0.069773)
8. feature SC135 (0.050964)
9. feature CS105 (0.045802)
10. feature EL070 (0.041710)
11. feature TU110 (0.035709)
12. feature SC185 (0.033070)
13. feature EL172 (0.024153)
14. feature TU130 (0.018852)
15. feature CJ315 (0.013035)
16. feature SC123 (0.011283)
17. feature SW213 (0.008310)
18. feature MA216 (0.007727)
19. feature SC173 (0.005765)
20. feature TU120 (0.003963)
21. feature CS111 (0.001447)
22. feature CS214 (0.001357)
23. feature AT326 (0.001310)
24. feature SW475 (0.000951)
25. feature EL295 (0.000565)
26. feature CS295 (0.000557)
27. feature CS395 (0.000392)
28. feature CS301 (0.000319)
29. feature CS374 (0.000319)
30. feature CS284 (0.000318)
31. feature CS314 (0.000231)
32. feature CS356 (0.000000)
33. feature CS300 (0.000000)
34. feature CS302 (0.000000)
35. feature CS311 (0.000000)
36. feature CS377 (0.000000)
37. feature CS367 (0.000000)
38. feature CS365 (0.000000)
39. feature CS326 (0.000000)
40. feature CS341 (0.000000)
41. feature CS342 (0.000000)
42. feature CS297 (0.000000)
43. feature CS348 (0.000000)
44. feature CS366 (0.000000)
45. feature CS261 (0.000000)
46. feature CS296 (0.000000)
47. feature CS215 (0.000000)
48. feature BA291 (0.000000)
49. feature CJ316 (0.000000)
50. feature CJ317 (0.000000)
51. feature CJ321 (0.000000)
52. feature CS115 (0.000000)
53. feature CS211 (0.000000)
54. feature CS213 (0.000000)
55. feature CS222 (0.000000)
56. feature CS289 (0.000000)
57. feature CS223 (0.000000)
58. feature CS251 (0.000000)
59. feature CS386 (0.000000)
60. feature CS281 (0.000000)
61. feature CS285 (0.000000)
62. feature CS286 (0.000000)
63. feature CS288 (0.000000)
64. feature CS385 (0.000000)
65. feature CS402 (0.000000)
66. feature CS387 (0.000000)
67. feature EL395 (0.000000)
68. feature HO201 (0.000000)
69. feature HR201 (0.000000)
70. feature LA209 (0.000000)
71. feature MA212 (0.000000)
72. feature MA332 (0.000000)
73. feature MW313 (0.000000)
74. feature MW314 (0.000000)
75. feature NS132 (0.000000)
76. feature PY228 (0.000000)
77. feature SO201 (0.000000)
78. feature ST216 (0.000000)
79. feature SW111 (0.000000)
80. feature SW212 (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 TU122 (0.000000)
87. feature ES356 (0.000000)
88. feature CS489 (0.000000)
89. feature CS388 (0.000000)
90. feature CS488 (0.000000)
91. feature CS396 (0.000000)
92. feature CS397 (0.000000)
93. feature CS398 (0.000000)
94. feature CS399 (0.000000)
95. feature CS401 (0.000000)
96. feature CS407 (0.000000)
97. feature CS408 (0.000000)
98. feature CS409 (0.000000)
99. feature CS426 (0.000000)
100. feature CS427 (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'TU154', u'EL171', u'TH161', u'CS102', u'MA211', u'CS101', u'TU100',
u'SC135', u'CS105', u'EL070'],
dtype='object')
-----------------------------------
SC123
[ 0.33333333 0.42307692 0.32 0.5 0.34782609]
Random Forest Cross Validation of SC123: 0.384847268673
Feature ranking:
1. feature CS102 (0.182115)
2. feature EL171 (0.113254)
3. feature MA211 (0.107686)
4. feature CS101 (0.099642)
5. feature SW213 (0.083532)
6. feature TH161 (0.081643)
7. feature TU154 (0.081400)
8. feature CS214 (0.040856)
9. feature EL070 (0.040622)
10. feature EL172 (0.037334)
11. feature TU130 (0.020944)
12. feature PY228 (0.017229)
13. feature TU100 (0.014414)
14. feature TU120 (0.014198)
15. feature MA216 (0.010054)
16. feature CS251 (0.006865)
17. feature EL395 (0.006333)
18. feature CS105 (0.005852)
19. feature TU110 (0.004824)
20. feature CS301 (0.003730)
21. feature ST216 (0.003505)
22. feature CS261 (0.003494)
23. feature CS365 (0.003298)
24. feature SC123 (0.003135)
25. feature SW365 (0.003027)
26. feature CS314 (0.003026)
27. feature CS409 (0.002838)
28. feature CS213 (0.002574)
29. feature SW475 (0.002574)
30. feature CS341 (0.000000)
31. feature BA291 (0.000000)
32. feature CS302 (0.000000)
33. feature CS311 (0.000000)
34. feature CS326 (0.000000)
35. feature CS342 (0.000000)
36. feature CS297 (0.000000)
37. feature AT326 (0.000000)
38. feature CS348 (0.000000)
39. feature CS356 (0.000000)
40. feature CS366 (0.000000)
41. feature CS367 (0.000000)
42. feature CS374 (0.000000)
43. feature CS377 (0.000000)
44. feature CS300 (0.000000)
45. feature CS295 (0.000000)
46. feature CS296 (0.000000)
47. feature CS386 (0.000000)
48. feature CS115 (0.000000)
49. feature CS215 (0.000000)
50. feature CS111 (0.000000)
51. feature CS222 (0.000000)
52. feature CJ321 (0.000000)
53. feature CS223 (0.000000)
54. feature CJ317 (0.000000)
55. feature CS281 (0.000000)
56. feature CS211 (0.000000)
57. feature CJ316 (0.000000)
58. feature CS284 (0.000000)
59. feature CJ315 (0.000000)
60. feature CS285 (0.000000)
61. feature CS286 (0.000000)
62. feature CS288 (0.000000)
63. feature CS289 (0.000000)
64. feature CS385 (0.000000)
65. feature CS402 (0.000000)
66. feature CS387 (0.000000)
67. feature EL295 (0.000000)
68. feature HO201 (0.000000)
69. feature HR201 (0.000000)
70. feature LA209 (0.000000)
71. feature MA212 (0.000000)
72. feature MA332 (0.000000)
73. feature MW313 (0.000000)
74. feature MW314 (0.000000)
75. feature NS132 (0.000000)
76. feature SC135 (0.000000)
77. feature SC173 (0.000000)
78. feature SC185 (0.000000)
79. feature SO201 (0.000000)
80. feature SW111 (0.000000)
81. feature SW212 (0.000000)
82. feature SW221 (0.000000)
83. feature SW335 (0.000000)
84. feature SW478 (0.000000)
85. feature TA395 (0.000000)
86. feature TU122 (0.000000)
87. feature ES356 (0.000000)
88. feature CS489 (0.000000)
89. feature CS388 (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 CS401 (0.000000)
97. feature CS407 (0.000000)
98. feature CS408 (0.000000)
99. feature CS426 (0.000000)
100. feature CS427 (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'CS102', u'EL171', u'MA211', u'CS101', u'SW213', u'TH161', u'TU154',
u'CS214', u'EL070', u'EL172'],
dtype='object')
-----------------------------------
SC135
[ 0.34437086 0.32214765 0.28378378 0.31292517 0.31034483]
Random Forest Cross Validation of SC135: 0.314714458674
Feature ranking:
1. feature EL171 (0.130438)
2. feature TU154 (0.127607)
3. feature MA211 (0.115310)
4. feature CS102 (0.113597)
5. feature TH161 (0.109458)
6. feature CS101 (0.086837)
7. feature TU110 (0.036493)
8. feature CS105 (0.034950)
9. feature EL070 (0.034586)
10. feature TU100 (0.033780)
11. feature CS111 (0.017928)
12. feature EL172 (0.017527)
13. feature MA216 (0.013989)
14. feature SW475 (0.012959)
15. feature CJ315 (0.011009)
16. feature SW213 (0.009806)
17. feature TU120 (0.009109)
18. feature TU130 (0.008728)
19. feature SC185 (0.006694)
20. feature CS222 (0.006522)
21. feature PY228 (0.005170)
22. feature ES356 (0.004825)
23. feature CS214 (0.004347)
24. feature CS251 (0.004056)
25. feature TU122 (0.004052)
26. feature CS284 (0.003959)
27. feature CS261 (0.003428)
28. feature AT316 (0.003023)
29. feature LA209 (0.002661)
30. feature ST216 (0.002606)
31. feature CS223 (0.002503)
32. feature MA332 (0.002445)
33. feature CS281 (0.002298)
34. feature EL295 (0.001869)
35. feature SC135 (0.001722)
36. feature SW111 (0.001498)
37. feature MA212 (0.001192)
38. feature TA395 (0.001084)
39. feature CS213 (0.001083)
40. feature CS341 (0.001036)
41. feature CS396 (0.001018)
42. feature HO201 (0.001013)
43. feature MW313 (0.000933)
44. feature CS295 (0.000905)
45. feature CS314 (0.000699)
46. feature SC123 (0.000698)
47. feature CS296 (0.000675)
48. feature CS374 (0.000483)
49. feature CS286 (0.000452)
50. feature AT326 (0.000439)
51. feature CS395 (0.000220)
52. feature CS301 (0.000184)
53. feature CS487 (0.000099)
54. feature CS300 (0.000000)
55. feature CS297 (0.000000)
56. feature CS302 (0.000000)
57. feature CS311 (0.000000)
58. feature CS289 (0.000000)
59. feature CS288 (0.000000)
60. feature SW478 (0.000000)
61. feature CS285 (0.000000)
62. feature CJ317 (0.000000)
63. feature SW365 (0.000000)
64. feature SC173 (0.000000)
65. feature SO201 (0.000000)
66. feature BA291 (0.000000)
67. feature CJ321 (0.000000)
68. feature CS326 (0.000000)
69. feature CS215 (0.000000)
70. feature SW212 (0.000000)
71. feature CS211 (0.000000)
72. feature CS115 (0.000000)
73. feature SW221 (0.000000)
74. feature SW335 (0.000000)
75. feature CJ316 (0.000000)
76. feature CS366 (0.000000)
77. feature CS342 (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 CS348 (0.000000)
87. feature CS488 (0.000000)
88. feature CS489 (0.000000)
89. feature NS132 (0.000000)
90. feature MW314 (0.000000)
91. feature EL395 (0.000000)
92. feature HR201 (0.000000)
93. feature CS427 (0.000000)
94. feature CS426 (0.000000)
95. feature CS409 (0.000000)
96. feature CS408 (0.000000)
97. feature CS407 (0.000000)
98. feature CS401 (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 CS377 (0.000000)
107. feature CS367 (0.000000)
108. feature CS365 (0.000000)
109. feature CS356 (0.000000)
110. feature CS402 (0.000000)
Index([u'EL171', u'TU154', u'MA211', u'CS102', u'TH161', u'CS101', u'TU110',
u'CS105', u'EL070', u'TU100'],
dtype='object')
-----------------------------------
SC173
[ 0.59259259 0.57692308 0.64 0.45454545 0.61904762]
Random Forest Cross Validation of SC173: 0.576621748622
Feature ranking:
1. feature CS102 (0.162846)
2. feature EL171 (0.148910)
3. feature TU154 (0.129078)
4. feature CS101 (0.118881)
5. feature MA211 (0.095522)
6. feature SW213 (0.084041)
7. feature TH161 (0.069901)
8. feature TU130 (0.061885)
9. feature EL172 (0.043444)
10. feature PY228 (0.018950)
11. feature MA216 (0.018101)
12. feature CS214 (0.015189)
13. feature TU100 (0.013315)
14. feature CS105 (0.008547)
15. feature EL070 (0.008198)
16. feature TU120 (0.003193)
17. feature CS366 (0.000000)
18. feature CS311 (0.000000)
19. feature CS385 (0.000000)
20. feature CS297 (0.000000)
21. feature CS300 (0.000000)
22. feature CS301 (0.000000)
23. feature CS377 (0.000000)
24. feature CS302 (0.000000)
25. feature CS374 (0.000000)
26. feature CS314 (0.000000)
27. feature CS367 (0.000000)
28. feature CS326 (0.000000)
29. feature CS341 (0.000000)
30. feature CS387 (0.000000)
31. feature CS342 (0.000000)
32. feature CS348 (0.000000)
33. feature CS386 (0.000000)
34. feature CS356 (0.000000)
35. feature CS365 (0.000000)
36. feature CS285 (0.000000)
37. feature CS296 (0.000000)
38. feature CS295 (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 CS213 (0.000000)
49. feature CS215 (0.000000)
50. feature CS222 (0.000000)
51. feature CS223 (0.000000)
52. feature CS251 (0.000000)
53. feature CS261 (0.000000)
54. feature CS281 (0.000000)
55. feature CS284 (0.000000)
56. feature CS395 (0.000000)
57. feature CS286 (0.000000)
58. feature CS288 (0.000000)
59. feature CS289 (0.000000)
60. feature CS388 (0.000000)
61. feature CS402 (0.000000)
62. feature CS396 (0.000000)
63. feature HR201 (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 SO201 (0.000000)
74. feature ST216 (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 TU110 (0.000000)
84. feature TU122 (0.000000)
85. feature LA209 (0.000000)
86. feature HO201 (0.000000)
87. feature CS397 (0.000000)
88. feature ES356 (0.000000)
89. feature CS398 (0.000000)
90. feature CS399 (0.000000)
91. feature CS401 (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'CS102', u'EL171', u'TU154', u'CS101', u'MA211', u'SW213', u'TH161',
u'TU130', u'EL172', u'PY228'],
dtype='object')
-----------------------------------
SC185
[ 0.58571429 0.55395683 0.62043796 0.54814815 0.58518519]
Random Forest Cross Validation of SC185: 0.578688481957
Feature ranking:
1. feature TU154 (0.156748)
2. feature EL171 (0.139539)
3. feature CS102 (0.126093)
4. feature CS101 (0.119665)
5. feature TH161 (0.118673)
6. feature MA211 (0.117229)
7. feature EL070 (0.039837)
8. feature TU100 (0.035792)
9. feature TU110 (0.035546)
10. feature CS105 (0.035431)
11. feature ST216 (0.018272)
12. feature MA216 (0.016812)
13. feature SW475 (0.012488)
14. feature SW213 (0.006418)
15. feature EL172 (0.006158)
16. feature CJ315 (0.002372)
17. feature CS284 (0.002206)
18. feature PY228 (0.001983)
19. feature MA212 (0.001553)
20. feature CS326 (0.001254)
21. feature CS222 (0.001253)
22. feature CS111 (0.000882)
23. feature CS281 (0.000745)
24. feature CS223 (0.000698)
25. feature EL295 (0.000633)
26. feature CS261 (0.000623)
27. feature TU120 (0.000609)
28. feature CS213 (0.000488)
29. feature CS215 (0.000000)
30. feature CS348 (0.000000)
31. feature CS302 (0.000000)
32. feature CS311 (0.000000)
33. feature CS314 (0.000000)
34. feature AT326 (0.000000)
35. feature CS341 (0.000000)
36. feature CS342 (0.000000)
37. feature CS356 (0.000000)
38. feature CS300 (0.000000)
39. feature CS365 (0.000000)
40. feature CS366 (0.000000)
41. feature CS367 (0.000000)
42. feature CS374 (0.000000)
43. feature CS377 (0.000000)
44. feature CS385 (0.000000)
45. feature CS301 (0.000000)
46. feature CS297 (0.000000)
47. feature CS214 (0.000000)
48. feature CS296 (0.000000)
49. feature CS295 (0.000000)
50. feature CS289 (0.000000)
51. feature CS288 (0.000000)
52. feature CS286 (0.000000)
53. feature BA291 (0.000000)
54. feature CJ316 (0.000000)
55. feature CJ317 (0.000000)
56. feature CS285 (0.000000)
57. feature CJ321 (0.000000)
58. feature CS115 (0.000000)
59. feature CS387 (0.000000)
60. feature CS251 (0.000000)
61. feature CS211 (0.000000)
62. feature CS386 (0.000000)
63. feature CS402 (0.000000)
64. feature CS388 (0.000000)
65. feature SC173 (0.000000)
66. feature HO201 (0.000000)
67. feature HR201 (0.000000)
68. feature LA209 (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 EL395 (0.000000)
77. feature SO201 (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 SW478 (0.000000)
84. feature TA395 (0.000000)
85. feature TU122 (0.000000)
86. feature ES356 (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 CS401 (0.000000)
95. feature TU130 (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'TU154', u'EL171', u'CS102', u'CS101', u'TH161', u'MA211', u'EL070',
u'TU100', u'TU110', u'CS105'],
dtype='object')
-----------------------------------
SO201
[ 0.36363636 0.4 0.33333333 0.25 0.33333333]
Random Forest Cross Validation of SO201: 0.336060606061
Feature ranking:
1. feature TH161 (0.204030)
2. feature CS102 (0.134709)
3. feature EL171 (0.094652)
4. feature TU154 (0.062429)
5. feature TU100 (0.051936)
6. feature MA212 (0.048950)
7. feature MA211 (0.043903)
8. feature AT316 (0.043632)
9. feature CS251 (0.038555)
10. feature CS111 (0.033180)
11. feature CS101 (0.031496)
12. feature CS261 (0.030566)
13. feature TU120 (0.024864)
14. feature MA332 (0.021592)
15. feature CS314 (0.021407)
16. feature EL070 (0.020269)
17. feature PY228 (0.017683)
18. feature TU130 (0.015279)
19. feature CS284 (0.013740)
20. feature EL172 (0.011158)
21. feature EL295 (0.005509)
22. feature CS214 (0.005021)
23. feature CS281 (0.004783)
24. feature CS115 (0.004499)
25. feature SC185 (0.004467)
26. feature HO201 (0.003221)
27. feature CS105 (0.003099)
28. feature CJ315 (0.001933)
29. feature EL395 (0.001752)
30. feature TU110 (0.001687)
31. feature CS341 (0.000000)
32. feature CS300 (0.000000)
33. feature CS301 (0.000000)
34. feature CS302 (0.000000)
35. feature CS374 (0.000000)
36. feature CS342 (0.000000)
37. feature CS367 (0.000000)
38. feature CS311 (0.000000)
39. feature CS326 (0.000000)
40. feature CS348 (0.000000)
41. feature CS366 (0.000000)
42. feature CS296 (0.000000)
43. feature CS365 (0.000000)
44. feature CS356 (0.000000)
45. feature CS297 (0.000000)
46. feature SW478 (0.000000)
47. feature CS295 (0.000000)
48. feature CS289 (0.000000)
49. feature AT326 (0.000000)
50. feature BA291 (0.000000)
51. feature CJ316 (0.000000)
52. feature CJ317 (0.000000)
53. feature CJ321 (0.000000)
54. feature TU122 (0.000000)
55. feature CS211 (0.000000)
56. feature CS213 (0.000000)
57. feature CS215 (0.000000)
58. feature CS222 (0.000000)
59. feature CS223 (0.000000)
60. feature CS385 (0.000000)
61. feature CS285 (0.000000)
62. feature CS286 (0.000000)
63. feature CS288 (0.000000)
64. feature CS377 (0.000000)
65. feature CS397 (0.000000)
66. feature CS386 (0.000000)
67. feature CS488 (0.000000)
68. feature ES356 (0.000000)
69. feature HR201 (0.000000)
70. feature LA209 (0.000000)
71. feature TA395 (0.000000)
72. feature MA216 (0.000000)
73. feature MW313 (0.000000)
74. feature MW314 (0.000000)
75. feature NS132 (0.000000)
76. feature SC123 (0.000000)
77. feature SC135 (0.000000)
78. feature SC173 (0.000000)
79. feature SO201 (0.000000)
80. feature ST216 (0.000000)
81. feature SW111 (0.000000)
82. feature SW212 (0.000000)
83. feature SW213 (0.000000)
84. feature SW221 (0.000000)
85. feature SW335 (0.000000)
86. feature SW365 (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 SW475 (0.000000)
95. feature CS398 (0.000000)
96. feature CS399 (0.000000)
97. feature CS401 (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 CS402 (0.000000)
Index([u'TH161', u'CS102', u'EL171', u'TU154', u'TU100', u'MA212', u'MA211',
u'AT316', u'CS251', u'CS111'],
dtype='object')
-----------------------------------
ST216
[ 0.36507937 0.34126984 0.392 0.31707317 0.39837398]
Random Forest Cross Validation of ST216: 0.362759272164
Feature ranking:
1. feature CS101 (0.064113)
2. feature TU154 (0.060628)
3. feature CS111 (0.047615)
4. feature SC135 (0.044878)
5. feature EL171 (0.040935)
6. feature MA212 (0.040269)
7. feature TU120 (0.039043)
8. feature TU110 (0.038824)
9. feature PY228 (0.037904)
10. feature CS222 (0.030578)
11. feature CS223 (0.029706)
12. feature CS214 (0.029084)
13. feature CS284 (0.027667)
14. feature EL172 (0.027082)
15. feature MA211 (0.026189)
16. feature CS213 (0.025602)
17. feature CS102 (0.024169)
18. feature EL295 (0.023447)
19. feature SC185 (0.023173)
20. feature TH161 (0.022989)
21. feature HO201 (0.020394)
22. feature AT326 (0.019644)
23. feature CS261 (0.018969)
24. feature TU130 (0.015156)
25. feature LA209 (0.014248)
26. feature EL070 (0.013694)
27. feature MA332 (0.012444)
28. feature TU100 (0.011003)
29. feature TU122 (0.010302)
30. feature CS251 (0.009461)
31. feature SW111 (0.008861)
32. feature SW475 (0.007505)
33. feature CS281 (0.007193)
34. feature CS105 (0.006982)
35. feature SW335 (0.006708)
36. feature SW212 (0.006705)
37. feature MW314 (0.006423)
38. feature SW221 (0.006368)
39. feature MW313 (0.006127)
40. feature SW365 (0.005706)
41. feature AT316 (0.005087)
42. feature ES356 (0.004605)
43. feature CS301 (0.004595)
44. feature CS115 (0.004516)
45. feature SC173 (0.004265)
46. feature SO201 (0.004041)
47. feature SW213 (0.003892)
48. feature CJ315 (0.003384)
49. feature SW478 (0.003307)
50. feature TA395 (0.003216)
51. feature CS374 (0.003209)
52. feature SC123 (0.003145)
53. feature ST216 (0.003122)
54. feature CS311 (0.002983)
55. feature CS289 (0.002493)
56. feature NS132 (0.002137)
57. feature EL395 (0.001953)
58. feature CS342 (0.001944)
59. feature CS314 (0.001641)
60. feature CS296 (0.001476)
61. feature CS341 (0.001455)
62. feature CS402 (0.001447)
63. feature CS285 (0.001427)
64. feature CS295 (0.001324)
65. feature CS288 (0.001232)
66. feature CJ317 (0.001045)
67. feature CJ316 (0.001040)
68. feature CS449 (0.000996)
69. feature CS326 (0.000982)
70. feature MA216 (0.000875)
71. feature CS395 (0.000715)
72. feature CS348 (0.000658)
73. feature CS398 (0.000630)
74. feature CS429 (0.000544)
75. feature CS487 (0.000427)
76. feature CS388 (0.000407)
77. feature CS486 (0.000367)
78. feature CS426 (0.000359)
79. feature CS377 (0.000353)
80. feature CS365 (0.000338)
81. feature CS489 (0.000292)
82. feature CS385 (0.000288)
83. feature CS427 (0.000000)
84. feature CS211 (0.000000)
85. feature CS409 (0.000000)
86. feature CS446 (0.000000)
87. feature CS407 (0.000000)
88. feature CJ321 (0.000000)
89. feature CS456 (0.000000)
90. feature CS457 (0.000000)
91. feature CS459 (0.000000)
92. feature BA291 (0.000000)
93. feature CS467 (0.000000)
94. feature CS408 (0.000000)
95. feature CS366 (0.000000)
96. feature CS215 (0.000000)
97. feature CS488 (0.000000)
98. feature HR201 (0.000000)
99. feature CS401 (0.000000)
100. feature CS286 (0.000000)
101. feature CS397 (0.000000)
102. feature CS396 (0.000000)
103. feature CS297 (0.000000)
104. feature CS300 (0.000000)
105. feature CS387 (0.000000)
106. feature CS302 (0.000000)
107. feature CS386 (0.000000)
108. feature CS367 (0.000000)
109. feature CS356 (0.000000)
110. feature CS399 (0.000000)
Index([u'CS101', u'TU154', u'CS111', u'SC135', u'EL171', u'MA212', u'TU120',
u'TU110', u'PY228', u'CS222'],
dtype='object')
-----------------------------------
SW111
[ 0.43478261 0.36363636 0.52380952 0.68421053 0.47368421]
Random Forest Cross Validation of SW111: 0.496024646597
Feature ranking:
1. feature CS102 (0.082190)
2. feature PY228 (0.077897)
3. feature TU154 (0.072876)
4. feature TH161 (0.071588)
5. feature EL171 (0.066072)
6. feature CS105 (0.056834)
7. feature CS111 (0.043136)
8. feature TU120 (0.038035)
9. feature CS101 (0.036231)
10. feature SC185 (0.032507)
11. feature EL172 (0.030882)
12. feature SC135 (0.030735)
13. feature MA211 (0.028791)
14. feature MW313 (0.027391)
15. feature CS222 (0.023887)
16. feature EL070 (0.022175)
17. feature CS214 (0.021004)
18. feature SW475 (0.020746)
19. feature EL295 (0.019381)
20. feature SC123 (0.018913)
21. feature HO201 (0.018848)
22. feature TU110 (0.018622)
23. feature TU130 (0.017165)
24. feature SO201 (0.013145)
25. feature SC173 (0.012767)
26. feature CS284 (0.010975)
27. feature SW335 (0.010837)
28. feature CS251 (0.009925)
29. feature CS223 (0.009875)
30. feature TU122 (0.008625)
31. feature CS261 (0.006951)
32. feature MA332 (0.006645)
33. feature CS281 (0.006325)
34. feature SW365 (0.006138)
35. feature MA212 (0.005752)
36. feature SW221 (0.004249)
37. feature EL395 (0.002493)
38. feature TA395 (0.002472)
39. feature AT316 (0.002436)
40. feature ES356 (0.002411)
41. feature SW213 (0.002075)
42. feature CS489 (0.000000)
43. feature MA216 (0.000000)
44. feature LA209 (0.000000)
45. feature HR201 (0.000000)
46. feature CS285 (0.000000)
47. feature CS286 (0.000000)
48. feature CS288 (0.000000)
49. feature CS289 (0.000000)
50. feature NS132 (0.000000)
51. feature CS295 (0.000000)
52. feature CS296 (0.000000)
53. feature CS297 (0.000000)
54. feature CS300 (0.000000)
55. feature CS301 (0.000000)
56. feature CS302 (0.000000)
57. feature CS311 (0.000000)
58. feature MW314 (0.000000)
59. feature ST216 (0.000000)
60. feature CS326 (0.000000)
61. feature CS215 (0.000000)
62. feature SW111 (0.000000)
63. feature CS213 (0.000000)
64. feature CS211 (0.000000)
65. feature CS115 (0.000000)
66. feature SW212 (0.000000)
67. feature SW478 (0.000000)
68. feature TU100 (0.000000)
69. feature CJ321 (0.000000)
70. feature CJ317 (0.000000)
71. feature CJ316 (0.000000)
72. feature CJ315 (0.000000)
73. feature BA291 (0.000000)
74. feature AT326 (0.000000)
75. feature CS314 (0.000000)
76. feature CS341 (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 CS342 (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 CS401 (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 CS402 (0.000000)
Index([u'CS102', u'PY228', u'TU154', u'TH161', u'EL171', u'CS105', u'CS111',
u'TU120', u'CS101', u'SC185'],
dtype='object')
-----------------------------------
SW212
[ 0.5 0.70588235 0.64705882 0.6875 0.85714286]
Random Forest Cross Validation of SW212: 0.679516806723
Feature ranking:
1. feature EL171 (0.165533)
2. feature CS102 (0.104060)
3. feature TH161 (0.082692)
4. feature TU110 (0.073384)
5. feature CS213 (0.060829)
6. feature SW335 (0.052506)
7. feature CS284 (0.051404)
8. feature SC123 (0.049888)
9. feature CS101 (0.048316)
10. feature MW313 (0.047854)
11. feature MA211 (0.038141)
12. feature SW475 (0.032344)
13. feature CS214 (0.031679)
14. feature EL172 (0.026210)
15. feature CS111 (0.024789)
16. feature EL070 (0.022723)
17. feature SW111 (0.018175)
18. feature TU154 (0.014652)
19. feature MA212 (0.013667)
20. feature SW365 (0.013130)
21. feature TU120 (0.009802)
22. feature SC185 (0.009406)
23. feature SC173 (0.006668)
24. feature PY228 (0.001971)
25. feature SC135 (0.000175)
26. feature CS342 (0.000000)
27. feature CS301 (0.000000)
28. feature CS296 (0.000000)
29. feature CS297 (0.000000)
30. feature CS377 (0.000000)
31. feature CS300 (0.000000)
32. feature CS374 (0.000000)
33. feature CS367 (0.000000)
34. feature CS366 (0.000000)
35. feature CS302 (0.000000)
36. feature CS289 (0.000000)
37. feature CS311 (0.000000)
38. feature CS314 (0.000000)
39. feature CS326 (0.000000)
40. feature CS365 (0.000000)
41. feature CS356 (0.000000)
42. feature CS348 (0.000000)
43. feature CS341 (0.000000)
44. feature CS295 (0.000000)
45. feature CS222 (0.000000)
46. feature CS288 (0.000000)
47. feature CS115 (0.000000)
48. feature AT326 (0.000000)
49. feature BA291 (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 CS211 (0.000000)
56. feature CS286 (0.000000)
57. feature CS215 (0.000000)
58. feature CS386 (0.000000)
59. feature CS223 (0.000000)
60. feature CS251 (0.000000)
61. feature CS261 (0.000000)
62. feature CS281 (0.000000)
63. feature CS285 (0.000000)
64. feature CS385 (0.000000)
65. feature CS402 (0.000000)
66. feature CS387 (0.000000)
67. feature CS488 (0.000000)
68. feature EL295 (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 MA216 (0.000000)
75. feature MA332 (0.000000)
76. feature MW314 (0.000000)
77. feature NS132 (0.000000)
78. feature SO201 (0.000000)
79. feature ST216 (0.000000)
80. feature SW212 (0.000000)
81. feature SW213 (0.000000)
82. feature SW221 (0.000000)
83. feature SW478 (0.000000)
84. feature TA395 (0.000000)
85. feature TU100 (0.000000)
86. feature TU122 (0.000000)
87. feature CS489 (0.000000)
88. feature CS487 (0.000000)
89. feature CS388 (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 CS401 (0.000000)
97. feature TU130 (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'TH161', u'TU110', u'CS213', u'SW335', u'CS284',
u'SC123', u'CS101', u'MW313'],
dtype='object')
-----------------------------------
SW213
[ 0.6 0.61538462 0.69230769 0.81818182 0.81818182]
Random Forest Cross Validation of SW213: 0.708811188811
Feature ranking:
1. feature SC135 (0.084931)
2. feature TU120 (0.077175)
3. feature CS102 (0.076987)
4. feature TH161 (0.073771)
5. feature TU110 (0.071979)
6. feature MW314 (0.068967)
7. feature EL171 (0.056371)
8. feature EL070 (0.054131)
9. feature CS101 (0.049480)
10. feature MW313 (0.036998)
11. feature SC123 (0.032314)
12. feature CS111 (0.028173)
13. feature HO201 (0.025839)
14. feature BA291 (0.024458)
15. feature SC173 (0.019093)
16. feature CS214 (0.018900)
17. feature PY228 (0.018660)
18. feature CS295 (0.018359)
19. feature CS326 (0.015780)
20. feature SO201 (0.014498)
21. feature EL172 (0.012586)
22. feature CS222 (0.012211)
23. feature CS251 (0.011825)
24. feature MA332 (0.011359)
25. feature CS397 (0.008848)
26. feature MA211 (0.008844)
27. feature CS488 (0.008711)
28. feature SC185 (0.007126)
29. feature CS296 (0.007003)
30. feature CS288 (0.006926)
31. feature CS377 (0.006643)
32. feature CS402 (0.006222)
33. feature CS341 (0.005875)
34. feature CS261 (0.005556)
35. feature EL295 (0.005114)
36. feature SW475 (0.004398)
37. feature TU154 (0.003889)
38. feature EL395 (0.000000)
39. feature MA216 (0.000000)
40. feature SW213 (0.000000)
41. feature CS281 (0.000000)
42. feature CS284 (0.000000)
43. feature CS285 (0.000000)
44. feature CS286 (0.000000)
45. feature SW212 (0.000000)
46. feature CS289 (0.000000)
47. feature SW111 (0.000000)
48. feature ST216 (0.000000)
49. feature CS297 (0.000000)
50. feature CS300 (0.000000)
51. feature CS301 (0.000000)
52. feature CS302 (0.000000)
53. feature CS311 (0.000000)
54. feature CS314 (0.000000)
55. feature SW221 (0.000000)
56. feature CS223 (0.000000)
57. feature SW335 (0.000000)
58. feature TU100 (0.000000)
59. feature AT326 (0.000000)
60. feature TU122 (0.000000)
61. feature CJ315 (0.000000)
62. feature CJ316 (0.000000)
63. feature CJ317 (0.000000)
64. feature CJ321 (0.000000)
65. feature TA395 (0.000000)
66. feature CS215 (0.000000)
67. feature CS105 (0.000000)
68. feature SW478 (0.000000)
69. feature CS115 (0.000000)
70. feature CS211 (0.000000)
71. feature CS213 (0.000000)
72. feature SW365 (0.000000)
73. feature NS132 (0.000000)
74. feature CS342 (0.000000)
75. feature ES356 (0.000000)
76. feature CS348 (0.000000)
77. feature CS408 (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 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 HR201 (0.000000)
91. feature CS489 (0.000000)
92. feature CS407 (0.000000)
93. feature TU130 (0.000000)
94. feature CS401 (0.000000)
95. feature CS385 (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 MA212 (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 LA209 (0.000000)
109. feature CS398 (0.000000)
110. feature AT316 (0.000000)
Index([u'SC135', u'TU120', u'CS102', u'TH161', u'TU110', u'MW314', u'EL171',
u'EL070', u'CS101', u'MW313'],
dtype='object')
-----------------------------------
SW221
[ 0.66666667 0.52941176 0.625 0.73333333 0.6 ]
Random Forest Cross Validation of SW221: 0.630882352941
Feature ranking:
1. feature CS102 (0.102146)
2. feature CS284 (0.080560)
3. feature EL171 (0.064254)
4. feature CS101 (0.061593)
5. feature MA216 (0.051172)
6. feature SC185 (0.045782)
7. feature EL070 (0.044857)
8. feature SW111 (0.042772)
9. feature TU154 (0.041186)
10. feature SW475 (0.039422)
11. feature CS223 (0.032778)
12. feature CS111 (0.031284)
13. feature SW365 (0.030792)
14. feature SW335 (0.030611)
15. feature MA211 (0.029620)
16. feature ST216 (0.029178)
17. feature CS222 (0.023210)
18. feature CS105 (0.019407)
19. feature CS213 (0.019226)
20. feature TU130 (0.018453)
21. feature EL172 (0.018241)
22. feature SW212 (0.014391)
23. feature TU120 (0.012702)
24. feature SO201 (0.012303)
25. feature TU100 (0.011754)
26. feature CS214 (0.009631)
27. feature PY228 (0.009628)
28. feature CS295 (0.009572)
29. feature MW314 (0.008864)
30. feature CS456 (0.008133)
31. feature CS281 (0.006441)
32. feature MA212 (0.004611)
33. feature CS251 (0.004520)
34. feature CJ315 (0.004469)
35. feature MA332 (0.004309)
36. feature MW313 (0.003972)
37. feature TU110 (0.003898)
38. feature EL295 (0.003866)
39. feature TH161 (0.003698)
40. feature CS426 (0.003469)
41. feature CS261 (0.003225)
42. feature CS302 (0.000000)
43. feature CS301 (0.000000)
44. feature CS300 (0.000000)
45. feature CS311 (0.000000)
46. feature CS297 (0.000000)
47. feature CS314 (0.000000)
48. feature CS326 (0.000000)
49. feature CS341 (0.000000)
50. feature CS342 (0.000000)
51. feature CS348 (0.000000)
52. feature CS356 (0.000000)
53. feature CS365 (0.000000)
54. feature AT326 (0.000000)
55. feature CS285 (0.000000)
56. feature CS296 (0.000000)
57. feature CS289 (0.000000)
58. feature CS288 (0.000000)
59. feature CS286 (0.000000)
60. feature BA291 (0.000000)
61. feature CS215 (0.000000)
62. feature CJ316 (0.000000)
63. feature CJ317 (0.000000)
64. feature CS367 (0.000000)
65. feature CJ321 (0.000000)
66. feature CS211 (0.000000)
67. feature CS115 (0.000000)
68. feature CS366 (0.000000)
69. feature CS402 (0.000000)
70. feature CS374 (0.000000)
71. feature CS467 (0.000000)
72. feature CS487 (0.000000)
73. feature CS488 (0.000000)
74. feature CS489 (0.000000)
75. feature EL395 (0.000000)
76. feature ES356 (0.000000)
77. feature HO201 (0.000000)
78. feature HR201 (0.000000)
79. feature LA209 (0.000000)
80. feature NS132 (0.000000)
81. feature SC123 (0.000000)
82. feature SC135 (0.000000)
83. feature SC173 (0.000000)
84. feature SW213 (0.000000)
85. feature SW221 (0.000000)
86. feature SW478 (0.000000)
87. feature TA395 (0.000000)
88. feature TU122 (0.000000)
89. feature CS486 (0.000000)
90. feature CS459 (0.000000)
91. feature CS377 (0.000000)
92. feature CS457 (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 CS401 (0.000000)
103. feature CS407 (0.000000)
104. feature CS408 (0.000000)
105. feature CS409 (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'CS102', u'CS284', u'EL171', u'CS101', u'MA216', u'SC185', u'EL070',
u'SW111', u'TU154', u'SW475'],
dtype='object')
-----------------------------------
SW335
[ 0.41666667 0.63636364 0.4 0.44444444 0.5 ]
Random Forest Cross Validation of SW335: 0.479494949495
Feature ranking:
1. feature CS111 (0.162852)
2. feature MW313 (0.111970)
3. feature TU120 (0.104945)
4. feature TU154 (0.085362)
5. feature EL172 (0.080199)
6. feature CS102 (0.066941)
7. feature MA211 (0.060201)
8. feature TH161 (0.057046)
9. feature SC185 (0.055202)
10. feature EL171 (0.052208)
11. feature SC135 (0.038277)
12. feature CS101 (0.037393)
13. feature SC123 (0.028854)
14. feature PY228 (0.024573)
15. feature MA212 (0.015869)
16. feature EL070 (0.009025)
17. feature SC173 (0.006803)
18. feature SW213 (0.002281)
19. feature CS374 (0.000000)
20. feature CS386 (0.000000)
21. feature CS385 (0.000000)
22. feature CS295 (0.000000)
23. feature CS296 (0.000000)
24. feature CS297 (0.000000)
25. feature CS300 (0.000000)
26. feature CS301 (0.000000)
27. feature CS302 (0.000000)
28. feature CS377 (0.000000)
29. feature CS348 (0.000000)
30. feature CS342 (0.000000)
31. feature CS314 (0.000000)
32. feature CS367 (0.000000)
33. feature CS326 (0.000000)
34. feature CS341 (0.000000)
35. feature CS366 (0.000000)
36. feature CS365 (0.000000)
37. feature CS289 (0.000000)
38. feature CS356 (0.000000)
39. feature CS311 (0.000000)
40. feature CS261 (0.000000)
41. feature CS288 (0.000000)
42. feature CS286 (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 CS251 (0.000000)
58. feature CS388 (0.000000)
59. feature CS281 (0.000000)
60. feature CS284 (0.000000)
61. feature CS285 (0.000000)
62. feature CS387 (0.000000)
63. feature CS402 (0.000000)
64. feature CS395 (0.000000)
65. feature SW111 (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 SO201 (0.000000)
74. feature ST216 (0.000000)
75. feature SW212 (0.000000)
76. feature EL395 (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 TU122 (0.000000)
86. feature ES356 (0.000000)
87. feature EL295 (0.000000)
88. feature CS396 (0.000000)
89. feature CS427 (0.000000)
90. feature CS397 (0.000000)
91. feature CS398 (0.000000)
92. feature CS399 (0.000000)
93. feature CS401 (0.000000)
94. feature TU130 (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'CS111', u'MW313', u'TU120', u'TU154', u'EL172', u'CS102', u'MA211',
u'TH161', u'SC185', u'EL171'],
dtype='object')
-----------------------------------
SW365
[ 0.55 0.6 0.5 0.64705882 0.5 ]
Random Forest Cross Validation of SW365: 0.559411764706
Feature ranking:
1. feature TU120 (0.069721)
2. feature EL172 (0.069568)
3. feature SO201 (0.065915)
4. feature TU110 (0.065812)
5. feature EL171 (0.053447)
6. feature CS111 (0.045951)
7. feature SC135 (0.041332)
8. feature MA211 (0.037755)
9. feature TH161 (0.034894)
10. feature MW313 (0.029052)
11. feature CS102 (0.027459)
12. feature ST216 (0.027295)
13. feature SW221 (0.026776)
14. feature SC185 (0.024310)
15. feature CS281 (0.021998)
16. feature SW478 (0.021233)
17. feature CS251 (0.020881)
18. feature SW335 (0.018702)
19. feature CS395 (0.018190)
20. feature CJ317 (0.017507)
21. feature MW314 (0.016224)
22. feature SC173 (0.016169)
23. feature TU154 (0.015438)
24. feature SW213 (0.014741)
25. feature TU130 (0.011399)
26. feature CS223 (0.011370)
27. feature AT326 (0.011078)
28. feature CS341 (0.010330)
29. feature CS284 (0.010319)
30. feature EL070 (0.009859)
31. feature TA395 (0.009366)
32. feature TU100 (0.008821)
33. feature CS213 (0.008328)
34. feature CS409 (0.008290)
35. feature CS295 (0.006858)
36. feature CS426 (0.006812)
37. feature MA212 (0.006734)
38. feature PY228 (0.006667)
39. feature CJ316 (0.006659)
40. feature CS296 (0.005793)
41. feature SW111 (0.005515)
42. feature HO201 (0.005176)
43. feature CS101 (0.005126)
44. feature LA209 (0.004872)
45. feature CS222 (0.004756)
46. feature CS356 (0.004321)
47. feature CS314 (0.003953)
48. feature CS348 (0.003731)
49. feature SW475 (0.003588)
50. feature CS326 (0.003139)
51. feature MA332 (0.003118)
52. feature CS489 (0.002691)
53. feature CS487 (0.002635)
54. feature CS261 (0.002245)
55. feature CS397 (0.002199)
56. feature CS459 (0.001962)
57. feature CS342 (0.001921)
58. feature CS286 (0.000000)
59. feature CS301 (0.000000)
60. feature CS115 (0.000000)
61. feature CS211 (0.000000)
62. feature BA291 (0.000000)
63. feature CS214 (0.000000)
64. feature CS311 (0.000000)
65. feature CS302 (0.000000)
66. feature CS300 (0.000000)
67. feature CS288 (0.000000)
68. feature CS297 (0.000000)
69. feature CS215 (0.000000)
70. feature CS105 (0.000000)
71. feature CJ315 (0.000000)
72. feature CS289 (0.000000)
73. feature CJ321 (0.000000)
74. feature CS285 (0.000000)
75. feature CS402 (0.000000)
76. feature CS365 (0.000000)
77. feature ES356 (0.000000)
78. feature CS457 (0.000000)
79. feature CS467 (0.000000)
80. feature CS486 (0.000000)
81. feature CS488 (0.000000)
82. feature EL295 (0.000000)
83. feature EL395 (0.000000)
84. feature HR201 (0.000000)
85. feature CS449 (0.000000)
86. feature MA216 (0.000000)
87. feature NS132 (0.000000)
88. feature SC123 (0.000000)
89. feature SW212 (0.000000)
90. feature SW365 (0.000000)
91. feature TU122 (0.000000)
92. feature CS456 (0.000000)
93. feature CS446 (0.000000)
94. feature CS366 (0.000000)
95. feature CS388 (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 CS396 (0.000000)
103. feature CS429 (0.000000)
104. feature CS398 (0.000000)
105. feature CS399 (0.000000)
106. feature CS401 (0.000000)
107. feature CS407 (0.000000)
108. feature CS408 (0.000000)
109. feature CS427 (0.000000)
110. feature AT316 (0.000000)
Index([u'TU120', u'EL172', u'SO201', u'TU110', u'EL171', u'CS111', u'SC135',
u'MA211', u'TH161', u'MW313'],
dtype='object')
-----------------------------------
SW475
[ 0.5 0.66666667 0.81818182 0.63636364 0.63636364]
Random Forest Cross Validation of SW475: 0.651515151515
Feature ranking:
1. feature MW313 (0.239657)
2. feature MA211 (0.103298)
3. feature CS102 (0.090097)
4. feature SC135 (0.077353)
5. feature EL171 (0.077152)
6. feature TH161 (0.062681)
7. feature TU120 (0.058988)
8. feature SW213 (0.058337)
9. feature MA212 (0.045857)
10. feature SW335 (0.037676)
11. feature CS111 (0.028746)
12. feature EL172 (0.028103)
13. feature SC185 (0.024915)
14. feature TU154 (0.022993)
15. feature PY228 (0.015311)
16. feature CS101 (0.014476)
17. feature SC173 (0.014360)
18. feature CS311 (0.000000)
19. feature CS386 (0.000000)
20. feature CS295 (0.000000)
21. feature CS296 (0.000000)
22. feature CS297 (0.000000)
23. feature CS300 (0.000000)
24. feature CS301 (0.000000)
25. feature CS302 (0.000000)
26. feature CS385 (0.000000)
27. feature CS377 (0.000000)
28. feature CS365 (0.000000)
29. feature CS374 (0.000000)
30. feature CS326 (0.000000)
31. feature CS341 (0.000000)
32. feature CS342 (0.000000)
33. feature CS367 (0.000000)
34. feature CS289 (0.000000)
35. feature CS366 (0.000000)
36. feature CS348 (0.000000)
37. feature CS356 (0.000000)
38. feature CS314 (0.000000)
39. feature CS251 (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 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 CS388 (0.000000)
57. feature CS261 (0.000000)
58. feature CS281 (0.000000)
59. feature CS284 (0.000000)
60. feature CS285 (0.000000)
61. feature CS387 (0.000000)
62. feature CS402 (0.000000)
63. feature CS395 (0.000000)
64. feature CS396 (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 SC123 (0.000000)
74. feature SO201 (0.000000)
75. feature ST216 (0.000000)
76. feature SW111 (0.000000)
77. feature SW212 (0.000000)
78. feature SW221 (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 TU122 (0.000000)
86. feature EL395 (0.000000)
87. feature EL295 (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 CS401 (0.000000)
94. feature TU130 (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'MW313', u'MA211', u'CS102', u'SC135', u'EL171', u'TH161', u'TU120',
u'SW213', u'MA212', u'SW335'],
dtype='object')
-----------------------------------
SW478
[ 0.6 0.5 0.75 0.66666667 0.81818182]
Random Forest Cross Validation of SW478: 0.66696969697
Feature ranking:
1. feature SW365 (0.129691)
2. feature MW314 (0.126975)
3. feature EL171 (0.114557)
4. feature CS402 (0.074884)
5. feature TU110 (0.059271)
6. feature TH161 (0.056716)
7. feature MA211 (0.045883)
8. feature SW213 (0.043706)
9. feature CJ317 (0.037535)
10. feature SC135 (0.036470)
11. feature CS222 (0.027008)
12. feature CS214 (0.021247)
13. feature CS213 (0.020982)
14. feature EL172 (0.020149)
15. feature TU154 (0.019081)
16. feature CS111 (0.015781)
17. feature EL070 (0.014616)
18. feature CS326 (0.013994)
19. feature CS429 (0.013932)
20. feature CS284 (0.010747)
21. feature TU120 (0.009546)
22. feature CS296 (0.009481)
23. feature PY228 (0.007931)
24. feature CS467 (0.007901)
25. feature CS314 (0.006692)
26. feature CS101 (0.006609)
27. feature CS377 (0.006298)
28. feature CS301 (0.006139)
29. feature CS102 (0.005932)
30. feature EL295 (0.005913)
31. feature HO201 (0.005797)
32. feature CS223 (0.005353)
33. feature CS367 (0.004990)
34. feature SC185 (0.004449)
35. feature CJ315 (0.003743)
36. feature CS300 (0.000000)
37. feature CS297 (0.000000)
38. feature CS365 (0.000000)
39. feature CS311 (0.000000)
40. feature CS302 (0.000000)
41. feature CS295 (0.000000)
42. feature CS366 (0.000000)
43. feature CS341 (0.000000)
44. feature CS342 (0.000000)
45. feature CS348 (0.000000)
46. feature CS356 (0.000000)
47. feature SW111 (0.000000)
48. feature CS261 (0.000000)
49. feature CS289 (0.000000)
50. feature CS288 (0.000000)
51. feature AT326 (0.000000)
52. feature BA291 (0.000000)
53. feature CJ316 (0.000000)
54. feature TU122 (0.000000)
55. feature CJ321 (0.000000)
56. feature CS105 (0.000000)
57. feature CS115 (0.000000)
58. feature CS211 (0.000000)
59. feature TU100 (0.000000)
60. feature CS215 (0.000000)
61. feature TA395 (0.000000)
62. feature CS251 (0.000000)
63. feature CS281 (0.000000)
64. feature CS285 (0.000000)
65. feature CS286 (0.000000)
66. feature CS374 (0.000000)
67. feature CS388 (0.000000)
68. feature CS385 (0.000000)
69. feature MA212 (0.000000)
70. feature CS489 (0.000000)
71. feature SW478 (0.000000)
72. feature SW475 (0.000000)
73. feature EL395 (0.000000)
74. feature ES356 (0.000000)
75. feature HR201 (0.000000)
76. feature LA209 (0.000000)
77. feature SW335 (0.000000)
78. feature MA216 (0.000000)
79. feature CS487 (0.000000)
80. feature MA332 (0.000000)
81. feature MW313 (0.000000)
82. feature SW221 (0.000000)
83. feature NS132 (0.000000)
84. feature SC123 (0.000000)
85. feature SW212 (0.000000)
86. feature SC173 (0.000000)
87. feature SO201 (0.000000)
88. feature CS488 (0.000000)
89. feature CS486 (0.000000)
90. feature CS386 (0.000000)
91. feature TU130 (0.000000)
92. feature CS387 (0.000000)
93. feature ST216 (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 CS401 (0.000000)
100. feature CS407 (0.000000)
101. feature CS459 (0.000000)
102. feature CS408 (0.000000)
103. feature CS409 (0.000000)
104. feature CS426 (0.000000)
105. feature CS427 (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'EL171', u'CS402', u'TU110', u'TH161', u'MA211',
u'SW213', u'CJ317', u'SC135'],
dtype='object')
-----------------------------------
TA395
[ 0.5 0.55555556 0.75 0.625 0.71428571]
Random Forest Cross Validation of TA395: 0.628968253968
Feature ranking:
1. feature CS214 (0.198832)
2. feature CS222 (0.099635)
3. feature SC135 (0.085285)
4. feature ST216 (0.078757)
5. feature TU120 (0.067371)
6. feature CS111 (0.044524)
7. feature EL172 (0.041826)
8. feature CS102 (0.037787)
9. feature EL395 (0.032803)
10. feature TU100 (0.031491)
11. feature CS101 (0.031366)
12. feature TU154 (0.031071)
13. feature CS284 (0.028684)
14. feature LA209 (0.021908)
15. feature CS261 (0.021354)
16. feature TU130 (0.020132)
17. feature MA211 (0.017374)
18. feature CS223 (0.016952)
19. feature CS105 (0.014674)
20. feature CS213 (0.014366)
21. feature EL295 (0.012390)
22. feature AT326 (0.012285)
23. feature MA212 (0.007357)
24. feature SW111 (0.006892)
25. feature CS281 (0.006116)
26. feature ES356 (0.005874)
27. feature CS296 (0.005313)
28. feature TU110 (0.003839)
29. feature CS366 (0.003743)
30. feature CS377 (0.000000)
31. feature CS385 (0.000000)
32. feature CS356 (0.000000)
33. feature CS348 (0.000000)
34. feature CS367 (0.000000)
35. feature CS301 (0.000000)
36. feature CS386 (0.000000)
37. feature CS374 (0.000000)
38. feature CS342 (0.000000)
39. feature CS341 (0.000000)
40. feature CS326 (0.000000)
41. feature CS314 (0.000000)
42. feature CS365 (0.000000)
43. feature CS311 (0.000000)
44. feature CS302 (0.000000)
45. feature CS286 (0.000000)
46. feature CS300 (0.000000)
47. feature BA291 (0.000000)
48. feature CJ317 (0.000000)
49. feature CS115 (0.000000)
50. feature CS211 (0.000000)
51. feature CJ316 (0.000000)
52. feature CJ315 (0.000000)
53. feature CS215 (0.000000)
54. feature CS251 (0.000000)
55. feature CS297 (0.000000)
56. feature CS388 (0.000000)
57. feature CS285 (0.000000)
58. feature CJ321 (0.000000)
59. feature CS288 (0.000000)
60. feature CS289 (0.000000)
61. feature CS295 (0.000000)
62. feature CS387 (0.000000)
63. feature CS402 (0.000000)
64. feature CS395 (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 SW212 (0.000000)
76. feature HO201 (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 TH161 (0.000000)
85. feature TU122 (0.000000)
86. feature HR201 (0.000000)
87. feature EL171 (0.000000)
88. feature CS396 (0.000000)
89. feature CS429 (0.000000)
90. feature CS397 (0.000000)
91. feature CS398 (0.000000)
92. feature CS399 (0.000000)
93. feature CS401 (0.000000)
94. feature CS407 (0.000000)
95. feature CS408 (0.000000)
96. feature CS409 (0.000000)
97. feature CS426 (0.000000)
98. feature CS427 (0.000000)
99. feature CS446 (0.000000)
100. feature EL070 (0.000000)
101. feature CS449 (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'CS214', u'CS222', u'SC135', u'ST216', u'TU120', u'CS111', u'EL172',
u'CS102', u'EL395', u'TU100'],
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 CS111 (0.300000)
2. feature TU154 (0.100000)
3. feature MA211 (0.100000)
4. feature TU120 (0.100000)
5. feature SC135 (0.100000)
6. feature TH161 (0.100000)
7. feature PY228 (0.100000)
8. feature CS314 (0.000000)
9. feature CS341 (0.000000)
10. feature CS326 (0.000000)
11. feature CS302 (0.000000)
12. feature CS311 (0.000000)
13. feature CS348 (0.000000)
14. feature CS301 (0.000000)
15. feature CS300 (0.000000)
16. feature CS297 (0.000000)
17. feature CS342 (0.000000)
18. feature CS365 (0.000000)
19. feature CS356 (0.000000)
20. feature CS295 (0.000000)
21. feature CS366 (0.000000)
22. feature CS367 (0.000000)
23. feature CS374 (0.000000)
24. feature CS377 (0.000000)
25. feature CS385 (0.000000)
26. feature CS386 (0.000000)
27. feature CS387 (0.000000)
28. feature CS388 (0.000000)
29. feature CS395 (0.000000)
30. feature CS396 (0.000000)
31. feature CS296 (0.000000)
32. feature CS286 (0.000000)
33. feature CS289 (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 CS102 (0.000000)
43. feature CS105 (0.000000)
44. feature CS115 (0.000000)
45. feature CS213 (0.000000)
46. feature CS288 (0.000000)
47. feature CS214 (0.000000)
48. feature CS215 (0.000000)
49. feature CS222 (0.000000)
50. feature CS223 (0.000000)
51. feature CS251 (0.000000)
52. feature CS261 (0.000000)
53. feature CS281 (0.000000)
54. feature CS284 (0.000000)
55. feature CS285 (0.000000)
56. feature CS398 (0.000000)
57. feature CS397 (0.000000)
58. feature CS402 (0.000000)
59. feature CS399 (0.000000)
60. feature CS401 (0.000000)
61. feature MA212 (0.000000)
62. feature MA216 (0.000000)
63. feature MA332 (0.000000)
64. feature MW313 (0.000000)
65. feature MW314 (0.000000)
66. feature NS132 (0.000000)
67. feature SC123 (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 TU100 (0.000000)
82. feature TU110 (0.000000)
83. feature TU122 (0.000000)
84. feature LA209 (0.000000)
85. feature HR201 (0.000000)
86. feature HO201 (0.000000)
87. feature CS457 (0.000000)
88. feature TU130 (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 ES356 (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 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'CS111', u'TU154', u'MA211', u'TU120', u'SC135', u'TH161', u'PY228',
u'CS314', u'CS341', u'CS326'],
dtype='object')
-----------------------------------
TU100
[ 0.48837209 0.5952381 0.54761905 0.4047619 0.46341463]
Random Forest Cross Validation of TU100: 0.499881154958
Feature ranking:
1. feature TU154 (0.152687)
2. feature CS105 (0.141622)
3. feature TH161 (0.132058)
4. feature CS101 (0.108854)
5. feature SC135 (0.107823)
6. feature EL171 (0.099809)
7. feature SC185 (0.075813)
8. feature CS102 (0.065977)
9. feature EL172 (0.040608)
10. feature SC123 (0.035568)
11. feature EL070 (0.024113)
12. feature SC173 (0.013145)
13. feature CS284 (0.001924)
14. feature CS302 (0.000000)
15. feature CS301 (0.000000)
16. feature CS311 (0.000000)
17. feature CS314 (0.000000)
18. feature CS326 (0.000000)
19. feature CS341 (0.000000)
20. feature CS342 (0.000000)
21. feature CS348 (0.000000)
22. feature CS297 (0.000000)
23. feature CS356 (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 CS395 (0.000000)
34. feature CS300 (0.000000)
35. feature CS286 (0.000000)
36. feature CS296 (0.000000)
37. feature CS295 (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 CS251 (0.000000)
53. feature CS261 (0.000000)
54. feature CS281 (0.000000)
55. feature CS285 (0.000000)
56. feature CS397 (0.000000)
57. feature CS288 (0.000000)
58. feature CS289 (0.000000)
59. feature CS396 (0.000000)
60. feature CS402 (0.000000)
61. feature CS398 (0.000000)
62. feature SW212 (0.000000)
63. feature MA212 (0.000000)
64. feature MA216 (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 SO201 (0.000000)
71. feature ST216 (0.000000)
72. feature SW111 (0.000000)
73. feature SW213 (0.000000)
74. feature CS399 (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 TU122 (0.000000)
85. feature MA211 (0.000000)
86. feature LA209 (0.000000)
87. feature HR201 (0.000000)
88. feature HO201 (0.000000)
89. feature CS401 (0.000000)
90. feature TU130 (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 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 EL295 (0.000000)
108. feature EL395 (0.000000)
109. feature ES356 (0.000000)
110. feature AT316 (0.000000)
Index([u'TU154', u'CS105', u'TH161', u'CS101', u'SC135', u'EL171', u'SC185',
u'CS102', u'EL172', u'SC123'],
dtype='object')
-----------------------------------
TU110
[ 0.4962963 0.52238806 0.44776119 0.4962406 0.45384615]
Random Forest Cross Validation of TU110: 0.483306461076
Feature ranking:
1. feature TU154 (0.103088)
2. feature SC135 (0.091983)
3. feature CS102 (0.086658)
4. feature EL171 (0.083746)
5. feature TH161 (0.066081)
6. feature CS101 (0.065602)
7. feature MA211 (0.054681)
8. feature SC185 (0.052741)
9. feature EL172 (0.051235)
10. feature CS105 (0.050697)
11. feature CS111 (0.039636)
12. feature EL070 (0.028688)
13. feature TU120 (0.028514)
14. feature PY228 (0.021035)
15. feature SC123 (0.015349)
16. feature SC173 (0.015183)
17. feature ST216 (0.013429)
18. feature MA212 (0.013030)
19. feature MW313 (0.009406)
20. feature TU130 (0.009293)
21. feature SW111 (0.008509)
22. feature SW212 (0.007390)
23. feature SW221 (0.007032)
24. feature SW335 (0.006590)
25. feature CS214 (0.006457)
26. feature CS261 (0.006184)
27. feature SO201 (0.005138)
28. feature MW314 (0.004649)
29. feature LA209 (0.004313)
30. feature TU110 (0.003571)
31. feature CS222 (0.003291)
32. feature SW213 (0.003244)
33. feature MA216 (0.002801)
34. feature EL295 (0.002749)
35. feature HO201 (0.002590)
36. feature CS284 (0.002388)
37. feature TU100 (0.002286)
38. feature CJ315 (0.002222)
39. feature AT326 (0.001924)
40. feature CJ316 (0.001864)
41. feature SW478 (0.001720)
42. feature CS326 (0.001459)
43. feature SW365 (0.001435)
44. feature CS251 (0.001246)
45. feature CS213 (0.001154)
46. feature CS223 (0.001081)
47. feature CJ317 (0.001040)
48. feature CS489 (0.000725)
49. feature CS296 (0.000660)
50. feature CS281 (0.000581)
51. feature CS341 (0.000485)
52. feature CS302 (0.000412)
53. feature MA332 (0.000364)
54. feature CS115 (0.000364)
55. feature CS374 (0.000340)
56. feature CS395 (0.000330)
57. feature CS365 (0.000329)
58. feature SW475 (0.000324)
59. feature CS401 (0.000318)
60. feature CS314 (0.000243)
61. feature CS295 (0.000119)
62. feature CS286 (0.000000)
63. feature CS288 (0.000000)
64. feature CS289 (0.000000)
65. feature BA291 (0.000000)
66. feature CS297 (0.000000)
67. feature CS300 (0.000000)
68. feature CS301 (0.000000)
69. feature CJ321 (0.000000)
70. feature CS215 (0.000000)
71. feature CS311 (0.000000)
72. feature CS211 (0.000000)
73. feature CS285 (0.000000)
74. feature CS402 (0.000000)
75. feature CS342 (0.000000)
76. feature CS348 (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 CS486 (0.000000)
84. feature CS487 (0.000000)
85. feature CS488 (0.000000)
86. feature EL395 (0.000000)
87. feature ES356 (0.000000)
88. feature HR201 (0.000000)
89. feature NS132 (0.000000)
90. feature TA395 (0.000000)
91. feature TU122 (0.000000)
92. feature CS429 (0.000000)
93. feature CS427 (0.000000)
94. feature CS426 (0.000000)
95. feature CS387 (0.000000)
96. feature CS356 (0.000000)
97. feature CS366 (0.000000)
98. feature CS367 (0.000000)
99. feature CS377 (0.000000)
100. feature CS385 (0.000000)
101. feature CS386 (0.000000)
102. feature CS388 (0.000000)
103. feature CS409 (0.000000)
104. feature CS396 (0.000000)
105. feature CS397 (0.000000)
106. feature CS398 (0.000000)
107. feature CS399 (0.000000)
108. feature CS407 (0.000000)
109. feature CS408 (0.000000)
110. feature AT316 (0.000000)
Index([u'TU154', u'SC135', u'CS102', u'EL171', u'TH161', u'CS101', u'MA211',
u'SC185', u'EL172', u'CS105'],
dtype='object')
-----------------------------------
TU120
[ 0.5 0.46153846 0.47286822 0.49612403 0.453125 ]
Random Forest Cross Validation of TU120: 0.47673114192
Feature ranking:
1. feature TU154 (0.124984)
2. feature CS102 (0.121081)
3. feature EL171 (0.115279)
4. feature TH161 (0.105336)
5. feature CS101 (0.094901)
6. feature MA211 (0.093160)
7. feature SC185 (0.066950)
8. feature SC135 (0.058603)
9. feature CS105 (0.043232)
10. feature EL070 (0.041830)
11. feature EL172 (0.036190)
12. feature TU100 (0.025545)
13. feature TU110 (0.018749)
14. feature SW213 (0.014134)
15. feature SC123 (0.009750)
16. feature SC173 (0.007886)
17. feature MA216 (0.007131)
18. feature SW475 (0.003113)
19. feature CS261 (0.002442)
20. feature CJ315 (0.001922)
21. feature CS214 (0.001753)
22. feature EL395 (0.001666)
23. feature AT326 (0.001313)
24. feature LA209 (0.000676)
25. feature CS281 (0.000675)
26. feature TU120 (0.000518)
27. feature CS111 (0.000502)
28. feature TU130 (0.000339)
29. feature EL295 (0.000339)
30. feature CS300 (0.000000)
31. feature CS301 (0.000000)
32. feature CS311 (0.000000)
33. feature CS302 (0.000000)
34. feature CS356 (0.000000)
35. feature CS314 (0.000000)
36. feature CS326 (0.000000)
37. feature CS341 (0.000000)
38. feature CS342 (0.000000)
39. feature CS348 (0.000000)
40. feature CS296 (0.000000)
41. feature CS365 (0.000000)
42. feature CS366 (0.000000)
43. feature CS367 (0.000000)
44. feature CS374 (0.000000)
45. feature CS297 (0.000000)
46. feature CS251 (0.000000)
47. feature CS295 (0.000000)
48. feature CS289 (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 CS213 (0.000000)
56. feature CS215 (0.000000)
57. feature CS222 (0.000000)
58. feature CS223 (0.000000)
59. feature CS385 (0.000000)
60. feature CS284 (0.000000)
61. feature CS285 (0.000000)
62. feature CS286 (0.000000)
63. feature CS288 (0.000000)
64. feature CS377 (0.000000)
65. feature CS402 (0.000000)
66. feature CS386 (0.000000)
67. feature CS488 (0.000000)
68. feature ES356 (0.000000)
69. feature HO201 (0.000000)
70. feature HR201 (0.000000)
71. feature MA212 (0.000000)
72. feature MA332 (0.000000)
73. feature MW313 (0.000000)
74. feature MW314 (0.000000)
75. feature NS132 (0.000000)
76. feature PY228 (0.000000)
77. feature SO201 (0.000000)
78. feature ST216 (0.000000)
79. feature SW111 (0.000000)
80. feature SW212 (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 TU122 (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 CS401 (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'TU154', u'CS102', u'EL171', u'TH161', u'CS101', u'MA211', u'SC185',
u'SC135', u'CS105', u'EL070'],
dtype='object')
-----------------------------------
TU122
[ 0.48387097 0.5 0.5 0.46153846 0.34615385]
Random Forest Cross Validation of TU122: 0.458312655087
Feature ranking:
1. feature EL171 (0.074410)
2. feature TU110 (0.070192)
3. feature TU154 (0.055846)
4. feature SC185 (0.051258)
5. feature TH161 (0.048233)
6. feature SC135 (0.044817)
7. feature CS111 (0.042960)
8. feature CS102 (0.041026)
9. feature CS284 (0.037776)
10. feature EL172 (0.032619)
11. feature TU120 (0.030662)
12. feature CS101 (0.029262)
13. feature CS251 (0.025790)
14. feature MA212 (0.024501)
15. feature CS214 (0.024345)
16. feature ST216 (0.022644)
17. feature EL295 (0.022049)
18. feature AT326 (0.021175)
19. feature PY228 (0.020766)
20. feature MA332 (0.019230)
21. feature CS261 (0.018973)
22. feature CS311 (0.018536)
23. feature AT316 (0.018034)
24. feature SC123 (0.017884)
25. feature LA209 (0.016757)
26. feature CS281 (0.015291)
27. feature ES356 (0.013509)
28. feature TU130 (0.012307)
29. feature EL395 (0.012275)
30. feature EL070 (0.012193)
31. feature CS213 (0.011167)
32. feature SW111 (0.010691)
33. feature TU122 (0.009277)
34. feature CS223 (0.008389)
35. feature CS296 (0.007680)
36. feature SW365 (0.005807)
37. feature CS222 (0.005030)
38. feature TA395 (0.004334)
39. feature CS486 (0.003796)
40. feature CS288 (0.003446)
41. feature CS289 (0.003366)
42. feature CS326 (0.002762)
43. feature SC173 (0.002745)
44. feature CS105 (0.002641)
45. feature CS409 (0.002542)
46. feature CS341 (0.002444)
47. feature TU100 (0.002384)
48. feature CS374 (0.002246)
49. feature CS402 (0.002204)
50. feature CS342 (0.001737)
51. feature CS356 (0.001688)
52. feature NS132 (0.001530)
53. feature CS295 (0.001497)
54. feature CS449 (0.001434)
55. feature CS395 (0.001428)
56. feature MA211 (0.001414)
57. feature CS314 (0.001003)
58. feature CS426 (0.000000)
59. feature CS215 (0.000000)
60. feature CS487 (0.000000)
61. feature CS286 (0.000000)
62. feature CS285 (0.000000)
63. feature SW221 (0.000000)
64. feature CS488 (0.000000)
65. feature SW335 (0.000000)
66. feature CS489 (0.000000)
67. feature SW212 (0.000000)
68. feature SO201 (0.000000)
69. feature HO201 (0.000000)
70. feature SW475 (0.000000)
71. feature CS211 (0.000000)
72. feature CS115 (0.000000)
73. feature SW478 (0.000000)
74. feature HR201 (0.000000)
75. feature MA216 (0.000000)
76. feature CJ321 (0.000000)
77. feature CJ317 (0.000000)
78. feature CJ316 (0.000000)
79. feature CJ315 (0.000000)
80. feature BA291 (0.000000)
81. feature MW313 (0.000000)
82. feature CS467 (0.000000)
83. feature CS297 (0.000000)
84. feature CS459 (0.000000)
85. feature MW314 (0.000000)
86. feature CS407 (0.000000)
87. feature CS427 (0.000000)
88. feature CS401 (0.000000)
89. feature CS399 (0.000000)
90. feature CS398 (0.000000)
91. feature CS397 (0.000000)
92. feature CS396 (0.000000)
93. feature CS388 (0.000000)
94. feature CS387 (0.000000)
95. feature CS386 (0.000000)
96. feature CS385 (0.000000)
97. feature CS429 (0.000000)
98. feature CS408 (0.000000)
99. feature CS367 (0.000000)
100. feature CS366 (0.000000)
101. feature CS365 (0.000000)
102. feature CS446 (0.000000)
103. feature CS348 (0.000000)
104. feature CS456 (0.000000)
105. feature CS457 (0.000000)
106. feature SW213 (0.000000)
107. feature CS302 (0.000000)
108. feature CS301 (0.000000)
109. feature CS300 (0.000000)
110. feature CS377 (0.000000)
Index([u'EL171', u'TU110', u'TU154', u'SC185', u'TH161', u'SC135', u'CS111',
u'CS102', u'CS284', u'EL172'],
dtype='object')
-----------------------------------
TU130
[ 0.64347826 0.59130435 0.65789474 0.55752212 0.63636364]
Random Forest Cross Validation of TU130: 0.617312621159
Feature ranking:
1. feature TU154 (0.076682)
2. feature SC135 (0.054754)
3. feature EL171 (0.050817)
4. feature CS101 (0.050368)
5. feature TU120 (0.048030)
6. feature CS102 (0.041970)
7. feature TU110 (0.038828)
8. feature TH161 (0.038223)
9. feature MW314 (0.037148)
10. feature EL172 (0.037059)
11. feature CS105 (0.036923)
12. feature PY228 (0.034836)
13. feature MA211 (0.034380)
14. feature CS284 (0.031481)
15. feature CS214 (0.027212)
16. feature CS261 (0.026736)
17. feature EL295 (0.024190)
18. feature CS111 (0.023789)
19. feature CS223 (0.021638)
20. feature CS213 (0.021257)
21. feature AT326 (0.019818)
22. feature CS222 (0.019340)
23. feature SC185 (0.018502)
24. feature HO201 (0.016910)
25. feature MA212 (0.016727)
26. feature TU122 (0.013632)
27. feature EL070 (0.012668)
28. feature SC123 (0.011172)
29. feature SW111 (0.010604)
30. feature SW335 (0.010003)
31. feature LA209 (0.009943)
32. feature SW213 (0.009005)
33. feature TU100 (0.008192)
34. feature SW365 (0.008137)
35. feature SO201 (0.007371)
36. feature SC173 (0.007197)
37. feature SW212 (0.007124)
38. feature SW475 (0.006328)
39. feature SW221 (0.005335)
40. feature ST216 (0.004902)
41. feature MW313 (0.004787)
42. feature TU130 (0.003885)
43. feature AT316 (0.003700)
44. feature CJ316 (0.002437)
45. feature MA332 (0.002028)
46. feature CJ315 (0.001621)
47. feature ES356 (0.001252)
48. feature CJ317 (0.001062)
49. feature CS467 (0.000000)
50. feature CS288 (0.000000)
51. feature CS281 (0.000000)
52. feature CS487 (0.000000)
53. feature CS285 (0.000000)
54. feature CS286 (0.000000)
55. feature CS295 (0.000000)
56. feature CS289 (0.000000)
57. feature CS251 (0.000000)
58. feature CS296 (0.000000)
59. feature CS297 (0.000000)
60. feature CS300 (0.000000)
61. feature CS301 (0.000000)
62. feature CS488 (0.000000)
63. feature CS215 (0.000000)
64. feature CS489 (0.000000)
65. feature EL395 (0.000000)
66. feature CS311 (0.000000)
67. feature HR201 (0.000000)
68. feature CS211 (0.000000)
69. feature CS115 (0.000000)
70. feature MA216 (0.000000)
71. feature NS132 (0.000000)
72. feature SW478 (0.000000)
73. feature CJ321 (0.000000)
74. feature BA291 (0.000000)
75. feature TA395 (0.000000)
76. feature CS302 (0.000000)
77. feature CS314 (0.000000)
78. feature CS459 (0.000000)
79. feature CS397 (0.000000)
80. feature CS457 (0.000000)
81. feature CS456 (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 CS486 (0.000000)
91. feature CS401 (0.000000)
92. feature CS399 (0.000000)
93. feature CS398 (0.000000)
94. feature CS396 (0.000000)
95. feature CS326 (0.000000)
96. feature CS395 (0.000000)
97. feature CS388 (0.000000)
98. feature CS387 (0.000000)
99. feature CS386 (0.000000)
100. feature CS385 (0.000000)
101. feature CS377 (0.000000)
102. feature CS374 (0.000000)
103. feature CS367 (0.000000)
104. feature CS366 (0.000000)
105. feature CS365 (0.000000)
106. feature CS356 (0.000000)
107. feature CS348 (0.000000)
108. feature CS342 (0.000000)
109. feature CS341 (0.000000)
110. feature CS402 (0.000000)
Index([u'TU154', u'SC135', u'EL171', u'CS101', u'TU120', u'CS102', u'TU110',
u'TH161', u'MW314', u'EL172'],
dtype='object')
-----------------------------------
TU154
[ 0.33854167 0.34031414 0.33684211 0.32620321 0.34946237]
Random Forest Cross Validation of TU154: 0.338272696441
Feature ranking:
1. feature MA212 (0.056234)
2. feature EL172 (0.049649)
3. feature EL070 (0.046224)
4. feature CS101 (0.042194)
5. feature CS374 (0.040124)
6. feature SW478 (0.036364)
7. feature TH161 (0.034182)
8. feature TU110 (0.031355)
9. feature PY228 (0.027543)
10. feature CS341 (0.026566)
11. feature CS261 (0.024481)
12. feature CS111 (0.024289)
13. feature HO201 (0.023955)
14. feature TU154 (0.022292)
15. feature CJ316 (0.020774)
16. feature CJ317 (0.020675)
17. feature CS429 (0.020492)
18. feature CS105 (0.019190)
19. feature SC185 (0.018904)
20. feature CS301 (0.018731)
21. feature CS365 (0.018632)
22. feature MA332 (0.017202)
23. feature SW111 (0.017127)
24. feature CS487 (0.016804)
25. feature TU100 (0.016537)
26. feature MA211 (0.016507)
27. feature TA395 (0.016044)
28. feature CS222 (0.015987)
29. feature EL171 (0.015791)
30. feature CS213 (0.015260)
31. feature CS281 (0.014637)
32. feature EL395 (0.014482)
33. feature SW213 (0.013862)
34. feature CS251 (0.013826)
35. feature CS402 (0.012584)
36. feature TU130 (0.012396)
37. feature CS223 (0.012127)
38. feature TU122 (0.011598)
39. feature AT326 (0.010889)
40. feature CS311 (0.010517)
41. feature CS385 (0.009676)
42. feature CS314 (0.008853)
43. feature CS366 (0.008510)
44. feature MW314 (0.008145)
45. feature SO201 (0.008080)
46. feature SC173 (0.007892)
47. feature AT316 (0.006841)
48. feature CS214 (0.006748)
49. feature SC123 (0.006545)
50. feature CS486 (0.006478)
51. feature TU120 (0.006340)
52. feature ST216 (0.006059)
53. feature SW365 (0.004667)
54. feature CS286 (0.003319)
55. feature EL295 (0.002851)
56. feature CS102 (0.001969)
57. feature CS407 (0.000000)
58. feature SW221 (0.000000)
59. feature CS288 (0.000000)
60. feature CS449 (0.000000)
61. feature CS285 (0.000000)
62. feature CS284 (0.000000)
63. feature CS456 (0.000000)
64. feature CS457 (0.000000)
65. feature CS459 (0.000000)
66. feature CS467 (0.000000)
67. feature SW212 (0.000000)
68. feature CS215 (0.000000)
69. feature MA216 (0.000000)
70. feature CS211 (0.000000)
71. feature CS295 (0.000000)
72. feature CS115 (0.000000)
73. feature SW335 (0.000000)
74. feature CS488 (0.000000)
75. feature SW475 (0.000000)
76. feature CJ321 (0.000000)
77. feature CS489 (0.000000)
78. feature LA209 (0.000000)
79. feature CJ315 (0.000000)
80. feature BA291 (0.000000)
81. feature HR201 (0.000000)
82. feature CS289 (0.000000)
83. feature CS296 (0.000000)
84. feature CS401 (0.000000)
85. feature CS367 (0.000000)
86. feature CS399 (0.000000)
87. feature CS398 (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 CS408 (0.000000)
95. feature CS377 (0.000000)
96. feature CS409 (0.000000)
97. feature CS426 (0.000000)
98. feature CS297 (0.000000)
99. feature NS132 (0.000000)
100. feature CS356 (0.000000)
101. feature ES356 (0.000000)
102. feature CS342 (0.000000)
103. feature CS427 (0.000000)
104. feature CS326 (0.000000)
105. feature MW313 (0.000000)
106. feature CS446 (0.000000)
107. feature CS302 (0.000000)
108. feature SC135 (0.000000)
109. feature CS300 (0.000000)
110. feature CS348 (0.000000)
Index([u'MA212', u'EL172', u'EL070', u'CS101', u'CS374', u'SW478', u'TH161',
u'TU110', u'PY228', u'CS341'],
dtype='object')
-----------------------------------
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
Similar notebooks: