notebook.community

Edit and run

Using Fullfillment labor material





In [1]:



    


import pandas as pd
import numpy as np
from sklearn.linear_model import LogisticRegression
from sklearn.linear_model import SGDClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.preprocessing import LabelEncoder
from sklearn.preprocessing import OneHotEncoder
from sklearn import cross_validation
from sklearn.metrics import roc_auc_score
from sklearn.feature_selection import RFECV
from datetime import datetime



    











In [2]:



    


#donations = pd.read_csv('../data/donations.csv').sort('projectid')
projects = pd.read_csv('../data/projects.csv').sort('projectid')
outcomes = pd.read_csv('../data/outcomes.csv').sort('projectid')
#resources = pd.read_csv('../data/resources.csv').sort('projectid')
sample = pd.read_csv('../data/sampleSubmission.csv').sort('projectid')
#essays = pd.read_csv('../data/essays.csv').sort('projectid')



    











In [3]:



    


projects = projects.merge(outcomes, how ='inner')
dates = np.array(projects.date_posted)
train_idx = np.where((dates < '2013-05-01') & (dates >= '2010-01-01'))[0]
test_idx = np.where(dates >= '2013-05-01')[0]
outcomes = np.array(projects.is_exciting)



    











In [4]:



    


projects.secondary_focus_area = projects.secondary_focus_area.fillna(projects.primary_focus_area)
projects.secondary_focus_subject = projects.secondary_focus_subject.fillna(projects.primary_focus_subject)
projects = projects.fillna(method='pad')

projects['month'] = ''
projects['total_price'] = 0
projects['student'] = 0
for i in range(0,projects.shape[0]):
    projects['month'][i] = projects.date_posted[i][5:7]
    
    totalPrice = projects.total_price_excluding_optional_support[i]
    if(totalPrice < 250):
        projects.total_price[i] = 0
    elif ((totalPrice >= 250)&(totalPrice < 400)):
        projects.total_price[i] = 1
    elif((totalPrice >= 400)&(totalPrice < 600)):
        projects.total_price[i] = 2
    elif((totalPrice >= 600)&(totalPrice < 10000)):
        projects.total_price[i] = 3
    elif((totalPrice >= 10000)&(totalPrice < 100000)):
        projects.total_price[i] = 4
    else:
        projects.total_price[i] = 5
        
    studentNo = int(projects.students_reached[i])
    if(studentNo == 0):
        projects.student[i] = 0
    elif(studentNo <100):
        projects.student[i] = (studentNo/5) + 1
    elif(studentNo <= 500):
        projects.student[i] = 100
    else:
        projects.student[i] = 1000



    











In [5]:



    


cols = ['school_city', 'school_state', 'school_zip', 'school_metro', 'school_district', 'school_county', 'school_charter', 'school_magnet',
 'school_year_round', 'school_nlns', 'school_kipp', 'school_charter_ready_promise', 'teacher_prefix', 'teacher_teach_for_america', 'teacher_ny_teaching_fellow', 'primary_focus_subject','primary_focus_area', 
'secondary_focus_subject', 'secondary_focus_area', 'resource_type', 'poverty_level', 'grade_level',
'students_reached', 'eligible_double_your_impact_match', 'eligible_almost_home_match','month', 'total_price','student' ]
projects = np.array(projects[cols])



    











In [6]:



    


for i in range(0, projects.shape[1]):
    le = LabelEncoder()
    projects[:,i] = le.fit_transform(projects[:,i])
projects = projects.astype(float)



    











In [7]:



    


train, crossval, outcomeTrain, outcomeCrossVal = projects[train_idx], projects[test_idx], outcomes[train_idx], outcomes[test_idx]
model = RandomForestClassifier(n_estimators = 100, criterion = 'entropy', n_jobs = -1)
model.fit(train, outcomeTrain=='t')
preds3 = model.predict_proba(crossval)[:,1]



    











In [8]:



    


ohe = OneHotEncoder()
projects = ohe.fit_transform(projects)



    











In [9]:



    


projects.shape
start = datetime.now()



    











In [10]:



    


model = LogisticRegression(C = .1)
rfecv = RFECV(model,scoring = 'roc_auc',verbose = 3, step = 100)
projects = rfecv.fit_transform(projects, outcomes=='t')



    


















    






Fitting estimator with 37132 features.
Fitting estimator with 37032 features.
Fitting estimator with 36932 features.
Fitting estimator with 36832 features.
Fitting estimator with 36732 features.
Fitting estimator with 36632 features.
Fitting estimator with 36532 features.
Fitting estimator with 36432 features.
Fitting estimator with 36332 features.
Fitting estimator with 36232 features.
Fitting estimator with 36132 features.
Fitting estimator with 36032 features.
Fitting estimator with 35932 features.
Fitting estimator with 35832 features.
Fitting estimator with 35732 features.
Fitting estimator with 35632 features.
Fitting estimator with 35532 features.
Fitting estimator with 35432 features.
Fitting estimator with 35332 features.
Fitting estimator with 35232 features.
Fitting estimator with 35132 features.
Fitting estimator with 35032 features.
Fitting estimator with 34932 features.
Fitting estimator with 34832 features.
Fitting estimator with 34732 features.
Fitting estimator with 34632 features.
Fitting estimator with 34532 features.
Fitting estimator with 34432 features.
Fitting estimator with 34332 features.
Fitting estimator with 34232 features.
Fitting estimator with 34132 features.
Fitting estimator with 34032 features.
Fitting estimator with 33932 features.
Fitting estimator with 33832 features.
Fitting estimator with 33732 features.
Fitting estimator with 33632 features.
Fitting estimator with 33532 features.
Fitting estimator with 33432 features.
Fitting estimator with 33332 features.
Fitting estimator with 33232 features.
Fitting estimator with 33132 features.
Fitting estimator with 33032 features.
Fitting estimator with 32932 features.
Fitting estimator with 32832 features.
Fitting estimator with 32732 features.
Fitting estimator with 32632 features.
Fitting estimator with 32532 features.
Fitting estimator with 32432 features.
Fitting estimator with 32332 features.
Fitting estimator with 32232 features.
Fitting estimator with 32132 features.
Fitting estimator with 32032 features.
Fitting estimator with 31932 features.
Fitting estimator with 31832 features.
Fitting estimator with 31732 features.
Fitting estimator with 31632 features.
Fitting estimator with 31532 features.
Fitting estimator with 31432 features.
Fitting estimator with 31332 features.
Fitting estimator with 31232 features.
Fitting estimator with 31132 features.
Fitting estimator with 31032 features.
Fitting estimator with 30932 features.
Fitting estimator with 30832 features.
Fitting estimator with 30732 features.
Fitting estimator with 30632 features.
Fitting estimator with 30532 features.
Fitting estimator with 30432 features.
Fitting estimator with 30332 features.
Fitting estimator with 30232 features.
Fitting estimator with 30132 features.
Fitting estimator with 30032 features.
Fitting estimator with 29932 features.
Fitting estimator with 29832 features.
Fitting estimator with 29732 features.
Fitting estimator with 29632 features.
Fitting estimator with 29532 features.
Fitting estimator with 29432 features.
Fitting estimator with 29332 features.
Fitting estimator with 29232 features.
Fitting estimator with 29132 features.
Fitting estimator with 29032 features.
Fitting estimator with 28932 features.
Fitting estimator with 28832 features.
Fitting estimator with 28732 features.
Fitting estimator with 28632 features.
Fitting estimator with 28532 features.
Fitting estimator with 28432 features.
Fitting estimator with 28332 features.
Fitting estimator with 28232 features.
Fitting estimator with 28132 features.
Fitting estimator with 28032 features.
Fitting estimator with 27932 features.
Fitting estimator with 27832 features.
Fitting estimator with 27732 features.
Fitting estimator with 27632 features.
Fitting estimator with 27532 features.
Fitting estimator with 27432 features.
Fitting estimator with 27332 features.
Fitting estimator with 27232 features.
Fitting estimator with 27132 features.
Fitting estimator with 27032 features.
Fitting estimator with 26932 features.
Fitting estimator with 26832 features.
Fitting estimator with 26732 features.
Fitting estimator with 26632 features.
Fitting estimator with 26532 features.
Fitting estimator with 26432 features.
Fitting estimator with 26332 features.
Fitting estimator with 26232 features.
Fitting estimator with 26132 features.
Fitting estimator with 26032 features.
Fitting estimator with 25932 features.
Fitting estimator with 25832 features.
Fitting estimator with 25732 features.
Fitting estimator with 25632 features.
Fitting estimator with 25532 features.
Fitting estimator with 25432 features.
Fitting estimator with 25332 features.
Fitting estimator with 25232 features.
Fitting estimator with 25132 features.
Fitting estimator with 25032 features.
Fitting estimator with 24932 features.
Fitting estimator with 24832 features.
Fitting estimator with 24732 features.
Fitting estimator with 24632 features.
Fitting estimator with 24532 features.
Fitting estimator with 24432 features.
Fitting estimator with 24332 features.
Fitting estimator with 24232 features.
Fitting estimator with 24132 features.
Fitting estimator with 24032 features.
Fitting estimator with 23932 features.
Fitting estimator with 23832 features.
Fitting estimator with 23732 features.
Fitting estimator with 23632 features.
Fitting estimator with 23532 features.
Fitting estimator with 23432 features.
Fitting estimator with 23332 features.
Fitting estimator with 23232 features.
Fitting estimator with 23132 features.
Fitting estimator with 23032 features.
Fitting estimator with 22932 features.
Fitting estimator with 22832 features.
Fitting estimator with 22732 features.
Fitting estimator with 22632 features.
Fitting estimator with 22532 features.
Fitting estimator with 22432 features.
Fitting estimator with 22332 features.
Fitting estimator with 22232 features.
Fitting estimator with 22132 features.
Fitting estimator with 22032 features.
Fitting estimator with 21932 features.
Fitting estimator with 21832 features.
Fitting estimator with 21732 features.
Fitting estimator with 21632 features.
Fitting estimator with 21532 features.
Fitting estimator with 21432 features.
Fitting estimator with 21332 features.
Fitting estimator with 21232 features.
Fitting estimator with 21132 features.
Fitting estimator with 21032 features.
Fitting estimator with 20932 features.
Fitting estimator with 20832 features.
Fitting estimator with 20732 features.
Fitting estimator with 20632 features.
Fitting estimator with 20532 features.
Fitting estimator with 20432 features.
Fitting estimator with 20332 features.
Fitting estimator with 20232 features.
Fitting estimator with 20132 features.
Fitting estimator with 20032 features.
Fitting estimator with 19932 features.
Fitting estimator with 19832 features.
Fitting estimator with 19732 features.
Fitting estimator with 19632 features.
Fitting estimator with 19532 features.
Fitting estimator with 19432 features.
Fitting estimator with 19332 features.
Fitting estimator with 19232 features.
Fitting estimator with 19132 features.
Fitting estimator with 19032 features.
Fitting estimator with 18932 features.
Fitting estimator with 18832 features.
Fitting estimator with 18732 features.
Fitting estimator with 18632 features.
Fitting estimator with 18532 features.
Fitting estimator with 18432 features.
Fitting estimator with 18332 features.
Fitting estimator with 18232 features.
Fitting estimator with 18132 features.
Fitting estimator with 18032 features.
Fitting estimator with 17932 features.
Fitting estimator with 17832 features.
Fitting estimator with 17732 features.
Fitting estimator with 17632 features.
Fitting estimator with 17532 features.
Fitting estimator with 17432 features.
Fitting estimator with 17332 features.
Fitting estimator with 17232 features.
Fitting estimator with 17132 features.
Fitting estimator with 17032 features.
Fitting estimator with 16932 features.
Fitting estimator with 16832 features.
Fitting estimator with 16732 features.
Fitting estimator with 16632 features.
Fitting estimator with 16532 features.
Fitting estimator with 16432 features.
Fitting estimator with 16332 features.
Fitting estimator with 16232 features.
Fitting estimator with 16132 features.
Fitting estimator with 16032 features.
Fitting estimator with 15932 features.
Fitting estimator with 15832 features.
Fitting estimator with 15732 features.
Fitting estimator with 15632 features.
Fitting estimator with 15532 features.
Fitting estimator with 15432 features.
Fitting estimator with 15332 features.
Fitting estimator with 15232 features.
Fitting estimator with 15132 features.
Fitting estimator with 15032 features.
Fitting estimator with 14932 features.
Fitting estimator with 14832 features.
Fitting estimator with 14732 features.
Fitting estimator with 14632 features.
Fitting estimator with 14532 features.
Fitting estimator with 14432 features.
Fitting estimator with 14332 features.
Fitting estimator with 14232 features.
Fitting estimator with 14132 features.
Fitting estimator with 14032 features.
Fitting estimator with 13932 features.
Fitting estimator with 13832 features.
Fitting estimator with 13732 features.
Fitting estimator with 13632 features.
Fitting estimator with 13532 features.
Fitting estimator with 13432 features.
Fitting estimator with 13332 features.
Fitting estimator with 13232 features.
Fitting estimator with 13132 features.
Fitting estimator with 13032 features.
Fitting estimator with 12932 features.
Fitting estimator with 12832 features.
Fitting estimator with 12732 features.
Fitting estimator with 12632 features.
Fitting estimator with 12532 features.
Fitting estimator with 12432 features.
Fitting estimator with 12332 features.
Fitting estimator with 12232 features.
Fitting estimator with 12132 features.
Fitting estimator with 12032 features.
Fitting estimator with 11932 features.
Fitting estimator with 11832 features.
Fitting estimator with 11732 features.
Fitting estimator with 11632 features.
Fitting estimator with 11532 features.
Fitting estimator with 11432 features.
Fitting estimator with 11332 features.
Fitting estimator with 11232 features.
Fitting estimator with 11132 features.
Fitting estimator with 11032 features.
Fitting estimator with 10932 features.
Fitting estimator with 10832 features.
Fitting estimator with 10732 features.
Fitting estimator with 10632 features.
Fitting estimator with 10532 features.
Fitting estimator with 10432 features.
Fitting estimator with 10332 features.
Fitting estimator with 10232 features.
Fitting estimator with 10132 features.
Fitting estimator with 10032 features.
Fitting estimator with 9932 features.
Fitting estimator with 9832 features.
Fitting estimator with 9732 features.
Fitting estimator with 9632 features.
Fitting estimator with 9532 features.
Fitting estimator with 9432 features.
Fitting estimator with 9332 features.
Fitting estimator with 9232 features.
Fitting estimator with 9132 features.
Fitting estimator with 9032 features.
Fitting estimator with 8932 features.
Fitting estimator with 8832 features.
Fitting estimator with 8732 features.
Fitting estimator with 8632 features.
Fitting estimator with 8532 features.
Fitting estimator with 8432 features.
Fitting estimator with 8332 features.
Fitting estimator with 8232 features.
Fitting estimator with 8132 features.
Fitting estimator with 8032 features.
Fitting estimator with 7932 features.
Fitting estimator with 7832 features.
Fitting estimator with 7732 features.
Fitting estimator with 7632 features.
Fitting estimator with 7532 features.
Fitting estimator with 7432 features.
Fitting estimator with 7332 features.
Fitting estimator with 7232 features.
Fitting estimator with 7132 features.
Fitting estimator with 7032 features.
Fitting estimator with 6932 features.
Fitting estimator with 6832 features.
Fitting estimator with 6732 features.
Fitting estimator with 6632 features.
Fitting estimator with 6532 features.
Fitting estimator with 6432 features.
Fitting estimator with 6332 features.
Fitting estimator with 6232 features.
Fitting estimator with 6132 features.
Fitting estimator with 6032 features.
Fitting estimator with 5932 features.
Fitting estimator with 5832 features.
Fitting estimator with 5732 features.
Fitting estimator with 5632 features.
Fitting estimator with 5532 features.
Fitting estimator with 5432 features.
Fitting estimator with 5332 features.
Fitting estimator with 5232 features.
Fitting estimator with 5132 features.
Fitting estimator with 5032 features.
Fitting estimator with 4932 features.
Fitting estimator with 4832 features.
Fitting estimator with 4732 features.
Fitting estimator with 4632 features.
Fitting estimator with 4532 features.
Fitting estimator with 4432 features.
Fitting estimator with 4332 features.
Fitting estimator with 4232 features.
Fitting estimator with 4132 features.
Fitting estimator with 4032 features.
Fitting estimator with 3932 features.
Fitting estimator with 3832 features.
Fitting estimator with 3732 features.
Fitting estimator with 3632 features.
Fitting estimator with 3532 features.
Fitting estimator with 3432 features.
Fitting estimator with 3332 features.
Fitting estimator with 3232 features.
Fitting estimator with 3132 features.
Fitting estimator with 3032 features.
Fitting estimator with 2932 features.
Fitting estimator with 2832 features.
Fitting estimator with 2732 features.
Fitting estimator with 2632 features.
Fitting estimator with 2532 features.
Fitting estimator with 2432 features.
Fitting estimator with 2332 features.
Fitting estimator with 2232 features.
Fitting estimator with 2132 features.
Fitting estimator with 2032 features.
Fitting estimator with 1932 features.
Fitting estimator with 1832 features.
Fitting estimator with 1732 features.
Fitting estimator with 1632 features.
Fitting estimator with 1532 features.
Fitting estimator with 1432 features.
Fitting estimator with 1332 features.
Fitting estimator with 1232 features.
Fitting estimator with 1132 features.
Fitting estimator with 1032 features.
Fitting estimator with 932 features.
Fitting estimator with 832 features.
Fitting estimator with 732 features.
Fitting estimator with 632 features.
Fitting estimator with 532 features.
Fitting estimator with 432 features.
Fitting estimator with 332 features.
Fitting estimator with 232 features.
Fitting estimator with 132 features.
Fitting estimator with 32 features.
Finished fold with 0 / 373 feature ranks, score=0.500468
Finished fold with 1 / 373 feature ranks, score=0.516943
Finished fold with 2 / 373 feature ranks, score=0.584988
Finished fold with 3 / 373 feature ranks, score=0.611458
Finished fold with 4 / 373 feature ranks, score=0.632359
Finished fold with 5 / 373 feature ranks, score=0.638280
Finished fold with 6 / 373 feature ranks, score=0.655153
Finished fold with 7 / 373 feature ranks, score=0.657016
Finished fold with 8 / 373 feature ranks, score=0.659581
Finished fold with 9 / 373 feature ranks, score=0.661499
Finished fold with 10 / 373 feature ranks, score=0.662461
Finished fold with 11 / 373 feature ranks, score=0.663572
Finished fold with 12 / 373 feature ranks, score=0.664726
Finished fold with 13 / 373 feature ranks, score=0.664978
Finished fold with 14 / 373 feature ranks, score=0.666303
Finished fold with 15 / 373 feature ranks, score=0.666831
Finished fold with 16 / 373 feature ranks, score=0.667933
Finished fold with 17 / 373 feature ranks, score=0.668433
Finished fold with 18 / 373 feature ranks, score=0.668979
Finished fold with 19 / 373 feature ranks, score=0.669862
Finished fold with 20 / 373 feature ranks, score=0.670653
Finished fold with 21 / 373 feature ranks, score=0.671126
Finished fold with 22 / 373 feature ranks, score=0.671423
Finished fold with 23 / 373 feature ranks, score=0.671656
Finished fold with 24 / 373 feature ranks, score=0.671677
Finished fold with 25 / 373 feature ranks, score=0.672559
Finished fold with 26 / 373 feature ranks, score=0.672585
Finished fold with 27 / 373 feature ranks, score=0.672833
Finished fold with 28 / 373 feature ranks, score=0.673574
Finished fold with 29 / 373 feature ranks, score=0.673802
Finished fold with 30 / 373 feature ranks, score=0.674036
Finished fold with 31 / 373 feature ranks, score=0.674080
Finished fold with 32 / 373 feature ranks, score=0.675599
Finished fold with 33 / 373 feature ranks, score=0.675653
Finished fold with 34 / 373 feature ranks, score=0.677286
Finished fold with 35 / 373 feature ranks, score=0.677245
Finished fold with 36 / 373 feature ranks, score=0.677594
Finished fold with 37 / 373 feature ranks, score=0.677535
Finished fold with 38 / 373 feature ranks, score=0.677424
Finished fold with 39 / 373 feature ranks, score=0.677233
Finished fold with 40 / 373 feature ranks, score=0.677534
Finished fold with 41 / 373 feature ranks, score=0.678307
Finished fold with 42 / 373 feature ranks, score=0.679425
Finished fold with 43 / 373 feature ranks, score=0.679933
Finished fold with 44 / 373 feature ranks, score=0.680091
Finished fold with 45 / 373 feature ranks, score=0.680149
Finished fold with 46 / 373 feature ranks, score=0.680286
Finished fold with 47 / 373 feature ranks, score=0.680388
Finished fold with 48 / 373 feature ranks, score=0.680380
Finished fold with 49 / 373 feature ranks, score=0.680530
Finished fold with 50 / 373 feature ranks, score=0.680585
Finished fold with 51 / 373 feature ranks, score=0.680614
Finished fold with 52 / 373 feature ranks, score=0.680494
Finished fold with 53 / 373 feature ranks, score=0.680883
Finished fold with 54 / 373 feature ranks, score=0.680947
Finished fold with 55 / 373 feature ranks, score=0.681055
Finished fold with 56 / 373 feature ranks, score=0.681116
Finished fold with 57 / 373 feature ranks, score=0.681098
Finished fold with 58 / 373 feature ranks, score=0.681160
Finished fold with 59 / 373 feature ranks, score=0.681271
Finished fold with 60 / 373 feature ranks, score=0.681229
Finished fold with 61 / 373 feature ranks, score=0.681256
Finished fold with 62 / 373 feature ranks, score=0.681343
Finished fold with 63 / 373 feature ranks, score=0.681321
Finished fold with 64 / 373 feature ranks, score=0.681392
Finished fold with 65 / 373 feature ranks, score=0.681448
Finished fold with 66 / 373 feature ranks, score=0.681319
Finished fold with 67 / 373 feature ranks, score=0.681621
Finished fold with 68 / 373 feature ranks, score=0.681683
Finished fold with 69 / 373 feature ranks, score=0.681624
Finished fold with 70 / 373 feature ranks, score=0.681899
Finished fold with 71 / 373 feature ranks, score=0.682157
Finished fold with 72 / 373 feature ranks, score=0.682143
Finished fold with 73 / 373 feature ranks, score=0.682139
Finished fold with 74 / 373 feature ranks, score=0.682173
Finished fold with 75 / 373 feature ranks, score=0.682178
Finished fold with 76 / 373 feature ranks, score=0.682147
Finished fold with 77 / 373 feature ranks, score=0.682175
Finished fold with 78 / 373 feature ranks, score=0.682203
Finished fold with 79 / 373 feature ranks, score=0.682236
Finished fold with 80 / 373 feature ranks, score=0.682229
Finished fold with 81 / 373 feature ranks, score=0.682218
Finished fold with 82 / 373 feature ranks, score=0.682238
Finished fold with 83 / 373 feature ranks, score=0.682165
Finished fold with 84 / 373 feature ranks, score=0.682169
Finished fold with 85 / 373 feature ranks, score=0.682189
Finished fold with 86 / 373 feature ranks, score=0.682202
Finished fold with 87 / 373 feature ranks, score=0.682183
Finished fold with 88 / 373 feature ranks, score=0.682410
Finished fold with 89 / 373 feature ranks, score=0.682781
Finished fold with 90 / 373 feature ranks, score=0.682815
Finished fold with 91 / 373 feature ranks, score=0.682833
Finished fold with 92 / 373 feature ranks, score=0.682824
Finished fold with 93 / 373 feature ranks, score=0.682846
Finished fold with 94 / 373 feature ranks, score=0.682893
Finished fold with 95 / 373 feature ranks, score=0.682879
Finished fold with 96 / 373 feature ranks, score=0.682934
Finished fold with 97 / 373 feature ranks, score=0.682999
Finished fold with 98 / 373 feature ranks, score=0.683013
Finished fold with 99 / 373 feature ranks, score=0.683046
Finished fold with 100 / 373 feature ranks, score=0.682965
Finished fold with 101 / 373 feature ranks, score=0.682987
Finished fold with 102 / 373 feature ranks, score=0.683169
Finished fold with 103 / 373 feature ranks, score=0.683159
Finished fold with 104 / 373 feature ranks, score=0.683181
Finished fold with 105 / 373 feature ranks, score=0.683122
Finished fold with 106 / 373 feature ranks, score=0.683106
Finished fold with 107 / 373 feature ranks, score=0.683113
Finished fold with 108 / 373 feature ranks, score=0.683101
Finished fold with 109 / 373 feature ranks, score=0.683095
Finished fold with 110 / 373 feature ranks, score=0.683103
Finished fold with 111 / 373 feature ranks, score=0.683111
Finished fold with 112 / 373 feature ranks, score=0.683154
Finished fold with 113 / 373 feature ranks, score=0.683176
Finished fold with 114 / 373 feature ranks, score=0.683191
Finished fold with 115 / 373 feature ranks, score=0.683285
Finished fold with 116 / 373 feature ranks, score=0.683310
Finished fold with 117 / 373 feature ranks, score=0.683305
Finished fold with 118 / 373 feature ranks, score=0.683276
Finished fold with 119 / 373 feature ranks, score=0.683278
Finished fold with 120 / 373 feature ranks, score=0.683260
Finished fold with 121 / 373 feature ranks, score=0.683251
Finished fold with 122 / 373 feature ranks, score=0.683284
Finished fold with 123 / 373 feature ranks, score=0.683261
Finished fold with 124 / 373 feature ranks, score=0.683273
Finished fold with 125 / 373 feature ranks, score=0.683283
Finished fold with 126 / 373 feature ranks, score=0.683290
Finished fold with 127 / 373 feature ranks, score=0.683264
Finished fold with 128 / 373 feature ranks, score=0.683244
Finished fold with 129 / 373 feature ranks, score=0.683328
Finished fold with 130 / 373 feature ranks, score=0.683361
Finished fold with 131 / 373 feature ranks, score=0.683383
Finished fold with 132 / 373 feature ranks, score=0.683404
Finished fold with 133 / 373 feature ranks, score=0.683404
Finished fold with 134 / 373 feature ranks, score=0.683422
Finished fold with 135 / 373 feature ranks, score=0.683477
Finished fold with 136 / 373 feature ranks, score=0.683453
Finished fold with 137 / 373 feature ranks, score=0.683476
Finished fold with 138 / 373 feature ranks, score=0.683493
Finished fold with 139 / 373 feature ranks, score=0.683516
Finished fold with 140 / 373 feature ranks, score=0.683569
Finished fold with 141 / 373 feature ranks, score=0.683564
Finished fold with 142 / 373 feature ranks, score=0.683576
Finished fold with 143 / 373 feature ranks, score=0.683567
Finished fold with 144 / 373 feature ranks, score=0.683546
Finished fold with 145 / 373 feature ranks, score=0.683599
Finished fold with 146 / 373 feature ranks, score=0.683612
Finished fold with 147 / 373 feature ranks, score=0.683618
Finished fold with 148 / 373 feature ranks, score=0.683613
Finished fold with 149 / 373 feature ranks, score=0.683612
Finished fold with 150 / 373 feature ranks, score=0.683625
Finished fold with 151 / 373 feature ranks, score=0.683643
Finished fold with 152 / 373 feature ranks, score=0.683657
Finished fold with 153 / 373 feature ranks, score=0.683651
Finished fold with 154 / 373 feature ranks, score=0.683672
Finished fold with 155 / 373 feature ranks, score=0.683696
Finished fold with 156 / 373 feature ranks, score=0.683706
Finished fold with 157 / 373 feature ranks, score=0.683689
Finished fold with 158 / 373 feature ranks, score=0.683686
Finished fold with 159 / 373 feature ranks, score=0.683683
Finished fold with 160 / 373 feature ranks, score=0.683677
Finished fold with 161 / 373 feature ranks, score=0.683685
Finished fold with 162 / 373 feature ranks, score=0.683692
Finished fold with 163 / 373 feature ranks, score=0.683700
Finished fold with 164 / 373 feature ranks, score=0.683702
Finished fold with 165 / 373 feature ranks, score=0.683707
Finished fold with 166 / 373 feature ranks, score=0.683714
Finished fold with 167 / 373 feature ranks, score=0.683728
Finished fold with 168 / 373 feature ranks, score=0.683741
Finished fold with 169 / 373 feature ranks, score=0.683733
Finished fold with 170 / 373 feature ranks, score=0.683720
Finished fold with 171 / 373 feature ranks, score=0.683680
Finished fold with 172 / 373 feature ranks, score=0.683683
Finished fold with 173 / 373 feature ranks, score=0.683683
Finished fold with 174 / 373 feature ranks, score=0.683679
Finished fold with 175 / 373 feature ranks, score=0.683679
Finished fold with 176 / 373 feature ranks, score=0.683688
Finished fold with 177 / 373 feature ranks, score=0.683665
Finished fold with 178 / 373 feature ranks, score=0.683663
Finished fold with 179 / 373 feature ranks, score=0.683659
Finished fold with 180 / 373 feature ranks, score=0.683664
Finished fold with 181 / 373 feature ranks, score=0.683671
Finished fold with 182 / 373 feature ranks, score=0.683670
Finished fold with 183 / 373 feature ranks, score=0.683678
Finished fold with 184 / 373 feature ranks, score=0.683692
Finished fold with 185 / 373 feature ranks, score=0.683696
Finished fold with 186 / 373 feature ranks, score=0.683725
Finished fold with 187 / 373 feature ranks, score=0.683718
Finished fold with 188 / 373 feature ranks, score=0.683727
Finished fold with 189 / 373 feature ranks, score=0.683736
Finished fold with 190 / 373 feature ranks, score=0.683729
Finished fold with 191 / 373 feature ranks, score=0.683733
Finished fold with 192 / 373 feature ranks, score=0.683732
Finished fold with 193 / 373 feature ranks, score=0.683728
Finished fold with 194 / 373 feature ranks, score=0.683732
Finished fold with 195 / 373 feature ranks, score=0.683733
Finished fold with 196 / 373 feature ranks, score=0.683731
Finished fold with 197 / 373 feature ranks, score=0.683735
Finished fold with 198 / 373 feature ranks, score=0.683739
Finished fold with 199 / 373 feature ranks, score=0.683732
Finished fold with 200 / 373 feature ranks, score=0.683736
Finished fold with 201 / 373 feature ranks, score=0.683731
Finished fold with 202 / 373 feature ranks, score=0.683730
Finished fold with 203 / 373 feature ranks, score=0.683732
Finished fold with 204 / 373 feature ranks, score=0.683732
Finished fold with 205 / 373 feature ranks, score=0.683741
Finished fold with 206 / 373 feature ranks, score=0.683733
Finished fold with 207 / 373 feature ranks, score=0.683739
Finished fold with 208 / 373 feature ranks, score=0.683737
Finished fold with 209 / 373 feature ranks, score=0.683735
Finished fold with 210 / 373 feature ranks, score=0.683734
Finished fold with 211 / 373 feature ranks, score=0.683726
Finished fold with 212 / 373 feature ranks, score=0.683731
Finished fold with 213 / 373 feature ranks, score=0.683731
Finished fold with 214 / 373 feature ranks, score=0.683732
Finished fold with 215 / 373 feature ranks, score=0.683738
Finished fold with 216 / 373 feature ranks, score=0.683739
Finished fold with 217 / 373 feature ranks, score=0.683742
Finished fold with 218 / 373 feature ranks, score=0.683741
Finished fold with 219 / 373 feature ranks, score=0.683750
Finished fold with 220 / 373 feature ranks, score=0.683748
Finished fold with 221 / 373 feature ranks, score=0.683748
Finished fold with 222 / 373 feature ranks, score=0.683747
Finished fold with 223 / 373 feature ranks, score=0.683750
Finished fold with 224 / 373 feature ranks, score=0.683743
Finished fold with 225 / 373 feature ranks, score=0.683747
Finished fold with 226 / 373 feature ranks, score=0.683748
Finished fold with 227 / 373 feature ranks, score=0.683744
Finished fold with 228 / 373 feature ranks, score=0.683739
Finished fold with 229 / 373 feature ranks, score=0.683744
Finished fold with 230 / 373 feature ranks, score=0.683783
Finished fold with 231 / 373 feature ranks, score=0.683786
Finished fold with 232 / 373 feature ranks, score=0.683788
Finished fold with 233 / 373 feature ranks, score=0.683785
Finished fold with 234 / 373 feature ranks, score=0.683784
Finished fold with 235 / 373 feature ranks, score=0.683779
Finished fold with 236 / 373 feature ranks, score=0.683783
Finished fold with 237 / 373 feature ranks, score=0.683787
Finished fold with 238 / 373 feature ranks, score=0.683788
Finished fold with 239 / 373 feature ranks, score=0.683788
Finished fold with 240 / 373 feature ranks, score=0.683780
Finished fold with 241 / 373 feature ranks, score=0.683781
Finished fold with 242 / 373 feature ranks, score=0.683778
Finished fold with 243 / 373 feature ranks, score=0.683790
Finished fold with 244 / 373 feature ranks, score=0.683782
Finished fold with 245 / 373 feature ranks, score=0.683781
Finished fold with 246 / 373 feature ranks, score=0.683782
Finished fold with 247 / 373 feature ranks, score=0.683781
Finished fold with 248 / 373 feature ranks, score=0.683790
Finished fold with 249 / 373 feature ranks, score=0.683792
Finished fold with 250 / 373 feature ranks, score=0.683793
Finished fold with 251 / 373 feature ranks, score=0.683795
Finished fold with 252 / 373 feature ranks, score=0.683792
Finished fold with 253 / 373 feature ranks, score=0.683794
Finished fold with 254 / 373 feature ranks, score=0.683794
Finished fold with 255 / 373 feature ranks, score=0.683794
Finished fold with 256 / 373 feature ranks, score=0.683793
Finished fold with 257 / 373 feature ranks, score=0.683794
Finished fold with 258 / 373 feature ranks, score=0.683792
Finished fold with 259 / 373 feature ranks, score=0.683792
Finished fold with 260 / 373 feature ranks, score=0.683791
Finished fold with 261 / 373 feature ranks, score=0.683794
Finished fold with 262 / 373 feature ranks, score=0.683790
Finished fold with 263 / 373 feature ranks, score=0.683791
Finished fold with 264 / 373 feature ranks, score=0.683795
Finished fold with 265 / 373 feature ranks, score=0.683794
Finished fold with 266 / 373 feature ranks, score=0.683786
Finished fold with 267 / 373 feature ranks, score=0.683783
Finished fold with 268 / 373 feature ranks, score=0.683783
Finished fold with 269 / 373 feature ranks, score=0.683794
Finished fold with 270 / 373 feature ranks, score=0.683795
Finished fold with 271 / 373 feature ranks, score=0.683790
Finished fold with 272 / 373 feature ranks, score=0.683789
Finished fold with 273 / 373 feature ranks, score=0.683788
Finished fold with 274 / 373 feature ranks, score=0.683791
Finished fold with 275 / 373 feature ranks, score=0.683791
Finished fold with 276 / 373 feature ranks, score=0.683790
Finished fold with 277 / 373 feature ranks, score=0.683788
Finished fold with 278 / 373 feature ranks, score=0.683782
Finished fold with 279 / 373 feature ranks, score=0.683784
Finished fold with 280 / 373 feature ranks, score=0.683783
Finished fold with 281 / 373 feature ranks, score=0.683791
Finished fold with 282 / 373 feature ranks, score=0.683776
Finished fold with 283 / 373 feature ranks, score=0.683789
Finished fold with 284 / 373 feature ranks, score=0.683786
Finished fold with 285 / 373 feature ranks, score=0.683788
Finished fold with 286 / 373 feature ranks, score=0.683787
Finished fold with 287 / 373 feature ranks, score=0.683789
Finished fold with 288 / 373 feature ranks, score=0.683795
Finished fold with 289 / 373 feature ranks, score=0.683788
Finished fold with 290 / 373 feature ranks, score=0.683789
Finished fold with 291 / 373 feature ranks, score=0.683786
Finished fold with 292 / 373 feature ranks, score=0.683792
Finished fold with 293 / 373 feature ranks, score=0.683788
Finished fold with 294 / 373 feature ranks, score=0.683791
Finished fold with 295 / 373 feature ranks, score=0.683795
Finished fold with 296 / 373 feature ranks, score=0.683791
Finished fold with 297 / 373 feature ranks, score=0.683792
Finished fold with 298 / 373 feature ranks, score=0.683786
Finished fold with 299 / 373 feature ranks, score=0.683785
Finished fold with 300 / 373 feature ranks, score=0.683785
Finished fold with 301 / 373 feature ranks, score=0.683794
Finished fold with 302 / 373 feature ranks, score=0.683788
Finished fold with 303 / 373 feature ranks, score=0.683789
Finished fold with 304 / 373 feature ranks, score=0.683787
Finished fold with 305 / 373 feature ranks, score=0.683786
Finished fold with 306 / 373 feature ranks, score=0.683786
Finished fold with 307 / 373 feature ranks, score=0.683787
Finished fold with 308 / 373 feature ranks, score=0.683790
Finished fold with 309 / 373 feature ranks, score=0.683788
Finished fold with 310 / 373 feature ranks, score=0.683791
Finished fold with 311 / 373 feature ranks, score=0.683789
Finished fold with 312 / 373 feature ranks, score=0.683790
Finished fold with 313 / 373 feature ranks, score=0.683787
Finished fold with 314 / 373 feature ranks, score=0.683788
Finished fold with 315 / 373 feature ranks, score=0.683793
Finished fold with 316 / 373 feature ranks, score=0.683787
Finished fold with 317 / 373 feature ranks, score=0.683789
Finished fold with 318 / 373 feature ranks, score=0.683791
Finished fold with 319 / 373 feature ranks, score=0.683789
Finished fold with 320 / 373 feature ranks, score=0.683789
Finished fold with 321 / 373 feature ranks, score=0.683789
Finished fold with 322 / 373 feature ranks, score=0.683788
Finished fold with 323 / 373 feature ranks, score=0.683789
Finished fold with 324 / 373 feature ranks, score=0.683789
Finished fold with 325 / 373 feature ranks, score=0.683789
Finished fold with 326 / 373 feature ranks, score=0.683788
Finished fold with 327 / 373 feature ranks, score=0.683788
Finished fold with 328 / 373 feature ranks, score=0.683780
Finished fold with 329 / 373 feature ranks, score=0.683788
Finished fold with 330 / 373 feature ranks, score=0.683788
Finished fold with 331 / 373 feature ranks, score=0.683787
Finished fold with 332 / 373 feature ranks, score=0.683788
Finished fold with 333 / 373 feature ranks, score=0.683785
Finished fold with 334 / 373 feature ranks, score=0.683787
Finished fold with 335 / 373 feature ranks, score=0.683785
Finished fold with 336 / 373 feature ranks, score=0.683785
Finished fold with 337 / 373 feature ranks, score=0.683787
Finished fold with 338 / 373 feature ranks, score=0.683786
Finished fold with 339 / 373 feature ranks, score=0.683780
Finished fold with 340 / 373 feature ranks, score=0.683785
Finished fold with 341 / 373 feature ranks, score=0.683782
Finished fold with 342 / 373 feature ranks, score=0.683784
Finished fold with 343 / 373 feature ranks, score=0.683786
Finished fold with 344 / 373 feature ranks, score=0.683786
Finished fold with 345 / 373 feature ranks, score=0.683784
Finished fold with 346 / 373 feature ranks, score=0.683783
Finished fold with 347 / 373 feature ranks, score=0.683783
Finished fold with 348 / 373 feature ranks, score=0.683785
Finished fold with 349 / 373 feature ranks, score=0.683785
Finished fold with 350 / 373 feature ranks, score=0.683785
Finished fold with 351 / 373 feature ranks, score=0.683785
Finished fold with 352 / 373 feature ranks, score=0.683785
Finished fold with 353 / 373 feature ranks, score=0.683785
Finished fold with 354 / 373 feature ranks, score=0.683785
Finished fold with 355 / 373 feature ranks, score=0.683785
Finished fold with 356 / 373 feature ranks, score=0.683785
Finished fold with 357 / 373 feature ranks, score=0.683785
Finished fold with 358 / 373 feature ranks, score=0.683785
Finished fold with 359 / 373 feature ranks, score=0.683785
Finished fold with 360 / 373 feature ranks, score=0.683785
Finished fold with 361 / 373 feature ranks, score=0.683785
Finished fold with 362 / 373 feature ranks, score=0.683785
Finished fold with 363 / 373 feature ranks, score=0.683785
Finished fold with 364 / 373 feature ranks, score=0.683785
Finished fold with 365 / 373 feature ranks, score=0.683785
Finished fold with 366 / 373 feature ranks, score=0.683785
Finished fold with 367 / 373 feature ranks, score=0.683785
Finished fold with 368 / 373 feature ranks, score=0.683785
Finished fold with 369 / 373 feature ranks, score=0.683785
Finished fold with 370 / 373 feature ranks, score=0.683785
Finished fold with 371 / 373 feature ranks, score=0.683785
Finished fold with 372 / 373 feature ranks, score=0.683785
Fitting estimator with 37132 features.
Fitting estimator with 37032 features.
Fitting estimator with 36932 features.
Fitting estimator with 36832 features.
Fitting estimator with 36732 features.
Fitting estimator with 36632 features.
Fitting estimator with 36532 features.
Fitting estimator with 36432 features.
Fitting estimator with 36332 features.
Fitting estimator with 36232 features.
Fitting estimator with 36132 features.
Fitting estimator with 36032 features.
Fitting estimator with 35932 features.
Fitting estimator with 35832 features.
Fitting estimator with 35732 features.
Fitting estimator with 35632 features.
Fitting estimator with 35532 features.
Fitting estimator with 35432 features.
Fitting estimator with 35332 features.
Fitting estimator with 35232 features.
Fitting estimator with 35132 features.
Fitting estimator with 35032 features.
Fitting estimator with 34932 features.
Fitting estimator with 34832 features.
Fitting estimator with 34732 features.
Fitting estimator with 34632 features.
Fitting estimator with 34532 features.
Fitting estimator with 34432 features.
Fitting estimator with 34332 features.
Fitting estimator with 34232 features.
Fitting estimator with 34132 features.
Fitting estimator with 34032 features.
Fitting estimator with 33932 features.
Fitting estimator with 33832 features.
Fitting estimator with 33732 features.
Fitting estimator with 33632 features.
Fitting estimator with 33532 features.
Fitting estimator with 33432 features.
Fitting estimator with 33332 features.
Fitting estimator with 33232 features.
Fitting estimator with 33132 features.
Fitting estimator with 33032 features.
Fitting estimator with 32932 features.
Fitting estimator with 32832 features.
Fitting estimator with 32732 features.
Fitting estimator with 32632 features.
Fitting estimator with 32532 features.
Fitting estimator with 32432 features.
Fitting estimator with 32332 features.
Fitting estimator with 32232 features.
Fitting estimator with 32132 features.
Fitting estimator with 32032 features.
Fitting estimator with 31932 features.
Fitting estimator with 31832 features.
Fitting estimator with 31732 features.
Fitting estimator with 31632 features.
Fitting estimator with 31532 features.
Fitting estimator with 31432 features.
Fitting estimator with 31332 features.
Fitting estimator with 31232 features.
Fitting estimator with 31132 features.
Fitting estimator with 31032 features.
Fitting estimator with 30932 features.
Fitting estimator with 30832 features.
Fitting estimator with 30732 features.
Fitting estimator with 30632 features.
Fitting estimator with 30532 features.
Fitting estimator with 30432 features.
Fitting estimator with 30332 features.
Fitting estimator with 30232 features.
Fitting estimator with 30132 features.
Fitting estimator with 30032 features.
Fitting estimator with 29932 features.
Fitting estimator with 29832 features.
Fitting estimator with 29732 features.
Fitting estimator with 29632 features.
Fitting estimator with 29532 features.
Fitting estimator with 29432 features.
Fitting estimator with 29332 features.
Fitting estimator with 29232 features.
Fitting estimator with 29132 features.
Fitting estimator with 29032 features.
Fitting estimator with 28932 features.
Fitting estimator with 28832 features.
Fitting estimator with 28732 features.
Fitting estimator with 28632 features.
Fitting estimator with 28532 features.
Fitting estimator with 28432 features.
Fitting estimator with 28332 features.
Fitting estimator with 28232 features.
Fitting estimator with 28132 features.
Fitting estimator with 28032 features.
Fitting estimator with 27932 features.
Fitting estimator with 27832 features.
Fitting estimator with 27732 features.
Fitting estimator with 27632 features.
Fitting estimator with 27532 features.
Fitting estimator with 27432 features.
Fitting estimator with 27332 features.
Fitting estimator with 27232 features.
Fitting estimator with 27132 features.
Fitting estimator with 27032 features.
Fitting estimator with 26932 features.
Fitting estimator with 26832 features.
Fitting estimator with 26732 features.
Fitting estimator with 26632 features.
Fitting estimator with 26532 features.
Fitting estimator with 26432 features.
Fitting estimator with 26332 features.
Fitting estimator with 26232 features.
Fitting estimator with 26132 features.
Fitting estimator with 26032 features.
Fitting estimator with 25932 features.
Fitting estimator with 25832 features.
Fitting estimator with 25732 features.
Fitting estimator with 25632 features.
Fitting estimator with 25532 features.
Fitting estimator with 25432 features.
Fitting estimator with 25332 features.
Fitting estimator with 25232 features.
Fitting estimator with 25132 features.
Fitting estimator with 25032 features.
Fitting estimator with 24932 features.
Fitting estimator with 24832 features.
Fitting estimator with 24732 features.
Fitting estimator with 24632 features.
Fitting estimator with 24532 features.
Fitting estimator with 24432 features.
Fitting estimator with 24332 features.
Fitting estimator with 24232 features.
Fitting estimator with 24132 features.
Fitting estimator with 24032 features.
Fitting estimator with 23932 features.
Fitting estimator with 23832 features.
Fitting estimator with 23732 features.
Fitting estimator with 23632 features.
Fitting estimator with 23532 features.
Fitting estimator with 23432 features.
Fitting estimator with 23332 features.
Fitting estimator with 23232 features.
Fitting estimator with 23132 features.
Fitting estimator with 23032 features.
Fitting estimator with 22932 features.
Fitting estimator with 22832 features.
Fitting estimator with 22732 features.
Fitting estimator with 22632 features.
Fitting estimator with 22532 features.
Fitting estimator with 22432 features.
Fitting estimator with 22332 features.
Fitting estimator with 22232 features.
Fitting estimator with 22132 features.
Fitting estimator with 22032 features.
Fitting estimator with 21932 features.
Fitting estimator with 21832 features.
Fitting estimator with 21732 features.
Fitting estimator with 21632 features.
Fitting estimator with 21532 features.
Fitting estimator with 21432 features.
Fitting estimator with 21332 features.
Fitting estimator with 21232 features.
Fitting estimator with 21132 features.
Fitting estimator with 21032 features.
Fitting estimator with 20932 features.
Fitting estimator with 20832 features.
Fitting estimator with 20732 features.
Fitting estimator with 20632 features.
Fitting estimator with 20532 features.
Fitting estimator with 20432 features.
Fitting estimator with 20332 features.
Fitting estimator with 20232 features.
Fitting estimator with 20132 features.
Fitting estimator with 20032 features.
Fitting estimator with 19932 features.
Fitting estimator with 19832 features.
Fitting estimator with 19732 features.
Fitting estimator with 19632 features.
Fitting estimator with 19532 features.
Fitting estimator with 19432 features.
Fitting estimator with 19332 features.
Fitting estimator with 19232 features.
Fitting estimator with 19132 features.
Fitting estimator with 19032 features.
Fitting estimator with 18932 features.
Fitting estimator with 18832 features.
Fitting estimator with 18732 features.
Fitting estimator with 18632 features.
Fitting estimator with 18532 features.
Fitting estimator with 18432 features.
Fitting estimator with 18332 features.
Fitting estimator with 18232 features.
Fitting estimator with 18132 features.
Fitting estimator with 18032 features.
Fitting estimator with 17932 features.
Fitting estimator with 17832 features.
Fitting estimator with 17732 features.
Fitting estimator with 17632 features.
Fitting estimator with 17532 features.
Fitting estimator with 17432 features.
Fitting estimator with 17332 features.
Fitting estimator with 17232 features.
Fitting estimator with 17132 features.
Fitting estimator with 17032 features.
Fitting estimator with 16932 features.
Fitting estimator with 16832 features.
Fitting estimator with 16732 features.
Fitting estimator with 16632 features.
Fitting estimator with 16532 features.
Fitting estimator with 16432 features.
Fitting estimator with 16332 features.
Fitting estimator with 16232 features.
Fitting estimator with 16132 features.
Fitting estimator with 16032 features.
Fitting estimator with 15932 features.
Fitting estimator with 15832 features.
Fitting estimator with 15732 features.
Fitting estimator with 15632 features.
Fitting estimator with 15532 features.
Fitting estimator with 15432 features.
Fitting estimator with 15332 features.
Fitting estimator with 15232 features.
Fitting estimator with 15132 features.
Fitting estimator with 15032 features.
Fitting estimator with 14932 features.
Fitting estimator with 14832 features.
Fitting estimator with 14732 features.
Fitting estimator with 14632 features.
Fitting estimator with 14532 features.
Fitting estimator with 14432 features.
Fitting estimator with 14332 features.
Fitting estimator with 14232 features.
Fitting estimator with 14132 features.
Fitting estimator with 14032 features.
Fitting estimator with 13932 features.
Fitting estimator with 13832 features.
Fitting estimator with 13732 features.
Fitting estimator with 13632 features.
Fitting estimator with 13532 features.
Fitting estimator with 13432 features.
Fitting estimator with 13332 features.
Fitting estimator with 13232 features.
Fitting estimator with 13132 features.
Fitting estimator with 13032 features.
Fitting estimator with 12932 features.
Fitting estimator with 12832 features.
Fitting estimator with 12732 features.
Fitting estimator with 12632 features.
Fitting estimator with 12532 features.
Fitting estimator with 12432 features.
Fitting estimator with 12332 features.
Fitting estimator with 12232 features.
Fitting estimator with 12132 features.
Fitting estimator with 12032 features.
Fitting estimator with 11932 features.
Fitting estimator with 11832 features.
Fitting estimator with 11732 features.
Fitting estimator with 11632 features.
Fitting estimator with 11532 features.
Fitting estimator with 11432 features.
Fitting estimator with 11332 features.
Fitting estimator with 11232 features.
Fitting estimator with 11132 features.
Fitting estimator with 11032 features.
Fitting estimator with 10932 features.
Fitting estimator with 10832 features.
Fitting estimator with 10732 features.
Fitting estimator with 10632 features.
Fitting estimator with 10532 features.
Fitting estimator with 10432 features.
Fitting estimator with 10332 features.
Fitting estimator with 10232 features.
Fitting estimator with 10132 features.
Fitting estimator with 10032 features.
Fitting estimator with 9932 features.
Fitting estimator with 9832 features.
Fitting estimator with 9732 features.
Fitting estimator with 9632 features.
Fitting estimator with 9532 features.
Fitting estimator with 9432 features.
Fitting estimator with 9332 features.
Fitting estimator with 9232 features.
Fitting estimator with 9132 features.
Fitting estimator with 9032 features.
Fitting estimator with 8932 features.
Fitting estimator with 8832 features.
Fitting estimator with 8732 features.
Fitting estimator with 8632 features.
Fitting estimator with 8532 features.
Fitting estimator with 8432 features.
Fitting estimator with 8332 features.
Fitting estimator with 8232 features.
Fitting estimator with 8132 features.
Fitting estimator with 8032 features.
Fitting estimator with 7932 features.
Fitting estimator with 7832 features.
Fitting estimator with 7732 features.
Fitting estimator with 7632 features.
Fitting estimator with 7532 features.
Fitting estimator with 7432 features.
Fitting estimator with 7332 features.
Fitting estimator with 7232 features.
Fitting estimator with 7132 features.
Fitting estimator with 7032 features.
Fitting estimator with 6932 features.
Fitting estimator with 6832 features.
Fitting estimator with 6732 features.
Fitting estimator with 6632 features.
Fitting estimator with 6532 features.
Fitting estimator with 6432 features.
Fitting estimator with 6332 features.
Fitting estimator with 6232 features.
Fitting estimator with 6132 features.
Fitting estimator with 6032 features.
Fitting estimator with 5932 features.
Fitting estimator with 5832 features.
Fitting estimator with 5732 features.
Fitting estimator with 5632 features.
Fitting estimator with 5532 features.
Fitting estimator with 5432 features.
Fitting estimator with 5332 features.
Fitting estimator with 5232 features.
Fitting estimator with 5132 features.
Fitting estimator with 5032 features.
Fitting estimator with 4932 features.
Fitting estimator with 4832 features.
Fitting estimator with 4732 features.
Fitting estimator with 4632 features.
Fitting estimator with 4532 features.
Fitting estimator with 4432 features.
Fitting estimator with 4332 features.
Fitting estimator with 4232 features.
Fitting estimator with 4132 features.
Fitting estimator with 4032 features.
Fitting estimator with 3932 features.
Fitting estimator with 3832 features.
Fitting estimator with 3732 features.
Fitting estimator with 3632 features.
Fitting estimator with 3532 features.
Fitting estimator with 3432 features.
Fitting estimator with 3332 features.
Fitting estimator with 3232 features.
Fitting estimator with 3132 features.
Fitting estimator with 3032 features.
Fitting estimator with 2932 features.
Fitting estimator with 2832 features.
Fitting estimator with 2732 features.
Fitting estimator with 2632 features.
Fitting estimator with 2532 features.
Fitting estimator with 2432 features.
Fitting estimator with 2332 features.
Fitting estimator with 2232 features.
Fitting estimator with 2132 features.
Fitting estimator with 2032 features.
Fitting estimator with 1932 features.
Fitting estimator with 1832 features.
Fitting estimator with 1732 features.
Fitting estimator with 1632 features.
Fitting estimator with 1532 features.
Fitting estimator with 1432 features.
Fitting estimator with 1332 features.
Fitting estimator with 1232 features.
Fitting estimator with 1132 features.
Fitting estimator with 1032 features.
Fitting estimator with 932 features.
Fitting estimator with 832 features.
Fitting estimator with 732 features.
Fitting estimator with 632 features.
Fitting estimator with 532 features.
Fitting estimator with 432 features.
Fitting estimator with 332 features.
Fitting estimator with 232 features.
Fitting estimator with 132 features.
Fitting estimator with 32 features.
Finished fold with 0 / 373 feature ranks, score=0.502387
Finished fold with 1 / 373 feature ranks, score=0.517495
Finished fold with 2 / 373 feature ranks, score=0.591267
Finished fold with 3 / 373 feature ranks, score=0.618944
Finished fold with 4 / 373 feature ranks, score=0.637723
Finished fold with 5 / 373 feature ranks, score=0.648998
Finished fold with 6 / 373 feature ranks, score=0.657073
Finished fold with 7 / 373 feature ranks, score=0.659248
Finished fold with 8 / 373 feature ranks, score=0.660422
Finished fold with 9 / 373 feature ranks, score=0.662039
Finished fold with 10 / 373 feature ranks, score=0.663526
Finished fold with 11 / 373 feature ranks, score=0.664014
Finished fold with 12 / 373 feature ranks, score=0.665699
Finished fold with 13 / 373 feature ranks, score=0.666591
Finished fold with 14 / 373 feature ranks, score=0.667162
Finished fold with 15 / 373 feature ranks, score=0.668437
Finished fold with 16 / 373 feature ranks, score=0.669080
Finished fold with 17 / 373 feature ranks, score=0.670171
Finished fold with 18 / 373 feature ranks, score=0.670478
Finished fold with 19 / 373 feature ranks, score=0.671244
Finished fold with 20 / 373 feature ranks, score=0.671235
Finished fold with 21 / 373 feature ranks, score=0.671322
Finished fold with 22 / 373 feature ranks, score=0.671619
Finished fold with 23 / 373 feature ranks, score=0.671784
Finished fold with 24 / 373 feature ranks, score=0.672445
Finished fold with 25 / 373 feature ranks, score=0.672669
Finished fold with 26 / 373 feature ranks, score=0.674409
Finished fold with 27 / 373 feature ranks, score=0.674509
Finished fold with 28 / 373 feature ranks, score=0.674682
Finished fold with 29 / 373 feature ranks, score=0.674830
Finished fold with 30 / 373 feature ranks, score=0.675305
Finished fold with 31 / 373 feature ranks, score=0.675512
Finished fold with 32 / 373 feature ranks, score=0.676024
Finished fold with 33 / 373 feature ranks, score=0.676257
Finished fold with 34 / 373 feature ranks, score=0.676736
Finished fold with 35 / 373 feature ranks, score=0.676780
Finished fold with 36 / 373 feature ranks, score=0.677024
Finished fold with 37 / 373 feature ranks, score=0.677147
Finished fold with 38 / 373 feature ranks, score=0.677411
Finished fold with 39 / 373 feature ranks, score=0.677531
Finished fold with 40 / 373 feature ranks, score=0.677600
Finished fold with 41 / 373 feature ranks, score=0.677725
Finished fold with 42 / 373 feature ranks, score=0.677781
Finished fold with 43 / 373 feature ranks, score=0.677890
Finished fold with 44 / 373 feature ranks, score=0.677961
Finished fold with 45 / 373 feature ranks, score=0.678326
Finished fold with 46 / 373 feature ranks, score=0.678780
Finished fold with 47 / 373 feature ranks, score=0.678797
Finished fold with 48 / 373 feature ranks, score=0.678906
Finished fold with 49 / 373 feature ranks, score=0.678893
Finished fold with 50 / 373 feature ranks, score=0.678953
Finished fold with 51 / 373 feature ranks, score=0.679090
Finished fold with 52 / 373 feature ranks, score=0.679469
Finished fold with 53 / 373 feature ranks, score=0.679529
Finished fold with 54 / 373 feature ranks, score=0.679540
Finished fold with 55 / 373 feature ranks, score=0.679646
Finished fold with 56 / 373 feature ranks, score=0.679727
Finished fold with 57 / 373 feature ranks, score=0.679664
Finished fold with 58 / 373 feature ranks, score=0.679716
Finished fold with 59 / 373 feature ranks, score=0.680586
Finished fold with 60 / 373 feature ranks, score=0.680665
Finished fold with 61 / 373 feature ranks, score=0.680734
Finished fold with 62 / 373 feature ranks, score=0.680994
Finished fold with 63 / 373 feature ranks, score=0.681180
Finished fold with 64 / 373 feature ranks, score=0.681294
Finished fold with 65 / 373 feature ranks, score=0.681343
Finished fold with 66 / 373 feature ranks, score=0.681331
Finished fold with 67 / 373 feature ranks, score=0.681365
Finished fold with 68 / 373 feature ranks, score=0.681385
Finished fold with 69 / 373 feature ranks, score=0.681407
Finished fold with 70 / 373 feature ranks, score=0.681446
Finished fold with 71 / 373 feature ranks, score=0.681489
Finished fold with 72 / 373 feature ranks, score=0.681498
Finished fold with 73 / 373 feature ranks, score=0.681562
Finished fold with 74 / 373 feature ranks, score=0.681575
Finished fold with 75 / 373 feature ranks, score=0.681620
Finished fold with 76 / 373 feature ranks, score=0.681659
Finished fold with 77 / 373 feature ranks, score=0.681640
Finished fold with 78 / 373 feature ranks, score=0.681619
Finished fold with 79 / 373 feature ranks, score=0.681643
Finished fold with 80 / 373 feature ranks, score=0.681688
Finished fold with 81 / 373 feature ranks, score=0.681682
Finished fold with 82 / 373 feature ranks, score=0.681611
Finished fold with 83 / 373 feature ranks, score=0.681681
Finished fold with 84 / 373 feature ranks, score=0.681686
Finished fold with 85 / 373 feature ranks, score=0.681713
Finished fold with 86 / 373 feature ranks, score=0.681715
Finished fold with 87 / 373 feature ranks, score=0.681713
Finished fold with 88 / 373 feature ranks, score=0.681671
Finished fold with 89 / 373 feature ranks, score=0.681943
Finished fold with 90 / 373 feature ranks, score=0.681996
Finished fold with 91 / 373 feature ranks, score=0.682044
Finished fold with 92 / 373 feature ranks, score=0.682089
Finished fold with 93 / 373 feature ranks, score=0.682088
Finished fold with 94 / 373 feature ranks, score=0.682073
Finished fold with 95 / 373 feature ranks, score=0.682128
Finished fold with 96 / 373 feature ranks, score=0.682146
Finished fold with 97 / 373 feature ranks, score=0.682183
Finished fold with 98 / 373 feature ranks, score=0.682243
Finished fold with 99 / 373 feature ranks, score=0.682269
Finished fold with 100 / 373 feature ranks, score=0.682233
Finished fold with 101 / 373 feature ranks, score=0.682280
Finished fold with 102 / 373 feature ranks, score=0.682355
Finished fold with 103 / 373 feature ranks, score=0.682346
Finished fold with 104 / 373 feature ranks, score=0.682309
Finished fold with 105 / 373 feature ranks, score=0.682316
Finished fold with 106 / 373 feature ranks, score=0.682357
Finished fold with 107 / 373 feature ranks, score=0.682370
Finished fold with 108 / 373 feature ranks, score=0.682350
Finished fold with 109 / 373 feature ranks, score=0.682380
Finished fold with 110 / 373 feature ranks, score=0.682416
Finished fold with 111 / 373 feature ranks, score=0.682399
Finished fold with 112 / 373 feature ranks, score=0.682415
Finished fold with 113 / 373 feature ranks, score=0.682405
Finished fold with 114 / 373 feature ranks, score=0.682371
Finished fold with 115 / 373 feature ranks, score=0.682368
Finished fold with 116 / 373 feature ranks, score=0.682385
Finished fold with 117 / 373 feature ranks, score=0.682416
Finished fold with 118 / 373 feature ranks, score=0.682412
Finished fold with 119 / 373 feature ranks, score=0.682412
Finished fold with 120 / 373 feature ranks, score=0.682430
Finished fold with 121 / 373 feature ranks, score=0.682438
Finished fold with 122 / 373 feature ranks, score=0.682408
Finished fold with 123 / 373 feature ranks, score=0.682436
Finished fold with 124 / 373 feature ranks, score=0.682430
Finished fold with 125 / 373 feature ranks, score=0.682394
Finished fold with 126 / 373 feature ranks, score=0.682378
Finished fold with 127 / 373 feature ranks, score=0.682407
Finished fold with 128 / 373 feature ranks, score=0.682398
Finished fold with 129 / 373 feature ranks, score=0.682375
Finished fold with 130 / 373 feature ranks, score=0.682417
Finished fold with 131 / 373 feature ranks, score=0.682427
Finished fold with 132 / 373 feature ranks, score=0.682419
Finished fold with 133 / 373 feature ranks, score=0.682421
Finished fold with 134 / 373 feature ranks, score=0.682421
Finished fold with 135 / 373 feature ranks, score=0.682396
Finished fold with 136 / 373 feature ranks, score=0.682355
Finished fold with 137 / 373 feature ranks, score=0.682332
Finished fold with 138 / 373 feature ranks, score=0.682335
Finished fold with 139 / 373 feature ranks, score=0.682317
Finished fold with 140 / 373 feature ranks, score=0.682362
Finished fold with 141 / 373 feature ranks, score=0.682392
Finished fold with 142 / 373 feature ranks, score=0.682426
Finished fold with 143 / 373 feature ranks, score=0.682417
Finished fold with 144 / 373 feature ranks, score=0.682429
Finished fold with 145 / 373 feature ranks, score=0.682420
Finished fold with 146 / 373 feature ranks, score=0.682430
Finished fold with 147 / 373 feature ranks, score=0.682442
Finished fold with 148 / 373 feature ranks, score=0.682452
Finished fold with 149 / 373 feature ranks, score=0.682457
Finished fold with 150 / 373 feature ranks, score=0.682462
Finished fold with 151 / 373 feature ranks, score=0.682448
Finished fold with 152 / 373 feature ranks, score=0.682483
Finished fold with 153 / 373 feature ranks, score=0.682469
Finished fold with 154 / 373 feature ranks, score=0.682468
Finished fold with 155 / 373 feature ranks, score=0.682472
Finished fold with 156 / 373 feature ranks, score=0.682456
Finished fold with 157 / 373 feature ranks, score=0.682459
Finished fold with 158 / 373 feature ranks, score=0.682518
Finished fold with 159 / 373 feature ranks, score=0.682527
Finished fold with 160 / 373 feature ranks, score=0.682518
Finished fold with 161 / 373 feature ranks, score=0.682521
Finished fold with 162 / 373 feature ranks, score=0.682530
Finished fold with 163 / 373 feature ranks, score=0.682535
Finished fold with 164 / 373 feature ranks, score=0.682557
Finished fold with 165 / 373 feature ranks, score=0.682563
Finished fold with 166 / 373 feature ranks, score=0.682543
Finished fold with 167 / 373 feature ranks, score=0.682557
Finished fold with 168 / 373 feature ranks, score=0.682559
Finished fold with 169 / 373 feature ranks, score=0.682549
Finished fold with 170 / 373 feature ranks, score=0.682575
Finished fold with 171 / 373 feature ranks, score=0.682590
Finished fold with 172 / 373 feature ranks, score=0.682599
Finished fold with 173 / 373 feature ranks, score=0.682597
Finished fold with 174 / 373 feature ranks, score=0.682608
Finished fold with 175 / 373 feature ranks, score=0.682600
Finished fold with 176 / 373 feature ranks, score=0.682595
Finished fold with 177 / 373 feature ranks, score=0.682606
Finished fold with 178 / 373 feature ranks, score=0.682575
Finished fold with 179 / 373 feature ranks, score=0.682572
Finished fold with 180 / 373 feature ranks, score=0.682580
Finished fold with 181 / 373 feature ranks, score=0.682590
Finished fold with 182 / 373 feature ranks, score=0.682602
Finished fold with 183 / 373 feature ranks, score=0.682612
Finished fold with 184 / 373 feature ranks, score=0.682610
Finished fold with 185 / 373 feature ranks, score=0.682609
Finished fold with 186 / 373 feature ranks, score=0.682596
Finished fold with 187 / 373 feature ranks, score=0.682605
Finished fold with 188 / 373 feature ranks, score=0.682611
Finished fold with 189 / 373 feature ranks, score=0.682603
Finished fold with 190 / 373 feature ranks, score=0.682620
Finished fold with 191 / 373 feature ranks, score=0.682611
Finished fold with 192 / 373 feature ranks, score=0.682621
Finished fold with 193 / 373 feature ranks, score=0.682610
Finished fold with 194 / 373 feature ranks, score=0.682610
Finished fold with 195 / 373 feature ranks, score=0.682617
Finished fold with 196 / 373 feature ranks, score=0.682621
Finished fold with 197 / 373 feature ranks, score=0.682625
Finished fold with 198 / 373 feature ranks, score=0.682632
Finished fold with 199 / 373 feature ranks, score=0.682639
Finished fold with 200 / 373 feature ranks, score=0.682649
Finished fold with 201 / 373 feature ranks, score=0.682664
Finished fold with 202 / 373 feature ranks, score=0.682682
Finished fold with 203 / 373 feature ranks, score=0.682684
Finished fold with 204 / 373 feature ranks, score=0.682682
Finished fold with 205 / 373 feature ranks, score=0.682679
Finished fold with 206 / 373 feature ranks, score=0.682676
Finished fold with 207 / 373 feature ranks, score=0.682677
Finished fold with 208 / 373 feature ranks, score=0.682681
Finished fold with 209 / 373 feature ranks, score=0.682670
Finished fold with 210 / 373 feature ranks, score=0.682667
Finished fold with 211 / 373 feature ranks, score=0.682674
Finished fold with 212 / 373 feature ranks, score=0.682677
Finished fold with 213 / 373 feature ranks, score=0.682681
Finished fold with 214 / 373 feature ranks, score=0.682678
Finished fold with 215 / 373 feature ranks, score=0.682678
Finished fold with 216 / 373 feature ranks, score=0.682685
Finished fold with 217 / 373 feature ranks, score=0.682682
Finished fold with 218 / 373 feature ranks, score=0.682676
Finished fold with 219 / 373 feature ranks, score=0.682678
Finished fold with 220 / 373 feature ranks, score=0.682676
Finished fold with 221 / 373 feature ranks, score=0.682676
Finished fold with 222 / 373 feature ranks, score=0.682678
Finished fold with 223 / 373 feature ranks, score=0.682684
Finished fold with 224 / 373 feature ranks, score=0.682692
Finished fold with 225 / 373 feature ranks, score=0.682694
Finished fold with 226 / 373 feature ranks, score=0.682690
Finished fold with 227 / 373 feature ranks, score=0.682696
Finished fold with 228 / 373 feature ranks, score=0.682699
Finished fold with 229 / 373 feature ranks, score=0.682700
Finished fold with 230 / 373 feature ranks, score=0.682707
Finished fold with 231 / 373 feature ranks, score=0.682710
Finished fold with 232 / 373 feature ranks, score=0.682713
Finished fold with 233 / 373 feature ranks, score=0.682711
Finished fold with 234 / 373 feature ranks, score=0.682712
Finished fold with 235 / 373 feature ranks, score=0.682710
Finished fold with 236 / 373 feature ranks, score=0.682700
Finished fold with 237 / 373 feature ranks, score=0.682690
Finished fold with 238 / 373 feature ranks, score=0.682688
Finished fold with 239 / 373 feature ranks, score=0.682686
Finished fold with 240 / 373 feature ranks, score=0.682686
Finished fold with 241 / 373 feature ranks, score=0.682683
Finished fold with 242 / 373 feature ranks, score=0.682681
Finished fold with 243 / 373 feature ranks, score=0.682684
Finished fold with 244 / 373 feature ranks, score=0.682687
Finished fold with 245 / 373 feature ranks, score=0.682685
Finished fold with 246 / 373 feature ranks, score=0.682680
Finished fold with 247 / 373 feature ranks, score=0.682685
Finished fold with 248 / 373 feature ranks, score=0.682679
Finished fold with 249 / 373 feature ranks, score=0.682682
Finished fold with 250 / 373 feature ranks, score=0.682682
Finished fold with 251 / 373 feature ranks, score=0.682684
Finished fold with 252 / 373 feature ranks, score=0.682684
Finished fold with 253 / 373 feature ranks, score=0.682687
Finished fold with 254 / 373 feature ranks, score=0.682683
Finished fold with 255 / 373 feature ranks, score=0.682684
Finished fold with 256 / 373 feature ranks, score=0.682683
Finished fold with 257 / 373 feature ranks, score=0.682684
Finished fold with 258 / 373 feature ranks, score=0.682682
Finished fold with 259 / 373 feature ranks, score=0.682681
Finished fold with 260 / 373 feature ranks, score=0.682678
Finished fold with 261 / 373 feature ranks, score=0.682671
Finished fold with 262 / 373 feature ranks, score=0.682664
Finished fold with 263 / 373 feature ranks, score=0.682669
Finished fold with 264 / 373 feature ranks, score=0.682670
Finished fold with 265 / 373 feature ranks, score=0.682673
Finished fold with 266 / 373 feature ranks, score=0.682672
Finished fold with 267 / 373 feature ranks, score=0.682678
Finished fold with 268 / 373 feature ranks, score=0.682679
Finished fold with 269 / 373 feature ranks, score=0.682676
Finished fold with 270 / 373 feature ranks, score=0.682677
Finished fold with 271 / 373 feature ranks, score=0.682676
Finished fold with 272 / 373 feature ranks, score=0.682674
Finished fold with 273 / 373 feature ranks, score=0.682676
Finished fold with 274 / 373 feature ranks, score=0.682676
Finished fold with 275 / 373 feature ranks, score=0.682675
Finished fold with 276 / 373 feature ranks, score=0.682677
Finished fold with 277 / 373 feature ranks, score=0.682676
Finished fold with 278 / 373 feature ranks, score=0.682676
Finished fold with 279 / 373 feature ranks, score=0.682676
Finished fold with 280 / 373 feature ranks, score=0.682679
Finished fold with 281 / 373 feature ranks, score=0.682679
Finished fold with 282 / 373 feature ranks, score=0.682679
Finished fold with 283 / 373 feature ranks, score=0.682681
Finished fold with 284 / 373 feature ranks, score=0.682683
Finished fold with 285 / 373 feature ranks, score=0.682682
Finished fold with 286 / 373 feature ranks, score=0.682684
Finished fold with 287 / 373 feature ranks, score=0.682684
Finished fold with 288 / 373 feature ranks, score=0.682686
Finished fold with 289 / 373 feature ranks, score=0.682682
Finished fold with 290 / 373 feature ranks, score=0.682683
Finished fold with 291 / 373 feature ranks, score=0.682683
Finished fold with 292 / 373 feature ranks, score=0.682680
Finished fold with 293 / 373 feature ranks, score=0.682681
Finished fold with 294 / 373 feature ranks, score=0.682683
Finished fold with 295 / 373 feature ranks, score=0.682683
Finished fold with 296 / 373 feature ranks, score=0.682684
Finished fold with 297 / 373 feature ranks, score=0.682686
Finished fold with 298 / 373 feature ranks, score=0.682686
Finished fold with 299 / 373 feature ranks, score=0.682686
Finished fold with 300 / 373 feature ranks, score=0.682686
Finished fold with 301 / 373 feature ranks, score=0.682678
Finished fold with 302 / 373 feature ranks, score=0.682684
Finished fold with 303 / 373 feature ranks, score=0.682685
Finished fold with 304 / 373 feature ranks, score=0.682685
Finished fold with 305 / 373 feature ranks, score=0.682685
Finished fold with 306 / 373 feature ranks, score=0.682687
Finished fold with 307 / 373 feature ranks, score=0.682685
Finished fold with 308 / 373 feature ranks, score=0.682685
Finished fold with 309 / 373 feature ranks, score=0.682686
Finished fold with 310 / 373 feature ranks, score=0.682684
Finished fold with 311 / 373 feature ranks, score=0.682684
Finished fold with 312 / 373 feature ranks, score=0.682682
Finished fold with 313 / 373 feature ranks, score=0.682683
Finished fold with 314 / 373 feature ranks, score=0.682683
Finished fold with 315 / 373 feature ranks, score=0.682684
Finished fold with 316 / 373 feature ranks, score=0.682682
Finished fold with 317 / 373 feature ranks, score=0.682682
Finished fold with 318 / 373 feature ranks, score=0.682683
Finished fold with 319 / 373 feature ranks, score=0.682683
Finished fold with 320 / 373 feature ranks, score=0.682682
Finished fold with 321 / 373 feature ranks, score=0.682674
Finished fold with 322 / 373 feature ranks, score=0.682683
Finished fold with 323 / 373 feature ranks, score=0.682682
Finished fold with 324 / 373 feature ranks, score=0.682684
Finished fold with 325 / 373 feature ranks, score=0.682684
Finished fold with 326 / 373 feature ranks, score=0.682686
Finished fold with 327 / 373 feature ranks, score=0.682683
Finished fold with 328 / 373 feature ranks, score=0.682684
Finished fold with 329 / 373 feature ranks, score=0.682679
Finished fold with 330 / 373 feature ranks, score=0.682679
Finished fold with 331 / 373 feature ranks, score=0.682683
Finished fold with 332 / 373 feature ranks, score=0.682680
Finished fold with 333 / 373 feature ranks, score=0.682683
Finished fold with 334 / 373 feature ranks, score=0.682679
Finished fold with 335 / 373 feature ranks, score=0.682678
Finished fold with 336 / 373 feature ranks, score=0.682679
Finished fold with 337 / 373 feature ranks, score=0.682679
Finished fold with 338 / 373 feature ranks, score=0.682679
Finished fold with 339 / 373 feature ranks, score=0.682684
Finished fold with 340 / 373 feature ranks, score=0.682685
Finished fold with 341 / 373 feature ranks, score=0.682684
Finished fold with 342 / 373 feature ranks, score=0.682684
Finished fold with 343 / 373 feature ranks, score=0.682685
Finished fold with 344 / 373 feature ranks, score=0.682684
Finished fold with 345 / 373 feature ranks, score=0.682684
Finished fold with 346 / 373 feature ranks, score=0.682681
Finished fold with 347 / 373 feature ranks, score=0.682687
Finished fold with 348 / 373 feature ranks, score=0.682687
Finished fold with 349 / 373 feature ranks, score=0.682687
Finished fold with 350 / 373 feature ranks, score=0.682687
Finished fold with 351 / 373 feature ranks, score=0.682687
Finished fold with 352 / 373 feature ranks, score=0.682687
Finished fold with 353 / 373 feature ranks, score=0.682687
Finished fold with 354 / 373 feature ranks, score=0.682687
Finished fold with 355 / 373 feature ranks, score=0.682687
Finished fold with 356 / 373 feature ranks, score=0.682687
Finished fold with 357 / 373 feature ranks, score=0.682687
Finished fold with 358 / 373 feature ranks, score=0.682687
Finished fold with 359 / 373 feature ranks, score=0.682687
Finished fold with 360 / 373 feature ranks, score=0.682687
Finished fold with 361 / 373 feature ranks, score=0.682687
Finished fold with 362 / 373 feature ranks, score=0.682687
Finished fold with 363 / 373 feature ranks, score=0.682687
Finished fold with 364 / 373 feature ranks, score=0.682687
Finished fold with 365 / 373 feature ranks, score=0.682687
Finished fold with 366 / 373 feature ranks, score=0.682687
Finished fold with 367 / 373 feature ranks, score=0.682687
Finished fold with 368 / 373 feature ranks, score=0.682687
Finished fold with 369 / 373 feature ranks, score=0.682687
Finished fold with 370 / 373 feature ranks, score=0.682687
Finished fold with 371 / 373 feature ranks, score=0.682687
Finished fold with 372 / 373 feature ranks, score=0.682687
Fitting estimator with 37132 features.
Fitting estimator with 37032 features.
Fitting estimator with 36932 features.
Fitting estimator with 36832 features.
Fitting estimator with 36732 features.
Fitting estimator with 36632 features.
Fitting estimator with 36532 features.
Fitting estimator with 36432 features.
Fitting estimator with 36332 features.
Fitting estimator with 36232 features.
Fitting estimator with 36132 features.
Fitting estimator with 36032 features.
Fitting estimator with 35932 features.
Fitting estimator with 35832 features.
Fitting estimator with 35732 features.
Fitting estimator with 35632 features.
Fitting estimator with 35532 features.
Fitting estimator with 35432 features.
Fitting estimator with 35332 features.
Fitting estimator with 35232 features.
Fitting estimator with 35132 features.
Fitting estimator with 35032 features.
Fitting estimator with 34932 features.
Fitting estimator with 34832 features.
Fitting estimator with 34732 features.
Fitting estimator with 34632 features.
Fitting estimator with 34532 features.
Fitting estimator with 34432 features.
Fitting estimator with 34332 features.
Fitting estimator with 34232 features.
Fitting estimator with 34132 features.
Fitting estimator with 34032 features.
Fitting estimator with 33932 features.
Fitting estimator with 33832 features.
Fitting estimator with 33732 features.
Fitting estimator with 33632 features.
Fitting estimator with 33532 features.
Fitting estimator with 33432 features.
Fitting estimator with 33332 features.
Fitting estimator with 33232 features.
Fitting estimator with 33132 features.
Fitting estimator with 33032 features.
Fitting estimator with 32932 features.
Fitting estimator with 32832 features.
Fitting estimator with 32732 features.
Fitting estimator with 32632 features.
Fitting estimator with 32532 features.
Fitting estimator with 32432 features.
Fitting estimator with 32332 features.
Fitting estimator with 32232 features.
Fitting estimator with 32132 features.
Fitting estimator with 32032 features.
Fitting estimator with 31932 features.
Fitting estimator with 31832 features.
Fitting estimator with 31732 features.
Fitting estimator with 31632 features.
Fitting estimator with 31532 features.
Fitting estimator with 31432 features.
Fitting estimator with 31332 features.
Fitting estimator with 31232 features.
Fitting estimator with 31132 features.
Fitting estimator with 31032 features.
Fitting estimator with 30932 features.
Fitting estimator with 30832 features.
Fitting estimator with 30732 features.
Fitting estimator with 30632 features.
Fitting estimator with 30532 features.
Fitting estimator with 30432 features.
Fitting estimator with 30332 features.
Fitting estimator with 30232 features.
Fitting estimator with 30132 features.
Fitting estimator with 30032 features.
Fitting estimator with 29932 features.
Fitting estimator with 29832 features.
Fitting estimator with 29732 features.
Fitting estimator with 29632 features.
Fitting estimator with 29532 features.
Fitting estimator with 29432 features.
Fitting estimator with 29332 features.
Fitting estimator with 29232 features.
Fitting estimator with 29132 features.
Fitting estimator with 29032 features.
Fitting estimator with 28932 features.
Fitting estimator with 28832 features.
Fitting estimator with 28732 features.
Fitting estimator with 28632 features.
Fitting estimator with 28532 features.
Fitting estimator with 28432 features.
Fitting estimator with 28332 features.
Fitting estimator with 28232 features.
Fitting estimator with 28132 features.
Fitting estimator with 28032 features.
Fitting estimator with 27932 features.
Fitting estimator with 27832 features.
Fitting estimator with 27732 features.
Fitting estimator with 27632 features.
Fitting estimator with 27532 features.
Fitting estimator with 27432 features.
Fitting estimator with 27332 features.
Fitting estimator with 27232 features.
Fitting estimator with 27132 features.
Fitting estimator with 27032 features.
Fitting estimator with 26932 features.
Fitting estimator with 26832 features.
Fitting estimator with 26732 features.
Fitting estimator with 26632 features.
Fitting estimator with 26532 features.
Fitting estimator with 26432 features.
Fitting estimator with 26332 features.
Fitting estimator with 26232 features.
Fitting estimator with 26132 features.
Fitting estimator with 26032 features.
Fitting estimator with 25932 features.
Fitting estimator with 25832 features.
Fitting estimator with 25732 features.
Fitting estimator with 25632 features.
Fitting estimator with 25532 features.
Fitting estimator with 25432 features.
Fitting estimator with 25332 features.
Fitting estimator with 25232 features.
Fitting estimator with 25132 features.
Fitting estimator with 25032 features.
Fitting estimator with 24932 features.
Fitting estimator with 24832 features.
Fitting estimator with 24732 features.
Fitting estimator with 24632 features.
Fitting estimator with 24532 features.
Fitting estimator with 24432 features.
Fitting estimator with 24332 features.
Fitting estimator with 24232 features.
Fitting estimator with 24132 features.
Fitting estimator with 24032 features.
Fitting estimator with 23932 features.
Fitting estimator with 23832 features.
Fitting estimator with 23732 features.
Fitting estimator with 23632 features.
Fitting estimator with 23532 features.
Fitting estimator with 23432 features.
Fitting estimator with 23332 features.
Fitting estimator with 23232 features.
Fitting estimator with 23132 features.
Fitting estimator with 23032 features.
Fitting estimator with 22932 features.
Fitting estimator with 22832 features.
Fitting estimator with 22732 features.
Fitting estimator with 22632 features.
Fitting estimator with 22532 features.
Fitting estimator with 22432 features.
Fitting estimator with 22332 features.
Fitting estimator with 22232 features.
Fitting estimator with 22132 features.
Fitting estimator with 22032 features.
Fitting estimator with 21932 features.
Fitting estimator with 21832 features.
Fitting estimator with 21732 features.
Fitting estimator with 21632 features.
Fitting estimator with 21532 features.
Fitting estimator with 21432 features.
Fitting estimator with 21332 features.
Fitting estimator with 21232 features.
Fitting estimator with 21132 features.
Fitting estimator with 21032 features.
Fitting estimator with 20932 features.
Fitting estimator with 20832 features.
Fitting estimator with 20732 features.
Fitting estimator with 20632 features.
Fitting estimator with 20532 features.
Fitting estimator with 20432 features.
Fitting estimator with 20332 features.
Fitting estimator with 20232 features.
Fitting estimator with 20132 features.
Fitting estimator with 20032 features.
Fitting estimator with 19932 features.
Fitting estimator with 19832 features.
Fitting estimator with 19732 features.
Fitting estimator with 19632 features.
Fitting estimator with 19532 features.
Fitting estimator with 19432 features.
Fitting estimator with 19332 features.
Fitting estimator with 19232 features.
Fitting estimator with 19132 features.
Fitting estimator with 19032 features.
Fitting estimator with 18932 features.
Fitting estimator with 18832 features.
Fitting estimator with 18732 features.
Fitting estimator with 18632 features.
Fitting estimator with 18532 features.
Fitting estimator with 18432 features.
Fitting estimator with 18332 features.
Fitting estimator with 18232 features.
Fitting estimator with 18132 features.
Fitting estimator with 18032 features.
Fitting estimator with 17932 features.
Fitting estimator with 17832 features.
Fitting estimator with 17732 features.
Fitting estimator with 17632 features.
Fitting estimator with 17532 features.
Fitting estimator with 17432 features.
Fitting estimator with 17332 features.
Fitting estimator with 17232 features.
Fitting estimator with 17132 features.
Fitting estimator with 17032 features.
Fitting estimator with 16932 features.
Fitting estimator with 16832 features.
Fitting estimator with 16732 features.
Fitting estimator with 16632 features.
Fitting estimator with 16532 features.
Fitting estimator with 16432 features.
Fitting estimator with 16332 features.
Fitting estimator with 16232 features.
Fitting estimator with 16132 features.
Fitting estimator with 16032 features.
Fitting estimator with 15932 features.
Fitting estimator with 15832 features.
Fitting estimator with 15732 features.
Fitting estimator with 15632 features.
Fitting estimator with 15532 features.
Fitting estimator with 15432 features.
Fitting estimator with 15332 features.
Fitting estimator with 15232 features.
Fitting estimator with 15132 features.
Fitting estimator with 15032 features.
Fitting estimator with 14932 features.
Fitting estimator with 14832 features.
Fitting estimator with 14732 features.
Fitting estimator with 14632 features.
Fitting estimator with 14532 features.
Fitting estimator with 14432 features.
Fitting estimator with 14332 features.
Fitting estimator with 14232 features.
Fitting estimator with 14132 features.
Fitting estimator with 14032 features.
Fitting estimator with 13932 features.
Fitting estimator with 13832 features.
Fitting estimator with 13732 features.
Fitting estimator with 13632 features.
Fitting estimator with 13532 features.
Fitting estimator with 13432 features.
Fitting estimator with 13332 features.
Fitting estimator with 13232 features.
Fitting estimator with 13132 features.
Fitting estimator with 13032 features.
Fitting estimator with 12932 features.
Fitting estimator with 12832 features.
Fitting estimator with 12732 features.
Fitting estimator with 12632 features.
Fitting estimator with 12532 features.
Fitting estimator with 12432 features.
Fitting estimator with 12332 features.
Fitting estimator with 12232 features.
Fitting estimator with 12132 features.
Fitting estimator with 12032 features.
Fitting estimator with 11932 features.
Fitting estimator with 11832 features.
Fitting estimator with 11732 features.
Fitting estimator with 11632 features.
Fitting estimator with 11532 features.
Fitting estimator with 11432 features.
Fitting estimator with 11332 features.
Fitting estimator with 11232 features.
Fitting estimator with 11132 features.
Fitting estimator with 11032 features.
Fitting estimator with 10932 features.
Fitting estimator with 10832 features.
Fitting estimator with 10732 features.
Fitting estimator with 10632 features.
Fitting estimator with 10532 features.
Fitting estimator with 10432 features.
Fitting estimator with 10332 features.
Fitting estimator with 10232 features.
Fitting estimator with 10132 features.
Fitting estimator with 10032 features.
Fitting estimator with 9932 features.
Fitting estimator with 9832 features.
Fitting estimator with 9732 features.
Fitting estimator with 9632 features.
Fitting estimator with 9532 features.
Fitting estimator with 9432 features.
Fitting estimator with 9332 features.
Fitting estimator with 9232 features.
Fitting estimator with 9132 features.
Fitting estimator with 9032 features.
Fitting estimator with 8932 features.
Fitting estimator with 8832 features.
Fitting estimator with 8732 features.
Fitting estimator with 8632 features.
Fitting estimator with 8532 features.
Fitting estimator with 8432 features.
Fitting estimator with 8332 features.
Fitting estimator with 8232 features.
Fitting estimator with 8132 features.
Fitting estimator with 8032 features.
Fitting estimator with 7932 features.
Fitting estimator with 7832 features.
Fitting estimator with 7732 features.
Fitting estimator with 7632 features.
Fitting estimator with 7532 features.
Fitting estimator with 7432 features.
Fitting estimator with 7332 features.
Fitting estimator with 7232 features.
Fitting estimator with 7132 features.
Fitting estimator with 7032 features.
Fitting estimator with 6932 features.
Fitting estimator with 6832 features.
Fitting estimator with 6732 features.
Fitting estimator with 6632 features.
Fitting estimator with 6532 features.
Fitting estimator with 6432 features.
Fitting estimator with 6332 features.
Fitting estimator with 6232 features.
Fitting estimator with 6132 features.
Fitting estimator with 6032 features.
Fitting estimator with 5932 features.
Fitting estimator with 5832 features.
Fitting estimator with 5732 features.
Fitting estimator with 5632 features.
Fitting estimator with 5532 features.
Fitting estimator with 5432 features.
Fitting estimator with 5332 features.
Fitting estimator with 5232 features.
Fitting estimator with 5132 features.
Fitting estimator with 5032 features.
Fitting estimator with 4932 features.
Fitting estimator with 4832 features.
Fitting estimator with 4732 features.
Fitting estimator with 4632 features.
Fitting estimator with 4532 features.
Fitting estimator with 4432 features.
Fitting estimator with 4332 features.
Fitting estimator with 4232 features.
Fitting estimator with 4132 features.
Fitting estimator with 4032 features.
Fitting estimator with 3932 features.
Fitting estimator with 3832 features.
Fitting estimator with 3732 features.
Fitting estimator with 3632 features.
Fitting estimator with 3532 features.
Fitting estimator with 3432 features.
Fitting estimator with 3332 features.
Fitting estimator with 3232 features.
Fitting estimator with 3132 features.
Fitting estimator with 3032 features.
Fitting estimator with 2932 features.
Fitting estimator with 2832 features.
Fitting estimator with 2732 features.
Fitting estimator with 2632 features.
Fitting estimator with 2532 features.
Fitting estimator with 2432 features.
Fitting estimator with 2332 features.
Fitting estimator with 2232 features.
Fitting estimator with 2132 features.
Fitting estimator with 2032 features.
Fitting estimator with 1932 features.
Fitting estimator with 1832 features.
Fitting estimator with 1732 features.
Fitting estimator with 1632 features.
Fitting estimator with 1532 features.
Fitting estimator with 1432 features.
Fitting estimator with 1332 features.
Fitting estimator with 1232 features.
Fitting estimator with 1132 features.
Fitting estimator with 1032 features.
Fitting estimator with 932 features.
Fitting estimator with 832 features.
Fitting estimator with 732 features.
Fitting estimator with 632 features.
Fitting estimator with 532 features.
Fitting estimator with 432 features.
Fitting estimator with 332 features.
Fitting estimator with 232 features.
Fitting estimator with 132 features.
Fitting estimator with 32 features.
Finished fold with 0 / 373 feature ranks, score=0.502363
Finished fold with 1 / 373 feature ranks, score=0.516221
Finished fold with 2 / 373 feature ranks, score=0.590495
Finished fold with 3 / 373 feature ranks, score=0.619537
Finished fold with 4 / 373 feature ranks, score=0.637852
Finished fold with 5 / 373 feature ranks, score=0.643478
Finished fold with 6 / 373 feature ranks, score=0.651844
Finished fold with 7 / 373 feature ranks, score=0.656028
Finished fold with 8 / 373 feature ranks, score=0.658105
Finished fold with 9 / 373 feature ranks, score=0.660106
Finished fold with 10 / 373 feature ranks, score=0.662073
Finished fold with 11 / 373 feature ranks, score=0.664743
Finished fold with 12 / 373 feature ranks, score=0.665817
Finished fold with 13 / 373 feature ranks, score=0.666648
Finished fold with 14 / 373 feature ranks, score=0.667512
Finished fold with 15 / 373 feature ranks, score=0.668081
Finished fold with 16 / 373 feature ranks, score=0.668635
Finished fold with 17 / 373 feature ranks, score=0.669167
Finished fold with 18 / 373 feature ranks, score=0.669714
Finished fold with 19 / 373 feature ranks, score=0.669947
Finished fold with 20 / 373 feature ranks, score=0.670583
Finished fold with 21 / 373 feature ranks, score=0.671248
Finished fold with 22 / 373 feature ranks, score=0.671354
Finished fold with 23 / 373 feature ranks, score=0.671622
Finished fold with 24 / 373 feature ranks, score=0.671809
Finished fold with 25 / 373 feature ranks, score=0.672149
Finished fold with 26 / 373 feature ranks, score=0.672369
Finished fold with 27 / 373 feature ranks, score=0.672313
Finished fold with 28 / 373 feature ranks, score=0.672828
Finished fold with 29 / 373 feature ranks, score=0.673643
Finished fold with 30 / 373 feature ranks, score=0.673796
Finished fold with 31 / 373 feature ranks, score=0.673931
Finished fold with 32 / 373 feature ranks, score=0.674143
Finished fold with 33 / 373 feature ranks, score=0.674683
Finished fold with 34 / 373 feature ranks, score=0.676498
Finished fold with 35 / 373 feature ranks, score=0.676733
Finished fold with 36 / 373 feature ranks, score=0.676889
Finished fold with 37 / 373 feature ranks, score=0.677078
Finished fold with 38 / 373 feature ranks, score=0.677214
Finished fold with 39 / 373 feature ranks, score=0.677598
Finished fold with 40 / 373 feature ranks, score=0.677882
Finished fold with 41 / 373 feature ranks, score=0.678017
Finished fold with 42 / 373 feature ranks, score=0.678255
Finished fold with 43 / 373 feature ranks, score=0.678336
Finished fold with 44 / 373 feature ranks, score=0.678356
Finished fold with 45 / 373 feature ranks, score=0.678448
Finished fold with 46 / 373 feature ranks, score=0.678451
Finished fold with 47 / 373 feature ranks, score=0.678564
Finished fold with 48 / 373 feature ranks, score=0.678662
Finished fold with 49 / 373 feature ranks, score=0.678759
Finished fold with 50 / 373 feature ranks, score=0.678793
Finished fold with 51 / 373 feature ranks, score=0.678984
Finished fold with 52 / 373 feature ranks, score=0.679163
Finished fold with 53 / 373 feature ranks, score=0.679385
Finished fold with 54 / 373 feature ranks, score=0.679415
Finished fold with 55 / 373 feature ranks, score=0.679448
Finished fold with 56 / 373 feature ranks, score=0.679466
Finished fold with 57 / 373 feature ranks, score=0.679339
Finished fold with 58 / 373 feature ranks, score=0.679603
Finished fold with 59 / 373 feature ranks, score=0.680066
Finished fold with 60 / 373 feature ranks, score=0.680766
Finished fold with 61 / 373 feature ranks, score=0.680796
Finished fold with 62 / 373 feature ranks, score=0.680870
Finished fold with 63 / 373 feature ranks, score=0.680937
Finished fold with 64 / 373 feature ranks, score=0.680963
Finished fold with 65 / 373 feature ranks, score=0.680780
Finished fold with 66 / 373 feature ranks, score=0.680865
Finished fold with 67 / 373 feature ranks, score=0.680862
Finished fold with 68 / 373 feature ranks, score=0.680859
Finished fold with 69 / 373 feature ranks, score=0.680862
Finished fold with 70 / 373 feature ranks, score=0.681119
Finished fold with 71 / 373 feature ranks, score=0.681135
Finished fold with 72 / 373 feature ranks, score=0.681185
Finished fold with 73 / 373 feature ranks, score=0.681201
Finished fold with 74 / 373 feature ranks, score=0.681199
Finished fold with 75 / 373 feature ranks, score=0.681395
Finished fold with 76 / 373 feature ranks, score=0.681492
Finished fold with 77 / 373 feature ranks, score=0.681452
Finished fold with 78 / 373 feature ranks, score=0.681547
Finished fold with 79 / 373 feature ranks, score=0.681795
Finished fold with 80 / 373 feature ranks, score=0.681843
Finished fold with 81 / 373 feature ranks, score=0.681904
Finished fold with 82 / 373 feature ranks, score=0.681926
Finished fold with 83 / 373 feature ranks, score=0.681891
Finished fold with 84 / 373 feature ranks, score=0.681825
Finished fold with 85 / 373 feature ranks, score=0.681837
Finished fold with 86 / 373 feature ranks, score=0.682143
Finished fold with 87 / 373 feature ranks, score=0.682264
Finished fold with 88 / 373 feature ranks, score=0.682234
Finished fold with 89 / 373 feature ranks, score=0.682161
Finished fold with 90 / 373 feature ranks, score=0.682198
Finished fold with 91 / 373 feature ranks, score=0.682244
Finished fold with 92 / 373 feature ranks, score=0.682235
Finished fold with 93 / 373 feature ranks, score=0.682259
Finished fold with 94 / 373 feature ranks, score=0.682270
Finished fold with 95 / 373 feature ranks, score=0.682285
Finished fold with 96 / 373 feature ranks, score=0.682298
Finished fold with 97 / 373 feature ranks, score=0.682336
Finished fold with 98 / 373 feature ranks, score=0.682279
Finished fold with 99 / 373 feature ranks, score=0.682288
Finished fold with 100 / 373 feature ranks, score=0.682303
Finished fold with 101 / 373 feature ranks, score=0.682343
Finished fold with 102 / 373 feature ranks, score=0.682346
Finished fold with 103 / 373 feature ranks, score=0.682376
Finished fold with 104 / 373 feature ranks, score=0.682389
Finished fold with 105 / 373 feature ranks, score=0.682313
Finished fold with 106 / 373 feature ranks, score=0.682291
Finished fold with 107 / 373 feature ranks, score=0.682298
Finished fold with 108 / 373 feature ranks, score=0.682242
Finished fold with 109 / 373 feature ranks, score=0.682237
Finished fold with 110 / 373 feature ranks, score=0.682203
Finished fold with 111 / 373 feature ranks, score=0.682497
Finished fold with 112 / 373 feature ranks, score=0.682521
Finished fold with 113 / 373 feature ranks, score=0.682461
Finished fold with 114 / 373 feature ranks, score=0.682481
Finished fold with 115 / 373 feature ranks, score=0.682655
Finished fold with 116 / 373 feature ranks, score=0.682705
Finished fold with 117 / 373 feature ranks, score=0.682719
Finished fold with 118 / 373 feature ranks, score=0.682706
Finished fold with 119 / 373 feature ranks, score=0.682708
Finished fold with 120 / 373 feature ranks, score=0.682699
Finished fold with 121 / 373 feature ranks, score=0.682713
Finished fold with 122 / 373 feature ranks, score=0.682749
Finished fold with 123 / 373 feature ranks, score=0.682792
Finished fold with 124 / 373 feature ranks, score=0.682789
Finished fold with 125 / 373 feature ranks, score=0.682810
Finished fold with 126 / 373 feature ranks, score=0.682776
Finished fold with 127 / 373 feature ranks, score=0.682767
Finished fold with 128 / 373 feature ranks, score=0.682760
Finished fold with 129 / 373 feature ranks, score=0.682826
Finished fold with 130 / 373 feature ranks, score=0.682825
Finished fold with 131 / 373 feature ranks, score=0.682850
Finished fold with 132 / 373 feature ranks, score=0.682849
Finished fold with 133 / 373 feature ranks, score=0.682856
Finished fold with 134 / 373 feature ranks, score=0.682903
Finished fold with 135 / 373 feature ranks, score=0.682869
Finished fold with 136 / 373 feature ranks, score=0.682909
Finished fold with 137 / 373 feature ranks, score=0.682919
Finished fold with 138 / 373 feature ranks, score=0.682924
Finished fold with 139 / 373 feature ranks, score=0.682947
Finished fold with 140 / 373 feature ranks, score=0.682980
Finished fold with 141 / 373 feature ranks, score=0.683005
Finished fold with 142 / 373 feature ranks, score=0.683016
Finished fold with 143 / 373 feature ranks, score=0.683033
Finished fold with 144 / 373 feature ranks, score=0.683037
Finished fold with 145 / 373 feature ranks, score=0.683049
Finished fold with 146 / 373 feature ranks, score=0.683047
Finished fold with 147 / 373 feature ranks, score=0.683055
Finished fold with 148 / 373 feature ranks, score=0.683074
Finished fold with 149 / 373 feature ranks, score=0.683083
Finished fold with 150 / 373 feature ranks, score=0.683098
Finished fold with 151 / 373 feature ranks, score=0.683114
Finished fold with 152 / 373 feature ranks, score=0.683139
Finished fold with 153 / 373 feature ranks, score=0.683138
Finished fold with 154 / 373 feature ranks, score=0.683163
Finished fold with 155 / 373 feature ranks, score=0.683165
Finished fold with 156 / 373 feature ranks, score=0.683178
Finished fold with 157 / 373 feature ranks, score=0.683183
Finished fold with 158 / 373 feature ranks, score=0.683202
Finished fold with 159 / 373 feature ranks, score=0.683196
Finished fold with 160 / 373 feature ranks, score=0.683204
Finished fold with 161 / 373 feature ranks, score=0.683203
Finished fold with 162 / 373 feature ranks, score=0.683175
Finished fold with 163 / 373 feature ranks, score=0.683174
Finished fold with 164 / 373 feature ranks, score=0.683164
Finished fold with 165 / 373 feature ranks, score=0.683168
Finished fold with 166 / 373 feature ranks, score=0.683166
Finished fold with 167 / 373 feature ranks, score=0.683172
Finished fold with 168 / 373 feature ranks, score=0.683188
Finished fold with 169 / 373 feature ranks, score=0.683180
Finished fold with 170 / 373 feature ranks, score=0.683186
Finished fold with 171 / 373 feature ranks, score=0.683184
Finished fold with 172 / 373 feature ranks, score=0.683167
Finished fold with 173 / 373 feature ranks, score=0.683160
Finished fold with 174 / 373 feature ranks, score=0.683172
Finished fold with 175 / 373 feature ranks, score=0.683178
Finished fold with 176 / 373 feature ranks, score=0.683172
Finished fold with 177 / 373 feature ranks, score=0.683154
Finished fold with 178 / 373 feature ranks, score=0.683131
Finished fold with 179 / 373 feature ranks, score=0.683133
Finished fold with 180 / 373 feature ranks, score=0.683139
Finished fold with 181 / 373 feature ranks, score=0.683157
Finished fold with 182 / 373 feature ranks, score=0.683157
Finished fold with 183 / 373 feature ranks, score=0.683155
Finished fold with 184 / 373 feature ranks, score=0.683139
Finished fold with 185 / 373 feature ranks, score=0.683155
Finished fold with 186 / 373 feature ranks, score=0.683151
Finished fold with 187 / 373 feature ranks, score=0.683149
Finished fold with 188 / 373 feature ranks, score=0.683153
Finished fold with 189 / 373 feature ranks, score=0.683150
Finished fold with 190 / 373 feature ranks, score=0.683136
Finished fold with 191 / 373 feature ranks, score=0.683131
Finished fold with 192 / 373 feature ranks, score=0.683135
Finished fold with 193 / 373 feature ranks, score=0.683135
Finished fold with 194 / 373 feature ranks, score=0.683162
Finished fold with 195 / 373 feature ranks, score=0.683156
Finished fold with 196 / 373 feature ranks, score=0.683167
Finished fold with 197 / 373 feature ranks, score=0.683154
Finished fold with 198 / 373 feature ranks, score=0.683157
Finished fold with 199 / 373 feature ranks, score=0.683162
Finished fold with 200 / 373 feature ranks, score=0.683161
Finished fold with 201 / 373 feature ranks, score=0.683144
Finished fold with 202 / 373 feature ranks, score=0.683147
Finished fold with 203 / 373 feature ranks, score=0.683152
Finished fold with 204 / 373 feature ranks, score=0.683148
Finished fold with 205 / 373 feature ranks, score=0.683147
Finished fold with 206 / 373 feature ranks, score=0.683154
Finished fold with 207 / 373 feature ranks, score=0.683164
Finished fold with 208 / 373 feature ranks, score=0.683165
Finished fold with 209 / 373 feature ranks, score=0.683174
Finished fold with 210 / 373 feature ranks, score=0.683175
Finished fold with 211 / 373 feature ranks, score=0.683172
Finished fold with 212 / 373 feature ranks, score=0.683173
Finished fold with 213 / 373 feature ranks, score=0.683182
Finished fold with 214 / 373 feature ranks, score=0.683186
Finished fold with 215 / 373 feature ranks, score=0.683187
Finished fold with 216 / 373 feature ranks, score=0.683192
Finished fold with 217 / 373 feature ranks, score=0.683191
Finished fold with 218 / 373 feature ranks, score=0.683191
Finished fold with 219 / 373 feature ranks, score=0.683194
Finished fold with 220 / 373 feature ranks, score=0.683197
Finished fold with 221 / 373 feature ranks, score=0.683188
Finished fold with 222 / 373 feature ranks, score=0.683185
Finished fold with 223 / 373 feature ranks, score=0.683195
Finished fold with 224 / 373 feature ranks, score=0.683187
Finished fold with 225 / 373 feature ranks, score=0.683184
Finished fold with 226 / 373 feature ranks, score=0.683180
Finished fold with 227 / 373 feature ranks, score=0.683180
Finished fold with 228 / 373 feature ranks, score=0.683173
Finished fold with 229 / 373 feature ranks, score=0.683172
Finished fold with 230 / 373 feature ranks, score=0.683177
Finished fold with 231 / 373 feature ranks, score=0.683180
Finished fold with 232 / 373 feature ranks, score=0.683186
Finished fold with 233 / 373 feature ranks, score=0.683183
Finished fold with 234 / 373 feature ranks, score=0.683172
Finished fold with 235 / 373 feature ranks, score=0.683168
Finished fold with 236 / 373 feature ranks, score=0.683173
Finished fold with 237 / 373 feature ranks, score=0.683166
Finished fold with 238 / 373 feature ranks, score=0.683168
Finished fold with 239 / 373 feature ranks, score=0.683171
Finished fold with 240 / 373 feature ranks, score=0.683173
Finished fold with 241 / 373 feature ranks, score=0.683179
Finished fold with 242 / 373 feature ranks, score=0.683181
Finished fold with 243 / 373 feature ranks, score=0.683183
Finished fold with 244 / 373 feature ranks, score=0.683180
Finished fold with 245 / 373 feature ranks, score=0.683183
Finished fold with 246 / 373 feature ranks, score=0.683182
Finished fold with 247 / 373 feature ranks, score=0.683182
Finished fold with 248 / 373 feature ranks, score=0.683183
Finished fold with 249 / 373 feature ranks, score=0.683181
Finished fold with 250 / 373 feature ranks, score=0.683184
Finished fold with 251 / 373 feature ranks, score=0.683187
Finished fold with 252 / 373 feature ranks, score=0.683188
Finished fold with 253 / 373 feature ranks, score=0.683187
Finished fold with 254 / 373 feature ranks, score=0.683187
Finished fold with 255 / 373 feature ranks, score=0.683188
Finished fold with 256 / 373 feature ranks, score=0.683185
Finished fold with 257 / 373 feature ranks, score=0.683187
Finished fold with 258 / 373 feature ranks, score=0.683189
Finished fold with 259 / 373 feature ranks, score=0.683188
Finished fold with 260 / 373 feature ranks, score=0.683189
Finished fold with 261 / 373 feature ranks, score=0.683192
Finished fold with 262 / 373 feature ranks, score=0.683192
Finished fold with 263 / 373 feature ranks, score=0.683198
Finished fold with 264 / 373 feature ranks, score=0.683197
Finished fold with 265 / 373 feature ranks, score=0.683201
Finished fold with 266 / 373 feature ranks, score=0.683198
Finished fold with 267 / 373 feature ranks, score=0.683199
Finished fold with 268 / 373 feature ranks, score=0.683198
Finished fold with 269 / 373 feature ranks, score=0.683198
Finished fold with 270 / 373 feature ranks, score=0.683199
Finished fold with 271 / 373 feature ranks, score=0.683199
Finished fold with 272 / 373 feature ranks, score=0.683199
Finished fold with 273 / 373 feature ranks, score=0.683198
Finished fold with 274 / 373 feature ranks, score=0.683196
Finished fold with 275 / 373 feature ranks, score=0.683197
Finished fold with 276 / 373 feature ranks, score=0.683193
Finished fold with 277 / 373 feature ranks, score=0.683192
Finished fold with 278 / 373 feature ranks, score=0.683193
Finished fold with 279 / 373 feature ranks, score=0.683195
Finished fold with 280 / 373 feature ranks, score=0.683193
Finished fold with 281 / 373 feature ranks, score=0.683188
Finished fold with 282 / 373 feature ranks, score=0.683192
Finished fold with 283 / 373 feature ranks, score=0.683194
Finished fold with 284 / 373 feature ranks, score=0.683189
Finished fold with 285 / 373 feature ranks, score=0.683194
Finished fold with 286 / 373 feature ranks, score=0.683192
Finished fold with 287 / 373 feature ranks, score=0.683192
Finished fold with 288 / 373 feature ranks, score=0.683191
Finished fold with 289 / 373 feature ranks, score=0.683191
Finished fold with 290 / 373 feature ranks, score=0.683189
Finished fold with 291 / 373 feature ranks, score=0.683185
Finished fold with 292 / 373 feature ranks, score=0.683189
Finished fold with 293 / 373 feature ranks, score=0.683189
Finished fold with 294 / 373 feature ranks, score=0.683188
Finished fold with 295 / 373 feature ranks, score=0.683190
Finished fold with 296 / 373 feature ranks, score=0.683189
Finished fold with 297 / 373 feature ranks, score=0.683186
Finished fold with 298 / 373 feature ranks, score=0.683185
Finished fold with 299 / 373 feature ranks, score=0.683187
Finished fold with 300 / 373 feature ranks, score=0.683186
Finished fold with 301 / 373 feature ranks, score=0.683185
Finished fold with 302 / 373 feature ranks, score=0.683188
Finished fold with 303 / 373 feature ranks, score=0.683185
Finished fold with 304 / 373 feature ranks, score=0.683187
Finished fold with 305 / 373 feature ranks, score=0.683187
Finished fold with 306 / 373 feature ranks, score=0.683184
Finished fold with 307 / 373 feature ranks, score=0.683183
Finished fold with 308 / 373 feature ranks, score=0.683186
Finished fold with 309 / 373 feature ranks, score=0.683186
Finished fold with 310 / 373 feature ranks, score=0.683182
Finished fold with 311 / 373 feature ranks, score=0.683182
Finished fold with 312 / 373 feature ranks, score=0.683182
Finished fold with 313 / 373 feature ranks, score=0.683184
Finished fold with 314 / 373 feature ranks, score=0.683185
Finished fold with 315 / 373 feature ranks, score=0.683181
Finished fold with 316 / 373 feature ranks, score=0.683182
Finished fold with 317 / 373 feature ranks, score=0.683181
Finished fold with 318 / 373 feature ranks, score=0.683181
Finished fold with 319 / 373 feature ranks, score=0.683184
Finished fold with 320 / 373 feature ranks, score=0.683180
Finished fold with 321 / 373 feature ranks, score=0.683183
Finished fold with 322 / 373 feature ranks, score=0.683180
Finished fold with 323 / 373 feature ranks, score=0.683181
Finished fold with 324 / 373 feature ranks, score=0.683182
Finished fold with 325 / 373 feature ranks, score=0.683184
Finished fold with 326 / 373 feature ranks, score=0.683185
Finished fold with 327 / 373 feature ranks, score=0.683185
Finished fold with 328 / 373 feature ranks, score=0.683185
Finished fold with 329 / 373 feature ranks, score=0.683184
Finished fold with 330 / 373 feature ranks, score=0.683184
Finished fold with 331 / 373 feature ranks, score=0.683184
Finished fold with 332 / 373 feature ranks, score=0.683184
Finished fold with 333 / 373 feature ranks, score=0.683183
Finished fold with 334 / 373 feature ranks, score=0.683184
Finished fold with 335 / 373 feature ranks, score=0.683184
Finished fold with 336 / 373 feature ranks, score=0.683185
Finished fold with 337 / 373 feature ranks, score=0.683184
Finished fold with 338 / 373 feature ranks, score=0.683184
Finished fold with 339 / 373 feature ranks, score=0.683185
Finished fold with 340 / 373 feature ranks, score=0.683184
Finished fold with 341 / 373 feature ranks, score=0.683184
Finished fold with 342 / 373 feature ranks, score=0.683185
Finished fold with 343 / 373 feature ranks, score=0.683185
Finished fold with 344 / 373 feature ranks, score=0.683185
Finished fold with 345 / 373 feature ranks, score=0.683183
Finished fold with 346 / 373 feature ranks, score=0.683185
Finished fold with 347 / 373 feature ranks, score=0.683183
Finished fold with 348 / 373 feature ranks, score=0.683184
Finished fold with 349 / 373 feature ranks, score=0.683184
Finished fold with 350 / 373 feature ranks, score=0.683184
Finished fold with 351 / 373 feature ranks, score=0.683184
Finished fold with 352 / 373 feature ranks, score=0.683184
Finished fold with 353 / 373 feature ranks, score=0.683184
Finished fold with 354 / 373 feature ranks, score=0.683184
Finished fold with 355 / 373 feature ranks, score=0.683184
Finished fold with 356 / 373 feature ranks, score=0.683184
Finished fold with 357 / 373 feature ranks, score=0.683184
Finished fold with 358 / 373 feature ranks, score=0.683184
Finished fold with 359 / 373 feature ranks, score=0.683184
Finished fold with 360 / 373 feature ranks, score=0.683184
Finished fold with 361 / 373 feature ranks, score=0.683184
Finished fold with 362 / 373 feature ranks, score=0.683184
Finished fold with 363 / 373 feature ranks, score=0.683184
Finished fold with 364 / 373 feature ranks, score=0.683184
Finished fold with 365 / 373 feature ranks, score=0.683184
Finished fold with 366 / 373 feature ranks, score=0.683184
Finished fold with 367 / 373 feature ranks, score=0.683184
Finished fold with 368 / 373 feature ranks, score=0.683184
Finished fold with 369 / 373 feature ranks, score=0.683184
Finished fold with 370 / 373 feature ranks, score=0.683184
Finished fold with 371 / 373 feature ranks, score=0.683184
Finished fold with 372 / 373 feature ranks, score=0.683184

















In [11]:



    


projects.shape
end = datetime.now()



    











In [12]:



    


train, crossval, outcomeTrain, outcomeCrossVal = projects[train_idx], projects[test_idx], outcomes[train_idx], outcomes[test_idx]



    











In [13]:



    


model = LogisticRegression(C = .1)
model.fit(train, outcomeTrain=='t')
preds1 = model.predict_proba(crossval)[:,1]

model = SGDClassifier(alpha = 0.001, loss = 'modified_huber', penalty = 'l2', n_iter = 1000, n_jobs = -1)
model.fit(train, outcomeTrain=='t')
preds2 = model.predict_proba(crossval)[:,1]



    











In [14]:



    


preds = 0.6*preds1 + 0.2*preds2 + 0.2*preds3



    











In [15]:



    


value = roc_auc_score(outcomeCrossVal=='t', preds)
value



    


















    
Out[15]:








0.60804344465308147

















In [16]:



    


print (end - start)



    


















    






6:41:05.035909

















In [17]:



    


rfecv.n_features_



    


















    
Out[17]:








233

















In [43]:



    


import pylab as pl
pl.figure()
pl.xlabel("Number of features selected(x300)")
pl.ylabel("Cross validation score (area under ROC curve score)")
pl.plot(range(1, len(rfecv.grid_scores_[0:235]) + 1), rfecv.grid_scores_[0:235])
pl.show()



    











In [44]:



    


import pickle



    











In [45]:



    


pickle.dump(rfecv, open('feature_selection.p','wb'))



    











In [ ]:

Content source: RMRanasinghe/KDDCup-2014

Similar notebooks:

notebook.community | gallery | about