av_student_datafest_using_libs


imports


In [1]:
%load_ext autoreload
%autoreload 2
%matplotlib inline

In [2]:
from fastai.imports import *
from fastai.structured import *

import time
from gplearn.genetic import SymbolicTransformer
from pandas_summary import DataFrameSummary
from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier
from IPython.display import display
import xgboost as xgb
import lightgbm as lgb
from catboost import CatBoostClassifier
import gc, mlcrate
from scipy.cluster import hierarchy as hc
from sklearn import metrics
from sklearn.model_selection import train_test_split
from sklearn.metrics import mean_squared_error
from sklearn.metrics import  roc_auc_score, log_loss
from sklearn.model_selection import StratifiedKFold
def ignore_warn(*args, **kwargs):
    pass
warnings.warn = ignore_warn
import category_encoders as cat_ed
#will ignore all warning from sklearn, seaborn etc..

pd.option_context("display.max_rows", 1000);
pd.option_context("display.max_columns", 1000);

In [3]:
PATH = os.getcwd();
PATH


Out[3]:
'D:\\Github\\fastai\\courses\\ml1'

In [4]:
df_raw  = pd.read_csv(f'{PATH}\\AV_Stud\\01_05_18_category_encoder_df_train.csv', low_memory= False)
df_test = pd.read_csv(f'{PATH}\\AV_Stud\\01_05_18_category_encoder_df_test.csv', low_memory=False)

In [5]:
target = df_raw.is_pass.values
df_raw.drop('is_pass',axis=1, inplace=True)

In [17]:
def Intersection(lst1, lst2):
    return list(set(lst1).intersection(lst2))

In [37]:
len(Intersection(df_raw['trainee_id'].values, df_test['trainee_id'].values)),\
len(Intersection(df_raw['test_id'].values, df_test['test_id'].values))


Out[37]:
(13857, 188)

In [22]:
len(np.unique(df_raw.trainee_id.values)), len(np.unique(df_test.trainee_id.values))


Out[22]:
(18500, 14779)

In [26]:
df_raw['target'] = target
preds = df_test.trainee_id.map(df_raw.groupby('trainee_id')['target'].mean())
preds.fillna(method='ffill', inplace=True)
df_raw.drop('target', axis=1, inplace=True)

In [33]:
df_raw.head(2)


Out[33]:
col_0 col_1 col_2 col_3 col_4 col_5 col_6 col_7 col_8 col_9 program_duration test_id trainee_id city_tier age total_programs_enrolled is_age_39 is_age_39_45 is_age_45
0 1 3 3 1 1 0 2 1 2 2 136 150 9389 3 24.0 5 1.0 0.0 0.0
1 2 1 3 1 2 1 2 2 1 1 131 44 16523 4 26.0 2 1.0 0.0 0.0

In [38]:
df_raw['avg_prog_dur'] = df_raw['program_duration']/df_raw['total_programs_enrolled']
df_test['avg_prog_dur'] = df_test['program_duration']/df_test['total_programs_enrolled']

new lib using category_encoder


In [14]:
df_raw['age'].plot(kind='kde')
plt.vlines(37,0,0.01)


Out[14]:
<matplotlib.collections.LineCollection at 0x2bf8fd665c0>

In [6]:
df_raw.head(1)


Out[6]:
col_0 col_1 col_2 col_3 col_4 col_5 col_6 col_7 col_8 col_9 program_duration test_id trainee_id city_tier age total_programs_enrolled is_age_39 is_age_39_45 is_age_45
0 1 3 3 1 1 0 2 1 2 2 136 150 9389 3 24.0 5 1.0 0.0 0.0

In [7]:
df_raw.drop(['id'], axis =1, inplace=True)
df_test.drop(['id'], axis =1, inplace=True)

In [8]:
df_raw['program_type__program_duration'] = df_raw.program_type.str.cat(df_raw.program_duration.astype(str),sep='_')
df_raw['test_id__program_duration'] = df_raw.test_id.astype(str).str.cat(df_raw.program_duration.astype(str),sep='_')
df_raw['test_id__test_type'] = df_raw.test_id.astype(str).str.cat(df_raw.test_type.astype(str),sep='_')
df_raw['test_type__difficulty_level'] = df_raw.test_type.str.cat(df_raw.difficulty_level.astype(str),sep='_')
df_raw['education__gender'] = df_raw.education.str.cat(df_raw.gender.astype(str),sep='_')
df_raw['education__city_tier'] = df_raw.education.str.cat(df_raw.city_tier.astype(str),sep='_')
df_raw['gender__city_tier'] = df_raw.gender.str.cat(df_raw.city_tier.astype(str),sep='_')
df_raw['trainee_engagement_rating']  = df_raw['trainee_engagement_rating'].astype(object)
########################### kind of binning age at trivial level #####################################

df_raw['is_age_39'] = np.zeros(df_raw.shape[0])
my_query = df_raw.query('age<=39.').index
df_raw.iloc[my_query, -1] = 1
df_raw['is_age_39_45'] = np.zeros(df_raw.shape[0])
my_query = df_raw.query('age>=39. & age<=45.').index
df_raw.iloc[my_query, -1] = 1
df_raw['is_age_45'] = np.zeros(df_raw.shape[0])
my_query = df_raw.query('age>=45.').index
df_raw.iloc[my_query, -1] = 1

#######################################################################################################
###################young age (13–30), middle age (31–50) and senior age (51–70)########################
#######################################################################################################

df_raw['age_group'] = np.zeros(df_raw.shape[0])
my_query = df_raw.query('age>=13. & age<=30.').index
df_raw.iloc[my_query, -1] = 'young'
my_query = df_raw.query('age>=31. & age<=50.').index
df_raw.iloc[my_query, -1] = 'middle_aged'
my_query = df_raw.query('age>=51. & age<=70.').index
df_raw.iloc[my_query, -1] = 'senior_aged'
###################################################################################################################
###################################################################################################################
###################################################################################################################

df_test['program_type__program_duration'] = df_test.program_type.str.cat(df_test.program_duration.astype(str),sep='_')
df_test['test_id__program_duration'] = df_test.test_id.astype(str).str.cat(df_test.program_duration.astype(str),sep='_')
df_test['test_id__test_type'] = df_test.test_id.astype(str).str.cat(df_test.test_type.astype(str),sep='_')
df_test['test_type__difficulty_level'] = df_test.test_type.str.cat(df_test.difficulty_level.astype(str),sep='_')
df_test['education__gender'] = df_test.education.str.cat(df_test.gender.astype(str),sep='_')
df_test['education__city_tier'] = df_test.education.str.cat(df_test.city_tier.astype(str),sep='_')
df_test['gender__city_tier'] = df_test.gender.str.cat(df_test.city_tier.astype(str),sep='_')
df_test['trainee_engagement_rating']  = df_test['trainee_engagement_rating'].astype(object)
########################### kind of binning age at trivial level #####################################

df_test['is_age_39'] = np.zeros(df_test.shape[0])
my_query = df_test.query('age<=39.').index
df_test.iloc[my_query, -1] = 1
df_test['is_age_39_45'] = np.zeros(df_test.shape[0])
my_query = df_test.query('age>=39. & age<=45.').index
df_test.iloc[my_query, -1] = 1
df_test['is_age_45'] = np.zeros(df_test.shape[0])
my_query = df_test.query('age>=45.').index
df_test.iloc[my_query, -1] = 1

#######################################################################################################
###################young age (13–30), middle age (31–50) and senior age (51–70)########################
#######################################################################################################

df_test['age_group'] = np.zeros(df_test.shape[0])
my_query = df_test.query('age>=13. & age<=30.').index
df_test.iloc[my_query, -1] = 'young'
my_query = df_test.query('age>=31. & age<=50.').index
df_test.iloc[my_query, -1] = 'middle_aged'
my_query = df_test.query('age>=51. & age<=70.').index
df_test.iloc[my_query, -1] = 'senior_aged';
###############################################################################

In [9]:
features = df_raw.columns
numeric_features = []
categorical_features = []

for dtype, feature in zip(df_raw.dtypes, df_raw.columns):
    if dtype == object:
        #print(column)
        #print(train_data[column].describe())
        categorical_features.append(feature)
    else:
        numeric_features.append(feature)
categorical_features


Out[9]:
['program_id',
 'program_type',
 'test_type',
 'difficulty_level',
 'gender',
 'education',
 'is_handicapped',
 'trainee_engagement_rating',
 'program_type__program_duration',
 'test_id__program_duration',
 'test_id__test_type',
 'test_type__difficulty_level',
 'education__gender',
 'education__city_tier',
 'gender__city_tier',
 'age_group']

In [10]:
enc = cat_ed.hashing.HashingEncoder(2,cols=categorical_features, n_components= 10,drop_invariant=True)

In [11]:
enc.fit(df_raw, target)


Out[11]:
HashingEncoder(cols=['program_id', 'program_type', 'test_type', 'difficulty_level', 'gender', 'education', 'is_handicapped', 'trainee_engagement_rating', 'program_type__program_duration', 'test_id__program_duration', 'test_id__test_type', 'test_type__difficulty_level', 'education__gender', 'education__city_tier', 'gender__city_tier', 'age_group'],
        drop_invariant=True, hash_method='md5', n_components=10,
        return_df=True, verbose=2)

In [12]:
df_raw = enc.transform(df_raw)

In [13]:
df_test = enc.transform(df_test)

In [14]:
df_raw.shape, df_test.shape


Out[14]:
((73147, 19), (31349, 19))

anokas


In [51]:
params = {}
params['booster'] = 'gbtree'
#params['updater'] = 'coord_descent'
params["objective"] = "binary:logistic"
params['eval_metric'] = 'auc'
params["eta"] = 0.05 #0.03
params["subsample"] = .85
params["silent"] = 0
params['verbose'] = 2
params["max_depth"] = 11
params["seed"] = 1
params["max_delta_step"] = 4
params['scale_pos_weight'] =  0.4380049934141978
params["gamma"] = 0.6 #.5 #.1 #.2
params['colsample_bytree'] = 0.9
params['nrounds'] = 2000 #3600 #2000 #4000 #using lower no for demo
params['max_leaves'] = 511

In [52]:
model, p_train, p_test, imps = mlcrate.xgb.train_kfold(params, df_raw, target, df_test, folds = 7, stratify=target, print_imp='final')


[mlcrate] Training 7 stratified XGBoost models on training set (73147, 20) with test set (31349, 20)
[mlcrate] Running fold 0, 62697 train samples, 10450 validation samples
[0]	train-auc:0.744755	valid-auc:0.667156
Multiple eval metrics have been passed: 'valid-auc' will be used for early stopping.

Will train until valid-auc hasn't improved in 50 rounds.
[1]	train-auc:0.771816	valid-auc:0.685183
[2]	train-auc:0.779707	valid-auc:0.691154
[3]	train-auc:0.786306	valid-auc:0.696358
[4]	train-auc:0.791158	valid-auc:0.699105
[5]	train-auc:0.794934	valid-auc:0.700866
[6]	train-auc:0.799055	valid-auc:0.702848
[7]	train-auc:0.802149	valid-auc:0.705401
[8]	train-auc:0.804459	valid-auc:0.706938
[9]	train-auc:0.807047	valid-auc:0.708032
[10]	train-auc:0.809039	valid-auc:0.708208
[11]	train-auc:0.811514	valid-auc:0.708505
[12]	train-auc:0.815521	valid-auc:0.70881
[13]	train-auc:0.816756	valid-auc:0.708916
[14]	train-auc:0.818725	valid-auc:0.709598
[15]	train-auc:0.820795	valid-auc:0.710718
[16]	train-auc:0.822277	valid-auc:0.711629
[17]	train-auc:0.823298	valid-auc:0.712839
[18]	train-auc:0.82541	valid-auc:0.713725
[19]	train-auc:0.827231	valid-auc:0.715089
[20]	train-auc:0.828762	valid-auc:0.715326
[21]	train-auc:0.830035	valid-auc:0.715666
[22]	train-auc:0.831798	valid-auc:0.716276
[23]	train-auc:0.833472	valid-auc:0.71702
[24]	train-auc:0.834728	valid-auc:0.716968
[25]	train-auc:0.83673	valid-auc:0.717642
[26]	train-auc:0.837839	valid-auc:0.718002
[27]	train-auc:0.838988	valid-auc:0.718765
[28]	train-auc:0.840681	valid-auc:0.719608
[29]	train-auc:0.842049	valid-auc:0.719992
[30]	train-auc:0.843414	valid-auc:0.720741
[31]	train-auc:0.844097	valid-auc:0.72089
[32]	train-auc:0.845104	valid-auc:0.720896
[33]	train-auc:0.846553	valid-auc:0.721036
[34]	train-auc:0.847293	valid-auc:0.721255
[35]	train-auc:0.848521	valid-auc:0.72193
[36]	train-auc:0.849559	valid-auc:0.722465
[37]	train-auc:0.850658	valid-auc:0.722735
[38]	train-auc:0.851783	valid-auc:0.722948
[39]	train-auc:0.852791	valid-auc:0.723668
[40]	train-auc:0.854249	valid-auc:0.724153
[41]	train-auc:0.854934	valid-auc:0.724452
[42]	train-auc:0.856498	valid-auc:0.724706
[43]	train-auc:0.857857	valid-auc:0.725135
[44]	train-auc:0.858719	valid-auc:0.725384
[45]	train-auc:0.860005	valid-auc:0.725879
[46]	train-auc:0.861101	valid-auc:0.7263
[47]	train-auc:0.862587	valid-auc:0.72663
[48]	train-auc:0.863615	valid-auc:0.726784
[49]	train-auc:0.864803	valid-auc:0.727255
[50]	train-auc:0.866406	valid-auc:0.727727
[51]	train-auc:0.867333	valid-auc:0.728097
[52]	train-auc:0.868362	valid-auc:0.728474
[53]	train-auc:0.86925	valid-auc:0.728613
[54]	train-auc:0.869679	valid-auc:0.728729
[55]	train-auc:0.870234	valid-auc:0.728661
[56]	train-auc:0.871237	valid-auc:0.729003
[57]	train-auc:0.872443	valid-auc:0.729594
[58]	train-auc:0.873094	valid-auc:0.729802
[59]	train-auc:0.87386	valid-auc:0.729621
[60]	train-auc:0.874408	valid-auc:0.729644
[61]	train-auc:0.874896	valid-auc:0.729821
[62]	train-auc:0.875132	valid-auc:0.72997
[63]	train-auc:0.875365	valid-auc:0.730172
[64]	train-auc:0.875906	valid-auc:0.7302
[65]	train-auc:0.876744	valid-auc:0.730502
[66]	train-auc:0.877583	valid-auc:0.730669
[67]	train-auc:0.878822	valid-auc:0.730906
[68]	train-auc:0.879424	valid-auc:0.731134
[69]	train-auc:0.88044	valid-auc:0.731389
[70]	train-auc:0.88058	valid-auc:0.731528
[71]	train-auc:0.8812	valid-auc:0.731692
[72]	train-auc:0.882059	valid-auc:0.73182
[73]	train-auc:0.882936	valid-auc:0.731846
[74]	train-auc:0.883776	valid-auc:0.731951
[75]	train-auc:0.884171	valid-auc:0.732205
[76]	train-auc:0.88445	valid-auc:0.732378
[77]	train-auc:0.885346	valid-auc:0.732319
[78]	train-auc:0.885809	valid-auc:0.732526
[79]	train-auc:0.88591	valid-auc:0.732496
[80]	train-auc:0.886181	valid-auc:0.732418
[81]	train-auc:0.886847	valid-auc:0.732631
[82]	train-auc:0.887509	valid-auc:0.732893
[83]	train-auc:0.887835	valid-auc:0.732993
[84]	train-auc:0.888774	valid-auc:0.733434
[85]	train-auc:0.889627	valid-auc:0.733888
[86]	train-auc:0.88989	valid-auc:0.733929
[87]	train-auc:0.889957	valid-auc:0.73396
[88]	train-auc:0.890411	valid-auc:0.733922
[89]	train-auc:0.891142	valid-auc:0.733985
[90]	train-auc:0.891498	valid-auc:0.733991
[91]	train-auc:0.892423	valid-auc:0.73441
[92]	train-auc:0.893232	valid-auc:0.734504
[93]	train-auc:0.893255	valid-auc:0.734465
[94]	train-auc:0.893838	valid-auc:0.734785
[95]	train-auc:0.894342	valid-auc:0.735031
[96]	train-auc:0.895058	valid-auc:0.735199
[97]	train-auc:0.895373	valid-auc:0.73535
[98]	train-auc:0.896076	valid-auc:0.735503
[99]	train-auc:0.896327	valid-auc:0.735615
[100]	train-auc:0.896901	valid-auc:0.735841
[101]	train-auc:0.897559	valid-auc:0.736233
[102]	train-auc:0.89812	valid-auc:0.736561
[103]	train-auc:0.898192	valid-auc:0.736606
[104]	train-auc:0.898981	valid-auc:0.736808
[105]	train-auc:0.899346	valid-auc:0.736918
[106]	train-auc:0.899806	valid-auc:0.73686
[107]	train-auc:0.90039	valid-auc:0.73691
[108]	train-auc:0.900821	valid-auc:0.737058
[109]	train-auc:0.900992	valid-auc:0.737121
[110]	train-auc:0.901807	valid-auc:0.737261
[111]	train-auc:0.902048	valid-auc:0.737225
[112]	train-auc:0.902219	valid-auc:0.737295
[113]	train-auc:0.90307	valid-auc:0.737538
[114]	train-auc:0.903693	valid-auc:0.73745
[115]	train-auc:0.904056	valid-auc:0.737653
[116]	train-auc:0.904803	valid-auc:0.73792
[117]	train-auc:0.905414	valid-auc:0.737993
[118]	train-auc:0.905864	valid-auc:0.738206
[119]	train-auc:0.907027	valid-auc:0.738618
[120]	train-auc:0.90755	valid-auc:0.738698
[121]	train-auc:0.908001	valid-auc:0.738774
[122]	train-auc:0.908598	valid-auc:0.739032
[123]	train-auc:0.909095	valid-auc:0.739175
[124]	train-auc:0.910014	valid-auc:0.739376
[125]	train-auc:0.910877	valid-auc:0.739439
[126]	train-auc:0.910906	valid-auc:0.739462
[127]	train-auc:0.911249	valid-auc:0.739547
[128]	train-auc:0.911324	valid-auc:0.739591
[129]	train-auc:0.911559	valid-auc:0.739612
[130]	train-auc:0.9117	valid-auc:0.739679
[131]	train-auc:0.912137	valid-auc:0.739789
[132]	train-auc:0.913025	valid-auc:0.740051
[133]	train-auc:0.913253	valid-auc:0.739986
[134]	train-auc:0.913526	valid-auc:0.740082
[135]	train-auc:0.913829	valid-auc:0.740157
[136]	train-auc:0.914268	valid-auc:0.740243
[137]	train-auc:0.914995	valid-auc:0.740705
[138]	train-auc:0.915577	valid-auc:0.74087
[139]	train-auc:0.915898	valid-auc:0.741024
[140]	train-auc:0.916279	valid-auc:0.740845
[141]	train-auc:0.916314	valid-auc:0.74084
[142]	train-auc:0.916645	valid-auc:0.74102
[143]	train-auc:0.916709	valid-auc:0.741054
[144]	train-auc:0.917171	valid-auc:0.741066
[145]	train-auc:0.917325	valid-auc:0.741018
[146]	train-auc:0.918072	valid-auc:0.74124
[147]	train-auc:0.918537	valid-auc:0.74124
[148]	train-auc:0.918913	valid-auc:0.741514
[149]	train-auc:0.919569	valid-auc:0.741607
[150]	train-auc:0.919895	valid-auc:0.741599
[151]	train-auc:0.920372	valid-auc:0.741776
[152]	train-auc:0.920869	valid-auc:0.741917
[153]	train-auc:0.92133	valid-auc:0.741987
[154]	train-auc:0.921811	valid-auc:0.742064
[155]	train-auc:0.922464	valid-auc:0.742248
[156]	train-auc:0.922854	valid-auc:0.742402
[157]	train-auc:0.922968	valid-auc:0.742535
[158]	train-auc:0.92344	valid-auc:0.742819
[159]	train-auc:0.923801	valid-auc:0.742982
[160]	train-auc:0.924011	valid-auc:0.742872
[161]	train-auc:0.924342	valid-auc:0.742862
[162]	train-auc:0.924703	valid-auc:0.74295
[163]	train-auc:0.925274	valid-auc:0.743174
[164]	train-auc:0.926049	valid-auc:0.743537
[165]	train-auc:0.926269	valid-auc:0.743608
[166]	train-auc:0.926631	valid-auc:0.743484
[167]	train-auc:0.926927	valid-auc:0.743539
[168]	train-auc:0.92742	valid-auc:0.743665
[169]	train-auc:0.927875	valid-auc:0.743817
[170]	train-auc:0.928034	valid-auc:0.743757
[171]	train-auc:0.928255	valid-auc:0.743943
[172]	train-auc:0.928691	valid-auc:0.743968
[173]	train-auc:0.92913	valid-auc:0.743932
[174]	train-auc:0.929298	valid-auc:0.743968
[175]	train-auc:0.929598	valid-auc:0.744252
[176]	train-auc:0.929986	valid-auc:0.744472
[177]	train-auc:0.930104	valid-auc:0.744553
[178]	train-auc:0.930621	valid-auc:0.744784
[179]	train-auc:0.930971	valid-auc:0.745079
[180]	train-auc:0.931312	valid-auc:0.74505
[181]	train-auc:0.931555	valid-auc:0.745201
[182]	train-auc:0.931784	valid-auc:0.745304
[183]	train-auc:0.932156	valid-auc:0.745476
[184]	train-auc:0.932268	valid-auc:0.745511
[185]	train-auc:0.932375	valid-auc:0.745471
[186]	train-auc:0.932972	valid-auc:0.745752
[187]	train-auc:0.933159	valid-auc:0.745758
[188]	train-auc:0.933335	valid-auc:0.745817
[189]	train-auc:0.933463	valid-auc:0.745853
[190]	train-auc:0.933764	valid-auc:0.745996
[191]	train-auc:0.934185	valid-auc:0.746038
[192]	train-auc:0.934217	valid-auc:0.746063
[193]	train-auc:0.934431	valid-auc:0.745941
[194]	train-auc:0.934689	valid-auc:0.745916
[195]	train-auc:0.935155	valid-auc:0.746251
[196]	train-auc:0.935436	valid-auc:0.746482
[197]	train-auc:0.935731	valid-auc:0.746495
[198]	train-auc:0.935792	valid-auc:0.746484
[199]	train-auc:0.936268	valid-auc:0.746503
[200]	train-auc:0.936358	valid-auc:0.746513
[201]	train-auc:0.936573	valid-auc:0.746431
[202]	train-auc:0.936767	valid-auc:0.746549
[203]	train-auc:0.937032	valid-auc:0.746652
[204]	train-auc:0.937258	valid-auc:0.746812
[205]	train-auc:0.937357	valid-auc:0.746872
[206]	train-auc:0.937501	valid-auc:0.747043
[207]	train-auc:0.93757	valid-auc:0.747134
[208]	train-auc:0.937782	valid-auc:0.74725
[209]	train-auc:0.938052	valid-auc:0.747341
[210]	train-auc:0.938191	valid-auc:0.747278
[211]	train-auc:0.938404	valid-auc:0.74746
[212]	train-auc:0.939011	valid-auc:0.747811
[213]	train-auc:0.939021	valid-auc:0.747816
[214]	train-auc:0.939257	valid-auc:0.747946
[215]	train-auc:0.939445	valid-auc:0.74804
[216]	train-auc:0.939679	valid-auc:0.748214
[217]	train-auc:0.94009	valid-auc:0.748221
[218]	train-auc:0.94026	valid-auc:0.748319
[219]	train-auc:0.940404	valid-auc:0.748336
[220]	train-auc:0.940572	valid-auc:0.748375
[221]	train-auc:0.94079	valid-auc:0.74843
[222]	train-auc:0.940902	valid-auc:0.748536
[223]	train-auc:0.94102	valid-auc:0.748558
[224]	train-auc:0.941146	valid-auc:0.748532
[225]	train-auc:0.941428	valid-auc:0.748778
[226]	train-auc:0.941477	valid-auc:0.748741
[227]	train-auc:0.941533	valid-auc:0.748729
[228]	train-auc:0.941657	valid-auc:0.748677
[229]	train-auc:0.941948	valid-auc:0.748604
[230]	train-auc:0.942376	valid-auc:0.74879
[231]	train-auc:0.942441	valid-auc:0.748828
[232]	train-auc:0.942508	valid-auc:0.748824
[233]	train-auc:0.942823	valid-auc:0.74896
[234]	train-auc:0.943014	valid-auc:0.748875
[235]	train-auc:0.943191	valid-auc:0.748906
[236]	train-auc:0.943609	valid-auc:0.749187
[237]	train-auc:0.943901	valid-auc:0.749281
[238]	train-auc:0.944193	valid-auc:0.749252
[239]	train-auc:0.944635	valid-auc:0.749392
[240]	train-auc:0.944839	valid-auc:0.749451
[241]	train-auc:0.94509	valid-auc:0.749638
[242]	train-auc:0.945308	valid-auc:0.749822
[243]	train-auc:0.945822	valid-auc:0.750188
[244]	train-auc:0.946066	valid-auc:0.750209
[245]	train-auc:0.946258	valid-auc:0.750285
[246]	train-auc:0.946626	valid-auc:0.750331
[247]	train-auc:0.946749	valid-auc:0.750382
[248]	train-auc:0.947002	valid-auc:0.750387
[249]	train-auc:0.947206	valid-auc:0.750445
[250]	train-auc:0.94759	valid-auc:0.750488
[251]	train-auc:0.947747	valid-auc:0.750567
[252]	train-auc:0.947893	valid-auc:0.750723
[253]	train-auc:0.948138	valid-auc:0.750853
[254]	train-auc:0.94831	valid-auc:0.751007
[255]	train-auc:0.948459	valid-auc:0.751063
[256]	train-auc:0.948719	valid-auc:0.750986
[257]	train-auc:0.94904	valid-auc:0.751051
[258]	train-auc:0.949395	valid-auc:0.751154
[259]	train-auc:0.949752	valid-auc:0.751257
[260]	train-auc:0.949855	valid-auc:0.751288
[261]	train-auc:0.950265	valid-auc:0.751527
[262]	train-auc:0.950401	valid-auc:0.751589
[263]	train-auc:0.950532	valid-auc:0.751555
[264]	train-auc:0.950712	valid-auc:0.751658
[265]	train-auc:0.950946	valid-auc:0.75162
[266]	train-auc:0.951102	valid-auc:0.751648
[267]	train-auc:0.951205	valid-auc:0.75174
[268]	train-auc:0.95132	valid-auc:0.751654
[269]	train-auc:0.95139	valid-auc:0.751706
[270]	train-auc:0.951702	valid-auc:0.751784
[271]	train-auc:0.951789	valid-auc:0.751913
[272]	train-auc:0.952	valid-auc:0.751939
[273]	train-auc:0.952375	valid-auc:0.752113
[274]	train-auc:0.952431	valid-auc:0.752135
[275]	train-auc:0.952629	valid-auc:0.752167
[276]	train-auc:0.952865	valid-auc:0.752233
[277]	train-auc:0.95299	valid-auc:0.752239
[278]	train-auc:0.953185	valid-auc:0.752363
[279]	train-auc:0.953507	valid-auc:0.75251
[280]	train-auc:0.953742	valid-auc:0.752626
[281]	train-auc:0.953946	valid-auc:0.752689
[282]	train-auc:0.954161	valid-auc:0.752671
[283]	train-auc:0.954173	valid-auc:0.752678
[284]	train-auc:0.95425	valid-auc:0.752665
[285]	train-auc:0.9544	valid-auc:0.752691
[286]	train-auc:0.95459	valid-auc:0.75286
[287]	train-auc:0.95469	valid-auc:0.752986
[288]	train-auc:0.955104	valid-auc:0.753103
[289]	train-auc:0.955248	valid-auc:0.753125
[290]	train-auc:0.955394	valid-auc:0.753126
[291]	train-auc:0.955625	valid-auc:0.753175
[292]	train-auc:0.955861	valid-auc:0.753251
[293]	train-auc:0.955903	valid-auc:0.753229
[294]	train-auc:0.956059	valid-auc:0.753326
[295]	train-auc:0.95631	valid-auc:0.753447
[296]	train-auc:0.956485	valid-auc:0.753583
[297]	train-auc:0.956747	valid-auc:0.75379
[298]	train-auc:0.957001	valid-auc:0.75382
[299]	train-auc:0.957277	valid-auc:0.753954
[300]	train-auc:0.957438	valid-auc:0.753908
[301]	train-auc:0.957569	valid-auc:0.75387
[302]	train-auc:0.957852	valid-auc:0.753942
[303]	train-auc:0.957928	valid-auc:0.753927
[304]	train-auc:0.958017	valid-auc:0.753933
[305]	train-auc:0.958142	valid-auc:0.754029
[306]	train-auc:0.958229	valid-auc:0.753889
[307]	train-auc:0.958253	valid-auc:0.753895
[308]	train-auc:0.958431	valid-auc:0.75391
[309]	train-auc:0.958543	valid-auc:0.753972
[310]	train-auc:0.958879	valid-auc:0.754025
[311]	train-auc:0.95904	valid-auc:0.754123
[312]	train-auc:0.959069	valid-auc:0.754183
[313]	train-auc:0.959242	valid-auc:0.754157
[314]	train-auc:0.959298	valid-auc:0.754153
[315]	train-auc:0.959443	valid-auc:0.754069
[316]	train-auc:0.95955	valid-auc:0.754072
[317]	train-auc:0.959784	valid-auc:0.753979
[318]	train-auc:0.959843	valid-auc:0.753908
[319]	train-auc:0.959957	valid-auc:0.753927
[320]	train-auc:0.960115	valid-auc:0.753892
[321]	train-auc:0.960243	valid-auc:0.753999
[322]	train-auc:0.960343	valid-auc:0.754052
[323]	train-auc:0.960473	valid-auc:0.754156
[324]	train-auc:0.960695	valid-auc:0.754235
[325]	train-auc:0.960905	valid-auc:0.754366
[326]	train-auc:0.96112	valid-auc:0.754321
[327]	train-auc:0.961201	valid-auc:0.754364
[328]	train-auc:0.961374	valid-auc:0.754486
[329]	train-auc:0.961549	valid-auc:0.754549
[330]	train-auc:0.961661	valid-auc:0.754522
[331]	train-auc:0.961934	valid-auc:0.754559
[332]	train-auc:0.962076	valid-auc:0.754756
[333]	train-auc:0.962189	valid-auc:0.754761
[334]	train-auc:0.9623	valid-auc:0.75486
[335]	train-auc:0.962542	valid-auc:0.75489
[336]	train-auc:0.96263	valid-auc:0.754905
[337]	train-auc:0.962725	valid-auc:0.754816
[338]	train-auc:0.962805	valid-auc:0.754904
[339]	train-auc:0.962919	valid-auc:0.754857
[340]	train-auc:0.96307	valid-auc:0.75497
[341]	train-auc:0.96326	valid-auc:0.75502
[342]	train-auc:0.96353	valid-auc:0.755065
[343]	train-auc:0.963568	valid-auc:0.755122
[344]	train-auc:0.963673	valid-auc:0.755201
[345]	train-auc:0.96391	valid-auc:0.755418
[346]	train-auc:0.964023	valid-auc:0.755455
[347]	train-auc:0.964179	valid-auc:0.755561
[348]	train-auc:0.964243	valid-auc:0.755548
[349]	train-auc:0.964529	valid-auc:0.75569
[350]	train-auc:0.96469	valid-auc:0.755807
[351]	train-auc:0.964849	valid-auc:0.755881
[352]	train-auc:0.965047	valid-auc:0.75595
[353]	train-auc:0.965321	valid-auc:0.756019
[354]	train-auc:0.965476	valid-auc:0.756081
[355]	train-auc:0.965562	valid-auc:0.756008
[356]	train-auc:0.965738	valid-auc:0.756137
[357]	train-auc:0.965863	valid-auc:0.756224
[358]	train-auc:0.966016	valid-auc:0.756268
[359]	train-auc:0.966191	valid-auc:0.756335
[360]	train-auc:0.966392	valid-auc:0.756499
[361]	train-auc:0.966436	valid-auc:0.756529
[362]	train-auc:0.966546	valid-auc:0.756593
[363]	train-auc:0.966811	valid-auc:0.756779
[364]	train-auc:0.966923	valid-auc:0.756769
[365]	train-auc:0.966995	valid-auc:0.7568
[366]	train-auc:0.967009	valid-auc:0.756775
[367]	train-auc:0.967065	valid-auc:0.756781
[368]	train-auc:0.967126	valid-auc:0.756817
[369]	train-auc:0.96724	valid-auc:0.756859
[370]	train-auc:0.967364	valid-auc:0.756833
[371]	train-auc:0.967485	valid-auc:0.756802
[372]	train-auc:0.967565	valid-auc:0.756836
[373]	train-auc:0.967689	valid-auc:0.756848
[374]	train-auc:0.967723	valid-auc:0.756855
[375]	train-auc:0.967867	valid-auc:0.756888
[376]	train-auc:0.967975	valid-auc:0.756863
[377]	train-auc:0.968051	valid-auc:0.756877
[378]	train-auc:0.968102	valid-auc:0.756919
[379]	train-auc:0.968175	valid-auc:0.7569
[380]	train-auc:0.96824	valid-auc:0.756936
[381]	train-auc:0.968461	valid-auc:0.756967
[382]	train-auc:0.968623	valid-auc:0.757057
[383]	train-auc:0.96887	valid-auc:0.757144
[384]	train-auc:0.968948	valid-auc:0.757286
[385]	train-auc:0.969112	valid-auc:0.757238
[386]	train-auc:0.96914	valid-auc:0.757325
[387]	train-auc:0.969261	valid-auc:0.757452
[388]	train-auc:0.969317	valid-auc:0.757481
[389]	train-auc:0.969384	valid-auc:0.757451
[390]	train-auc:0.969433	valid-auc:0.757443
[391]	train-auc:0.969512	valid-auc:0.757515
[392]	train-auc:0.969658	valid-auc:0.757518
[393]	train-auc:0.969762	valid-auc:0.757511
[394]	train-auc:0.969985	valid-auc:0.75758
[395]	train-auc:0.970051	valid-auc:0.757612
[396]	train-auc:0.970112	valid-auc:0.757625
[397]	train-auc:0.970193	valid-auc:0.757654
[398]	train-auc:0.970298	valid-auc:0.75764
[399]	train-auc:0.970441	valid-auc:0.757715
[400]	train-auc:0.970519	valid-auc:0.757728
[401]	train-auc:0.970646	valid-auc:0.757806
[402]	train-auc:0.970821	valid-auc:0.757788
[403]	train-auc:0.97091	valid-auc:0.757914
[404]	train-auc:0.97107	valid-auc:0.757922
[405]	train-auc:0.971259	valid-auc:0.757809
[406]	train-auc:0.971341	valid-auc:0.757821
[407]	train-auc:0.971458	valid-auc:0.757956
[408]	train-auc:0.971641	valid-auc:0.75807
[409]	train-auc:0.971777	valid-auc:0.758144
[410]	train-auc:0.971842	valid-auc:0.758241
[411]	train-auc:0.971889	valid-auc:0.758249
[412]	train-auc:0.972001	valid-auc:0.758244
[413]	train-auc:0.972096	valid-auc:0.758232
[414]	train-auc:0.972163	valid-auc:0.758258
[415]	train-auc:0.972249	valid-auc:0.758362
[416]	train-auc:0.972334	valid-auc:0.758343
[417]	train-auc:0.972402	valid-auc:0.758308
[418]	train-auc:0.972468	valid-auc:0.758315
[419]	train-auc:0.97251	valid-auc:0.75832
[420]	train-auc:0.972621	valid-auc:0.758296
[421]	train-auc:0.972683	valid-auc:0.758352
[422]	train-auc:0.972787	valid-auc:0.7583
[423]	train-auc:0.972908	valid-auc:0.75839
[424]	train-auc:0.973029	valid-auc:0.758481
[425]	train-auc:0.973103	valid-auc:0.758588
[426]	train-auc:0.973136	valid-auc:0.758653
[427]	train-auc:0.973246	valid-auc:0.758678
[428]	train-auc:0.973327	valid-auc:0.758608
[429]	train-auc:0.973374	valid-auc:0.75864
[430]	train-auc:0.97343	valid-auc:0.758642
[431]	train-auc:0.973484	valid-auc:0.758678
[432]	train-auc:0.973526	valid-auc:0.758752
[433]	train-auc:0.973648	valid-auc:0.758809
[434]	train-auc:0.973767	valid-auc:0.7589
[435]	train-auc:0.973841	valid-auc:0.758903
[436]	train-auc:0.973866	valid-auc:0.758874
[437]	train-auc:0.974012	valid-auc:0.759097
[438]	train-auc:0.974055	valid-auc:0.759138
[439]	train-auc:0.974135	valid-auc:0.759133
[440]	train-auc:0.974218	valid-auc:0.759111
[441]	train-auc:0.974311	valid-auc:0.759148
[442]	train-auc:0.9744	valid-auc:0.759227
[443]	train-auc:0.974481	valid-auc:0.759206
[444]	train-auc:0.974541	valid-auc:0.75927
[445]	train-auc:0.974681	valid-auc:0.759281
[446]	train-auc:0.974821	valid-auc:0.759358
[447]	train-auc:0.975026	valid-auc:0.759576
[448]	train-auc:0.975111	valid-auc:0.759654
[449]	train-auc:0.975298	valid-auc:0.759627
[450]	train-auc:0.975433	valid-auc:0.759709
[451]	train-auc:0.975501	valid-auc:0.759809
[452]	train-auc:0.975662	valid-auc:0.759874
[453]	train-auc:0.975737	valid-auc:0.759839
[454]	train-auc:0.975864	valid-auc:0.759851
[455]	train-auc:0.97592	valid-auc:0.759863
[456]	train-auc:0.976011	valid-auc:0.759921
[457]	train-auc:0.976037	valid-auc:0.759909
[458]	train-auc:0.976104	valid-auc:0.759973
[459]	train-auc:0.976149	valid-auc:0.759935
[460]	train-auc:0.976216	valid-auc:0.759963
[461]	train-auc:0.976231	valid-auc:0.759946
[462]	train-auc:0.976318	valid-auc:0.759977
[463]	train-auc:0.976415	valid-auc:0.760081
[464]	train-auc:0.976419	valid-auc:0.760097
[465]	train-auc:0.976473	valid-auc:0.760057
[466]	train-auc:0.976587	valid-auc:0.760107
[467]	train-auc:0.976613	valid-auc:0.760125
[468]	train-auc:0.976663	valid-auc:0.760169
[469]	train-auc:0.97668	valid-auc:0.760166
[470]	train-auc:0.976739	valid-auc:0.760166
[471]	train-auc:0.976857	valid-auc:0.760219
[472]	train-auc:0.976929	valid-auc:0.760169
[473]	train-auc:0.976984	valid-auc:0.760137
[474]	train-auc:0.977005	valid-auc:0.760187
[475]	train-auc:0.977109	valid-auc:0.760261
[476]	train-auc:0.97726	valid-auc:0.760226
[477]	train-auc:0.977303	valid-auc:0.760272
[478]	train-auc:0.977439	valid-auc:0.760326
[479]	train-auc:0.977634	valid-auc:0.760462
[480]	train-auc:0.977705	valid-auc:0.760504
[481]	train-auc:0.977784	valid-auc:0.760489
[482]	train-auc:0.977843	valid-auc:0.760494
[483]	train-auc:0.977877	valid-auc:0.760521
[484]	train-auc:0.97792	valid-auc:0.760597
[485]	train-auc:0.978001	valid-auc:0.760683
[486]	train-auc:0.978054	valid-auc:0.760754
[487]	train-auc:0.978078	valid-auc:0.760701
[488]	train-auc:0.97814	valid-auc:0.760823
[489]	train-auc:0.978141	valid-auc:0.760822
[490]	train-auc:0.97816	valid-auc:0.760835
[491]	train-auc:0.978208	valid-auc:0.760872
[492]	train-auc:0.978232	valid-auc:0.760857
[493]	train-auc:0.978252	valid-auc:0.760843
[494]	train-auc:0.97835	valid-auc:0.760863
[495]	train-auc:0.978391	valid-auc:0.760881
[496]	train-auc:0.978442	valid-auc:0.760844
[497]	train-auc:0.978469	valid-auc:0.760808
[498]	train-auc:0.978537	valid-auc:0.760768
[499]	train-auc:0.978595	valid-auc:0.760816
[500]	train-auc:0.978684	valid-auc:0.760774
[501]	train-auc:0.97883	valid-auc:0.760868
[502]	train-auc:0.978929	valid-auc:0.760863
[503]	train-auc:0.97901	valid-auc:0.760967
[504]	train-auc:0.979084	valid-auc:0.760944
[505]	train-auc:0.979202	valid-auc:0.76106
[506]	train-auc:0.979286	valid-auc:0.76105
[507]	train-auc:0.97938	valid-auc:0.7611
[508]	train-auc:0.979438	valid-auc:0.76116
[509]	train-auc:0.97949	valid-auc:0.76123
[510]	train-auc:0.97954	valid-auc:0.761325
[511]	train-auc:0.979572	valid-auc:0.761319
[512]	train-auc:0.979643	valid-auc:0.76134
[513]	train-auc:0.979738	valid-auc:0.761352
[514]	train-auc:0.979801	valid-auc:0.761453
[515]	train-auc:0.979858	valid-auc:0.761505
[516]	train-auc:0.979977	valid-auc:0.761571
[517]	train-auc:0.980025	valid-auc:0.761585
[518]	train-auc:0.98014	valid-auc:0.761612
[519]	train-auc:0.980223	valid-auc:0.76163
[520]	train-auc:0.980268	valid-auc:0.761698
[521]	train-auc:0.980323	valid-auc:0.761639
[522]	train-auc:0.980378	valid-auc:0.761679
[523]	train-auc:0.980444	valid-auc:0.761723
[524]	train-auc:0.98047	valid-auc:0.761748
[525]	train-auc:0.980551	valid-auc:0.761828
[526]	train-auc:0.980669	valid-auc:0.761889
[527]	train-auc:0.980723	valid-auc:0.761918
[528]	train-auc:0.9808	valid-auc:0.761942
[529]	train-auc:0.980837	valid-auc:0.761957
[530]	train-auc:0.980921	valid-auc:0.761998
[531]	train-auc:0.980932	valid-auc:0.761955
[532]	train-auc:0.981089	valid-auc:0.762011
[533]	train-auc:0.981121	valid-auc:0.762044
[534]	train-auc:0.981173	valid-auc:0.762013
[535]	train-auc:0.981208	valid-auc:0.762062
[536]	train-auc:0.981315	valid-auc:0.762064
[537]	train-auc:0.981398	valid-auc:0.762107
[538]	train-auc:0.981431	valid-auc:0.762195
[539]	train-auc:0.981489	valid-auc:0.762218
[540]	train-auc:0.981549	valid-auc:0.762267
[541]	train-auc:0.981608	valid-auc:0.762256
[542]	train-auc:0.981691	valid-auc:0.76225
[543]	train-auc:0.981754	valid-auc:0.762255
[544]	train-auc:0.981766	valid-auc:0.76229
[545]	train-auc:0.981841	valid-auc:0.762344
[546]	train-auc:0.981867	valid-auc:0.762404
[547]	train-auc:0.981921	valid-auc:0.762458
[548]	train-auc:0.982008	valid-auc:0.762387
[549]	train-auc:0.982093	valid-auc:0.762373
[550]	train-auc:0.98215	valid-auc:0.762402
[551]	train-auc:0.982176	valid-auc:0.762427
[552]	train-auc:0.98218	valid-auc:0.762428
[553]	train-auc:0.982243	valid-auc:0.762527
[554]	train-auc:0.982291	valid-auc:0.762555
[555]	train-auc:0.982365	valid-auc:0.762471
[556]	train-auc:0.982385	valid-auc:0.762462
[557]	train-auc:0.982507	valid-auc:0.762608
[558]	train-auc:0.982567	valid-auc:0.762579
[559]	train-auc:0.982616	valid-auc:0.762558
[560]	train-auc:0.982648	valid-auc:0.762575
[561]	train-auc:0.982709	valid-auc:0.762649
[562]	train-auc:0.982795	valid-auc:0.762662
[563]	train-auc:0.98281	valid-auc:0.762626
[564]	train-auc:0.982868	valid-auc:0.762619
[565]	train-auc:0.98289	valid-auc:0.762622
[566]	train-auc:0.982906	valid-auc:0.762596
[567]	train-auc:0.982978	valid-auc:0.762664
[568]	train-auc:0.983012	valid-auc:0.762546
[569]	train-auc:0.98303	valid-auc:0.762558
[570]	train-auc:0.983044	valid-auc:0.762518
[571]	train-auc:0.983127	valid-auc:0.762539
[572]	train-auc:0.983187	valid-auc:0.762522
[573]	train-auc:0.983272	valid-auc:0.762592
[574]	train-auc:0.98329	valid-auc:0.76264
[575]	train-auc:0.983331	valid-auc:0.76256
[576]	train-auc:0.983354	valid-auc:0.762616
[577]	train-auc:0.983363	valid-auc:0.762608
[578]	train-auc:0.98345	valid-auc:0.762744
[579]	train-auc:0.983465	valid-auc:0.762743
[580]	train-auc:0.983548	valid-auc:0.762832
[581]	train-auc:0.983594	valid-auc:0.762813
[582]	train-auc:0.983619	valid-auc:0.762815
[583]	train-auc:0.983695	valid-auc:0.762869
[584]	train-auc:0.983746	valid-auc:0.762832
[585]	train-auc:0.983801	valid-auc:0.762875
[586]	train-auc:0.983845	valid-auc:0.76288
[587]	train-auc:0.983877	valid-auc:0.762942
[588]	train-auc:0.983906	valid-auc:0.762963
[589]	train-auc:0.983952	valid-auc:0.76289
[590]	train-auc:0.984021	valid-auc:0.762954
[591]	train-auc:0.984045	valid-auc:0.762994
[592]	train-auc:0.984061	valid-auc:0.762986
[593]	train-auc:0.984103	valid-auc:0.763067
[594]	train-auc:0.984139	valid-auc:0.763102
[595]	train-auc:0.984178	valid-auc:0.763111
[596]	train-auc:0.984177	valid-auc:0.763103
[597]	train-auc:0.984204	valid-auc:0.763062
[598]	train-auc:0.984269	valid-auc:0.763068
[599]	train-auc:0.984303	valid-auc:0.76306
[600]	train-auc:0.984312	valid-auc:0.763067
[601]	train-auc:0.984354	valid-auc:0.76309
[602]	train-auc:0.984367	valid-auc:0.763066
[603]	train-auc:0.984384	valid-auc:0.763091
[604]	train-auc:0.984413	valid-auc:0.763091
[605]	train-auc:0.98443	valid-auc:0.763121
[606]	train-auc:0.984476	valid-auc:0.763146
[607]	train-auc:0.98452	valid-auc:0.763198
[608]	train-auc:0.98453	valid-auc:0.763216
[609]	train-auc:0.984566	valid-auc:0.763231
[610]	train-auc:0.98458	valid-auc:0.763244
[611]	train-auc:0.984685	valid-auc:0.763223
[612]	train-auc:0.984737	valid-auc:0.763157
[613]	train-auc:0.984747	valid-auc:0.763192
[614]	train-auc:0.984813	valid-auc:0.763253
[615]	train-auc:0.984874	valid-auc:0.763255
[616]	train-auc:0.984949	valid-auc:0.763263
[617]	train-auc:0.984964	valid-auc:0.763275
[618]	train-auc:0.984978	valid-auc:0.763294
[619]	train-auc:0.984978	valid-auc:0.763328
[620]	train-auc:0.985005	valid-auc:0.763336
[621]	train-auc:0.985024	valid-auc:0.763354
[622]	train-auc:0.985107	valid-auc:0.763444
[623]	train-auc:0.985158	valid-auc:0.763422
[624]	train-auc:0.985195	valid-auc:0.763421
[625]	train-auc:0.985228	valid-auc:0.763375
[626]	train-auc:0.985292	valid-auc:0.763304
[627]	train-auc:0.985326	valid-auc:0.763317
[628]	train-auc:0.985415	valid-auc:0.763353
[629]	train-auc:0.98548	valid-auc:0.763463
[630]	train-auc:0.985497	valid-auc:0.763526
[631]	train-auc:0.98554	valid-auc:0.763633
[632]	train-auc:0.985578	valid-auc:0.763652
[633]	train-auc:0.985605	valid-auc:0.763651
[634]	train-auc:0.985682	valid-auc:0.763556
[635]	train-auc:0.985691	valid-auc:0.763578
[636]	train-auc:0.985713	valid-auc:0.763554
[637]	train-auc:0.985752	valid-auc:0.763569
[638]	train-auc:0.985774	valid-auc:0.763581
[639]	train-auc:0.985806	valid-auc:0.763622
[640]	train-auc:0.985871	valid-auc:0.763693
[641]	train-auc:0.985904	valid-auc:0.763683
[642]	train-auc:0.98593	valid-auc:0.763685
[643]	train-auc:0.985998	valid-auc:0.763672
[644]	train-auc:0.98607	valid-auc:0.763724
[645]	train-auc:0.98611	valid-auc:0.76377
[646]	train-auc:0.986168	valid-auc:0.763774
[647]	train-auc:0.986226	valid-auc:0.763775
[648]	train-auc:0.986296	valid-auc:0.763805
[649]	train-auc:0.986355	valid-auc:0.763836
[650]	train-auc:0.986376	valid-auc:0.763894
[651]	train-auc:0.986403	valid-auc:0.763873
[652]	train-auc:0.986487	valid-auc:0.763953
[653]	train-auc:0.986515	valid-auc:0.764037
[654]	train-auc:0.986557	valid-auc:0.764084
[655]	train-auc:0.986571	valid-auc:0.764115
[656]	train-auc:0.986585	valid-auc:0.764099
[657]	train-auc:0.986624	valid-auc:0.764204
[658]	train-auc:0.986681	valid-auc:0.764211
[659]	train-auc:0.986721	valid-auc:0.76414
[660]	train-auc:0.986746	valid-auc:0.764189
[661]	train-auc:0.98679	valid-auc:0.764308
[662]	train-auc:0.986863	valid-auc:0.764336
[663]	train-auc:0.986888	valid-auc:0.764368
[664]	train-auc:0.986944	valid-auc:0.764436
[665]	train-auc:0.986979	valid-auc:0.764441
[666]	train-auc:0.987001	valid-auc:0.76444
[667]	train-auc:0.987019	valid-auc:0.764462
[668]	train-auc:0.987053	valid-auc:0.764495
[669]	train-auc:0.987073	valid-auc:0.764535
[670]	train-auc:0.987116	valid-auc:0.76458
[671]	train-auc:0.987124	valid-auc:0.764627
[672]	train-auc:0.987147	valid-auc:0.764644
[673]	train-auc:0.987189	valid-auc:0.7647
[674]	train-auc:0.987196	valid-auc:0.764702
[675]	train-auc:0.987227	valid-auc:0.76475
[676]	train-auc:0.987271	valid-auc:0.764696
[677]	train-auc:0.987317	valid-auc:0.764717
[678]	train-auc:0.987325	valid-auc:0.764781
[679]	train-auc:0.98736	valid-auc:0.76477
[680]	train-auc:0.987392	valid-auc:0.76476
[681]	train-auc:0.987441	valid-auc:0.764721
[682]	train-auc:0.987484	valid-auc:0.764794
[683]	train-auc:0.987532	valid-auc:0.764743
[684]	train-auc:0.987577	valid-auc:0.764759
[685]	train-auc:0.987615	valid-auc:0.764767
[686]	train-auc:0.987618	valid-auc:0.764764
[687]	train-auc:0.987669	valid-auc:0.764784
[688]	train-auc:0.987683	valid-auc:0.764796
[689]	train-auc:0.98771	valid-auc:0.764761
[690]	train-auc:0.987742	valid-auc:0.764774
[691]	train-auc:0.987808	valid-auc:0.764783
[692]	train-auc:0.987824	valid-auc:0.764778
[693]	train-auc:0.987911	valid-auc:0.764908
[694]	train-auc:0.987945	valid-auc:0.76496
[695]	train-auc:0.988017	valid-auc:0.764924
[696]	train-auc:0.98803	valid-auc:0.764911
[697]	train-auc:0.988081	valid-auc:0.764981
[698]	train-auc:0.988103	valid-auc:0.764969
[699]	train-auc:0.988185	valid-auc:0.765058
[700]	train-auc:0.988254	valid-auc:0.765109
[701]	train-auc:0.98829	valid-auc:0.765106
[702]	train-auc:0.988344	valid-auc:0.765069
[703]	train-auc:0.988364	valid-auc:0.765079
[704]	train-auc:0.988394	valid-auc:0.765096
[705]	train-auc:0.988399	valid-auc:0.765113
[706]	train-auc:0.988418	valid-auc:0.765145
[707]	train-auc:0.988433	valid-auc:0.765148
[708]	train-auc:0.988487	valid-auc:0.765211
[709]	train-auc:0.988496	valid-auc:0.765226
[710]	train-auc:0.988524	valid-auc:0.765258
[711]	train-auc:0.988538	valid-auc:0.765289
[712]	train-auc:0.988547	valid-auc:0.765276
[713]	train-auc:0.988556	valid-auc:0.765278
[714]	train-auc:0.988575	valid-auc:0.765226
[715]	train-auc:0.988598	valid-auc:0.765262
[716]	train-auc:0.988629	valid-auc:0.765296
[717]	train-auc:0.988642	valid-auc:0.765265
[718]	train-auc:0.988656	valid-auc:0.765257
[719]	train-auc:0.988692	valid-auc:0.765295
[720]	train-auc:0.988729	valid-auc:0.765296
[721]	train-auc:0.988764	valid-auc:0.765292
[722]	train-auc:0.988814	valid-auc:0.76527
[723]	train-auc:0.988873	valid-auc:0.765298
[724]	train-auc:0.988902	valid-auc:0.765263
[725]	train-auc:0.988946	valid-auc:0.765246
[726]	train-auc:0.988991	valid-auc:0.765276
[727]	train-auc:0.98904	valid-auc:0.765293
[728]	train-auc:0.989055	valid-auc:0.765339
[729]	train-auc:0.989067	valid-auc:0.76536
[730]	train-auc:0.989077	valid-auc:0.765372
[731]	train-auc:0.98911	valid-auc:0.765419
[732]	train-auc:0.989127	valid-auc:0.765396
[733]	train-auc:0.989159	valid-auc:0.765386
[734]	train-auc:0.989181	valid-auc:0.765385
[735]	train-auc:0.989208	valid-auc:0.765398
[736]	train-auc:0.989223	valid-auc:0.76542
[737]	train-auc:0.989241	valid-auc:0.765424
[738]	train-auc:0.989293	valid-auc:0.765478
[739]	train-auc:0.989318	valid-auc:0.765534
[740]	train-auc:0.989339	valid-auc:0.765482
[741]	train-auc:0.989366	valid-auc:0.765494
[742]	train-auc:0.989385	valid-auc:0.765506
[743]	train-auc:0.989383	valid-auc:0.765496
[744]	train-auc:0.989416	valid-auc:0.765549
[745]	train-auc:0.989443	valid-auc:0.765652
[746]	train-auc:0.989455	valid-auc:0.765636
[747]	train-auc:0.989474	valid-auc:0.765642
[748]	train-auc:0.989496	valid-auc:0.765595
[749]	train-auc:0.989525	valid-auc:0.765642
[750]	train-auc:0.989562	valid-auc:0.765708
[751]	train-auc:0.98958	valid-auc:0.765721
[752]	train-auc:0.989633	valid-auc:0.765737
[753]	train-auc:0.989671	valid-auc:0.765718
[754]	train-auc:0.989694	valid-auc:0.76575
[755]	train-auc:0.989716	valid-auc:0.765692
[756]	train-auc:0.989734	valid-auc:0.765736
[757]	train-auc:0.989747	valid-auc:0.765697
[758]	train-auc:0.989787	valid-auc:0.765719
[759]	train-auc:0.98983	valid-auc:0.765685
[760]	train-auc:0.989845	valid-auc:0.765738
[761]	train-auc:0.989894	valid-auc:0.765749
[762]	train-auc:0.98991	valid-auc:0.765738
[763]	train-auc:0.989954	valid-auc:0.76579
[764]	train-auc:0.989969	valid-auc:0.7658
[765]	train-auc:0.989996	valid-auc:0.765852
[766]	train-auc:0.990056	valid-auc:0.765879
[767]	train-auc:0.990054	valid-auc:0.765881
[768]	train-auc:0.990086	valid-auc:0.765985
[769]	train-auc:0.990133	valid-auc:0.766031
[770]	train-auc:0.990172	valid-auc:0.766059
[771]	train-auc:0.990195	valid-auc:0.766071
[772]	train-auc:0.99021	valid-auc:0.765999
[773]	train-auc:0.990238	valid-auc:0.765948
[774]	train-auc:0.990245	valid-auc:0.765986
[775]	train-auc:0.990259	valid-auc:0.765913
[776]	train-auc:0.990289	valid-auc:0.765939
[777]	train-auc:0.99032	valid-auc:0.766001
[778]	train-auc:0.990333	valid-auc:0.766015
[779]	train-auc:0.990373	valid-auc:0.766044
[780]	train-auc:0.990411	valid-auc:0.766102
[781]	train-auc:0.990441	valid-auc:0.766117
[782]	train-auc:0.990461	valid-auc:0.76614
[783]	train-auc:0.990475	valid-auc:0.766166
[784]	train-auc:0.990482	valid-auc:0.766129
[785]	train-auc:0.990493	valid-auc:0.766162
[786]	train-auc:0.990505	valid-auc:0.766208
[787]	train-auc:0.990511	valid-auc:0.766239
[788]	train-auc:0.99053	valid-auc:0.766247
[789]	train-auc:0.990559	valid-auc:0.766242
[790]	train-auc:0.990581	valid-auc:0.766248
[791]	train-auc:0.990647	valid-auc:0.766226
[792]	train-auc:0.990662	valid-auc:0.766257
[793]	train-auc:0.990695	valid-auc:0.766306
[794]	train-auc:0.990703	valid-auc:0.766305
[795]	train-auc:0.990755	valid-auc:0.766352
[796]	train-auc:0.990802	valid-auc:0.7664
[797]	train-auc:0.990817	valid-auc:0.766385
[798]	train-auc:0.990844	valid-auc:0.7664
[799]	train-auc:0.990859	valid-auc:0.766365
[800]	train-auc:0.990893	valid-auc:0.766406
[801]	train-auc:0.990936	valid-auc:0.766428
[802]	train-auc:0.990947	valid-auc:0.766436
[803]	train-auc:0.990976	valid-auc:0.766475
[804]	train-auc:0.990983	valid-auc:0.766516
[805]	train-auc:0.990992	valid-auc:0.766513
[806]	train-auc:0.99101	valid-auc:0.766582
[807]	train-auc:0.991028	valid-auc:0.766656
[808]	train-auc:0.991048	valid-auc:0.766699
[809]	train-auc:0.991067	valid-auc:0.766748
[810]	train-auc:0.991107	valid-auc:0.766763
[811]	train-auc:0.991119	valid-auc:0.76681
[812]	train-auc:0.991158	valid-auc:0.766874
[813]	train-auc:0.991194	valid-auc:0.76691
[814]	train-auc:0.991233	valid-auc:0.766966
[815]	train-auc:0.991262	valid-auc:0.767029
[816]	train-auc:0.991277	valid-auc:0.767011
[817]	train-auc:0.991283	valid-auc:0.767022
[818]	train-auc:0.991287	valid-auc:0.767015
[819]	train-auc:0.991312	valid-auc:0.767113
[820]	train-auc:0.991312	valid-auc:0.767114
[821]	train-auc:0.991319	valid-auc:0.767139
[822]	train-auc:0.991348	valid-auc:0.767168
[823]	train-auc:0.991363	valid-auc:0.767234
[824]	train-auc:0.991373	valid-auc:0.767268
[825]	train-auc:0.991396	valid-auc:0.767285
[826]	train-auc:0.991399	valid-auc:0.767288
[827]	train-auc:0.991414	valid-auc:0.767338
[828]	train-auc:0.991428	valid-auc:0.767331
[829]	train-auc:0.991453	valid-auc:0.767338
[830]	train-auc:0.991462	valid-auc:0.767315
[831]	train-auc:0.991465	valid-auc:0.767319
[832]	train-auc:0.991471	valid-auc:0.767294
[833]	train-auc:0.991481	valid-auc:0.767303
[834]	train-auc:0.9915	valid-auc:0.767305
[835]	train-auc:0.99152	valid-auc:0.767375
[836]	train-auc:0.991545	valid-auc:0.767359
[837]	train-auc:0.991567	valid-auc:0.767374
[838]	train-auc:0.991596	valid-auc:0.767408
[839]	train-auc:0.991624	valid-auc:0.76737
[840]	train-auc:0.991638	valid-auc:0.767417
[841]	train-auc:0.991654	valid-auc:0.767474
[842]	train-auc:0.991682	valid-auc:0.76757
[843]	train-auc:0.991684	valid-auc:0.767589
[844]	train-auc:0.991693	valid-auc:0.767609
[845]	train-auc:0.991696	valid-auc:0.767603
[846]	train-auc:0.991725	valid-auc:0.767685
[847]	train-auc:0.991736	valid-auc:0.767702
[848]	train-auc:0.991768	valid-auc:0.767648
[849]	train-auc:0.991784	valid-auc:0.767631
[850]	train-auc:0.991814	valid-auc:0.76767
[851]	train-auc:0.991827	valid-auc:0.767714
[852]	train-auc:0.991839	valid-auc:0.76779
[853]	train-auc:0.991876	valid-auc:0.767735
[854]	train-auc:0.991907	valid-auc:0.76774
[855]	train-auc:0.99191	valid-auc:0.767746
[856]	train-auc:0.991937	valid-auc:0.767715
[857]	train-auc:0.991952	valid-auc:0.767788
[858]	train-auc:0.991972	valid-auc:0.767871
[859]	train-auc:0.991984	valid-auc:0.767886
[860]	train-auc:0.991988	valid-auc:0.767853
[861]	train-auc:0.991996	valid-auc:0.767858
[862]	train-auc:0.992014	valid-auc:0.76795
[863]	train-auc:0.992015	valid-auc:0.767953
[864]	train-auc:0.992032	valid-auc:0.767997
[865]	train-auc:0.992067	valid-auc:0.767971
[866]	train-auc:0.992092	valid-auc:0.767982
[867]	train-auc:0.992125	valid-auc:0.767996
[868]	train-auc:0.992148	valid-auc:0.76798
[869]	train-auc:0.992178	valid-auc:0.767972
[870]	train-auc:0.992206	valid-auc:0.768
[871]	train-auc:0.992221	valid-auc:0.768031
[872]	train-auc:0.992263	valid-auc:0.768061
[873]	train-auc:0.992273	valid-auc:0.768083
[874]	train-auc:0.992299	valid-auc:0.768095
[875]	train-auc:0.992313	valid-auc:0.768093
[876]	train-auc:0.992321	valid-auc:0.768066
[877]	train-auc:0.992349	valid-auc:0.768081
[878]	train-auc:0.992369	valid-auc:0.7681
[879]	train-auc:0.992383	valid-auc:0.768093
[880]	train-auc:0.992418	valid-auc:0.768055
[881]	train-auc:0.992451	valid-auc:0.768065
[882]	train-auc:0.992471	valid-auc:0.768056
[883]	train-auc:0.992485	valid-auc:0.76807
[884]	train-auc:0.992521	valid-auc:0.768071
[885]	train-auc:0.992561	valid-auc:0.768068
[886]	train-auc:0.99259	valid-auc:0.768087
[887]	train-auc:0.99261	valid-auc:0.768106
[888]	train-auc:0.992618	valid-auc:0.768116
[889]	train-auc:0.992626	valid-auc:0.768106
[890]	train-auc:0.992635	valid-auc:0.768139
[891]	train-auc:0.992647	valid-auc:0.768127
[892]	train-auc:0.992677	valid-auc:0.768124
[893]	train-auc:0.992703	valid-auc:0.76819
[894]	train-auc:0.992719	valid-auc:0.768215
[895]	train-auc:0.992729	valid-auc:0.768228
[896]	train-auc:0.992741	valid-auc:0.768231
[897]	train-auc:0.992772	valid-auc:0.768241
[898]	train-auc:0.99279	valid-auc:0.76833
[899]	train-auc:0.992799	valid-auc:0.768292
[900]	train-auc:0.992814	valid-auc:0.768286
[901]	train-auc:0.992851	valid-auc:0.768284
[902]	train-auc:0.99288	valid-auc:0.768303
[903]	train-auc:0.992899	valid-auc:0.768355
[904]	train-auc:0.992923	valid-auc:0.768315
[905]	train-auc:0.99296	valid-auc:0.768368
[906]	train-auc:0.992981	valid-auc:0.76837
[907]	train-auc:0.992987	valid-auc:0.768319
[908]	train-auc:0.993008	valid-auc:0.768269
[909]	train-auc:0.993013	valid-auc:0.768277
[910]	train-auc:0.993024	valid-auc:0.768284
[911]	train-auc:0.993032	valid-auc:0.768269
[912]	train-auc:0.993061	valid-auc:0.768293
[913]	train-auc:0.993081	valid-auc:0.768329
[914]	train-auc:0.993104	valid-auc:0.768352
[915]	train-auc:0.99312	valid-auc:0.768417
[916]	train-auc:0.993129	valid-auc:0.768386
[917]	train-auc:0.993136	valid-auc:0.76839
[918]	train-auc:0.993136	valid-auc:0.768388
[919]	train-auc:0.99316	valid-auc:0.768377
[920]	train-auc:0.993168	valid-auc:0.76835
[921]	train-auc:0.993183	valid-auc:0.768329
[922]	train-auc:0.993212	valid-auc:0.76839
[923]	train-auc:0.993221	valid-auc:0.768392
[924]	train-auc:0.993243	valid-auc:0.768448
[925]	train-auc:0.993264	valid-auc:0.768461
[926]	train-auc:0.993278	valid-auc:0.768518
[927]	train-auc:0.993287	valid-auc:0.768525
[928]	train-auc:0.9933	valid-auc:0.768501
[929]	train-auc:0.993316	valid-auc:0.768526
[930]	train-auc:0.993337	valid-auc:0.768558
[931]	train-auc:0.993371	valid-auc:0.768577
[932]	train-auc:0.993382	valid-auc:0.768582
[933]	train-auc:0.993396	valid-auc:0.768614
[934]	train-auc:0.993433	valid-auc:0.768618
[935]	train-auc:0.993442	valid-auc:0.768612
[936]	train-auc:0.993454	valid-auc:0.768573
[937]	train-auc:0.993466	valid-auc:0.768582
[938]	train-auc:0.993471	valid-auc:0.768627
[939]	train-auc:0.993491	valid-auc:0.768619
[940]	train-auc:0.993498	valid-auc:0.768637
[941]	train-auc:0.993522	valid-auc:0.768637
[942]	train-auc:0.993537	valid-auc:0.768656
[943]	train-auc:0.993549	valid-auc:0.768601
[944]	train-auc:0.993551	valid-auc:0.768607
[945]	train-auc:0.993559	valid-auc:0.768536
[946]	train-auc:0.99358	valid-auc:0.768617
[947]	train-auc:0.993585	valid-auc:0.768617
[948]	train-auc:0.993601	valid-auc:0.768634
[949]	train-auc:0.993608	valid-auc:0.768627
[950]	train-auc:0.993625	valid-auc:0.76863
[951]	train-auc:0.993639	valid-auc:0.768678
[952]	train-auc:0.993646	valid-auc:0.768686
[953]	train-auc:0.993665	valid-auc:0.76871
[954]	train-auc:0.993692	valid-auc:0.768796
[955]	train-auc:0.9937	valid-auc:0.76875
[956]	train-auc:0.993714	valid-auc:0.768714
[957]	train-auc:0.993726	valid-auc:0.768708
[958]	train-auc:0.993738	valid-auc:0.768723
[959]	train-auc:0.99376	valid-auc:0.768747
[960]	train-auc:0.993765	valid-auc:0.768756
[961]	train-auc:0.993782	valid-auc:0.768749
[962]	train-auc:0.993809	valid-auc:0.768752
[963]	train-auc:0.993827	valid-auc:0.768774
[964]	train-auc:0.993843	valid-auc:0.768779
[965]	train-auc:0.993869	valid-auc:0.768805
[966]	train-auc:0.993887	valid-auc:0.768786
[967]	train-auc:0.993891	valid-auc:0.768772
[968]	train-auc:0.993908	valid-auc:0.76877
[969]	train-auc:0.993916	valid-auc:0.768777
[970]	train-auc:0.993937	valid-auc:0.768819
[971]	train-auc:0.993957	valid-auc:0.76885
[972]	train-auc:0.993967	valid-auc:0.768874
[973]	train-auc:0.993984	valid-auc:0.768904
[974]	train-auc:0.993995	valid-auc:0.768984
[975]	train-auc:0.994011	valid-auc:0.768949
[976]	train-auc:0.994029	valid-auc:0.768963
[977]	train-auc:0.994042	valid-auc:0.768966
[978]	train-auc:0.99406	valid-auc:0.769029
[979]	train-auc:0.994063	valid-auc:0.769007
[980]	train-auc:0.994075	valid-auc:0.769095
[981]	train-auc:0.99408	valid-auc:0.769096
[982]	train-auc:0.994108	valid-auc:0.769134
[983]	train-auc:0.994112	valid-auc:0.769146
[984]	train-auc:0.994115	valid-auc:0.769139
[985]	train-auc:0.994125	valid-auc:0.769149
[986]	train-auc:0.994133	valid-auc:0.769139
[987]	train-auc:0.994146	valid-auc:0.769098
[988]	train-auc:0.994155	valid-auc:0.769063
[989]	train-auc:0.994191	valid-auc:0.769123
[990]	train-auc:0.994207	valid-auc:0.769047
[991]	train-auc:0.994222	valid-auc:0.769045
[992]	train-auc:0.994229	valid-auc:0.769022
[993]	train-auc:0.994237	valid-auc:0.769026
[994]	train-auc:0.994249	valid-auc:0.768994
[995]	train-auc:0.994257	valid-auc:0.76898
[996]	train-auc:0.994263	valid-auc:0.768989
[997]	train-auc:0.994264	valid-auc:0.769028
[998]	train-auc:0.99427	valid-auc:0.76906
[999]	train-auc:0.994277	valid-auc:0.769125
[1000]	train-auc:0.994295	valid-auc:0.769154
[1001]	train-auc:0.9943	valid-auc:0.769156
[1002]	train-auc:0.994322	valid-auc:0.76913
[1003]	train-auc:0.994328	valid-auc:0.769141
[1004]	train-auc:0.994349	valid-auc:0.76918
[1005]	train-auc:0.994362	valid-auc:0.769185
[1006]	train-auc:0.994373	valid-auc:0.769176
[1007]	train-auc:0.994386	valid-auc:0.769214
[1008]	train-auc:0.994398	valid-auc:0.769214
[1009]	train-auc:0.994403	valid-auc:0.769232
[1010]	train-auc:0.994418	valid-auc:0.769233
[1011]	train-auc:0.994423	valid-auc:0.769241
[1012]	train-auc:0.994425	valid-auc:0.769264
[1013]	train-auc:0.99445	valid-auc:0.769251
[1014]	train-auc:0.994451	valid-auc:0.76925
[1015]	train-auc:0.994485	valid-auc:0.769227
[1016]	train-auc:0.994491	valid-auc:0.76924
[1017]	train-auc:0.994498	valid-auc:0.769272
[1018]	train-auc:0.994506	valid-auc:0.769211
[1019]	train-auc:0.994521	valid-auc:0.76921
[1020]	train-auc:0.99453	valid-auc:0.769243
[1021]	train-auc:0.994534	valid-auc:0.76924
[1022]	train-auc:0.994544	valid-auc:0.769223
[1023]	train-auc:0.994549	valid-auc:0.769228
[1024]	train-auc:0.994553	valid-auc:0.769229
[1025]	train-auc:0.994566	valid-auc:0.769271
[1026]	train-auc:0.99458	valid-auc:0.76931
[1027]	train-auc:0.994593	valid-auc:0.769365
[1028]	train-auc:0.994593	valid-auc:0.769352
[1029]	train-auc:0.9946	valid-auc:0.76938
[1030]	train-auc:0.994613	valid-auc:0.769371
[1031]	train-auc:0.994617	valid-auc:0.76937
[1032]	train-auc:0.994622	valid-auc:0.769412
[1033]	train-auc:0.994622	valid-auc:0.76939
[1034]	train-auc:0.994635	valid-auc:0.769446
[1035]	train-auc:0.994642	valid-auc:0.769409
[1036]	train-auc:0.994643	valid-auc:0.769384
[1037]	train-auc:0.994642	valid-auc:0.769386
[1038]	train-auc:0.994648	valid-auc:0.769392
[1039]	train-auc:0.994652	valid-auc:0.769333
[1040]	train-auc:0.99466	valid-auc:0.769326
[1041]	train-auc:0.994675	valid-auc:0.76934
[1042]	train-auc:0.994685	valid-auc:0.769352
[1043]	train-auc:0.994691	valid-auc:0.769348
[1044]	train-auc:0.994703	valid-auc:0.769377
[1045]	train-auc:0.99471	valid-auc:0.769381
[1046]	train-auc:0.994725	valid-auc:0.769371
[1047]	train-auc:0.994741	valid-auc:0.769363
[1048]	train-auc:0.994755	valid-auc:0.769357
[1049]	train-auc:0.994769	valid-auc:0.769426
[1050]	train-auc:0.994775	valid-auc:0.769429
[1051]	train-auc:0.994792	valid-auc:0.769443
[1052]	train-auc:0.994798	valid-auc:0.769393
[1053]	train-auc:0.994819	valid-auc:0.769413
[1054]	train-auc:0.994827	valid-auc:0.769381
[1055]	train-auc:0.994838	valid-auc:0.769393
[1056]	train-auc:0.994841	valid-auc:0.769383
[1057]	train-auc:0.99485	valid-auc:0.769397
[1058]	train-auc:0.99486	valid-auc:0.76942
[1059]	train-auc:0.994877	valid-auc:0.769426
[1060]	train-auc:0.994897	valid-auc:0.769394
[1061]	train-auc:0.994904	valid-auc:0.769404
[1062]	train-auc:0.99491	valid-auc:0.769446
[1063]	train-auc:0.994918	valid-auc:0.769439
[1064]	train-auc:0.99493	valid-auc:0.769424
[1065]	train-auc:0.994943	valid-auc:0.769452
[1066]	train-auc:0.994963	valid-auc:0.769437
[1067]	train-auc:0.994963	valid-auc:0.769446
[1068]	train-auc:0.994995	valid-auc:0.769432
[1069]	train-auc:0.995004	valid-auc:0.769419
[1070]	train-auc:0.995021	valid-auc:0.769451
[1071]	train-auc:0.995043	valid-auc:0.769542
[1072]	train-auc:0.995048	valid-auc:0.769525
[1073]	train-auc:0.995067	valid-auc:0.769553
[1074]	train-auc:0.995086	valid-auc:0.769551
[1075]	train-auc:0.995108	valid-auc:0.769577
[1076]	train-auc:0.995121	valid-auc:0.76962
[1077]	train-auc:0.995121	valid-auc:0.769638
[1078]	train-auc:0.99513	valid-auc:0.76965
[1079]	train-auc:0.995139	valid-auc:0.769671
[1080]	train-auc:0.995149	valid-auc:0.769674
[1081]	train-auc:0.995155	valid-auc:0.7697
[1082]	train-auc:0.995159	valid-auc:0.769706
[1083]	train-auc:0.995168	valid-auc:0.769688
[1084]	train-auc:0.995184	valid-auc:0.769657
[1085]	train-auc:0.995212	valid-auc:0.769654
[1086]	train-auc:0.995226	valid-auc:0.769651
[1087]	train-auc:0.995234	valid-auc:0.769598
[1088]	train-auc:0.995247	valid-auc:0.769564
[1089]	train-auc:0.995256	valid-auc:0.769586
[1090]	train-auc:0.995265	valid-auc:0.769572
[1091]	train-auc:0.99528	valid-auc:0.769599
[1092]	train-auc:0.995296	valid-auc:0.769604
[1093]	train-auc:0.995302	valid-auc:0.769619
[1094]	train-auc:0.995307	valid-auc:0.769658
[1095]	train-auc:0.995317	valid-auc:0.769676
[1096]	train-auc:0.995319	valid-auc:0.769698
[1097]	train-auc:0.995325	valid-auc:0.769739
[1098]	train-auc:0.995347	valid-auc:0.769718
[1099]	train-auc:0.995361	valid-auc:0.769732
[1100]	train-auc:0.995372	valid-auc:0.769728
[1101]	train-auc:0.995377	valid-auc:0.769705
[1102]	train-auc:0.995388	valid-auc:0.769702
[1103]	train-auc:0.995399	valid-auc:0.769738
[1104]	train-auc:0.995413	valid-auc:0.769778
[1105]	train-auc:0.995423	valid-auc:0.769825
[1106]	train-auc:0.99544	valid-auc:0.76986
[1107]	train-auc:0.995445	valid-auc:0.769854
[1108]	train-auc:0.995448	valid-auc:0.769875
[1109]	train-auc:0.995455	valid-auc:0.769927
[1110]	train-auc:0.995457	valid-auc:0.76993
[1111]	train-auc:0.995466	valid-auc:0.769944
[1112]	train-auc:0.995477	valid-auc:0.769966
[1113]	train-auc:0.995484	valid-auc:0.769951
[1114]	train-auc:0.995502	valid-auc:0.769954
[1115]	train-auc:0.995506	valid-auc:0.769914
[1116]	train-auc:0.995518	valid-auc:0.769868
[1117]	train-auc:0.99553	valid-auc:0.769874
[1118]	train-auc:0.995538	valid-auc:0.769879
[1119]	train-auc:0.995545	valid-auc:0.76987
[1120]	train-auc:0.995549	valid-auc:0.769878
[1121]	train-auc:0.995573	valid-auc:0.769857
[1122]	train-auc:0.995589	valid-auc:0.769871
[1123]	train-auc:0.995602	valid-auc:0.769904
[1124]	train-auc:0.995616	valid-auc:0.769911
[1125]	train-auc:0.995619	valid-auc:0.769955
[1126]	train-auc:0.995637	valid-auc:0.769933
[1127]	train-auc:0.995638	valid-auc:0.769919
[1128]	train-auc:0.995644	valid-auc:0.769923
[1129]	train-auc:0.995653	valid-auc:0.769912
[1130]	train-auc:0.995657	valid-auc:0.769922
[1131]	train-auc:0.995676	valid-auc:0.769999
[1132]	train-auc:0.995675	valid-auc:0.769987
[1133]	train-auc:0.995688	valid-auc:0.769998
[1134]	train-auc:0.9957	valid-auc:0.769977
[1135]	train-auc:0.995703	valid-auc:0.769972
[1136]	train-auc:0.995707	valid-auc:0.769982
[1137]	train-auc:0.995733	valid-auc:0.770027
[1138]	train-auc:0.995752	valid-auc:0.770095
[1139]	train-auc:0.995757	valid-auc:0.770111
[1140]	train-auc:0.99576	valid-auc:0.770109
[1141]	train-auc:0.99578	valid-auc:0.77011
[1142]	train-auc:0.995791	valid-auc:0.770114
[1143]	train-auc:0.995796	valid-auc:0.7701
[1144]	train-auc:0.995803	valid-auc:0.770122
[1145]	train-auc:0.995818	valid-auc:0.770156
[1146]	train-auc:0.99582	valid-auc:0.770156
[1147]	train-auc:0.995833	valid-auc:0.770137
[1148]	train-auc:0.99584	valid-auc:0.770161
[1149]	train-auc:0.995853	valid-auc:0.770143
[1150]	train-auc:0.995857	valid-auc:0.77017
[1151]	train-auc:0.995863	valid-auc:0.770155
[1152]	train-auc:0.995877	valid-auc:0.770203
[1153]	train-auc:0.995885	valid-auc:0.770165
[1154]	train-auc:0.995892	valid-auc:0.77022
[1155]	train-auc:0.99589	valid-auc:0.770218
[1156]	train-auc:0.995903	valid-auc:0.770251
[1157]	train-auc:0.995921	valid-auc:0.770235
[1158]	train-auc:0.995928	valid-auc:0.770246
[1159]	train-auc:0.995936	valid-auc:0.770231
[1160]	train-auc:0.995941	valid-auc:0.770216
[1161]	train-auc:0.995946	valid-auc:0.770198
[1162]	train-auc:0.99595	valid-auc:0.7702
[1163]	train-auc:0.995966	valid-auc:0.770233
[1164]	train-auc:0.995978	valid-auc:0.770245
[1165]	train-auc:0.995991	valid-auc:0.770284
[1166]	train-auc:0.995993	valid-auc:0.770316
[1167]	train-auc:0.995999	valid-auc:0.770348
[1168]	train-auc:0.996006	valid-auc:0.770321
[1169]	train-auc:0.996013	valid-auc:0.770332
[1170]	train-auc:0.996018	valid-auc:0.770337
[1171]	train-auc:0.996023	valid-auc:0.770319
[1172]	train-auc:0.996039	valid-auc:0.770285
[1173]	train-auc:0.996048	valid-auc:0.770294
[1174]	train-auc:0.996058	valid-auc:0.770297
[1175]	train-auc:0.99607	valid-auc:0.770335
[1176]	train-auc:0.996073	valid-auc:0.770347
[1177]	train-auc:0.996075	valid-auc:0.770308
[1178]	train-auc:0.996094	valid-auc:0.770319
[1179]	train-auc:0.996093	valid-auc:0.770316
[1180]	train-auc:0.996101	valid-auc:0.770333
[1181]	train-auc:0.996111	valid-auc:0.77034
[1182]	train-auc:0.996118	valid-auc:0.770386
[1183]	train-auc:0.996139	valid-auc:0.770368
[1184]	train-auc:0.996142	valid-auc:0.770346
[1185]	train-auc:0.996147	valid-auc:0.770347
[1186]	train-auc:0.996156	valid-auc:0.770366
[1187]	train-auc:0.99617	valid-auc:0.770398
[1188]	train-auc:0.99617	valid-auc:0.770398
[1189]	train-auc:0.996174	valid-auc:0.770406
[1190]	train-auc:0.996185	valid-auc:0.770423
[1191]	train-auc:0.996192	valid-auc:0.770437
[1192]	train-auc:0.996196	valid-auc:0.770414
[1193]	train-auc:0.996198	valid-auc:0.7704
[1194]	train-auc:0.996204	valid-auc:0.770388
[1195]	train-auc:0.996214	valid-auc:0.770387
[1196]	train-auc:0.996224	valid-auc:0.770365
[1197]	train-auc:0.996228	valid-auc:0.770362
[1198]	train-auc:0.996231	valid-auc:0.770334
[1199]	train-auc:0.996235	valid-auc:0.770297
[1200]	train-auc:0.996257	valid-auc:0.770286
[1201]	train-auc:0.996265	valid-auc:0.770325
[1202]	train-auc:0.996269	valid-auc:0.770305
[1203]	train-auc:0.996276	valid-auc:0.770303
[1204]	train-auc:0.996279	valid-auc:0.770317
[1205]	train-auc:0.996288	valid-auc:0.770347
[1206]	train-auc:0.996292	valid-auc:0.770347
[1207]	train-auc:0.996302	valid-auc:0.77035
[1208]	train-auc:0.996308	valid-auc:0.770371
[1209]	train-auc:0.99632	valid-auc:0.770433
[1210]	train-auc:0.996329	valid-auc:0.770448
[1211]	train-auc:0.996334	valid-auc:0.770442
[1212]	train-auc:0.996335	valid-auc:0.770448
[1213]	train-auc:0.996343	valid-auc:0.770446
[1214]	train-auc:0.99636	valid-auc:0.770482
[1215]	train-auc:0.996373	valid-auc:0.770492
[1216]	train-auc:0.996376	valid-auc:0.77049
[1217]	train-auc:0.996386	valid-auc:0.770527
[1218]	train-auc:0.996389	valid-auc:0.770518
[1219]	train-auc:0.996393	valid-auc:0.770531
[1220]	train-auc:0.996413	valid-auc:0.770584
[1221]	train-auc:0.996418	valid-auc:0.770561
[1222]	train-auc:0.996422	valid-auc:0.770596
[1223]	train-auc:0.996432	valid-auc:0.770604
[1224]	train-auc:0.996438	valid-auc:0.770598
[1225]	train-auc:0.996442	valid-auc:0.770617
[1226]	train-auc:0.996445	valid-auc:0.770628
[1227]	train-auc:0.996447	valid-auc:0.770629
[1228]	train-auc:0.996458	valid-auc:0.770697
[1229]	train-auc:0.996465	valid-auc:0.770713
[1230]	train-auc:0.996471	valid-auc:0.770708
[1231]	train-auc:0.996477	valid-auc:0.770691
[1232]	train-auc:0.996484	valid-auc:0.770664
[1233]	train-auc:0.996485	valid-auc:0.770661
[1234]	train-auc:0.996494	valid-auc:0.770635
[1235]	train-auc:0.996494	valid-auc:0.770646
[1236]	train-auc:0.996508	valid-auc:0.770648
[1237]	train-auc:0.996515	valid-auc:0.770614
[1238]	train-auc:0.996518	valid-auc:0.77065
[1239]	train-auc:0.996524	valid-auc:0.77064
[1240]	train-auc:0.996533	valid-auc:0.770617
[1241]	train-auc:0.996537	valid-auc:0.77061
[1242]	train-auc:0.996534	valid-auc:0.770624
[1243]	train-auc:0.996541	valid-auc:0.770649
[1244]	train-auc:0.996542	valid-auc:0.77066
[1245]	train-auc:0.996546	valid-auc:0.770652
[1246]	train-auc:0.996552	valid-auc:0.770628
[1247]	train-auc:0.996559	valid-auc:0.770629
[1248]	train-auc:0.99656	valid-auc:0.770628
[1249]	train-auc:0.996567	valid-auc:0.770636
[1250]	train-auc:0.996571	valid-auc:0.770671
[1251]	train-auc:0.996585	valid-auc:0.770687
[1252]	train-auc:0.996589	valid-auc:0.770711
[1253]	train-auc:0.996597	valid-auc:0.770683
[1254]	train-auc:0.996603	valid-auc:0.770728
[1255]	train-auc:0.996614	valid-auc:0.770712
[1256]	train-auc:0.996614	valid-auc:0.770718
[1257]	train-auc:0.996619	valid-auc:0.770692
[1258]	train-auc:0.996624	valid-auc:0.770725
[1259]	train-auc:0.99663	valid-auc:0.770697
[1260]	train-auc:0.996635	valid-auc:0.770757
[1261]	train-auc:0.996641	valid-auc:0.77079
[1262]	train-auc:0.996644	valid-auc:0.770796
[1263]	train-auc:0.996645	valid-auc:0.770804
[1264]	train-auc:0.99665	valid-auc:0.770783
[1265]	train-auc:0.996658	valid-auc:0.770788
[1266]	train-auc:0.996663	valid-auc:0.770731
[1267]	train-auc:0.996668	valid-auc:0.770728
[1268]	train-auc:0.996674	valid-auc:0.770734
[1269]	train-auc:0.996679	valid-auc:0.770769
[1270]	train-auc:0.99668	valid-auc:0.770775
[1271]	train-auc:0.996692	valid-auc:0.770765
[1272]	train-auc:0.996697	valid-auc:0.770781
[1273]	train-auc:0.996698	valid-auc:0.770781
[1274]	train-auc:0.996704	valid-auc:0.770765
[1275]	train-auc:0.996708	valid-auc:0.770753
[1276]	train-auc:0.99671	valid-auc:0.770776
[1277]	train-auc:0.996721	valid-auc:0.770871
[1278]	train-auc:0.99673	valid-auc:0.770872
[1279]	train-auc:0.996734	valid-auc:0.77089
[1280]	train-auc:0.996745	valid-auc:0.770885
[1281]	train-auc:0.996747	valid-auc:0.770869
[1282]	train-auc:0.996753	valid-auc:0.770876
[1283]	train-auc:0.996765	valid-auc:0.770833
[1284]	train-auc:0.996779	valid-auc:0.770876
[1285]	train-auc:0.996781	valid-auc:0.770872
[1286]	train-auc:0.996786	valid-auc:0.770881
[1287]	train-auc:0.996786	valid-auc:0.770883
[1288]	train-auc:0.996791	valid-auc:0.770916
[1289]	train-auc:0.996795	valid-auc:0.77089
[1290]	train-auc:0.996805	valid-auc:0.770901
[1291]	train-auc:0.996806	valid-auc:0.770891
[1292]	train-auc:0.996814	valid-auc:0.770907
[1293]	train-auc:0.996814	valid-auc:0.770917
[1294]	train-auc:0.996819	valid-auc:0.770982
[1295]	train-auc:0.996826	valid-auc:0.771014
[1296]	train-auc:0.996838	valid-auc:0.771063
[1297]	train-auc:0.996843	valid-auc:0.771067
[1298]	train-auc:0.996845	valid-auc:0.771066
[1299]	train-auc:0.99685	valid-auc:0.771091
[1300]	train-auc:0.996854	valid-auc:0.771103
[1301]	train-auc:0.996854	valid-auc:0.771104
[1302]	train-auc:0.996858	valid-auc:0.771123
[1303]	train-auc:0.996864	valid-auc:0.771159
[1304]	train-auc:0.996871	valid-auc:0.771191
[1305]	train-auc:0.996876	valid-auc:0.771207
[1306]	train-auc:0.996879	valid-auc:0.771227
[1307]	train-auc:0.996895	valid-auc:0.771217
[1308]	train-auc:0.9969	valid-auc:0.771184
[1309]	train-auc:0.996905	valid-auc:0.771193
[1310]	train-auc:0.996909	valid-auc:0.771176
[1311]	train-auc:0.996911	valid-auc:0.771151
[1312]	train-auc:0.996912	valid-auc:0.771151
[1313]	train-auc:0.996911	valid-auc:0.771164
[1314]	train-auc:0.996915	valid-auc:0.771138
[1315]	train-auc:0.996919	valid-auc:0.771123
[1316]	train-auc:0.996924	valid-auc:0.771113
[1317]	train-auc:0.99693	valid-auc:0.771125
[1318]	train-auc:0.996939	valid-auc:0.771098
[1319]	train-auc:0.996944	valid-auc:0.771101
[1320]	train-auc:0.996947	valid-auc:0.771129
[1321]	train-auc:0.996956	valid-auc:0.77117
[1322]	train-auc:0.996966	valid-auc:0.771169
[1323]	train-auc:0.996969	valid-auc:0.771188
[1324]	train-auc:0.996973	valid-auc:0.771203
[1325]	train-auc:0.99698	valid-auc:0.771182
[1326]	train-auc:0.996981	valid-auc:0.771182
[1327]	train-auc:0.996987	valid-auc:0.7712
[1328]	train-auc:0.996988	valid-auc:0.771217
[1329]	train-auc:0.996993	valid-auc:0.771217
[1330]	train-auc:0.996996	valid-auc:0.771212
[1331]	train-auc:0.996998	valid-auc:0.771191
[1332]	train-auc:0.997004	valid-auc:0.771182
[1333]	train-auc:0.997011	valid-auc:0.771161
[1334]	train-auc:0.997016	valid-auc:0.771181
[1335]	train-auc:0.997021	valid-auc:0.771165
[1336]	train-auc:0.997027	valid-auc:0.771162
[1337]	train-auc:0.997034	valid-auc:0.771127
[1338]	train-auc:0.997036	valid-auc:0.771133
[1339]	train-auc:0.997038	valid-auc:0.77113
[1340]	train-auc:0.99704	valid-auc:0.771174
[1341]	train-auc:0.99705	valid-auc:0.771209
[1342]	train-auc:0.997053	valid-auc:0.771242
[1343]	train-auc:0.997056	valid-auc:0.771278
[1344]	train-auc:0.997058	valid-auc:0.77128
[1345]	train-auc:0.997063	valid-auc:0.771335
[1346]	train-auc:0.99707	valid-auc:0.771312
[1347]	train-auc:0.997073	valid-auc:0.771306
[1348]	train-auc:0.997075	valid-auc:0.771292
[1349]	train-auc:0.997086	valid-auc:0.771299
[1350]	train-auc:0.997095	valid-auc:0.771297
[1351]	train-auc:0.997097	valid-auc:0.771327
[1352]	train-auc:0.997101	valid-auc:0.77133
[1353]	train-auc:0.997106	valid-auc:0.771351
[1354]	train-auc:0.99711	valid-auc:0.771337
[1355]	train-auc:0.997114	valid-auc:0.771365
[1356]	train-auc:0.997121	valid-auc:0.771396
[1357]	train-auc:0.997124	valid-auc:0.7714
[1358]	train-auc:0.997125	valid-auc:0.771406
[1359]	train-auc:0.997128	valid-auc:0.771402
[1360]	train-auc:0.997137	valid-auc:0.771428
[1361]	train-auc:0.997144	valid-auc:0.771423
[1362]	train-auc:0.997159	valid-auc:0.771466
[1363]	train-auc:0.997166	valid-auc:0.77144
[1364]	train-auc:0.997173	valid-auc:0.771407
[1365]	train-auc:0.997182	valid-auc:0.771411
[1366]	train-auc:0.997197	valid-auc:0.771395
[1367]	train-auc:0.997205	valid-auc:0.771385
[1368]	train-auc:0.997213	valid-auc:0.771408
[1369]	train-auc:0.997222	valid-auc:0.771409
[1370]	train-auc:0.997222	valid-auc:0.771397
[1371]	train-auc:0.997224	valid-auc:0.771457
[1372]	train-auc:0.997225	valid-auc:0.771458
[1373]	train-auc:0.997229	valid-auc:0.771482
[1374]	train-auc:0.997235	valid-auc:0.771473
[1375]	train-auc:0.997241	valid-auc:0.77148
[1376]	train-auc:0.997246	valid-auc:0.771458
[1377]	train-auc:0.997253	valid-auc:0.771453
[1378]	train-auc:0.997253	valid-auc:0.771441
[1379]	train-auc:0.997256	valid-auc:0.771445
[1380]	train-auc:0.997261	valid-auc:0.771441
[1381]	train-auc:0.997267	valid-auc:0.771429
[1382]	train-auc:0.997269	valid-auc:0.771436
[1383]	train-auc:0.997275	valid-auc:0.771438
[1384]	train-auc:0.997276	valid-auc:0.771447
[1385]	train-auc:0.997281	valid-auc:0.771462
[1386]	train-auc:0.997282	valid-auc:0.771408
[1387]	train-auc:0.997289	valid-auc:0.771438
[1388]	train-auc:0.997291	valid-auc:0.771429
[1389]	train-auc:0.9973	valid-auc:0.771476
[1390]	train-auc:0.997306	valid-auc:0.771442
[1391]	train-auc:0.997314	valid-auc:0.771432
[1392]	train-auc:0.997315	valid-auc:0.771504
[1393]	train-auc:0.997316	valid-auc:0.771498
[1394]	train-auc:0.997328	valid-auc:0.771482
[1395]	train-auc:0.997334	valid-auc:0.771442
[1396]	train-auc:0.997338	valid-auc:0.77146
[1397]	train-auc:0.99734	valid-auc:0.771468
[1398]	train-auc:0.997343	valid-auc:0.771468
[1399]	train-auc:0.997348	valid-auc:0.771449
[1400]	train-auc:0.997355	valid-auc:0.771392
[1401]	train-auc:0.997356	valid-auc:0.771392
[1402]	train-auc:0.99736	valid-auc:0.771366
[1403]	train-auc:0.997368	valid-auc:0.771357
[1404]	train-auc:0.997373	valid-auc:0.771401
[1405]	train-auc:0.997378	valid-auc:0.771336
[1406]	train-auc:0.997382	valid-auc:0.77136
[1407]	train-auc:0.997387	valid-auc:0.771359
[1408]	train-auc:0.997389	valid-auc:0.771356
[1409]	train-auc:0.997398	valid-auc:0.771405
[1410]	train-auc:0.997405	valid-auc:0.771416
[1411]	train-auc:0.997411	valid-auc:0.771451
[1412]	train-auc:0.99741	valid-auc:0.771464
[1413]	train-auc:0.997423	valid-auc:0.771456
[1414]	train-auc:0.997425	valid-auc:0.771472
[1415]	train-auc:0.997428	valid-auc:0.771474
[1416]	train-auc:0.997429	valid-auc:0.771463
[1417]	train-auc:0.997429	valid-auc:0.771457
[1418]	train-auc:0.997428	valid-auc:0.771456
[1419]	train-auc:0.99743	valid-auc:0.771466
[1420]	train-auc:0.997435	valid-auc:0.771519
[1421]	train-auc:0.99744	valid-auc:0.771549
[1422]	train-auc:0.99744	valid-auc:0.771547
[1423]	train-auc:0.997442	valid-auc:0.771554
[1424]	train-auc:0.997443	valid-auc:0.771548
[1425]	train-auc:0.997445	valid-auc:0.771537
[1426]	train-auc:0.997448	valid-auc:0.77156
[1427]	train-auc:0.997452	valid-auc:0.771585
[1428]	train-auc:0.997452	valid-auc:0.771631
[1429]	train-auc:0.997452	valid-auc:0.77164
[1430]	train-auc:0.997457	valid-auc:0.771642
[1431]	train-auc:0.99746	valid-auc:0.771639
[1432]	train-auc:0.997464	valid-auc:0.771643
[1433]	train-auc:0.99747	valid-auc:0.771642
[1434]	train-auc:0.997472	valid-auc:0.771636
[1435]	train-auc:0.997474	valid-auc:0.771642
[1436]	train-auc:0.997475	valid-auc:0.771669
[1437]	train-auc:0.997479	valid-auc:0.771685
[1438]	train-auc:0.997484	valid-auc:0.771707
[1439]	train-auc:0.997487	valid-auc:0.77172
[1440]	train-auc:0.997489	valid-auc:0.77172
[1441]	train-auc:0.997494	valid-auc:0.771689
[1442]	train-auc:0.997499	valid-auc:0.771729
[1443]	train-auc:0.9975	valid-auc:0.771749
[1444]	train-auc:0.997508	valid-auc:0.771778
[1445]	train-auc:0.997512	valid-auc:0.771787
[1446]	train-auc:0.997513	valid-auc:0.771828
[1447]	train-auc:0.997518	valid-auc:0.771854
[1448]	train-auc:0.997525	valid-auc:0.771854
[1449]	train-auc:0.997528	valid-auc:0.771868
[1450]	train-auc:0.997541	valid-auc:0.771909
[1451]	train-auc:0.997541	valid-auc:0.771882
[1452]	train-auc:0.99754	valid-auc:0.771883
[1453]	train-auc:0.997543	valid-auc:0.771875
[1454]	train-auc:0.997545	valid-auc:0.77189
[1455]	train-auc:0.997552	valid-auc:0.771895
[1456]	train-auc:0.997554	valid-auc:0.771868
[1457]	train-auc:0.997558	valid-auc:0.771861
[1458]	train-auc:0.997562	valid-auc:0.771875
[1459]	train-auc:0.997565	valid-auc:0.771872
[1460]	train-auc:0.997566	valid-auc:0.771878
[1461]	train-auc:0.997573	valid-auc:0.771904
[1462]	train-auc:0.997575	valid-auc:0.771915
[1463]	train-auc:0.997576	valid-auc:0.771934
[1464]	train-auc:0.997582	valid-auc:0.771961
[1465]	train-auc:0.997588	valid-auc:0.771948
[1466]	train-auc:0.997594	valid-auc:0.771977
[1467]	train-auc:0.997608	valid-auc:0.77198
[1468]	train-auc:0.997613	valid-auc:0.772
[1469]	train-auc:0.997614	valid-auc:0.772028
[1470]	train-auc:0.99762	valid-auc:0.772057
[1471]	train-auc:0.997624	valid-auc:0.77211
[1472]	train-auc:0.997629	valid-auc:0.772097
[1473]	train-auc:0.997632	valid-auc:0.772107
[1474]	train-auc:0.997634	valid-auc:0.772086
[1475]	train-auc:0.997637	valid-auc:0.772079
[1476]	train-auc:0.997641	valid-auc:0.772097
[1477]	train-auc:0.997644	valid-auc:0.772118
[1478]	train-auc:0.997645	valid-auc:0.772138
[1479]	train-auc:0.997646	valid-auc:0.772154
[1480]	train-auc:0.997654	valid-auc:0.772161
[1481]	train-auc:0.997658	valid-auc:0.77215
[1482]	train-auc:0.997665	valid-auc:0.772193
[1483]	train-auc:0.997669	valid-auc:0.772216
[1484]	train-auc:0.997671	valid-auc:0.772191
[1485]	train-auc:0.997672	valid-auc:0.77219
[1486]	train-auc:0.997676	valid-auc:0.772202
[1487]	train-auc:0.997681	valid-auc:0.772171
[1488]	train-auc:0.997696	valid-auc:0.772162
[1489]	train-auc:0.9977	valid-auc:0.772153
[1490]	train-auc:0.997706	valid-auc:0.772148
[1491]	train-auc:0.997708	valid-auc:0.772142
[1492]	train-auc:0.997716	valid-auc:0.772091
[1493]	train-auc:0.99772	valid-auc:0.772054
[1494]	train-auc:0.997721	valid-auc:0.772089
[1495]	train-auc:0.997729	valid-auc:0.772058
[1496]	train-auc:0.997739	valid-auc:0.772075
[1497]	train-auc:0.997746	valid-auc:0.772134
[1498]	train-auc:0.997752	valid-auc:0.772172
[1499]	train-auc:0.997758	valid-auc:0.772209
[1500]	train-auc:0.99776	valid-auc:0.772197
[1501]	train-auc:0.997761	valid-auc:0.77219
[1502]	train-auc:0.997765	valid-auc:0.772178
[1503]	train-auc:0.997765	valid-auc:0.772196
[1504]	train-auc:0.997769	valid-auc:0.772223
[1505]	train-auc:0.99777	valid-auc:0.772197
[1506]	train-auc:0.997774	valid-auc:0.772223
[1507]	train-auc:0.997776	valid-auc:0.772227
[1508]	train-auc:0.99778	valid-auc:0.772217
[1509]	train-auc:0.997786	valid-auc:0.772226
[1510]	train-auc:0.997786	valid-auc:0.772222
[1511]	train-auc:0.997793	valid-auc:0.772231
[1512]	train-auc:0.997795	valid-auc:0.772234
[1513]	train-auc:0.997798	valid-auc:0.772233
[1514]	train-auc:0.997803	valid-auc:0.772242
[1515]	train-auc:0.997804	valid-auc:0.772266
[1516]	train-auc:0.997804	valid-auc:0.772276
[1517]	train-auc:0.997805	valid-auc:0.772301
[1518]	train-auc:0.997808	valid-auc:0.772328
[1519]	train-auc:0.99781	valid-auc:0.772352
[1520]	train-auc:0.997813	valid-auc:0.772365
[1521]	train-auc:0.997815	valid-auc:0.77236
[1522]	train-auc:0.997817	valid-auc:0.772358
[1523]	train-auc:0.997819	valid-auc:0.772351
[1524]	train-auc:0.997824	valid-auc:0.772377
[1525]	train-auc:0.997828	valid-auc:0.772395
[1526]	train-auc:0.997828	valid-auc:0.772388
[1527]	train-auc:0.99783	valid-auc:0.772376
[1528]	train-auc:0.99783	valid-auc:0.772392
[1529]	train-auc:0.997837	valid-auc:0.772397
[1530]	train-auc:0.99784	valid-auc:0.772417
[1531]	train-auc:0.997841	valid-auc:0.772422
[1532]	train-auc:0.997844	valid-auc:0.772431
[1533]	train-auc:0.997848	valid-auc:0.772456
[1534]	train-auc:0.997851	valid-auc:0.772453
[1535]	train-auc:0.997855	valid-auc:0.772471
[1536]	train-auc:0.997859	valid-auc:0.772471
[1537]	train-auc:0.997859	valid-auc:0.772475
[1538]	train-auc:0.997859	valid-auc:0.772479
[1539]	train-auc:0.99786	valid-auc:0.772478
[1540]	train-auc:0.997864	valid-auc:0.772481
[1541]	train-auc:0.997866	valid-auc:0.772479
[1542]	train-auc:0.997867	valid-auc:0.772479
[1543]	train-auc:0.997869	valid-auc:0.772489
[1544]	train-auc:0.997873	valid-auc:0.772485
[1545]	train-auc:0.997876	valid-auc:0.772505
[1546]	train-auc:0.997878	valid-auc:0.772506
[1547]	train-auc:0.997881	valid-auc:0.772513
[1548]	train-auc:0.997886	valid-auc:0.772537
[1549]	train-auc:0.99789	valid-auc:0.772536
[1550]	train-auc:0.997893	valid-auc:0.772509
[1551]	train-auc:0.997894	valid-auc:0.772473
[1552]	train-auc:0.997893	valid-auc:0.772477
[1553]	train-auc:0.997896	valid-auc:0.772489
[1554]	train-auc:0.9979	valid-auc:0.77248
[1555]	train-auc:0.997901	valid-auc:0.772478
[1556]	train-auc:0.997902	valid-auc:0.772497
[1557]	train-auc:0.997906	valid-auc:0.772489
[1558]	train-auc:0.997907	valid-auc:0.772496
[1559]	train-auc:0.997909	valid-auc:0.772508
[1560]	train-auc:0.997911	valid-auc:0.772498
[1561]	train-auc:0.997916	valid-auc:0.772488
[1562]	train-auc:0.997919	valid-auc:0.772492
[1563]	train-auc:0.997922	valid-auc:0.772494
[1564]	train-auc:0.997927	valid-auc:0.772514
[1565]	train-auc:0.997928	valid-auc:0.772505
[1566]	train-auc:0.997937	valid-auc:0.77246
[1567]	train-auc:0.99794	valid-auc:0.772484
[1568]	train-auc:0.997942	valid-auc:0.772474
[1569]	train-auc:0.997943	valid-auc:0.772515
[1570]	train-auc:0.997952	valid-auc:0.772508
[1571]	train-auc:0.997958	valid-auc:0.772497
[1572]	train-auc:0.997964	valid-auc:0.772484
[1573]	train-auc:0.997968	valid-auc:0.772478
[1574]	train-auc:0.997968	valid-auc:0.772467
[1575]	train-auc:0.997974	valid-auc:0.772478
[1576]	train-auc:0.997976	valid-auc:0.772478
[1577]	train-auc:0.997982	valid-auc:0.77247
[1578]	train-auc:0.997982	valid-auc:0.772444
[1579]	train-auc:0.997984	valid-auc:0.772475
[1580]	train-auc:0.997985	valid-auc:0.772445
[1581]	train-auc:0.997987	valid-auc:0.772442
[1582]	train-auc:0.997988	valid-auc:0.77244
[1583]	train-auc:0.997992	valid-auc:0.772444
[1584]	train-auc:0.998	valid-auc:0.772431
[1585]	train-auc:0.998006	valid-auc:0.77246
[1586]	train-auc:0.998006	valid-auc:0.772493
[1587]	train-auc:0.99801	valid-auc:0.772465
[1588]	train-auc:0.998011	valid-auc:0.772448
[1589]	train-auc:0.998018	valid-auc:0.772462
[1590]	train-auc:0.998018	valid-auc:0.772473
[1591]	train-auc:0.998024	valid-auc:0.772525
[1592]	train-auc:0.998027	valid-auc:0.77252
[1593]	train-auc:0.998028	valid-auc:0.772551
[1594]	train-auc:0.998034	valid-auc:0.772544
[1595]	train-auc:0.998036	valid-auc:0.772529
[1596]	train-auc:0.998036	valid-auc:0.772526
[1597]	train-auc:0.998041	valid-auc:0.772554
[1598]	train-auc:0.99804	valid-auc:0.77256
[1599]	train-auc:0.998041	valid-auc:0.772551
[1600]	train-auc:0.998046	valid-auc:0.772584
[1601]	train-auc:0.998049	valid-auc:0.772592
[1602]	train-auc:0.998052	valid-auc:0.772584
[1603]	train-auc:0.998062	valid-auc:0.772573
[1604]	train-auc:0.998066	valid-auc:0.77255
[1605]	train-auc:0.998069	valid-auc:0.772562
[1606]	train-auc:0.998072	valid-auc:0.772584
[1607]	train-auc:0.998074	valid-auc:0.77258
[1608]	train-auc:0.998078	valid-auc:0.772584
[1609]	train-auc:0.998082	valid-auc:0.772594
[1610]	train-auc:0.998083	valid-auc:0.772603
[1611]	train-auc:0.998087	valid-auc:0.772587
[1612]	train-auc:0.998088	valid-auc:0.772589
[1613]	train-auc:0.998092	valid-auc:0.77261
[1614]	train-auc:0.998092	valid-auc:0.772594
[1615]	train-auc:0.998094	valid-auc:0.772558
[1616]	train-auc:0.998095	valid-auc:0.772566
[1617]	train-auc:0.998098	valid-auc:0.772522
[1618]	train-auc:0.998101	valid-auc:0.772502
[1619]	train-auc:0.998103	valid-auc:0.772478
[1620]	train-auc:0.998104	valid-auc:0.77248
[1621]	train-auc:0.998105	valid-auc:0.772452
[1622]	train-auc:0.998107	valid-auc:0.772432
[1623]	train-auc:0.99811	valid-auc:0.772445
[1624]	train-auc:0.998113	valid-auc:0.772496
[1625]	train-auc:0.998115	valid-auc:0.772506
[1626]	train-auc:0.998116	valid-auc:0.772516
[1627]	train-auc:0.99812	valid-auc:0.772545
[1628]	train-auc:0.998121	valid-auc:0.772539
[1629]	train-auc:0.998122	valid-auc:0.772548
[1630]	train-auc:0.998127	valid-auc:0.772582
[1631]	train-auc:0.998128	valid-auc:0.772604
[1632]	train-auc:0.998131	valid-auc:0.772556
[1633]	train-auc:0.998133	valid-auc:0.772552
[1634]	train-auc:0.998134	valid-auc:0.772581
[1635]	train-auc:0.998137	valid-auc:0.772608
[1636]	train-auc:0.99814	valid-auc:0.77262
[1637]	train-auc:0.998147	valid-auc:0.772603
[1638]	train-auc:0.998149	valid-auc:0.772591
[1639]	train-auc:0.998149	valid-auc:0.772587
[1640]	train-auc:0.998152	valid-auc:0.772569
[1641]	train-auc:0.998154	valid-auc:0.772586
[1642]	train-auc:0.998155	valid-auc:0.772589
[1643]	train-auc:0.99816	valid-auc:0.772612
[1644]	train-auc:0.998164	valid-auc:0.772606
[1645]	train-auc:0.998165	valid-auc:0.772627
[1646]	train-auc:0.998169	valid-auc:0.772634
[1647]	train-auc:0.998174	valid-auc:0.772632
[1648]	train-auc:0.998176	valid-auc:0.772635
[1649]	train-auc:0.998178	valid-auc:0.772655
[1650]	train-auc:0.998184	valid-auc:0.772643
[1651]	train-auc:0.998185	valid-auc:0.772664
[1652]	train-auc:0.998185	valid-auc:0.772657
[1653]	train-auc:0.998186	valid-auc:0.772667
[1654]	train-auc:0.99819	valid-auc:0.772676
[1655]	train-auc:0.998192	valid-auc:0.772681
[1656]	train-auc:0.998197	valid-auc:0.772681
[1657]	train-auc:0.998198	valid-auc:0.77268
[1658]	train-auc:0.998201	valid-auc:0.772664
[1659]	train-auc:0.998206	valid-auc:0.772672
[1660]	train-auc:0.998207	valid-auc:0.772672
[1661]	train-auc:0.998212	valid-auc:0.772667
[1662]	train-auc:0.998215	valid-auc:0.772659
[1663]	train-auc:0.998217	valid-auc:0.772651
[1664]	train-auc:0.998219	valid-auc:0.77264
[1665]	train-auc:0.998222	valid-auc:0.772652
[1666]	train-auc:0.998221	valid-auc:0.772656
[1667]	train-auc:0.998222	valid-auc:0.772662
[1668]	train-auc:0.998226	valid-auc:0.772649
[1669]	train-auc:0.998229	valid-auc:0.772633
[1670]	train-auc:0.99823	valid-auc:0.772598
[1671]	train-auc:0.998232	valid-auc:0.772592
[1672]	train-auc:0.998233	valid-auc:0.772605
[1673]	train-auc:0.998237	valid-auc:0.772607
[1674]	train-auc:0.99824	valid-auc:0.772612
[1675]	train-auc:0.998241	valid-auc:0.772621
[1676]	train-auc:0.998242	valid-auc:0.772592
[1677]	train-auc:0.998244	valid-auc:0.772574
[1678]	train-auc:0.998246	valid-auc:0.772595
[1679]	train-auc:0.99825	valid-auc:0.772596
[1680]	train-auc:0.998253	valid-auc:0.772595
[1681]	train-auc:0.998259	valid-auc:0.772595
[1682]	train-auc:0.998261	valid-auc:0.77258
[1683]	train-auc:0.998263	valid-auc:0.772588
[1684]	train-auc:0.998264	valid-auc:0.772584
[1685]	train-auc:0.998265	valid-auc:0.772582
[1686]	train-auc:0.998268	valid-auc:0.7726
[1687]	train-auc:0.99827	valid-auc:0.772628
[1688]	train-auc:0.998273	valid-auc:0.772621
[1689]	train-auc:0.998277	valid-auc:0.772625
[1690]	train-auc:0.998278	valid-auc:0.772632
[1691]	train-auc:0.99828	valid-auc:0.772641
[1692]	train-auc:0.998282	valid-auc:0.772672
[1693]	train-auc:0.998286	valid-auc:0.772686
[1694]	train-auc:0.998289	valid-auc:0.772673
[1695]	train-auc:0.99829	valid-auc:0.772682
[1696]	train-auc:0.998292	valid-auc:0.77269
[1697]	train-auc:0.998295	valid-auc:0.772695
[1698]	train-auc:0.998299	valid-auc:0.772711
[1699]	train-auc:0.9983	valid-auc:0.772728
[1700]	train-auc:0.998299	valid-auc:0.772725
[1701]	train-auc:0.9983	valid-auc:0.772728
[1702]	train-auc:0.998304	valid-auc:0.772775
[1703]	train-auc:0.998305	valid-auc:0.77277
[1704]	train-auc:0.998306	valid-auc:0.772756
[1705]	train-auc:0.998307	valid-auc:0.77271
[1706]	train-auc:0.998307	valid-auc:0.772702
[1707]	train-auc:0.998309	valid-auc:0.772731
[1708]	train-auc:0.998311	valid-auc:0.772713
[1709]	train-auc:0.998314	valid-auc:0.772697
[1710]	train-auc:0.998315	valid-auc:0.772644
[1711]	train-auc:0.998317	valid-auc:0.772627
[1712]	train-auc:0.99832	valid-auc:0.772647
[1713]	train-auc:0.998321	valid-auc:0.772684
[1714]	train-auc:0.998323	valid-auc:0.772701
[1715]	train-auc:0.998325	valid-auc:0.772713
[1716]	train-auc:0.998327	valid-auc:0.772701
[1717]	train-auc:0.99833	valid-auc:0.772717
[1718]	train-auc:0.998332	valid-auc:0.772699
[1719]	train-auc:0.998333	valid-auc:0.772723
[1720]	train-auc:0.998333	valid-auc:0.77272
[1721]	train-auc:0.998337	valid-auc:0.77271
[1722]	train-auc:0.998339	valid-auc:0.772721
[1723]	train-auc:0.998339	valid-auc:0.772715
[1724]	train-auc:0.998345	valid-auc:0.772714
[1725]	train-auc:0.998347	valid-auc:0.772732
[1726]	train-auc:0.998351	valid-auc:0.772722
[1727]	train-auc:0.998352	valid-auc:0.772729
[1728]	train-auc:0.998357	valid-auc:0.772748
[1729]	train-auc:0.998363	valid-auc:0.772702
[1730]	train-auc:0.998368	valid-auc:0.772681
[1731]	train-auc:0.99837	valid-auc:0.772664
[1732]	train-auc:0.99837	valid-auc:0.772694
[1733]	train-auc:0.998371	valid-auc:0.772668
[1734]	train-auc:0.998373	valid-auc:0.772674
[1735]	train-auc:0.998376	valid-auc:0.77265
[1736]	train-auc:0.998381	valid-auc:0.772631
[1737]	train-auc:0.998383	valid-auc:0.772647
[1738]	train-auc:0.998388	valid-auc:0.772656
[1739]	train-auc:0.998393	valid-auc:0.772635
[1740]	train-auc:0.998396	valid-auc:0.772679
[1741]	train-auc:0.998397	valid-auc:0.77269
[1742]	train-auc:0.998398	valid-auc:0.772681
[1743]	train-auc:0.998402	valid-auc:0.772644
[1744]	train-auc:0.998404	valid-auc:0.772635
[1745]	train-auc:0.998407	valid-auc:0.77263
[1746]	train-auc:0.998407	valid-auc:0.772606
[1747]	train-auc:0.99841	valid-auc:0.772627
[1748]	train-auc:0.998408	valid-auc:0.772613
[1749]	train-auc:0.998409	valid-auc:0.772632
[1750]	train-auc:0.99841	valid-auc:0.772647
[1751]	train-auc:0.99841	valid-auc:0.772635
[1752]	train-auc:0.998414	valid-auc:0.772603
Stopping. Best iteration:
[1702]	train-auc:0.998304	valid-auc:0.772775

C:\ProgramData\Anaconda3\lib\site-packages\mlcrate\backend.py:7: UserWarning: Timer.format_elapsed() has been deprecated in favour of Timer.fsince() and will be removed soon
  warn(message)
[mlcrate] Finished training fold 0 - took 3m10s - running score 0.772775
[mlcrate] Running fold 1, 62697 train samples, 10450 validation samples
[0]	train-auc:0.744933	valid-auc:0.67904
Multiple eval metrics have been passed: 'valid-auc' will be used for early stopping.

Will train until valid-auc hasn't improved in 50 rounds.
[1]	train-auc:0.766391	valid-auc:0.699385
[2]	train-auc:0.779451	valid-auc:0.711188
[3]	train-auc:0.786683	valid-auc:0.715513
[4]	train-auc:0.790587	valid-auc:0.71753
[5]	train-auc:0.79464	valid-auc:0.717742
[6]	train-auc:0.796438	valid-auc:0.71918
[7]	train-auc:0.799781	valid-auc:0.721123
[8]	train-auc:0.801824	valid-auc:0.722705
[9]	train-auc:0.8035	valid-auc:0.723673
[10]	train-auc:0.80534	valid-auc:0.724567
[11]	train-auc:0.808482	valid-auc:0.725905
[12]	train-auc:0.812039	valid-auc:0.727542
[13]	train-auc:0.813407	valid-auc:0.727025
[14]	train-auc:0.814963	valid-auc:0.727013
[15]	train-auc:0.816887	valid-auc:0.727607
[16]	train-auc:0.81856	valid-auc:0.728137
[17]	train-auc:0.819067	valid-auc:0.72855
[18]	train-auc:0.821979	valid-auc:0.729146
[19]	train-auc:0.82353	valid-auc:0.729494
[20]	train-auc:0.825082	valid-auc:0.730174
[21]	train-auc:0.826749	valid-auc:0.730157
[22]	train-auc:0.828687	valid-auc:0.730535
[23]	train-auc:0.830409	valid-auc:0.731004
[24]	train-auc:0.831378	valid-auc:0.731493
[25]	train-auc:0.832957	valid-auc:0.732218
[26]	train-auc:0.833961	valid-auc:0.732236
[27]	train-auc:0.835319	valid-auc:0.732534
[28]	train-auc:0.836731	valid-auc:0.733108
[29]	train-auc:0.838272	valid-auc:0.733391
[30]	train-auc:0.839708	valid-auc:0.734019
[31]	train-auc:0.840835	valid-auc:0.734027
[32]	train-auc:0.841867	valid-auc:0.734594
[33]	train-auc:0.843679	valid-auc:0.735267
[34]	train-auc:0.844864	valid-auc:0.735677
[35]	train-auc:0.84621	valid-auc:0.73593
[36]	train-auc:0.84747	valid-auc:0.736474
[37]	train-auc:0.848366	valid-auc:0.736706
[38]	train-auc:0.84966	valid-auc:0.736877
[39]	train-auc:0.850682	valid-auc:0.737045
[40]	train-auc:0.851535	valid-auc:0.737289
[41]	train-auc:0.853201	valid-auc:0.738093
[42]	train-auc:0.85447	valid-auc:0.738772
[43]	train-auc:0.855798	valid-auc:0.73928
[44]	train-auc:0.856298	valid-auc:0.739198
[45]	train-auc:0.857651	valid-auc:0.739528
[46]	train-auc:0.859112	valid-auc:0.739815
[47]	train-auc:0.860515	valid-auc:0.739995
[48]	train-auc:0.861618	valid-auc:0.740166
[49]	train-auc:0.863083	valid-auc:0.740236
[50]	train-auc:0.863675	valid-auc:0.740321
[51]	train-auc:0.864394	valid-auc:0.740388
[52]	train-auc:0.865416	valid-auc:0.740966
[53]	train-auc:0.86681	valid-auc:0.741762
[54]	train-auc:0.867371	valid-auc:0.741955
[55]	train-auc:0.868455	valid-auc:0.742206
[56]	train-auc:0.869056	valid-auc:0.742408
[57]	train-auc:0.870192	valid-auc:0.743173
[58]	train-auc:0.870726	valid-auc:0.743576
[59]	train-auc:0.871198	valid-auc:0.743777
[60]	train-auc:0.871816	valid-auc:0.743895
[61]	train-auc:0.872594	valid-auc:0.744034
[62]	train-auc:0.873687	valid-auc:0.744337
[63]	train-auc:0.874574	valid-auc:0.744783
[64]	train-auc:0.875218	valid-auc:0.745104
[65]	train-auc:0.875787	valid-auc:0.745556
[66]	train-auc:0.876932	valid-auc:0.746283
[67]	train-auc:0.877217	valid-auc:0.746402
[68]	train-auc:0.878203	valid-auc:0.746519
[69]	train-auc:0.879053	valid-auc:0.746574
[70]	train-auc:0.879369	valid-auc:0.746583
[71]	train-auc:0.880067	valid-auc:0.7469
[72]	train-auc:0.880837	valid-auc:0.747178
[73]	train-auc:0.881466	valid-auc:0.747502
[74]	train-auc:0.88222	valid-auc:0.747706
[75]	train-auc:0.882951	valid-auc:0.74786
[76]	train-auc:0.883054	valid-auc:0.747944
[77]	train-auc:0.883416	valid-auc:0.748081
[78]	train-auc:0.883586	valid-auc:0.748248
[79]	train-auc:0.884111	valid-auc:0.74839
[80]	train-auc:0.884513	valid-auc:0.74857
[81]	train-auc:0.88522	valid-auc:0.748618
[82]	train-auc:0.885373	valid-auc:0.748669
[83]	train-auc:0.8859	valid-auc:0.74877
[84]	train-auc:0.886175	valid-auc:0.748972
[85]	train-auc:0.886428	valid-auc:0.748959
[86]	train-auc:0.887315	valid-auc:0.749502
[87]	train-auc:0.887865	valid-auc:0.749829
[88]	train-auc:0.887932	valid-auc:0.749866
[89]	train-auc:0.888534	valid-auc:0.750204
[90]	train-auc:0.889078	valid-auc:0.750562
[91]	train-auc:0.890317	valid-auc:0.750915
[92]	train-auc:0.891177	valid-auc:0.751189
[93]	train-auc:0.891453	valid-auc:0.751358
[94]	train-auc:0.892079	valid-auc:0.751531
[95]	train-auc:0.892525	valid-auc:0.751687
[96]	train-auc:0.89326	valid-auc:0.751998
[97]	train-auc:0.893753	valid-auc:0.75212
[98]	train-auc:0.893923	valid-auc:0.752293
[99]	train-auc:0.894347	valid-auc:0.752528
[100]	train-auc:0.895241	valid-auc:0.752872
[101]	train-auc:0.895887	valid-auc:0.753069
[102]	train-auc:0.896883	valid-auc:0.753295
[103]	train-auc:0.897265	valid-auc:0.753505
[104]	train-auc:0.89783	valid-auc:0.753656
[105]	train-auc:0.898363	valid-auc:0.753919
[106]	train-auc:0.899481	valid-auc:0.754174
[107]	train-auc:0.899848	valid-auc:0.75421
[108]	train-auc:0.900411	valid-auc:0.754319
[109]	train-auc:0.901172	valid-auc:0.754518
[110]	train-auc:0.902022	valid-auc:0.754836
[111]	train-auc:0.9021	valid-auc:0.75484
[112]	train-auc:0.902935	valid-auc:0.754985
[113]	train-auc:0.903232	valid-auc:0.755235
[114]	train-auc:0.903543	valid-auc:0.755317
[115]	train-auc:0.904142	valid-auc:0.755478
[116]	train-auc:0.905115	valid-auc:0.75586
[117]	train-auc:0.905433	valid-auc:0.755875
[118]	train-auc:0.905741	valid-auc:0.75582
[119]	train-auc:0.907126	valid-auc:0.756111
[120]	train-auc:0.907277	valid-auc:0.756212
[121]	train-auc:0.907445	valid-auc:0.756286
[122]	train-auc:0.907715	valid-auc:0.756422
[123]	train-auc:0.907846	valid-auc:0.756466
[124]	train-auc:0.908611	valid-auc:0.756816
[125]	train-auc:0.90871	valid-auc:0.756868
[126]	train-auc:0.909051	valid-auc:0.756964
[127]	train-auc:0.909529	valid-auc:0.75692
[128]	train-auc:0.910055	valid-auc:0.756957
[129]	train-auc:0.910489	valid-auc:0.757007
[130]	train-auc:0.911118	valid-auc:0.756972
[131]	train-auc:0.911534	valid-auc:0.757086
[132]	train-auc:0.91192	valid-auc:0.757266
[133]	train-auc:0.912397	valid-auc:0.757234
[134]	train-auc:0.912646	valid-auc:0.757286
[135]	train-auc:0.913537	valid-auc:0.757592
[136]	train-auc:0.913674	valid-auc:0.757659
[137]	train-auc:0.914634	valid-auc:0.757782
[138]	train-auc:0.915316	valid-auc:0.758109
[139]	train-auc:0.915736	valid-auc:0.758165
[140]	train-auc:0.915985	valid-auc:0.758178
[141]	train-auc:0.916284	valid-auc:0.758415
[142]	train-auc:0.916844	valid-auc:0.758556
[143]	train-auc:0.917487	valid-auc:0.758713
[144]	train-auc:0.918191	valid-auc:0.758912
[145]	train-auc:0.91845	valid-auc:0.758989
[146]	train-auc:0.918814	valid-auc:0.759134
[147]	train-auc:0.919074	valid-auc:0.759197
[148]	train-auc:0.91983	valid-auc:0.759361
[149]	train-auc:0.920057	valid-auc:0.75939
[150]	train-auc:0.920173	valid-auc:0.759469
[151]	train-auc:0.920352	valid-auc:0.759664
[152]	train-auc:0.920588	valid-auc:0.759741
[153]	train-auc:0.920985	valid-auc:0.759898
[154]	train-auc:0.921082	valid-auc:0.759895
[155]	train-auc:0.921351	valid-auc:0.759887
[156]	train-auc:0.921708	valid-auc:0.760139
[157]	train-auc:0.921949	valid-auc:0.760257
[158]	train-auc:0.922135	valid-auc:0.760313
[159]	train-auc:0.922422	valid-auc:0.760419
[160]	train-auc:0.922945	valid-auc:0.760385
[161]	train-auc:0.92328	valid-auc:0.760458
[162]	train-auc:0.92367	valid-auc:0.760493
[163]	train-auc:0.923849	valid-auc:0.7606
[164]	train-auc:0.924401	valid-auc:0.76088
[165]	train-auc:0.924926	valid-auc:0.761101
[166]	train-auc:0.925311	valid-auc:0.76122
[167]	train-auc:0.925875	valid-auc:0.761337
[168]	train-auc:0.926284	valid-auc:0.761436
[169]	train-auc:0.926946	valid-auc:0.761837
[170]	train-auc:0.927157	valid-auc:0.761885
[171]	train-auc:0.927679	valid-auc:0.762141
[172]	train-auc:0.92819	valid-auc:0.762414
[173]	train-auc:0.928744	valid-auc:0.762805
[174]	train-auc:0.929062	valid-auc:0.762789
[175]	train-auc:0.92954	valid-auc:0.762891
[176]	train-auc:0.929923	valid-auc:0.763023
[177]	train-auc:0.93033	valid-auc:0.763085
[178]	train-auc:0.930613	valid-auc:0.763184
[179]	train-auc:0.930955	valid-auc:0.76335
[180]	train-auc:0.931242	valid-auc:0.763373
[181]	train-auc:0.931369	valid-auc:0.763426
[182]	train-auc:0.931637	valid-auc:0.763576
[183]	train-auc:0.931983	valid-auc:0.763714
[184]	train-auc:0.932012	valid-auc:0.763767
[185]	train-auc:0.932102	valid-auc:0.763784
[186]	train-auc:0.932268	valid-auc:0.763819
[187]	train-auc:0.932568	valid-auc:0.764014
[188]	train-auc:0.932946	valid-auc:0.764024
[189]	train-auc:0.933235	valid-auc:0.76426
[190]	train-auc:0.933583	valid-auc:0.764399
[191]	train-auc:0.933844	valid-auc:0.764376
[192]	train-auc:0.934198	valid-auc:0.764483
[193]	train-auc:0.934596	valid-auc:0.764286
[194]	train-auc:0.934787	valid-auc:0.764388
[195]	train-auc:0.935235	valid-auc:0.764724
[196]	train-auc:0.93547	valid-auc:0.764746
[197]	train-auc:0.935983	valid-auc:0.765109
[198]	train-auc:0.936302	valid-auc:0.765166
[199]	train-auc:0.936516	valid-auc:0.765136
[200]	train-auc:0.936822	valid-auc:0.765152
[201]	train-auc:0.937138	valid-auc:0.765112
[202]	train-auc:0.937263	valid-auc:0.765174
[203]	train-auc:0.937703	valid-auc:0.765177
[204]	train-auc:0.937975	valid-auc:0.76519
[205]	train-auc:0.938475	valid-auc:0.76518
[206]	train-auc:0.938793	valid-auc:0.765134
[207]	train-auc:0.938909	valid-auc:0.765265
[208]	train-auc:0.939441	valid-auc:0.765584
[209]	train-auc:0.939585	valid-auc:0.765652
[210]	train-auc:0.939757	valid-auc:0.7657
[211]	train-auc:0.940128	valid-auc:0.765977
[212]	train-auc:0.940557	valid-auc:0.766124
[213]	train-auc:0.94102	valid-auc:0.766256
[214]	train-auc:0.941363	valid-auc:0.76636
[215]	train-auc:0.941593	valid-auc:0.766426
[216]	train-auc:0.941913	valid-auc:0.766495
[217]	train-auc:0.942	valid-auc:0.766481
[218]	train-auc:0.942155	valid-auc:0.766577
[219]	train-auc:0.942369	valid-auc:0.766708
[220]	train-auc:0.942729	valid-auc:0.766754
[221]	train-auc:0.943083	valid-auc:0.766834
[222]	train-auc:0.943485	valid-auc:0.767001
[223]	train-auc:0.943693	valid-auc:0.767009
[224]	train-auc:0.943902	valid-auc:0.767154
[225]	train-auc:0.944323	valid-auc:0.767584
[226]	train-auc:0.944692	valid-auc:0.767652
[227]	train-auc:0.945156	valid-auc:0.767858
[228]	train-auc:0.945261	valid-auc:0.767876
[229]	train-auc:0.945404	valid-auc:0.767864
[230]	train-auc:0.945615	valid-auc:0.76797
[231]	train-auc:0.945778	valid-auc:0.768003
[232]	train-auc:0.945898	valid-auc:0.767941
[233]	train-auc:0.946254	valid-auc:0.767941
[234]	train-auc:0.94647	valid-auc:0.767933
[235]	train-auc:0.946606	valid-auc:0.768046
[236]	train-auc:0.946808	valid-auc:0.768045
[237]	train-auc:0.947261	valid-auc:0.768268
[238]	train-auc:0.947494	valid-auc:0.768215
[239]	train-auc:0.947879	valid-auc:0.768281
[240]	train-auc:0.948145	valid-auc:0.768432
[241]	train-auc:0.948251	valid-auc:0.768569
[242]	train-auc:0.948613	valid-auc:0.768712
[243]	train-auc:0.948773	valid-auc:0.768775
[244]	train-auc:0.948879	valid-auc:0.768712
[245]	train-auc:0.948987	valid-auc:0.768728
[246]	train-auc:0.949182	valid-auc:0.768736
[247]	train-auc:0.949418	valid-auc:0.768808
[248]	train-auc:0.949771	valid-auc:0.768963
[249]	train-auc:0.949803	valid-auc:0.769002
[250]	train-auc:0.950014	valid-auc:0.769084
[251]	train-auc:0.950066	valid-auc:0.769083
[252]	train-auc:0.950392	valid-auc:0.769153
[253]	train-auc:0.950934	valid-auc:0.769495
[254]	train-auc:0.951073	valid-auc:0.769533
[255]	train-auc:0.951336	valid-auc:0.769672
[256]	train-auc:0.951557	valid-auc:0.769802
[257]	train-auc:0.951624	valid-auc:0.769839
[258]	train-auc:0.951824	valid-auc:0.769861
[259]	train-auc:0.951924	valid-auc:0.769916
[260]	train-auc:0.952084	valid-auc:0.769918
[261]	train-auc:0.952281	valid-auc:0.770016
[262]	train-auc:0.95239	valid-auc:0.770042
[263]	train-auc:0.952528	valid-auc:0.770136
[264]	train-auc:0.95276	valid-auc:0.770193
[265]	train-auc:0.953155	valid-auc:0.770371
[266]	train-auc:0.953497	valid-auc:0.770569
[267]	train-auc:0.953509	valid-auc:0.770594
[268]	train-auc:0.95375	valid-auc:0.770618
[269]	train-auc:0.95381	valid-auc:0.770627
[270]	train-auc:0.953879	valid-auc:0.770662
[271]	train-auc:0.954082	valid-auc:0.770635
[272]	train-auc:0.954278	valid-auc:0.770735
[273]	train-auc:0.954429	valid-auc:0.770716
[274]	train-auc:0.954642	valid-auc:0.770706
[275]	train-auc:0.954935	valid-auc:0.770683
[276]	train-auc:0.955212	valid-auc:0.770777
[277]	train-auc:0.95545	valid-auc:0.770841
[278]	train-auc:0.955623	valid-auc:0.770892
[279]	train-auc:0.955813	valid-auc:0.770973
[280]	train-auc:0.956101	valid-auc:0.771191
[281]	train-auc:0.956278	valid-auc:0.771251
[282]	train-auc:0.956494	valid-auc:0.771336
[283]	train-auc:0.956638	valid-auc:0.771479
[284]	train-auc:0.956759	valid-auc:0.771453
[285]	train-auc:0.956982	valid-auc:0.771582
[286]	train-auc:0.957211	valid-auc:0.771659
[287]	train-auc:0.957469	valid-auc:0.771835
[288]	train-auc:0.957609	valid-auc:0.771861
[289]	train-auc:0.957783	valid-auc:0.771921
[290]	train-auc:0.957836	valid-auc:0.771959
[291]	train-auc:0.957952	valid-auc:0.77208
[292]	train-auc:0.958193	valid-auc:0.772128
[293]	train-auc:0.958263	valid-auc:0.772207
[294]	train-auc:0.958501	valid-auc:0.772286
[295]	train-auc:0.958661	valid-auc:0.772358
[296]	train-auc:0.958726	valid-auc:0.772351
[297]	train-auc:0.95884	valid-auc:0.772369
[298]	train-auc:0.958936	valid-auc:0.772428
[299]	train-auc:0.959053	valid-auc:0.7724
[300]	train-auc:0.959104	valid-auc:0.772366
[301]	train-auc:0.959321	valid-auc:0.772405
[302]	train-auc:0.959383	valid-auc:0.772343
[303]	train-auc:0.959649	valid-auc:0.772443
[304]	train-auc:0.95974	valid-auc:0.772463
[305]	train-auc:0.959856	valid-auc:0.772578
[306]	train-auc:0.959979	valid-auc:0.772606
[307]	train-auc:0.96014	valid-auc:0.772558
[308]	train-auc:0.960321	valid-auc:0.772518
[309]	train-auc:0.960538	valid-auc:0.772501
[310]	train-auc:0.96067	valid-auc:0.772497
[311]	train-auc:0.96083	valid-auc:0.772481
[312]	train-auc:0.960867	valid-auc:0.772489
[313]	train-auc:0.960973	valid-auc:0.772462
[314]	train-auc:0.961077	valid-auc:0.772445
[315]	train-auc:0.961197	valid-auc:0.772528
[316]	train-auc:0.961264	valid-auc:0.772599
[317]	train-auc:0.961528	valid-auc:0.772722
[318]	train-auc:0.961635	valid-auc:0.772761
[319]	train-auc:0.961746	valid-auc:0.772824
[320]	train-auc:0.961907	valid-auc:0.772911
[321]	train-auc:0.961985	valid-auc:0.772999
[322]	train-auc:0.962185	valid-auc:0.77306
[323]	train-auc:0.962263	valid-auc:0.773088
[324]	train-auc:0.962354	valid-auc:0.773162
[325]	train-auc:0.962516	valid-auc:0.773215
[326]	train-auc:0.962563	valid-auc:0.773169
[327]	train-auc:0.962638	valid-auc:0.773212
[328]	train-auc:0.96277	valid-auc:0.773247
[329]	train-auc:0.962861	valid-auc:0.773247
[330]	train-auc:0.963027	valid-auc:0.773277
[331]	train-auc:0.963134	valid-auc:0.773366
[332]	train-auc:0.963236	valid-auc:0.773297
[333]	train-auc:0.963332	valid-auc:0.773273
[334]	train-auc:0.963602	valid-auc:0.773435
[335]	train-auc:0.963713	valid-auc:0.773553
[336]	train-auc:0.963885	valid-auc:0.773627
[337]	train-auc:0.963994	valid-auc:0.773553
[338]	train-auc:0.96414	valid-auc:0.773633
[339]	train-auc:0.964175	valid-auc:0.773672
[340]	train-auc:0.96428	valid-auc:0.773699
[341]	train-auc:0.964411	valid-auc:0.773871
[342]	train-auc:0.964558	valid-auc:0.773878
[343]	train-auc:0.964628	valid-auc:0.773915
[344]	train-auc:0.964709	valid-auc:0.773941
[345]	train-auc:0.964793	valid-auc:0.774018
[346]	train-auc:0.964956	valid-auc:0.77416
[347]	train-auc:0.965083	valid-auc:0.774336
[348]	train-auc:0.965201	valid-auc:0.774364
[349]	train-auc:0.965421	valid-auc:0.774445
[350]	train-auc:0.965517	valid-auc:0.774441
[351]	train-auc:0.965629	valid-auc:0.774453
[352]	train-auc:0.965732	valid-auc:0.774446
[353]	train-auc:0.965854	valid-auc:0.774445
[354]	train-auc:0.965916	valid-auc:0.774505
[355]	train-auc:0.965999	valid-auc:0.774549
[356]	train-auc:0.966193	valid-auc:0.774703
[357]	train-auc:0.966434	valid-auc:0.774884
[358]	train-auc:0.966545	valid-auc:0.774953
[359]	train-auc:0.966742	valid-auc:0.774855
[360]	train-auc:0.966973	valid-auc:0.77484
[361]	train-auc:0.967103	valid-auc:0.775004
[362]	train-auc:0.967256	valid-auc:0.775047
[363]	train-auc:0.967321	valid-auc:0.775112
[364]	train-auc:0.967366	valid-auc:0.775122
[365]	train-auc:0.967429	valid-auc:0.775124
[366]	train-auc:0.967578	valid-auc:0.775205
[367]	train-auc:0.967797	valid-auc:0.775301
[368]	train-auc:0.967804	valid-auc:0.775288
[369]	train-auc:0.967948	valid-auc:0.77532
[370]	train-auc:0.967973	valid-auc:0.775319
[371]	train-auc:0.968073	valid-auc:0.775385
[372]	train-auc:0.968216	valid-auc:0.775378
[373]	train-auc:0.968328	valid-auc:0.775262
[374]	train-auc:0.968512	valid-auc:0.775242
[375]	train-auc:0.968681	valid-auc:0.7752
[376]	train-auc:0.968794	valid-auc:0.775288
[377]	train-auc:0.968841	valid-auc:0.775357
[378]	train-auc:0.968955	valid-auc:0.775296
[379]	train-auc:0.969049	valid-auc:0.775191
[380]	train-auc:0.969115	valid-auc:0.775274
[381]	train-auc:0.969254	valid-auc:0.775293
[382]	train-auc:0.969377	valid-auc:0.775382
[383]	train-auc:0.969411	valid-auc:0.775432
[384]	train-auc:0.969558	valid-auc:0.775411
[385]	train-auc:0.969684	valid-auc:0.775512
[386]	train-auc:0.969858	valid-auc:0.775604
[387]	train-auc:0.970083	valid-auc:0.77573
[388]	train-auc:0.970112	valid-auc:0.775717
[389]	train-auc:0.970202	valid-auc:0.775789
[390]	train-auc:0.970242	valid-auc:0.775732
[391]	train-auc:0.970271	valid-auc:0.775732
[392]	train-auc:0.970347	valid-auc:0.775749
[393]	train-auc:0.970411	valid-auc:0.775823
[394]	train-auc:0.97055	valid-auc:0.775932
[395]	train-auc:0.970751	valid-auc:0.776
[396]	train-auc:0.970836	valid-auc:0.776016
[397]	train-auc:0.970921	valid-auc:0.776066
[398]	train-auc:0.970979	valid-auc:0.776035
[399]	train-auc:0.971104	valid-auc:0.776001
[400]	train-auc:0.97116	valid-auc:0.775999
[401]	train-auc:0.971251	valid-auc:0.776043
[402]	train-auc:0.971342	valid-auc:0.77611
[403]	train-auc:0.971426	valid-auc:0.776199
[404]	train-auc:0.971533	valid-auc:0.776278
[405]	train-auc:0.971574	valid-auc:0.776316
[406]	train-auc:0.971648	valid-auc:0.776325
[407]	train-auc:0.971742	valid-auc:0.77643
[408]	train-auc:0.97191	valid-auc:0.77653
[409]	train-auc:0.972055	valid-auc:0.776624
[410]	train-auc:0.972101	valid-auc:0.776681
[411]	train-auc:0.97218	valid-auc:0.776741
[412]	train-auc:0.972294	valid-auc:0.776802
[413]	train-auc:0.972327	valid-auc:0.776791
[414]	train-auc:0.972425	valid-auc:0.776808
[415]	train-auc:0.972521	valid-auc:0.776804
[416]	train-auc:0.972613	valid-auc:0.776856
[417]	train-auc:0.97263	valid-auc:0.776856
[418]	train-auc:0.97272	valid-auc:0.776899
[419]	train-auc:0.972825	valid-auc:0.7769
[420]	train-auc:0.972917	valid-auc:0.77683
[421]	train-auc:0.972951	valid-auc:0.776798
[422]	train-auc:0.97305	valid-auc:0.776933
[423]	train-auc:0.973146	valid-auc:0.776959
[424]	train-auc:0.973235	valid-auc:0.777039
[425]	train-auc:0.973335	valid-auc:0.777105
[426]	train-auc:0.973378	valid-auc:0.777141
[427]	train-auc:0.973435	valid-auc:0.777208
[428]	train-auc:0.973554	valid-auc:0.777276
[429]	train-auc:0.973655	valid-auc:0.77721
[430]	train-auc:0.973744	valid-auc:0.777163
[431]	train-auc:0.973866	valid-auc:0.777181
[432]	train-auc:0.973878	valid-auc:0.777205
[433]	train-auc:0.973934	valid-auc:0.777224
[434]	train-auc:0.973992	valid-auc:0.777154
[435]	train-auc:0.974129	valid-auc:0.777227
[436]	train-auc:0.974213	valid-auc:0.777201
[437]	train-auc:0.974296	valid-auc:0.77728
[438]	train-auc:0.974405	valid-auc:0.777337
[439]	train-auc:0.974548	valid-auc:0.777349
[440]	train-auc:0.974575	valid-auc:0.777362
[441]	train-auc:0.974732	valid-auc:0.777417
[442]	train-auc:0.974814	valid-auc:0.77746
[443]	train-auc:0.974912	valid-auc:0.777511
[444]	train-auc:0.975015	valid-auc:0.77754
[445]	train-auc:0.97509	valid-auc:0.777637
[446]	train-auc:0.975117	valid-auc:0.777674
[447]	train-auc:0.975197	valid-auc:0.777694
[448]	train-auc:0.975364	valid-auc:0.777768
[449]	train-auc:0.975445	valid-auc:0.777761
[450]	train-auc:0.975553	valid-auc:0.777896
[451]	train-auc:0.975664	valid-auc:0.777831
[452]	train-auc:0.97575	valid-auc:0.777872
[453]	train-auc:0.975808	valid-auc:0.777873
[454]	train-auc:0.975836	valid-auc:0.777892
[455]	train-auc:0.97597	valid-auc:0.778001
[456]	train-auc:0.97607	valid-auc:0.778116
[457]	train-auc:0.976129	valid-auc:0.778117
[458]	train-auc:0.976166	valid-auc:0.778104
[459]	train-auc:0.97624	valid-auc:0.778091
[460]	train-auc:0.976323	valid-auc:0.778173
[461]	train-auc:0.976468	valid-auc:0.778224
[462]	train-auc:0.976519	valid-auc:0.778289
[463]	train-auc:0.976601	valid-auc:0.778321
[464]	train-auc:0.976614	valid-auc:0.778352
[465]	train-auc:0.976778	valid-auc:0.778427
[466]	train-auc:0.976915	valid-auc:0.778426
[467]	train-auc:0.976966	valid-auc:0.778367
[468]	train-auc:0.977	valid-auc:0.778421
[469]	train-auc:0.977045	valid-auc:0.77837
[470]	train-auc:0.977103	valid-auc:0.77841
[471]	train-auc:0.977215	valid-auc:0.778545
[472]	train-auc:0.977284	valid-auc:0.778469
[473]	train-auc:0.977396	valid-auc:0.778571
[474]	train-auc:0.97747	valid-auc:0.778509
[475]	train-auc:0.97754	valid-auc:0.778506
[476]	train-auc:0.977615	valid-auc:0.778533
[477]	train-auc:0.977645	valid-auc:0.778537
[478]	train-auc:0.977655	valid-auc:0.778575
[479]	train-auc:0.977776	valid-auc:0.778555
[480]	train-auc:0.977903	valid-auc:0.778633
[481]	train-auc:0.978025	valid-auc:0.778736
[482]	train-auc:0.978054	valid-auc:0.778717
[483]	train-auc:0.978127	valid-auc:0.778814
[484]	train-auc:0.978236	valid-auc:0.778884
[485]	train-auc:0.978362	valid-auc:0.778923
[486]	train-auc:0.978455	valid-auc:0.779032
[487]	train-auc:0.978578	valid-auc:0.779164
[488]	train-auc:0.978652	valid-auc:0.779195
[489]	train-auc:0.978761	valid-auc:0.779288
[490]	train-auc:0.978776	valid-auc:0.779307
[491]	train-auc:0.978811	valid-auc:0.779339
[492]	train-auc:0.978873	valid-auc:0.779301
[493]	train-auc:0.978925	valid-auc:0.779291
[494]	train-auc:0.978959	valid-auc:0.779295
[495]	train-auc:0.979042	valid-auc:0.779308
[496]	train-auc:0.979079	valid-auc:0.779307
[497]	train-auc:0.979085	valid-auc:0.77924
[498]	train-auc:0.979183	valid-auc:0.779269
[499]	train-auc:0.979212	valid-auc:0.779327
[500]	train-auc:0.979276	valid-auc:0.779305
[501]	train-auc:0.979296	valid-auc:0.779258
[502]	train-auc:0.979394	valid-auc:0.779255
[503]	train-auc:0.979536	valid-auc:0.779331
[504]	train-auc:0.979639	valid-auc:0.779281
[505]	train-auc:0.979653	valid-auc:0.779243
[506]	train-auc:0.979711	valid-auc:0.779207
[507]	train-auc:0.979792	valid-auc:0.779245
[508]	train-auc:0.979836	valid-auc:0.779297
[509]	train-auc:0.979924	valid-auc:0.779319
[510]	train-auc:0.980034	valid-auc:0.779401
[511]	train-auc:0.980093	valid-auc:0.779402
[512]	train-auc:0.980147	valid-auc:0.779373
[513]	train-auc:0.980205	valid-auc:0.779355
[514]	train-auc:0.980247	valid-auc:0.779354
[515]	train-auc:0.980315	valid-auc:0.779356
[516]	train-auc:0.980386	valid-auc:0.77945
[517]	train-auc:0.980473	valid-auc:0.779466
[518]	train-auc:0.980552	valid-auc:0.779446
[519]	train-auc:0.980623	valid-auc:0.779523
[520]	train-auc:0.980635	valid-auc:0.779482
[521]	train-auc:0.980727	valid-auc:0.779471
[522]	train-auc:0.980799	valid-auc:0.779456
[523]	train-auc:0.980886	valid-auc:0.779423
[524]	train-auc:0.980956	valid-auc:0.779408
[525]	train-auc:0.98098	valid-auc:0.779388
[526]	train-auc:0.981043	valid-auc:0.77937
[527]	train-auc:0.981083	valid-auc:0.779389
[528]	train-auc:0.981184	valid-auc:0.779426
[529]	train-auc:0.981244	valid-auc:0.77934
[530]	train-auc:0.981344	valid-auc:0.779358
[531]	train-auc:0.981361	valid-auc:0.779373
[532]	train-auc:0.98142	valid-auc:0.779407
[533]	train-auc:0.981485	valid-auc:0.779401
[534]	train-auc:0.981542	valid-auc:0.779398
[535]	train-auc:0.981614	valid-auc:0.779439
[536]	train-auc:0.981651	valid-auc:0.779461
[537]	train-auc:0.981735	valid-auc:0.7795
[538]	train-auc:0.981834	valid-auc:0.779579
[539]	train-auc:0.981881	valid-auc:0.779644
[540]	train-auc:0.981929	valid-auc:0.779673
[541]	train-auc:0.982025	valid-auc:0.77969
[542]	train-auc:0.982072	valid-auc:0.779642
[543]	train-auc:0.982129	valid-auc:0.779634
[544]	train-auc:0.982204	valid-auc:0.77964
[545]	train-auc:0.982265	valid-auc:0.779698
[546]	train-auc:0.982328	valid-auc:0.779722
[547]	train-auc:0.982384	valid-auc:0.779738
[548]	train-auc:0.982406	valid-auc:0.779759
[549]	train-auc:0.982449	valid-auc:0.779785
[550]	train-auc:0.982506	valid-auc:0.779786
[551]	train-auc:0.982582	valid-auc:0.779755
[552]	train-auc:0.982595	valid-auc:0.779783
[553]	train-auc:0.982616	valid-auc:0.779777
[554]	train-auc:0.982638	valid-auc:0.779759
[555]	train-auc:0.982681	valid-auc:0.779785
[556]	train-auc:0.982711	valid-auc:0.779845
[557]	train-auc:0.982745	valid-auc:0.779942
[558]	train-auc:0.982825	valid-auc:0.779981
[559]	train-auc:0.982847	valid-auc:0.779912
[560]	train-auc:0.98294	valid-auc:0.779971
[561]	train-auc:0.982994	valid-auc:0.780004
[562]	train-auc:0.983061	valid-auc:0.779958
[563]	train-auc:0.983074	valid-auc:0.77998
[564]	train-auc:0.983174	valid-auc:0.779909
[565]	train-auc:0.983197	valid-auc:0.7799
[566]	train-auc:0.983227	valid-auc:0.779935
[567]	train-auc:0.983305	valid-auc:0.779893
[568]	train-auc:0.983354	valid-auc:0.779843
[569]	train-auc:0.983387	valid-auc:0.779887
[570]	train-auc:0.983428	valid-auc:0.77985
[571]	train-auc:0.983476	valid-auc:0.779861
[572]	train-auc:0.983524	valid-auc:0.779873
[573]	train-auc:0.983535	valid-auc:0.77986
[574]	train-auc:0.983576	valid-auc:0.779822
[575]	train-auc:0.983642	valid-auc:0.779782
[576]	train-auc:0.983692	valid-auc:0.779814
[577]	train-auc:0.983751	valid-auc:0.779806
[578]	train-auc:0.983765	valid-auc:0.779832
[579]	train-auc:0.983832	valid-auc:0.779795
[580]	train-auc:0.983843	valid-auc:0.779785
[581]	train-auc:0.983897	valid-auc:0.779773
[582]	train-auc:0.983961	valid-auc:0.77975
[583]	train-auc:0.984012	valid-auc:0.779749
[584]	train-auc:0.984032	valid-auc:0.779718
[585]	train-auc:0.984121	valid-auc:0.779802
[586]	train-auc:0.98416	valid-auc:0.779832
[587]	train-auc:0.98427	valid-auc:0.779908
[588]	train-auc:0.984336	valid-auc:0.779921
[589]	train-auc:0.984382	valid-auc:0.779884
[590]	train-auc:0.984455	valid-auc:0.779925
[591]	train-auc:0.984527	valid-auc:0.779945
[592]	train-auc:0.9846	valid-auc:0.779911
[593]	train-auc:0.984642	valid-auc:0.779928
[594]	train-auc:0.984717	valid-auc:0.779983
[595]	train-auc:0.984761	valid-auc:0.779907
[596]	train-auc:0.984794	valid-auc:0.779892
[597]	train-auc:0.984833	valid-auc:0.779943
[598]	train-auc:0.984918	valid-auc:0.780028
[599]	train-auc:0.984927	valid-auc:0.780032
[600]	train-auc:0.984991	valid-auc:0.780062
[601]	train-auc:0.985023	valid-auc:0.780089
[602]	train-auc:0.985069	valid-auc:0.780085
[603]	train-auc:0.985085	valid-auc:0.780141
[604]	train-auc:0.985114	valid-auc:0.780094
[605]	train-auc:0.985195	valid-auc:0.780118
[606]	train-auc:0.985194	valid-auc:0.780118
[607]	train-auc:0.985216	valid-auc:0.780155
[608]	train-auc:0.985257	valid-auc:0.780142
[609]	train-auc:0.98526	valid-auc:0.780156
[610]	train-auc:0.985283	valid-auc:0.780124
[611]	train-auc:0.985317	valid-auc:0.780146
[612]	train-auc:0.985369	valid-auc:0.780166
[613]	train-auc:0.985416	valid-auc:0.780199
[614]	train-auc:0.985472	valid-auc:0.780272
[615]	train-auc:0.985471	valid-auc:0.78029
[616]	train-auc:0.985539	valid-auc:0.780322
[617]	train-auc:0.985554	valid-auc:0.780328
[618]	train-auc:0.985597	valid-auc:0.780341
[619]	train-auc:0.985646	valid-auc:0.780332
[620]	train-auc:0.985675	valid-auc:0.780338
[621]	train-auc:0.985696	valid-auc:0.780336
[622]	train-auc:0.985757	valid-auc:0.780406
[623]	train-auc:0.985824	valid-auc:0.780394
[624]	train-auc:0.985869	valid-auc:0.780448
[625]	train-auc:0.985898	valid-auc:0.780502
[626]	train-auc:0.98594	valid-auc:0.780513
[627]	train-auc:0.985973	valid-auc:0.780483
[628]	train-auc:0.986023	valid-auc:0.780547
[629]	train-auc:0.986075	valid-auc:0.78059
[630]	train-auc:0.986097	valid-auc:0.780598
[631]	train-auc:0.986104	valid-auc:0.780615
[632]	train-auc:0.986144	valid-auc:0.780654
[633]	train-auc:0.986161	valid-auc:0.780681
[634]	train-auc:0.986186	valid-auc:0.780655
[635]	train-auc:0.986219	valid-auc:0.780717
[636]	train-auc:0.986307	valid-auc:0.78073
[637]	train-auc:0.986421	valid-auc:0.78082
[638]	train-auc:0.986485	valid-auc:0.780836
[639]	train-auc:0.986528	valid-auc:0.780808
[640]	train-auc:0.986595	valid-auc:0.780818
[641]	train-auc:0.98663	valid-auc:0.780812
[642]	train-auc:0.986682	valid-auc:0.7808
[643]	train-auc:0.986721	valid-auc:0.780828
[644]	train-auc:0.986794	valid-auc:0.780953
[645]	train-auc:0.986825	valid-auc:0.780937
[646]	train-auc:0.986877	valid-auc:0.780923
[647]	train-auc:0.986927	valid-auc:0.78093
[648]	train-auc:0.986994	valid-auc:0.781019
[649]	train-auc:0.987031	valid-auc:0.781046
[650]	train-auc:0.987041	valid-auc:0.781029
[651]	train-auc:0.987068	valid-auc:0.78105
[652]	train-auc:0.98711	valid-auc:0.781098
[653]	train-auc:0.987139	valid-auc:0.781159
[654]	train-auc:0.987203	valid-auc:0.781143
[655]	train-auc:0.987234	valid-auc:0.781176
[656]	train-auc:0.987242	valid-auc:0.781203
[657]	train-auc:0.987266	valid-auc:0.78117
[658]	train-auc:0.987284	valid-auc:0.78117
[659]	train-auc:0.987317	valid-auc:0.781136
[660]	train-auc:0.987357	valid-auc:0.781119
[661]	train-auc:0.987438	valid-auc:0.781151
[662]	train-auc:0.987461	valid-auc:0.781198
[663]	train-auc:0.987527	valid-auc:0.781309
[664]	train-auc:0.987574	valid-auc:0.781337
[665]	train-auc:0.987632	valid-auc:0.781407
[666]	train-auc:0.987679	valid-auc:0.781439
[667]	train-auc:0.987692	valid-auc:0.781417
[668]	train-auc:0.987744	valid-auc:0.78138
[669]	train-auc:0.987748	valid-auc:0.781378
[670]	train-auc:0.98777	valid-auc:0.781401
[671]	train-auc:0.987784	valid-auc:0.781434
[672]	train-auc:0.987803	valid-auc:0.781382
[673]	train-auc:0.987866	valid-auc:0.781452
[674]	train-auc:0.987855	valid-auc:0.781479
[675]	train-auc:0.98792	valid-auc:0.781492
[676]	train-auc:0.987964	valid-auc:0.781502
[677]	train-auc:0.988011	valid-auc:0.781501
[678]	train-auc:0.988015	valid-auc:0.781514
[679]	train-auc:0.988051	valid-auc:0.781558
[680]	train-auc:0.98809	valid-auc:0.781485
[681]	train-auc:0.98811	valid-auc:0.781515
[682]	train-auc:0.988128	valid-auc:0.781533
[683]	train-auc:0.988149	valid-auc:0.781581
[684]	train-auc:0.988176	valid-auc:0.781587
[685]	train-auc:0.988207	valid-auc:0.78161
[686]	train-auc:0.988253	valid-auc:0.781647
[687]	train-auc:0.988259	valid-auc:0.781646
[688]	train-auc:0.988272	valid-auc:0.78161
[689]	train-auc:0.988304	valid-auc:0.781609
[690]	train-auc:0.988329	valid-auc:0.781592
[691]	train-auc:0.988389	valid-auc:0.7817
[692]	train-auc:0.988443	valid-auc:0.78172
[693]	train-auc:0.988454	valid-auc:0.781731
[694]	train-auc:0.988474	valid-auc:0.781793
[695]	train-auc:0.988557	valid-auc:0.781918
[696]	train-auc:0.98858	valid-auc:0.7819
[697]	train-auc:0.988599	valid-auc:0.781867
[698]	train-auc:0.988633	valid-auc:0.781883
[699]	train-auc:0.988698	valid-auc:0.781906
[700]	train-auc:0.988765	valid-auc:0.781893
[701]	train-auc:0.988777	valid-auc:0.781858
[702]	train-auc:0.988799	valid-auc:0.781857
[703]	train-auc:0.98881	valid-auc:0.781907
[704]	train-auc:0.988854	valid-auc:0.781943
[705]	train-auc:0.988887	valid-auc:0.781937
[706]	train-auc:0.98891	valid-auc:0.781931
[707]	train-auc:0.988927	valid-auc:0.781948
[708]	train-auc:0.988963	valid-auc:0.781984
[709]	train-auc:0.988978	valid-auc:0.782015
[710]	train-auc:0.988991	valid-auc:0.782041
[711]	train-auc:0.989043	valid-auc:0.78202
[712]	train-auc:0.989067	valid-auc:0.782017
[713]	train-auc:0.989074	valid-auc:0.782006
[714]	train-auc:0.989107	valid-auc:0.781992
[715]	train-auc:0.989142	valid-auc:0.781972
[716]	train-auc:0.989143	valid-auc:0.781972
[717]	train-auc:0.989163	valid-auc:0.782042
[718]	train-auc:0.989176	valid-auc:0.782013
[719]	train-auc:0.989236	valid-auc:0.78197
[720]	train-auc:0.989245	valid-auc:0.781974
[721]	train-auc:0.989249	valid-auc:0.781974
[722]	train-auc:0.989284	valid-auc:0.782045
[723]	train-auc:0.989305	valid-auc:0.782087
[724]	train-auc:0.989316	valid-auc:0.782126
[725]	train-auc:0.989319	valid-auc:0.782085
[726]	train-auc:0.98934	valid-auc:0.782127
[727]	train-auc:0.989369	valid-auc:0.782088
[728]	train-auc:0.989384	valid-auc:0.782117
[729]	train-auc:0.989426	valid-auc:0.78215
[730]	train-auc:0.989444	valid-auc:0.782108
[731]	train-auc:0.989463	valid-auc:0.782106
[732]	train-auc:0.98951	valid-auc:0.782073
[733]	train-auc:0.989518	valid-auc:0.782068
[734]	train-auc:0.989536	valid-auc:0.782101
[735]	train-auc:0.989552	valid-auc:0.782163
[736]	train-auc:0.989575	valid-auc:0.782193
[737]	train-auc:0.989598	valid-auc:0.782226
[738]	train-auc:0.989615	valid-auc:0.782278
[739]	train-auc:0.989639	valid-auc:0.78228
[740]	train-auc:0.989657	valid-auc:0.782328
[741]	train-auc:0.989658	valid-auc:0.782306
[742]	train-auc:0.989675	valid-auc:0.782269
[743]	train-auc:0.98972	valid-auc:0.782213
[744]	train-auc:0.989784	valid-auc:0.782229
[745]	train-auc:0.989861	valid-auc:0.782234
[746]	train-auc:0.989869	valid-auc:0.782229
[747]	train-auc:0.989925	valid-auc:0.782206
[748]	train-auc:0.989935	valid-auc:0.782204
[749]	train-auc:0.989971	valid-auc:0.78221
[750]	train-auc:0.989982	valid-auc:0.782225
[751]	train-auc:0.989991	valid-auc:0.782218
[752]	train-auc:0.990004	valid-auc:0.782176
[753]	train-auc:0.990014	valid-auc:0.782136
[754]	train-auc:0.990046	valid-auc:0.78217
[755]	train-auc:0.990058	valid-auc:0.782181
[756]	train-auc:0.990077	valid-auc:0.782228
[757]	train-auc:0.990095	valid-auc:0.782264
[758]	train-auc:0.990114	valid-auc:0.782284
[759]	train-auc:0.990161	valid-auc:0.782287
[760]	train-auc:0.990202	valid-auc:0.782254
[761]	train-auc:0.990212	valid-auc:0.782225
[762]	train-auc:0.990225	valid-auc:0.782281
[763]	train-auc:0.990272	valid-auc:0.78233
[764]	train-auc:0.99033	valid-auc:0.782387
[765]	train-auc:0.990351	valid-auc:0.782359
[766]	train-auc:0.990401	valid-auc:0.782344
[767]	train-auc:0.990417	valid-auc:0.782324
[768]	train-auc:0.990453	valid-auc:0.782329
[769]	train-auc:0.990468	valid-auc:0.782352
[770]	train-auc:0.990479	valid-auc:0.782356
[771]	train-auc:0.990492	valid-auc:0.782329
[772]	train-auc:0.990521	valid-auc:0.782314
[773]	train-auc:0.990541	valid-auc:0.7823
[774]	train-auc:0.990585	valid-auc:0.782336
[775]	train-auc:0.990607	valid-auc:0.782343
[776]	train-auc:0.990628	valid-auc:0.782325
[777]	train-auc:0.99064	valid-auc:0.782321
[778]	train-auc:0.990669	valid-auc:0.782324
[779]	train-auc:0.990698	valid-auc:0.782376
[780]	train-auc:0.990733	valid-auc:0.782402
[781]	train-auc:0.990763	valid-auc:0.782386
[782]	train-auc:0.990793	valid-auc:0.782414
[783]	train-auc:0.990818	valid-auc:0.782361
[784]	train-auc:0.990845	valid-auc:0.782296
[785]	train-auc:0.99088	valid-auc:0.782283
[786]	train-auc:0.990888	valid-auc:0.782273
[787]	train-auc:0.990906	valid-auc:0.78229
[788]	train-auc:0.990922	valid-auc:0.782306
[789]	train-auc:0.990941	valid-auc:0.782257
[790]	train-auc:0.990968	valid-auc:0.782327
[791]	train-auc:0.990982	valid-auc:0.782327
[792]	train-auc:0.991024	valid-auc:0.782442
[793]	train-auc:0.99104	valid-auc:0.782411
[794]	train-auc:0.991078	valid-auc:0.782373
[795]	train-auc:0.991091	valid-auc:0.782366
[796]	train-auc:0.991117	valid-auc:0.782368
[797]	train-auc:0.991126	valid-auc:0.782352
[798]	train-auc:0.991146	valid-auc:0.782368
[799]	train-auc:0.991185	valid-auc:0.782297
[800]	train-auc:0.99121	valid-auc:0.782285
[801]	train-auc:0.991238	valid-auc:0.782275
[802]	train-auc:0.991272	valid-auc:0.782235
[803]	train-auc:0.991283	valid-auc:0.782262
[804]	train-auc:0.991316	valid-auc:0.782286
[805]	train-auc:0.991347	valid-auc:0.782304
[806]	train-auc:0.991386	valid-auc:0.782301
[807]	train-auc:0.991426	valid-auc:0.782346
[808]	train-auc:0.991458	valid-auc:0.782326
[809]	train-auc:0.99149	valid-auc:0.782337
[810]	train-auc:0.991506	valid-auc:0.782352
[811]	train-auc:0.99152	valid-auc:0.782396
[812]	train-auc:0.991556	valid-auc:0.782495
[813]	train-auc:0.991568	valid-auc:0.782486
[814]	train-auc:0.991595	valid-auc:0.782533
[815]	train-auc:0.991616	valid-auc:0.78257
[816]	train-auc:0.991633	valid-auc:0.782633
[817]	train-auc:0.991641	valid-auc:0.782682
[818]	train-auc:0.991647	valid-auc:0.782661
[819]	train-auc:0.991649	valid-auc:0.782658
[820]	train-auc:0.991663	valid-auc:0.782653
[821]	train-auc:0.99167	valid-auc:0.782647
[822]	train-auc:0.991677	valid-auc:0.782625
[823]	train-auc:0.991698	valid-auc:0.782645
[824]	train-auc:0.991707	valid-auc:0.782649
[825]	train-auc:0.991748	valid-auc:0.782672
[826]	train-auc:0.991767	valid-auc:0.78265
[827]	train-auc:0.991787	valid-auc:0.782681
[828]	train-auc:0.991796	valid-auc:0.782711
[829]	train-auc:0.991823	valid-auc:0.7827
[830]	train-auc:0.991836	valid-auc:0.782663
[831]	train-auc:0.991874	valid-auc:0.782685
[832]	train-auc:0.991878	valid-auc:0.782704
[833]	train-auc:0.991895	valid-auc:0.782738
[834]	train-auc:0.991909	valid-auc:0.782733
[835]	train-auc:0.991923	valid-auc:0.782718
[836]	train-auc:0.991937	valid-auc:0.782678
[837]	train-auc:0.991956	valid-auc:0.782625
[838]	train-auc:0.991971	valid-auc:0.782642
[839]	train-auc:0.991974	valid-auc:0.782645
[840]	train-auc:0.992001	valid-auc:0.782642
[841]	train-auc:0.992024	valid-auc:0.782638
[842]	train-auc:0.992031	valid-auc:0.782668
[843]	train-auc:0.992065	valid-auc:0.782698
[844]	train-auc:0.99208	valid-auc:0.78276
[845]	train-auc:0.992096	valid-auc:0.782791
[846]	train-auc:0.992143	valid-auc:0.782812
[847]	train-auc:0.99215	valid-auc:0.782809
[848]	train-auc:0.992171	valid-auc:0.782853
[849]	train-auc:0.992201	valid-auc:0.782852
[850]	train-auc:0.992223	valid-auc:0.782855
[851]	train-auc:0.992247	valid-auc:0.782844
[852]	train-auc:0.992264	valid-auc:0.782851
[853]	train-auc:0.992285	valid-auc:0.782926
[854]	train-auc:0.992318	valid-auc:0.782941
[855]	train-auc:0.992342	valid-auc:0.782994
[856]	train-auc:0.992366	valid-auc:0.783027
[857]	train-auc:0.992396	valid-auc:0.783095
[858]	train-auc:0.992404	valid-auc:0.7831
[859]	train-auc:0.992414	valid-auc:0.783106
[860]	train-auc:0.992425	valid-auc:0.783146
[861]	train-auc:0.992433	valid-auc:0.783125
[862]	train-auc:0.992465	valid-auc:0.783174
[863]	train-auc:0.992475	valid-auc:0.783177
[864]	train-auc:0.992483	valid-auc:0.783196
[865]	train-auc:0.992499	valid-auc:0.783142
[866]	train-auc:0.992519	valid-auc:0.783153
[867]	train-auc:0.992537	valid-auc:0.783157
[868]	train-auc:0.992554	valid-auc:0.783165
[869]	train-auc:0.992581	valid-auc:0.783197
[870]	train-auc:0.992599	valid-auc:0.783208
[871]	train-auc:0.992608	valid-auc:0.783216
[872]	train-auc:0.992644	valid-auc:0.783199
[873]	train-auc:0.992667	valid-auc:0.783219
[874]	train-auc:0.992686	valid-auc:0.783323
[875]	train-auc:0.992723	valid-auc:0.78335
[876]	train-auc:0.992763	valid-auc:0.783298
[877]	train-auc:0.992794	valid-auc:0.783301
[878]	train-auc:0.992842	valid-auc:0.783349
[879]	train-auc:0.99286	valid-auc:0.783372
[880]	train-auc:0.99289	valid-auc:0.783395
[881]	train-auc:0.992913	valid-auc:0.783377
[882]	train-auc:0.992932	valid-auc:0.783379
[883]	train-auc:0.992946	valid-auc:0.783377
[884]	train-auc:0.992962	valid-auc:0.783318
[885]	train-auc:0.992994	valid-auc:0.783269
[886]	train-auc:0.992994	valid-auc:0.783272
[887]	train-auc:0.993005	valid-auc:0.783254
[888]	train-auc:0.993012	valid-auc:0.783252
[889]	train-auc:0.993024	valid-auc:0.783315
[890]	train-auc:0.993046	valid-auc:0.783391
[891]	train-auc:0.993052	valid-auc:0.783402
[892]	train-auc:0.99308	valid-auc:0.783408
[893]	train-auc:0.993091	valid-auc:0.783401
[894]	train-auc:0.993111	valid-auc:0.783356
[895]	train-auc:0.993117	valid-auc:0.783345
[896]	train-auc:0.993131	valid-auc:0.783326
[897]	train-auc:0.993148	valid-auc:0.783277
[898]	train-auc:0.993165	valid-auc:0.783258
[899]	train-auc:0.993183	valid-auc:0.783274
[900]	train-auc:0.993201	valid-auc:0.783263
[901]	train-auc:0.993222	valid-auc:0.783303
[902]	train-auc:0.993232	valid-auc:0.783324
[903]	train-auc:0.993238	valid-auc:0.783328
[904]	train-auc:0.993239	valid-auc:0.783334
[905]	train-auc:0.993254	valid-auc:0.783338
[906]	train-auc:0.993266	valid-auc:0.783385
[907]	train-auc:0.993287	valid-auc:0.783347
[908]	train-auc:0.993316	valid-auc:0.78335
[909]	train-auc:0.993324	valid-auc:0.783352
[910]	train-auc:0.993343	valid-auc:0.783357
[911]	train-auc:0.993356	valid-auc:0.783324
[912]	train-auc:0.993379	valid-auc:0.783291
[913]	train-auc:0.993389	valid-auc:0.783233
[914]	train-auc:0.993403	valid-auc:0.783242
[915]	train-auc:0.993405	valid-auc:0.783217
[916]	train-auc:0.993418	valid-auc:0.783215
[917]	train-auc:0.993425	valid-auc:0.783185
[918]	train-auc:0.993431	valid-auc:0.78321
[919]	train-auc:0.993457	valid-auc:0.783243
[920]	train-auc:0.99347	valid-auc:0.783274
[921]	train-auc:0.993505	valid-auc:0.783307
[922]	train-auc:0.993514	valid-auc:0.783308
[923]	train-auc:0.99352	valid-auc:0.783316
[924]	train-auc:0.993539	valid-auc:0.783295
[925]	train-auc:0.993555	valid-auc:0.783294
[926]	train-auc:0.99357	valid-auc:0.783284
[927]	train-auc:0.993577	valid-auc:0.783271
[928]	train-auc:0.993596	valid-auc:0.783293
[929]	train-auc:0.993604	valid-auc:0.783257
[930]	train-auc:0.993629	valid-auc:0.783245
[931]	train-auc:0.993641	valid-auc:0.783282
[932]	train-auc:0.993651	valid-auc:0.783337
[933]	train-auc:0.993672	valid-auc:0.783353
[934]	train-auc:0.993689	valid-auc:0.783348
[935]	train-auc:0.993717	valid-auc:0.783354
[936]	train-auc:0.993731	valid-auc:0.783302
[937]	train-auc:0.993761	valid-auc:0.783381
[938]	train-auc:0.993775	valid-auc:0.783403
[939]	train-auc:0.993781	valid-auc:0.783447
[940]	train-auc:0.993785	valid-auc:0.783447
[941]	train-auc:0.993819	valid-auc:0.783492
[942]	train-auc:0.993826	valid-auc:0.783509
[943]	train-auc:0.993835	valid-auc:0.783496
[944]	train-auc:0.993857	valid-auc:0.78348
[945]	train-auc:0.993866	valid-auc:0.783507
[946]	train-auc:0.993876	valid-auc:0.783511
[947]	train-auc:0.993893	valid-auc:0.783547
[948]	train-auc:0.993894	valid-auc:0.783553
[949]	train-auc:0.993922	valid-auc:0.783599
[950]	train-auc:0.993935	valid-auc:0.783653
[951]	train-auc:0.993957	valid-auc:0.783685
[952]	train-auc:0.99397	valid-auc:0.783672
[953]	train-auc:0.993976	valid-auc:0.783738
[954]	train-auc:0.993978	valid-auc:0.783733
[955]	train-auc:0.99399	valid-auc:0.78372
[956]	train-auc:0.993996	valid-auc:0.783728
[957]	train-auc:0.994005	valid-auc:0.783749
[958]	train-auc:0.994016	valid-auc:0.783742
[959]	train-auc:0.994043	valid-auc:0.783782
[960]	train-auc:0.994052	valid-auc:0.783764
[961]	train-auc:0.994075	valid-auc:0.783793
[962]	train-auc:0.994096	valid-auc:0.783772
[963]	train-auc:0.994099	valid-auc:0.783789
[964]	train-auc:0.994115	valid-auc:0.783761
[965]	train-auc:0.994147	valid-auc:0.783845
[966]	train-auc:0.994148	valid-auc:0.783834
[967]	train-auc:0.994164	valid-auc:0.78381
[968]	train-auc:0.994174	valid-auc:0.783834
[969]	train-auc:0.99419	valid-auc:0.78379
[970]	train-auc:0.994211	valid-auc:0.783802
[971]	train-auc:0.994231	valid-auc:0.783802
[972]	train-auc:0.994246	valid-auc:0.783787
[973]	train-auc:0.994253	valid-auc:0.78381
[974]	train-auc:0.994261	valid-auc:0.783847
[975]	train-auc:0.994273	valid-auc:0.783789
[976]	train-auc:0.994277	valid-auc:0.783784
[977]	train-auc:0.994293	valid-auc:0.783742
[978]	train-auc:0.994303	valid-auc:0.783733
[979]	train-auc:0.994308	valid-auc:0.783718
[980]	train-auc:0.994338	valid-auc:0.783665
[981]	train-auc:0.99437	valid-auc:0.783721
[982]	train-auc:0.99438	valid-auc:0.783733
[983]	train-auc:0.994393	valid-auc:0.783762
[984]	train-auc:0.994408	valid-auc:0.783774
[985]	train-auc:0.994418	valid-auc:0.783811
[986]	train-auc:0.994434	valid-auc:0.783819
[987]	train-auc:0.994456	valid-auc:0.783783
[988]	train-auc:0.994459	valid-auc:0.783736
[989]	train-auc:0.994468	valid-auc:0.783774
[990]	train-auc:0.994474	valid-auc:0.783747
[991]	train-auc:0.994489	valid-auc:0.783757
[992]	train-auc:0.994497	valid-auc:0.783762
[993]	train-auc:0.994513	valid-auc:0.783746
[994]	train-auc:0.994524	valid-auc:0.783738
[995]	train-auc:0.994534	valid-auc:0.783783
[996]	train-auc:0.994553	valid-auc:0.783817
[997]	train-auc:0.994568	valid-auc:0.78383
[998]	train-auc:0.994583	valid-auc:0.783762
[999]	train-auc:0.994582	valid-auc:0.783753
[1000]	train-auc:0.994599	valid-auc:0.783774
[1001]	train-auc:0.99461	valid-auc:0.783728
[1002]	train-auc:0.994633	valid-auc:0.783786
[1003]	train-auc:0.994646	valid-auc:0.78384
[1004]	train-auc:0.994649	valid-auc:0.783872
[1005]	train-auc:0.994669	valid-auc:0.783886
[1006]	train-auc:0.994679	valid-auc:0.783901
[1007]	train-auc:0.994702	valid-auc:0.783969
[1008]	train-auc:0.994726	valid-auc:0.783913
[1009]	train-auc:0.994737	valid-auc:0.783933
[1010]	train-auc:0.99477	valid-auc:0.783938
[1011]	train-auc:0.994783	valid-auc:0.783962
[1012]	train-auc:0.994787	valid-auc:0.783981
[1013]	train-auc:0.994804	valid-auc:0.784009
[1014]	train-auc:0.994815	valid-auc:0.784024
[1015]	train-auc:0.994834	valid-auc:0.78409
[1016]	train-auc:0.994842	valid-auc:0.784059
[1017]	train-auc:0.994848	valid-auc:0.784038
[1018]	train-auc:0.994858	valid-auc:0.784069
[1019]	train-auc:0.994874	valid-auc:0.784063
[1020]	train-auc:0.994893	valid-auc:0.78411
[1021]	train-auc:0.994925	valid-auc:0.784158
[1022]	train-auc:0.99493	valid-auc:0.784144
[1023]	train-auc:0.994944	valid-auc:0.784104
[1024]	train-auc:0.994954	valid-auc:0.784092
[1025]	train-auc:0.994984	valid-auc:0.784069
[1026]	train-auc:0.995005	valid-auc:0.784129
[1027]	train-auc:0.995021	valid-auc:0.784111
[1028]	train-auc:0.995023	valid-auc:0.784164
[1029]	train-auc:0.995027	valid-auc:0.784194
[1030]	train-auc:0.99504	valid-auc:0.784142
[1031]	train-auc:0.99505	valid-auc:0.784166
[1032]	train-auc:0.995068	valid-auc:0.784154
[1033]	train-auc:0.995068	valid-auc:0.784146
[1034]	train-auc:0.99508	valid-auc:0.784126
[1035]	train-auc:0.995093	valid-auc:0.784098
[1036]	train-auc:0.995099	valid-auc:0.784092
[1037]	train-auc:0.995101	valid-auc:0.784101
[1038]	train-auc:0.995103	valid-auc:0.784097
[1039]	train-auc:0.995109	valid-auc:0.784108
[1040]	train-auc:0.995111	valid-auc:0.784123
[1041]	train-auc:0.995121	valid-auc:0.784141
[1042]	train-auc:0.995126	valid-auc:0.784168
[1043]	train-auc:0.995146	valid-auc:0.784216
[1044]	train-auc:0.995163	valid-auc:0.784215
[1045]	train-auc:0.995168	valid-auc:0.784278
[1046]	train-auc:0.99518	valid-auc:0.784292
[1047]	train-auc:0.995191	valid-auc:0.784315
[1048]	train-auc:0.995202	valid-auc:0.78427
[1049]	train-auc:0.99521	valid-auc:0.784261
[1050]	train-auc:0.995217	valid-auc:0.784253
[1051]	train-auc:0.995222	valid-auc:0.784215
[1052]	train-auc:0.995225	valid-auc:0.784242
[1053]	train-auc:0.995239	valid-auc:0.784252
[1054]	train-auc:0.995241	valid-auc:0.784255
[1055]	train-auc:0.995255	valid-auc:0.784311
[1056]	train-auc:0.995262	valid-auc:0.784341
[1057]	train-auc:0.995277	valid-auc:0.784333
[1058]	train-auc:0.995289	valid-auc:0.784347
[1059]	train-auc:0.995301	valid-auc:0.784327
[1060]	train-auc:0.995315	valid-auc:0.784368
[1061]	train-auc:0.995328	valid-auc:0.784413
[1062]	train-auc:0.995339	valid-auc:0.784447
[1063]	train-auc:0.995344	valid-auc:0.784422
[1064]	train-auc:0.995348	valid-auc:0.784405
[1065]	train-auc:0.995352	valid-auc:0.784402
[1066]	train-auc:0.995358	valid-auc:0.784447
[1067]	train-auc:0.99536	valid-auc:0.784466
[1068]	train-auc:0.995365	valid-auc:0.784468
[1069]	train-auc:0.995375	valid-auc:0.784525
[1070]	train-auc:0.995384	valid-auc:0.784525
[1071]	train-auc:0.995393	valid-auc:0.784562
[1072]	train-auc:0.9954	valid-auc:0.784556
[1073]	train-auc:0.995401	valid-auc:0.784545
[1074]	train-auc:0.995408	valid-auc:0.78461
[1075]	train-auc:0.995426	valid-auc:0.784585
[1076]	train-auc:0.995433	valid-auc:0.784589
[1077]	train-auc:0.995444	valid-auc:0.784622
[1078]	train-auc:0.995455	valid-auc:0.784632
[1079]	train-auc:0.995457	valid-auc:0.784659
[1080]	train-auc:0.995466	valid-auc:0.784682
[1081]	train-auc:0.995477	valid-auc:0.784679
[1082]	train-auc:0.995483	valid-auc:0.784647
[1083]	train-auc:0.995495	valid-auc:0.784671
[1084]	train-auc:0.995496	valid-auc:0.784673
[1085]	train-auc:0.995509	valid-auc:0.784696
[1086]	train-auc:0.995521	valid-auc:0.78471
[1087]	train-auc:0.995528	valid-auc:0.784718
[1088]	train-auc:0.995531	valid-auc:0.784733
[1089]	train-auc:0.995537	valid-auc:0.784773
[1090]	train-auc:0.995552	valid-auc:0.784833
[1091]	train-auc:0.99556	valid-auc:0.784815
[1092]	train-auc:0.99557	valid-auc:0.784827
[1093]	train-auc:0.995586	valid-auc:0.784794
[1094]	train-auc:0.995608	valid-auc:0.784851
[1095]	train-auc:0.995618	valid-auc:0.78486
[1096]	train-auc:0.995627	valid-auc:0.784931
[1097]	train-auc:0.995635	valid-auc:0.784974
[1098]	train-auc:0.995652	valid-auc:0.784986
[1099]	train-auc:0.995664	valid-auc:0.785
[1100]	train-auc:0.995666	valid-auc:0.785
[1101]	train-auc:0.99567	valid-auc:0.784957
[1102]	train-auc:0.995682	valid-auc:0.784912
[1103]	train-auc:0.995685	valid-auc:0.784901
[1104]	train-auc:0.995688	valid-auc:0.784894
[1105]	train-auc:0.995702	valid-auc:0.784946
[1106]	train-auc:0.995706	valid-auc:0.784939
[1107]	train-auc:0.995715	valid-auc:0.784903
[1108]	train-auc:0.995718	valid-auc:0.784917
[1109]	train-auc:0.995729	valid-auc:0.784977
[1110]	train-auc:0.995744	valid-auc:0.784979
[1111]	train-auc:0.995758	valid-auc:0.784979
[1112]	train-auc:0.995762	valid-auc:0.784942
[1113]	train-auc:0.99577	valid-auc:0.784933
[1114]	train-auc:0.995776	valid-auc:0.78495
[1115]	train-auc:0.99579	valid-auc:0.784943
[1116]	train-auc:0.995796	valid-auc:0.784947
[1117]	train-auc:0.995808	valid-auc:0.784971
[1118]	train-auc:0.995826	valid-auc:0.785006
[1119]	train-auc:0.995841	valid-auc:0.784987
[1120]	train-auc:0.995845	valid-auc:0.78498
[1121]	train-auc:0.995849	valid-auc:0.784994
[1122]	train-auc:0.995861	valid-auc:0.785
[1123]	train-auc:0.995869	valid-auc:0.784992
[1124]	train-auc:0.99587	valid-auc:0.784995
[1125]	train-auc:0.995873	valid-auc:0.785001
[1126]	train-auc:0.995878	valid-auc:0.785008
[1127]	train-auc:0.995884	valid-auc:0.784982
[1128]	train-auc:0.995886	valid-auc:0.784938
[1129]	train-auc:0.995893	valid-auc:0.784933
[1130]	train-auc:0.995899	valid-auc:0.784948
[1131]	train-auc:0.995905	valid-auc:0.784942
[1132]	train-auc:0.995916	valid-auc:0.78493
[1133]	train-auc:0.995925	valid-auc:0.784914
[1134]	train-auc:0.995926	valid-auc:0.784909
[1135]	train-auc:0.995933	valid-auc:0.784945
[1136]	train-auc:0.995944	valid-auc:0.784958
[1137]	train-auc:0.995947	valid-auc:0.785007
[1138]	train-auc:0.995963	valid-auc:0.784956
[1139]	train-auc:0.995967	valid-auc:0.784945
[1140]	train-auc:0.995978	valid-auc:0.78496
[1141]	train-auc:0.995986	valid-auc:0.784944
[1142]	train-auc:0.995987	valid-auc:0.784964
[1143]	train-auc:0.996001	valid-auc:0.784974
[1144]	train-auc:0.996009	valid-auc:0.784959
[1145]	train-auc:0.996019	valid-auc:0.784945
[1146]	train-auc:0.996021	valid-auc:0.784951
[1147]	train-auc:0.996039	valid-auc:0.784935
[1148]	train-auc:0.996046	valid-auc:0.78494
[1149]	train-auc:0.996057	valid-auc:0.784952
[1150]	train-auc:0.996068	valid-auc:0.784923
[1151]	train-auc:0.996079	valid-auc:0.784927
[1152]	train-auc:0.996079	valid-auc:0.784928
[1153]	train-auc:0.996081	valid-auc:0.784921
[1154]	train-auc:0.996085	valid-auc:0.784964
[1155]	train-auc:0.996087	valid-auc:0.78496
[1156]	train-auc:0.996096	valid-auc:0.784977
[1157]	train-auc:0.9961	valid-auc:0.784985
[1158]	train-auc:0.996102	valid-auc:0.785
[1159]	train-auc:0.996105	valid-auc:0.784982
[1160]	train-auc:0.996108	valid-auc:0.78494
[1161]	train-auc:0.996113	valid-auc:0.785002
[1162]	train-auc:0.996127	valid-auc:0.784989
[1163]	train-auc:0.996135	valid-auc:0.785011
[1164]	train-auc:0.996139	valid-auc:0.785033
[1165]	train-auc:0.996138	valid-auc:0.785038
[1166]	train-auc:0.996147	valid-auc:0.785084
[1167]	train-auc:0.996167	valid-auc:0.785058
[1168]	train-auc:0.996174	valid-auc:0.785067
[1169]	train-auc:0.996179	valid-auc:0.785005
[1170]	train-auc:0.99618	valid-auc:0.784998
[1171]	train-auc:0.99619	valid-auc:0.78497
[1172]	train-auc:0.996202	valid-auc:0.785014
[1173]	train-auc:0.996213	valid-auc:0.785011
[1174]	train-auc:0.996216	valid-auc:0.784997
[1175]	train-auc:0.996226	valid-auc:0.784985
[1176]	train-auc:0.996234	valid-auc:0.785013
[1177]	train-auc:0.996243	valid-auc:0.785002
[1178]	train-auc:0.996241	valid-auc:0.785027
[1179]	train-auc:0.996248	valid-auc:0.78503
[1180]	train-auc:0.996252	valid-auc:0.785015
[1181]	train-auc:0.996256	valid-auc:0.78501
[1182]	train-auc:0.996265	valid-auc:0.785072
[1183]	train-auc:0.996271	valid-auc:0.785076
[1184]	train-auc:0.996273	valid-auc:0.78506
[1185]	train-auc:0.996284	valid-auc:0.785044
[1186]	train-auc:0.996288	valid-auc:0.785036
[1187]	train-auc:0.996296	valid-auc:0.785043
[1188]	train-auc:0.996304	valid-auc:0.785097
[1189]	train-auc:0.996312	valid-auc:0.785097
[1190]	train-auc:0.996317	valid-auc:0.785123
[1191]	train-auc:0.996323	valid-auc:0.785138
[1192]	train-auc:0.996325	valid-auc:0.785179
[1193]	train-auc:0.996329	valid-auc:0.785181
[1194]	train-auc:0.996329	valid-auc:0.785212
[1195]	train-auc:0.996331	valid-auc:0.78521
[1196]	train-auc:0.996346	valid-auc:0.785166
[1197]	train-auc:0.996352	valid-auc:0.785134
[1198]	train-auc:0.996366	valid-auc:0.785178
[1199]	train-auc:0.996371	valid-auc:0.785179
[1200]	train-auc:0.996382	valid-auc:0.785099
[1201]	train-auc:0.996395	valid-auc:0.785083
[1202]	train-auc:0.996398	valid-auc:0.78514
[1203]	train-auc:0.996409	valid-auc:0.785163
[1204]	train-auc:0.996418	valid-auc:0.785118
[1205]	train-auc:0.996431	valid-auc:0.785109
[1206]	train-auc:0.996437	valid-auc:0.785082
[1207]	train-auc:0.996444	valid-auc:0.785052
[1208]	train-auc:0.996459	valid-auc:0.78504
[1209]	train-auc:0.996465	valid-auc:0.78504
[1210]	train-auc:0.996474	valid-auc:0.785008
[1211]	train-auc:0.99648	valid-auc:0.785047
[1212]	train-auc:0.996485	valid-auc:0.785069
[1213]	train-auc:0.99649	valid-auc:0.785059
[1214]	train-auc:0.996499	valid-auc:0.785047
[1215]	train-auc:0.996502	valid-auc:0.785052
[1216]	train-auc:0.996508	valid-auc:0.785096
[1217]	train-auc:0.996512	valid-auc:0.785094
[1218]	train-auc:0.996526	valid-auc:0.785104
[1219]	train-auc:0.996529	valid-auc:0.785143
[1220]	train-auc:0.996537	valid-auc:0.785169
[1221]	train-auc:0.996548	valid-auc:0.785152
[1222]	train-auc:0.996556	valid-auc:0.785166
[1223]	train-auc:0.996567	valid-auc:0.785136
[1224]	train-auc:0.996576	valid-auc:0.785118
[1225]	train-auc:0.996581	valid-auc:0.785114
[1226]	train-auc:0.996604	valid-auc:0.785139
[1227]	train-auc:0.996608	valid-auc:0.785126
[1228]	train-auc:0.99661	valid-auc:0.785105
[1229]	train-auc:0.996613	valid-auc:0.785155
[1230]	train-auc:0.996621	valid-auc:0.785135
[1231]	train-auc:0.996631	valid-auc:0.785097
[1232]	train-auc:0.996634	valid-auc:0.785121
[1233]	train-auc:0.996641	valid-auc:0.785157
[1234]	train-auc:0.996643	valid-auc:0.785145
[1235]	train-auc:0.996649	valid-auc:0.785159
[1236]	train-auc:0.996659	valid-auc:0.785132
[1237]	train-auc:0.996669	valid-auc:0.785107
[1238]	train-auc:0.996684	valid-auc:0.785114
[1239]	train-auc:0.996689	valid-auc:0.78514
[1240]	train-auc:0.996696	valid-auc:0.785173
[1241]	train-auc:0.996707	valid-auc:0.78516
[1242]	train-auc:0.996714	valid-auc:0.785151
[1243]	train-auc:0.996722	valid-auc:0.785166
[1244]	train-auc:0.996735	valid-auc:0.785144
Stopping. Best iteration:
[1194]	train-auc:0.996329	valid-auc:0.785212

[mlcrate] Finished training fold 1 - took 2m18s - running score 0.7789935
[mlcrate] Running fold 2, 62697 train samples, 10450 validation samples
[0]	train-auc:0.747058	valid-auc:0.673365
Multiple eval metrics have been passed: 'valid-auc' will be used for early stopping.

Will train until valid-auc hasn't improved in 50 rounds.
[1]	train-auc:0.769251	valid-auc:0.688796
[2]	train-auc:0.779839	valid-auc:0.695148
[3]	train-auc:0.787004	valid-auc:0.699104
[4]	train-auc:0.789632	valid-auc:0.699089
[5]	train-auc:0.792319	valid-auc:0.700706
[6]	train-auc:0.795142	valid-auc:0.70373
[7]	train-auc:0.798357	valid-auc:0.705066
[8]	train-auc:0.801109	valid-auc:0.705731
[9]	train-auc:0.803068	valid-auc:0.705377
[10]	train-auc:0.805914	valid-auc:0.706494
[11]	train-auc:0.807472	valid-auc:0.707169
[12]	train-auc:0.810557	valid-auc:0.707821
[13]	train-auc:0.812229	valid-auc:0.708438
[14]	train-auc:0.813169	valid-auc:0.709021
[15]	train-auc:0.815658	valid-auc:0.709031
[16]	train-auc:0.817065	valid-auc:0.709766
[17]	train-auc:0.818068	valid-auc:0.710142
[18]	train-auc:0.821225	valid-auc:0.710311
[19]	train-auc:0.822999	valid-auc:0.710709
[20]	train-auc:0.825394	valid-auc:0.711716
[21]	train-auc:0.827035	valid-auc:0.712419
[22]	train-auc:0.828171	valid-auc:0.71278
[23]	train-auc:0.829794	valid-auc:0.713147
[24]	train-auc:0.830806	valid-auc:0.713211
[25]	train-auc:0.831994	valid-auc:0.713266
[26]	train-auc:0.833829	valid-auc:0.714
[27]	train-auc:0.835674	valid-auc:0.714607
[28]	train-auc:0.836672	valid-auc:0.71485
[29]	train-auc:0.838136	valid-auc:0.715509
[30]	train-auc:0.83964	valid-auc:0.716429
[31]	train-auc:0.841583	valid-auc:0.716952
[32]	train-auc:0.842595	valid-auc:0.717209
[33]	train-auc:0.844912	valid-auc:0.717892
[34]	train-auc:0.845606	valid-auc:0.71794
[35]	train-auc:0.846893	valid-auc:0.718531
[36]	train-auc:0.848564	valid-auc:0.719668
[37]	train-auc:0.84992	valid-auc:0.719923
[38]	train-auc:0.85128	valid-auc:0.720169
[39]	train-auc:0.852451	valid-auc:0.720587
[40]	train-auc:0.853334	valid-auc:0.721088
[41]	train-auc:0.854593	valid-auc:0.721705
[42]	train-auc:0.855504	valid-auc:0.722305
[43]	train-auc:0.856295	valid-auc:0.722308
[44]	train-auc:0.857821	valid-auc:0.72291
[45]	train-auc:0.859091	valid-auc:0.723538
[46]	train-auc:0.86017	valid-auc:0.724162
[47]	train-auc:0.861305	valid-auc:0.724546
[48]	train-auc:0.862222	valid-auc:0.724773
[49]	train-auc:0.863129	valid-auc:0.724915
[50]	train-auc:0.864119	valid-auc:0.725467
[51]	train-auc:0.865363	valid-auc:0.725989
[52]	train-auc:0.865749	valid-auc:0.726085
[53]	train-auc:0.866917	valid-auc:0.726629
[54]	train-auc:0.867694	valid-auc:0.726924
[55]	train-auc:0.868695	valid-auc:0.727108
[56]	train-auc:0.869443	valid-auc:0.727583
[57]	train-auc:0.870916	valid-auc:0.728306
[58]	train-auc:0.871874	valid-auc:0.728535
[59]	train-auc:0.872508	valid-auc:0.728611
[60]	train-auc:0.873307	valid-auc:0.728978
[61]	train-auc:0.874016	valid-auc:0.728954
[62]	train-auc:0.874614	valid-auc:0.729324
[63]	train-auc:0.874967	valid-auc:0.729405
[64]	train-auc:0.875508	valid-auc:0.729675
[65]	train-auc:0.876394	valid-auc:0.72999
[66]	train-auc:0.877323	valid-auc:0.73045
[67]	train-auc:0.878498	valid-auc:0.730783
[68]	train-auc:0.87891	valid-auc:0.731006
[69]	train-auc:0.879329	valid-auc:0.731119
[70]	train-auc:0.880075	valid-auc:0.731216
[71]	train-auc:0.880672	valid-auc:0.731364
[72]	train-auc:0.881183	valid-auc:0.731315
[73]	train-auc:0.88152	valid-auc:0.731474
[74]	train-auc:0.882362	valid-auc:0.731842
[75]	train-auc:0.882734	valid-auc:0.731965
[76]	train-auc:0.883166	valid-auc:0.732139
[77]	train-auc:0.883846	valid-auc:0.732275
[78]	train-auc:0.884535	valid-auc:0.732411
[79]	train-auc:0.885728	valid-auc:0.732638
[80]	train-auc:0.886053	valid-auc:0.732728
[81]	train-auc:0.886445	valid-auc:0.732729
[82]	train-auc:0.886717	valid-auc:0.732755
[83]	train-auc:0.887248	valid-auc:0.732853
[84]	train-auc:0.888072	valid-auc:0.73296
[85]	train-auc:0.888544	valid-auc:0.733165
[86]	train-auc:0.889465	valid-auc:0.733421
[87]	train-auc:0.889829	valid-auc:0.733663
[88]	train-auc:0.890358	valid-auc:0.733968
[89]	train-auc:0.890812	valid-auc:0.734228
[90]	train-auc:0.890874	valid-auc:0.734214
[91]	train-auc:0.891453	valid-auc:0.734404
[92]	train-auc:0.891794	valid-auc:0.73442
[93]	train-auc:0.892119	valid-auc:0.734559
[94]	train-auc:0.892703	valid-auc:0.734774
[95]	train-auc:0.893169	valid-auc:0.734971
[96]	train-auc:0.893652	valid-auc:0.735225
[97]	train-auc:0.893874	valid-auc:0.73527
[98]	train-auc:0.894573	valid-auc:0.735392
[99]	train-auc:0.894946	valid-auc:0.735505
[100]	train-auc:0.895483	valid-auc:0.735685
[101]	train-auc:0.895766	valid-auc:0.735803
[102]	train-auc:0.895929	valid-auc:0.735758
[103]	train-auc:0.896312	valid-auc:0.736041
[104]	train-auc:0.896617	valid-auc:0.736219
[105]	train-auc:0.897225	valid-auc:0.73653
[106]	train-auc:0.897689	valid-auc:0.736825
[107]	train-auc:0.898823	valid-auc:0.737457
[108]	train-auc:0.899353	valid-auc:0.737627
[109]	train-auc:0.899754	valid-auc:0.737874
[110]	train-auc:0.900779	valid-auc:0.73833
[111]	train-auc:0.901767	valid-auc:0.738648
[112]	train-auc:0.902539	valid-auc:0.738941
[113]	train-auc:0.903309	valid-auc:0.739416
[114]	train-auc:0.903518	valid-auc:0.739505
[115]	train-auc:0.90421	valid-auc:0.739771
[116]	train-auc:0.905417	valid-auc:0.740549
[117]	train-auc:0.906176	valid-auc:0.740995
[118]	train-auc:0.906657	valid-auc:0.741113
[119]	train-auc:0.907143	valid-auc:0.741168
[120]	train-auc:0.907569	valid-auc:0.741241
[121]	train-auc:0.908151	valid-auc:0.7414
[122]	train-auc:0.90866	valid-auc:0.741509
[123]	train-auc:0.909392	valid-auc:0.742016
[124]	train-auc:0.909905	valid-auc:0.74225
[125]	train-auc:0.910347	valid-auc:0.742315
[126]	train-auc:0.910922	valid-auc:0.74239
[127]	train-auc:0.911129	valid-auc:0.742599
[128]	train-auc:0.911492	valid-auc:0.742714
[129]	train-auc:0.912241	valid-auc:0.742778
[130]	train-auc:0.912519	valid-auc:0.742863
[131]	train-auc:0.912631	valid-auc:0.742867
[132]	train-auc:0.913146	valid-auc:0.743073
[133]	train-auc:0.913297	valid-auc:0.742991
[134]	train-auc:0.913448	valid-auc:0.743055
[135]	train-auc:0.913989	valid-auc:0.7433
[136]	train-auc:0.914341	valid-auc:0.74333
[137]	train-auc:0.914434	valid-auc:0.743531
[138]	train-auc:0.914899	valid-auc:0.74373
[139]	train-auc:0.915484	valid-auc:0.7438
[140]	train-auc:0.915942	valid-auc:0.743821
[141]	train-auc:0.9164	valid-auc:0.744166
[142]	train-auc:0.917212	valid-auc:0.744588
[143]	train-auc:0.917451	valid-auc:0.744584
[144]	train-auc:0.917793	valid-auc:0.744715
[145]	train-auc:0.918203	valid-auc:0.744706
[146]	train-auc:0.918602	valid-auc:0.744761
[147]	train-auc:0.918745	valid-auc:0.744869
[148]	train-auc:0.918982	valid-auc:0.744862
[149]	train-auc:0.919175	valid-auc:0.745022
[150]	train-auc:0.919515	valid-auc:0.745119
[151]	train-auc:0.919839	valid-auc:0.745117
[152]	train-auc:0.920043	valid-auc:0.745139
[153]	train-auc:0.920219	valid-auc:0.745209
[154]	train-auc:0.920732	valid-auc:0.74554
[155]	train-auc:0.921247	valid-auc:0.745768
[156]	train-auc:0.921501	valid-auc:0.745785
[157]	train-auc:0.921749	valid-auc:0.745783
[158]	train-auc:0.92214	valid-auc:0.746012
[159]	train-auc:0.92246	valid-auc:0.746147
[160]	train-auc:0.922612	valid-auc:0.746164
[161]	train-auc:0.923154	valid-auc:0.746325
[162]	train-auc:0.92354	valid-auc:0.746392
[163]	train-auc:0.923802	valid-auc:0.746493
[164]	train-auc:0.924082	valid-auc:0.746636
[165]	train-auc:0.924257	valid-auc:0.746754
[166]	train-auc:0.924452	valid-auc:0.746665
[167]	train-auc:0.925026	valid-auc:0.74685
[168]	train-auc:0.925424	valid-auc:0.74697
[169]	train-auc:0.926104	valid-auc:0.747185
[170]	train-auc:0.926326	valid-auc:0.747065
[171]	train-auc:0.926821	valid-auc:0.747252
[172]	train-auc:0.927245	valid-auc:0.747435
[173]	train-auc:0.92749	valid-auc:0.74752
[174]	train-auc:0.928099	valid-auc:0.747852
[175]	train-auc:0.928292	valid-auc:0.747992
[176]	train-auc:0.928766	valid-auc:0.748123
[177]	train-auc:0.929375	valid-auc:0.748432
[178]	train-auc:0.929591	valid-auc:0.748321
[179]	train-auc:0.9301	valid-auc:0.748382
[180]	train-auc:0.930229	valid-auc:0.748603
[181]	train-auc:0.930255	valid-auc:0.748576
[182]	train-auc:0.930423	valid-auc:0.748612
[183]	train-auc:0.93047	valid-auc:0.748617
[184]	train-auc:0.930537	valid-auc:0.748663
[185]	train-auc:0.931011	valid-auc:0.748579
[186]	train-auc:0.931309	valid-auc:0.748796
[187]	train-auc:0.931463	valid-auc:0.74885
[188]	train-auc:0.931867	valid-auc:0.748958
[189]	train-auc:0.932035	valid-auc:0.749013
[190]	train-auc:0.932456	valid-auc:0.749091
[191]	train-auc:0.932604	valid-auc:0.749195
[192]	train-auc:0.933106	valid-auc:0.749333
[193]	train-auc:0.933435	valid-auc:0.749305
[194]	train-auc:0.933607	valid-auc:0.749365
[195]	train-auc:0.933863	valid-auc:0.749419
[196]	train-auc:0.934071	valid-auc:0.749578
[197]	train-auc:0.934541	valid-auc:0.74986
[198]	train-auc:0.934718	valid-auc:0.749835
[199]	train-auc:0.935053	valid-auc:0.750004
[200]	train-auc:0.935332	valid-auc:0.750021
[201]	train-auc:0.93543	valid-auc:0.750031
[202]	train-auc:0.93579	valid-auc:0.750286
[203]	train-auc:0.936031	valid-auc:0.750324
[204]	train-auc:0.936358	valid-auc:0.750418
[205]	train-auc:0.93674	valid-auc:0.750472
[206]	train-auc:0.936904	valid-auc:0.750468
[207]	train-auc:0.937394	valid-auc:0.750655
[208]	train-auc:0.93757	valid-auc:0.750776
[209]	train-auc:0.937967	valid-auc:0.750869
[210]	train-auc:0.938083	valid-auc:0.750901
[211]	train-auc:0.938759	valid-auc:0.751129
[212]	train-auc:0.939049	valid-auc:0.751327
[213]	train-auc:0.939342	valid-auc:0.751476
[214]	train-auc:0.939422	valid-auc:0.751492
[215]	train-auc:0.939483	valid-auc:0.75151
[216]	train-auc:0.939783	valid-auc:0.751664
[217]	train-auc:0.940145	valid-auc:0.751809
[218]	train-auc:0.940589	valid-auc:0.751975
[219]	train-auc:0.940635	valid-auc:0.751998
[220]	train-auc:0.94081	valid-auc:0.75211
[221]	train-auc:0.94098	valid-auc:0.75222
[222]	train-auc:0.941379	valid-auc:0.752246
[223]	train-auc:0.941619	valid-auc:0.752314
[224]	train-auc:0.941813	valid-auc:0.752389
[225]	train-auc:0.942083	valid-auc:0.752532
[226]	train-auc:0.942353	valid-auc:0.752563
[227]	train-auc:0.942408	valid-auc:0.752569
[228]	train-auc:0.942495	valid-auc:0.752616
[229]	train-auc:0.942623	valid-auc:0.752601
[230]	train-auc:0.942981	valid-auc:0.752689
[231]	train-auc:0.943067	valid-auc:0.752732
[232]	train-auc:0.943563	valid-auc:0.752777
[233]	train-auc:0.943806	valid-auc:0.752889
[234]	train-auc:0.94393	valid-auc:0.752876
[235]	train-auc:0.944144	valid-auc:0.752983
[236]	train-auc:0.944299	valid-auc:0.753153
[237]	train-auc:0.94452	valid-auc:0.753239
[238]	train-auc:0.944642	valid-auc:0.753358
[239]	train-auc:0.944875	valid-auc:0.753455
[240]	train-auc:0.94493	valid-auc:0.753466
[241]	train-auc:0.945281	valid-auc:0.753587
[242]	train-auc:0.945573	valid-auc:0.753668
[243]	train-auc:0.945633	valid-auc:0.753715
[244]	train-auc:0.946078	valid-auc:0.753941
[245]	train-auc:0.946083	valid-auc:0.753979
[246]	train-auc:0.946382	valid-auc:0.754102
[247]	train-auc:0.946659	valid-auc:0.754212
[248]	train-auc:0.94699	valid-auc:0.754499
[249]	train-auc:0.947339	valid-auc:0.754704
[250]	train-auc:0.947532	valid-auc:0.754834
[251]	train-auc:0.947656	valid-auc:0.754795
[252]	train-auc:0.947778	valid-auc:0.754921
[253]	train-auc:0.948149	valid-auc:0.754972
[254]	train-auc:0.948365	valid-auc:0.7551
[255]	train-auc:0.948472	valid-auc:0.75511
[256]	train-auc:0.948759	valid-auc:0.755302
[257]	train-auc:0.948903	valid-auc:0.755383
[258]	train-auc:0.949033	valid-auc:0.755479
[259]	train-auc:0.949284	valid-auc:0.755564
[260]	train-auc:0.949452	valid-auc:0.75563
[261]	train-auc:0.949531	valid-auc:0.755684
[262]	train-auc:0.949624	valid-auc:0.755745
[263]	train-auc:0.949881	valid-auc:0.755721
[264]	train-auc:0.950309	valid-auc:0.755882
[265]	train-auc:0.950735	valid-auc:0.756217
[266]	train-auc:0.950958	valid-auc:0.756363
[267]	train-auc:0.951093	valid-auc:0.756379
[268]	train-auc:0.951157	valid-auc:0.756365
[269]	train-auc:0.951322	valid-auc:0.756488
[270]	train-auc:0.951362	valid-auc:0.756527
[271]	train-auc:0.951527	valid-auc:0.756579
[272]	train-auc:0.951744	valid-auc:0.756779
[273]	train-auc:0.951941	valid-auc:0.756793
[274]	train-auc:0.952102	valid-auc:0.756841
[275]	train-auc:0.952434	valid-auc:0.756761
[276]	train-auc:0.952508	valid-auc:0.756802
[277]	train-auc:0.952851	valid-auc:0.756903
[278]	train-auc:0.953013	valid-auc:0.756999
[279]	train-auc:0.953261	valid-auc:0.757151
[280]	train-auc:0.953461	valid-auc:0.757287
[281]	train-auc:0.953684	valid-auc:0.757265
[282]	train-auc:0.95389	valid-auc:0.757281
[283]	train-auc:0.954153	valid-auc:0.757373
[284]	train-auc:0.954258	valid-auc:0.757489
[285]	train-auc:0.954372	valid-auc:0.757538
[286]	train-auc:0.954631	valid-auc:0.757557
[287]	train-auc:0.954712	valid-auc:0.757609
[288]	train-auc:0.954848	valid-auc:0.757726
[289]	train-auc:0.954887	valid-auc:0.757764
[290]	train-auc:0.954972	valid-auc:0.757836
[291]	train-auc:0.955114	valid-auc:0.757805
[292]	train-auc:0.955223	valid-auc:0.757738
[293]	train-auc:0.955234	valid-auc:0.757765
[294]	train-auc:0.955571	valid-auc:0.757873
[295]	train-auc:0.955795	valid-auc:0.758126
[296]	train-auc:0.956028	valid-auc:0.758222
[297]	train-auc:0.956221	valid-auc:0.758291
[298]	train-auc:0.95646	valid-auc:0.758372
[299]	train-auc:0.956613	valid-auc:0.758385
[300]	train-auc:0.956708	valid-auc:0.758403
[301]	train-auc:0.956805	valid-auc:0.758513
[302]	train-auc:0.956978	valid-auc:0.758659
[303]	train-auc:0.957035	valid-auc:0.758654
[304]	train-auc:0.957158	valid-auc:0.758748
[305]	train-auc:0.957281	valid-auc:0.758856
[306]	train-auc:0.957359	valid-auc:0.75889
[307]	train-auc:0.957581	valid-auc:0.758975
[308]	train-auc:0.957823	valid-auc:0.759115
[309]	train-auc:0.958043	valid-auc:0.75911
[310]	train-auc:0.958242	valid-auc:0.759147
[311]	train-auc:0.95835	valid-auc:0.759211
[312]	train-auc:0.958526	valid-auc:0.759266
[313]	train-auc:0.958617	valid-auc:0.759252
[314]	train-auc:0.95877	valid-auc:0.759317
[315]	train-auc:0.95896	valid-auc:0.759376
[316]	train-auc:0.959094	valid-auc:0.759511
[317]	train-auc:0.959298	valid-auc:0.759614
[318]	train-auc:0.959351	valid-auc:0.759658
[319]	train-auc:0.959549	valid-auc:0.759829
[320]	train-auc:0.959692	valid-auc:0.759818
[321]	train-auc:0.959802	valid-auc:0.759916
[322]	train-auc:0.959929	valid-auc:0.759941
[323]	train-auc:0.960107	valid-auc:0.760032
[324]	train-auc:0.960318	valid-auc:0.760059
[325]	train-auc:0.960535	valid-auc:0.760141
[326]	train-auc:0.960652	valid-auc:0.760083
[327]	train-auc:0.960751	valid-auc:0.760124
[328]	train-auc:0.960935	valid-auc:0.760242
[329]	train-auc:0.961072	valid-auc:0.760376
[330]	train-auc:0.961111	valid-auc:0.760272
[331]	train-auc:0.961366	valid-auc:0.760403
[332]	train-auc:0.961492	valid-auc:0.760411
[333]	train-auc:0.9616	valid-auc:0.760293
[334]	train-auc:0.961756	valid-auc:0.760452
[335]	train-auc:0.961879	valid-auc:0.760584
[336]	train-auc:0.962251	valid-auc:0.760616
[337]	train-auc:0.96236	valid-auc:0.760566
[338]	train-auc:0.962648	valid-auc:0.760759
[339]	train-auc:0.96296	valid-auc:0.760919
[340]	train-auc:0.963114	valid-auc:0.761034
[341]	train-auc:0.963259	valid-auc:0.761152
[342]	train-auc:0.963616	valid-auc:0.761293
[343]	train-auc:0.963667	valid-auc:0.761228
[344]	train-auc:0.963803	valid-auc:0.761274
[345]	train-auc:0.963923	valid-auc:0.761337
[346]	train-auc:0.964003	valid-auc:0.761386
[347]	train-auc:0.964045	valid-auc:0.761419
[348]	train-auc:0.964077	valid-auc:0.761417
[349]	train-auc:0.964222	valid-auc:0.76138
[350]	train-auc:0.964409	valid-auc:0.761454
[351]	train-auc:0.964462	valid-auc:0.76147
[352]	train-auc:0.964587	valid-auc:0.761601
[353]	train-auc:0.964694	valid-auc:0.761603
[354]	train-auc:0.964801	valid-auc:0.761585
[355]	train-auc:0.964848	valid-auc:0.761578
[356]	train-auc:0.964935	valid-auc:0.761656
[357]	train-auc:0.965085	valid-auc:0.761723
[358]	train-auc:0.965163	valid-auc:0.761749
[359]	train-auc:0.965326	valid-auc:0.761752
[360]	train-auc:0.965468	valid-auc:0.761827
[361]	train-auc:0.96559	valid-auc:0.761846
[362]	train-auc:0.965622	valid-auc:0.761881
[363]	train-auc:0.965812	valid-auc:0.762022
[364]	train-auc:0.965904	valid-auc:0.762052
[365]	train-auc:0.966052	valid-auc:0.762131
[366]	train-auc:0.966262	valid-auc:0.762234
[367]	train-auc:0.966365	valid-auc:0.762334
[368]	train-auc:0.966508	valid-auc:0.76235
[369]	train-auc:0.966636	valid-auc:0.762446
[370]	train-auc:0.966797	valid-auc:0.762452
[371]	train-auc:0.966949	valid-auc:0.762544
[372]	train-auc:0.967031	valid-auc:0.762537
[373]	train-auc:0.967044	valid-auc:0.762529
[374]	train-auc:0.967123	valid-auc:0.762531
[375]	train-auc:0.967272	valid-auc:0.762367
[376]	train-auc:0.967305	valid-auc:0.762353
[377]	train-auc:0.967449	valid-auc:0.762479
[378]	train-auc:0.967699	valid-auc:0.762434
[379]	train-auc:0.967748	valid-auc:0.762468
[380]	train-auc:0.967822	valid-auc:0.762454
[381]	train-auc:0.96795	valid-auc:0.762537
[382]	train-auc:0.967983	valid-auc:0.762497
[383]	train-auc:0.968079	valid-auc:0.762577
[384]	train-auc:0.968144	valid-auc:0.76259
[385]	train-auc:0.968229	valid-auc:0.762598
[386]	train-auc:0.968382	valid-auc:0.762668
[387]	train-auc:0.968454	valid-auc:0.762722
[388]	train-auc:0.968603	valid-auc:0.762789
[389]	train-auc:0.968641	valid-auc:0.762819
[390]	train-auc:0.968817	valid-auc:0.762693
[391]	train-auc:0.968968	valid-auc:0.7627
[392]	train-auc:0.969156	valid-auc:0.762781
[393]	train-auc:0.969244	valid-auc:0.76285
[394]	train-auc:0.96928	valid-auc:0.762889
[395]	train-auc:0.969393	valid-auc:0.762848
[396]	train-auc:0.969561	valid-auc:0.76297
[397]	train-auc:0.969609	valid-auc:0.763005
[398]	train-auc:0.969699	valid-auc:0.762896
[399]	train-auc:0.969779	valid-auc:0.762903
[400]	train-auc:0.969843	valid-auc:0.762925
[401]	train-auc:0.969982	valid-auc:0.763003
[402]	train-auc:0.97011	valid-auc:0.762971
[403]	train-auc:0.97021	valid-auc:0.763064
[404]	train-auc:0.970287	valid-auc:0.763146
[405]	train-auc:0.970363	valid-auc:0.763203
[406]	train-auc:0.97057	valid-auc:0.763273
[407]	train-auc:0.97059	valid-auc:0.763283
[408]	train-auc:0.970724	valid-auc:0.763397
[409]	train-auc:0.970838	valid-auc:0.763422
[410]	train-auc:0.970965	valid-auc:0.763471
[411]	train-auc:0.971272	valid-auc:0.763539
[412]	train-auc:0.971349	valid-auc:0.763576
[413]	train-auc:0.971414	valid-auc:0.763598
[414]	train-auc:0.971533	valid-auc:0.763633
[415]	train-auc:0.97164	valid-auc:0.763709
[416]	train-auc:0.971814	valid-auc:0.763711
[417]	train-auc:0.971819	valid-auc:0.763719
[418]	train-auc:0.971917	valid-auc:0.763802
[419]	train-auc:0.972	valid-auc:0.76388
[420]	train-auc:0.972104	valid-auc:0.763953
[421]	train-auc:0.972152	valid-auc:0.764009
[422]	train-auc:0.972222	valid-auc:0.764108
[423]	train-auc:0.972506	valid-auc:0.76424
[424]	train-auc:0.972578	valid-auc:0.764217
[425]	train-auc:0.972691	valid-auc:0.764266
[426]	train-auc:0.972789	valid-auc:0.764247
[427]	train-auc:0.972835	valid-auc:0.764281
[428]	train-auc:0.972952	valid-auc:0.764266
[429]	train-auc:0.973044	valid-auc:0.76422
[430]	train-auc:0.973227	valid-auc:0.764195
[431]	train-auc:0.973354	valid-auc:0.764224
[432]	train-auc:0.973415	valid-auc:0.764255
[433]	train-auc:0.9736	valid-auc:0.764288
[434]	train-auc:0.973742	valid-auc:0.764454
[435]	train-auc:0.973852	valid-auc:0.76452
[436]	train-auc:0.973921	valid-auc:0.764558
[437]	train-auc:0.97397	valid-auc:0.764577
[438]	train-auc:0.97398	valid-auc:0.764611
[439]	train-auc:0.974104	valid-auc:0.764667
[440]	train-auc:0.974135	valid-auc:0.764642
[441]	train-auc:0.974317	valid-auc:0.764761
[442]	train-auc:0.97445	valid-auc:0.764738
[443]	train-auc:0.974483	valid-auc:0.764721
[444]	train-auc:0.974586	valid-auc:0.7648
[445]	train-auc:0.974702	valid-auc:0.764904
[446]	train-auc:0.97474	valid-auc:0.76487
[447]	train-auc:0.97483	valid-auc:0.764952
[448]	train-auc:0.974909	valid-auc:0.764976
[449]	train-auc:0.974948	valid-auc:0.764992
[450]	train-auc:0.974994	valid-auc:0.76503
[451]	train-auc:0.975093	valid-auc:0.765074
[452]	train-auc:0.975153	valid-auc:0.765106
[453]	train-auc:0.975204	valid-auc:0.765082
[454]	train-auc:0.97531	valid-auc:0.765143
[455]	train-auc:0.975336	valid-auc:0.765163
[456]	train-auc:0.975439	valid-auc:0.765175
[457]	train-auc:0.975591	valid-auc:0.76531
[458]	train-auc:0.975646	valid-auc:0.765298
[459]	train-auc:0.975664	valid-auc:0.76526
[460]	train-auc:0.975757	valid-auc:0.765271
[461]	train-auc:0.975876	valid-auc:0.765305
[462]	train-auc:0.97605	valid-auc:0.765392
[463]	train-auc:0.976153	valid-auc:0.76548
[464]	train-auc:0.976189	valid-auc:0.765444
[465]	train-auc:0.976204	valid-auc:0.765507
[466]	train-auc:0.976222	valid-auc:0.765511
[467]	train-auc:0.976371	valid-auc:0.765446
[468]	train-auc:0.976485	valid-auc:0.765566
[469]	train-auc:0.97659	valid-auc:0.765579
[470]	train-auc:0.976709	valid-auc:0.765649
[471]	train-auc:0.976861	valid-auc:0.76571
[472]	train-auc:0.977001	valid-auc:0.765829
[473]	train-auc:0.977028	valid-auc:0.765883
[474]	train-auc:0.977124	valid-auc:0.765927
[475]	train-auc:0.977234	valid-auc:0.76593
[476]	train-auc:0.977372	valid-auc:0.765985
[477]	train-auc:0.977443	valid-auc:0.765948
[478]	train-auc:0.977511	valid-auc:0.766049
[479]	train-auc:0.977703	valid-auc:0.766045
[480]	train-auc:0.977732	valid-auc:0.766037
[481]	train-auc:0.977798	valid-auc:0.76606
[482]	train-auc:0.97785	valid-auc:0.76607
[483]	train-auc:0.97796	valid-auc:0.766156
[484]	train-auc:0.978	valid-auc:0.766138
[485]	train-auc:0.978037	valid-auc:0.766165
[486]	train-auc:0.978133	valid-auc:0.766074
[487]	train-auc:0.978182	valid-auc:0.766132
[488]	train-auc:0.978308	valid-auc:0.766213
[489]	train-auc:0.978408	valid-auc:0.766269
[490]	train-auc:0.978423	valid-auc:0.766282
[491]	train-auc:0.978537	valid-auc:0.766318
[492]	train-auc:0.978572	valid-auc:0.766248
[493]	train-auc:0.978704	valid-auc:0.766241
[494]	train-auc:0.978777	valid-auc:0.766288
[495]	train-auc:0.978811	valid-auc:0.766293
[496]	train-auc:0.978851	valid-auc:0.76624
[497]	train-auc:0.978904	valid-auc:0.766138
[498]	train-auc:0.979031	valid-auc:0.766177
[499]	train-auc:0.97917	valid-auc:0.766195
[500]	train-auc:0.979244	valid-auc:0.76615
[501]	train-auc:0.979313	valid-auc:0.766241
[502]	train-auc:0.979386	valid-auc:0.766214
[503]	train-auc:0.979433	valid-auc:0.76627
[504]	train-auc:0.979487	valid-auc:0.766297
[505]	train-auc:0.97949	valid-auc:0.766334
[506]	train-auc:0.979544	valid-auc:0.766314
[507]	train-auc:0.979645	valid-auc:0.766324
[508]	train-auc:0.979682	valid-auc:0.766394
[509]	train-auc:0.979728	valid-auc:0.766438
[510]	train-auc:0.979784	valid-auc:0.766462
[511]	train-auc:0.979926	valid-auc:0.766461
[512]	train-auc:0.979982	valid-auc:0.766498
[513]	train-auc:0.979993	valid-auc:0.76648
[514]	train-auc:0.980072	valid-auc:0.766546
[515]	train-auc:0.980172	valid-auc:0.766669
[516]	train-auc:0.980201	valid-auc:0.766678
[517]	train-auc:0.980329	valid-auc:0.766651
[518]	train-auc:0.980347	valid-auc:0.766647
[519]	train-auc:0.980452	valid-auc:0.766631
[520]	train-auc:0.980566	valid-auc:0.766658
[521]	train-auc:0.980591	valid-auc:0.766696
[522]	train-auc:0.980625	valid-auc:0.7667
[523]	train-auc:0.980693	valid-auc:0.766773
[524]	train-auc:0.980735	valid-auc:0.766857
[525]	train-auc:0.980856	valid-auc:0.76676
[526]	train-auc:0.980879	valid-auc:0.766814
[527]	train-auc:0.980973	valid-auc:0.766869
[528]	train-auc:0.981033	valid-auc:0.766936
[529]	train-auc:0.98106	valid-auc:0.767016
[530]	train-auc:0.981073	valid-auc:0.767022
[531]	train-auc:0.981096	valid-auc:0.766985
[532]	train-auc:0.981178	valid-auc:0.766919
[533]	train-auc:0.981205	valid-auc:0.766995
[534]	train-auc:0.981265	valid-auc:0.766974
[535]	train-auc:0.981306	valid-auc:0.766963
[536]	train-auc:0.981382	valid-auc:0.766904
[537]	train-auc:0.98146	valid-auc:0.766925
[538]	train-auc:0.981535	valid-auc:0.766945
[539]	train-auc:0.981564	valid-auc:0.766962
[540]	train-auc:0.981634	valid-auc:0.766987
[541]	train-auc:0.981699	valid-auc:0.767011
[542]	train-auc:0.981736	valid-auc:0.766966
[543]	train-auc:0.981782	valid-auc:0.767077
[544]	train-auc:0.981852	valid-auc:0.76701
[545]	train-auc:0.981947	valid-auc:0.767099
[546]	train-auc:0.982061	valid-auc:0.767197
[547]	train-auc:0.982152	valid-auc:0.767217
[548]	train-auc:0.982178	valid-auc:0.767265
[549]	train-auc:0.982247	valid-auc:0.767276
[550]	train-auc:0.982275	valid-auc:0.767334
[551]	train-auc:0.982325	valid-auc:0.76727
[552]	train-auc:0.982332	valid-auc:0.767266
[553]	train-auc:0.982343	valid-auc:0.767292
[554]	train-auc:0.982463	valid-auc:0.767337
[555]	train-auc:0.982558	valid-auc:0.767421
[556]	train-auc:0.982618	valid-auc:0.767446
[557]	train-auc:0.982669	valid-auc:0.767474
[558]	train-auc:0.982726	valid-auc:0.767463
[559]	train-auc:0.982744	valid-auc:0.767415
[560]	train-auc:0.982804	valid-auc:0.767418
[561]	train-auc:0.982852	valid-auc:0.767371
[562]	train-auc:0.982873	valid-auc:0.767421
[563]	train-auc:0.982921	valid-auc:0.767459
[564]	train-auc:0.982987	valid-auc:0.767479
[565]	train-auc:0.983024	valid-auc:0.767517
[566]	train-auc:0.983083	valid-auc:0.767516
[567]	train-auc:0.983152	valid-auc:0.767597
[568]	train-auc:0.983186	valid-auc:0.767578
[569]	train-auc:0.983295	valid-auc:0.767621
[570]	train-auc:0.983329	valid-auc:0.767642
[571]	train-auc:0.983386	valid-auc:0.7676
[572]	train-auc:0.983461	valid-auc:0.767597
[573]	train-auc:0.983495	valid-auc:0.767582
[574]	train-auc:0.983531	valid-auc:0.767578
[575]	train-auc:0.983608	valid-auc:0.767578
[576]	train-auc:0.983638	valid-auc:0.767573
[577]	train-auc:0.983688	valid-auc:0.767591
[578]	train-auc:0.983738	valid-auc:0.767627
[579]	train-auc:0.983813	valid-auc:0.767635
[580]	train-auc:0.983859	valid-auc:0.767653
[581]	train-auc:0.983884	valid-auc:0.767641
[582]	train-auc:0.983921	valid-auc:0.767593
[583]	train-auc:0.983989	valid-auc:0.767657
[584]	train-auc:0.984063	valid-auc:0.767726
[585]	train-auc:0.984078	valid-auc:0.767643
[586]	train-auc:0.984102	valid-auc:0.767691
[587]	train-auc:0.984166	valid-auc:0.767675
[588]	train-auc:0.984207	valid-auc:0.767676
[589]	train-auc:0.984238	valid-auc:0.767591
[590]	train-auc:0.984281	valid-auc:0.767658
[591]	train-auc:0.984296	valid-auc:0.767689
[592]	train-auc:0.984357	valid-auc:0.767647
[593]	train-auc:0.984424	valid-auc:0.767735
[594]	train-auc:0.984478	valid-auc:0.767797
[595]	train-auc:0.984527	valid-auc:0.76788
[596]	train-auc:0.984534	valid-auc:0.767874
[597]	train-auc:0.98455	valid-auc:0.767884
[598]	train-auc:0.984581	valid-auc:0.767886
[599]	train-auc:0.984599	valid-auc:0.767894
[600]	train-auc:0.98465	valid-auc:0.767932
[601]	train-auc:0.98468	valid-auc:0.767965
[602]	train-auc:0.984709	valid-auc:0.767995
[603]	train-auc:0.984813	valid-auc:0.768056
[604]	train-auc:0.984826	valid-auc:0.768108
[605]	train-auc:0.984864	valid-auc:0.768143
[606]	train-auc:0.984885	valid-auc:0.768157
[607]	train-auc:0.984887	valid-auc:0.768175
[608]	train-auc:0.984898	valid-auc:0.768185
[609]	train-auc:0.98492	valid-auc:0.768166
[610]	train-auc:0.984994	valid-auc:0.768289
[611]	train-auc:0.985024	valid-auc:0.768343
[612]	train-auc:0.985057	valid-auc:0.768345
[613]	train-auc:0.98509	valid-auc:0.768277
[614]	train-auc:0.985137	valid-auc:0.768245
[615]	train-auc:0.985171	valid-auc:0.768301
[616]	train-auc:0.98524	valid-auc:0.768277
[617]	train-auc:0.985385	valid-auc:0.768313
[618]	train-auc:0.985457	valid-auc:0.768262
[619]	train-auc:0.985488	valid-auc:0.76821
[620]	train-auc:0.985525	valid-auc:0.768226
[621]	train-auc:0.985574	valid-auc:0.76822
[622]	train-auc:0.985605	valid-auc:0.768265
[623]	train-auc:0.985624	valid-auc:0.768307
[624]	train-auc:0.985647	valid-auc:0.768342
[625]	train-auc:0.985655	valid-auc:0.76835
[626]	train-auc:0.98568	valid-auc:0.768373
[627]	train-auc:0.985701	valid-auc:0.768393
[628]	train-auc:0.98576	valid-auc:0.768364
[629]	train-auc:0.985788	valid-auc:0.76838
[630]	train-auc:0.985786	valid-auc:0.768466
[631]	train-auc:0.985818	valid-auc:0.768521
[632]	train-auc:0.985842	valid-auc:0.768508
[633]	train-auc:0.985937	valid-auc:0.76848
[634]	train-auc:0.985987	valid-auc:0.768484
[635]	train-auc:0.986006	valid-auc:0.768539
[636]	train-auc:0.98602	valid-auc:0.76851
[637]	train-auc:0.986096	valid-auc:0.768519
[638]	train-auc:0.986108	valid-auc:0.768506
[639]	train-auc:0.986169	valid-auc:0.768531
[640]	train-auc:0.986194	valid-auc:0.768618
[641]	train-auc:0.986234	valid-auc:0.768685
[642]	train-auc:0.986269	valid-auc:0.768666
[643]	train-auc:0.986326	valid-auc:0.768678
[644]	train-auc:0.986376	valid-auc:0.768685
[645]	train-auc:0.986402	valid-auc:0.768651
[646]	train-auc:0.986426	valid-auc:0.768684
[647]	train-auc:0.986461	valid-auc:0.768661
[648]	train-auc:0.986476	valid-auc:0.768711
[649]	train-auc:0.98648	valid-auc:0.768736
[650]	train-auc:0.986516	valid-auc:0.768704
[651]	train-auc:0.98654	valid-auc:0.768664
[652]	train-auc:0.986555	valid-auc:0.768682
[653]	train-auc:0.986611	valid-auc:0.768696
[654]	train-auc:0.986636	valid-auc:0.768738
[655]	train-auc:0.986708	valid-auc:0.768764
[656]	train-auc:0.986747	valid-auc:0.768722
[657]	train-auc:0.986782	valid-auc:0.768792
[658]	train-auc:0.986838	valid-auc:0.768748
[659]	train-auc:0.986882	valid-auc:0.768762
[660]	train-auc:0.98695	valid-auc:0.768796
[661]	train-auc:0.986989	valid-auc:0.768779
[662]	train-auc:0.987038	valid-auc:0.768812
[663]	train-auc:0.987074	valid-auc:0.768843
[664]	train-auc:0.987089	valid-auc:0.7688
[665]	train-auc:0.987095	valid-auc:0.768776
[666]	train-auc:0.987124	valid-auc:0.768816
[667]	train-auc:0.987166	valid-auc:0.768813
[668]	train-auc:0.987214	valid-auc:0.768755
[669]	train-auc:0.987234	valid-auc:0.768783
[670]	train-auc:0.987281	valid-auc:0.768778
[671]	train-auc:0.987319	valid-auc:0.768838
[672]	train-auc:0.987378	valid-auc:0.768855
[673]	train-auc:0.987401	valid-auc:0.768882
[674]	train-auc:0.987435	valid-auc:0.768928
[675]	train-auc:0.987455	valid-auc:0.768972
[676]	train-auc:0.98752	valid-auc:0.768958
[677]	train-auc:0.987572	valid-auc:0.768892
[678]	train-auc:0.987605	valid-auc:0.768952
[679]	train-auc:0.987636	valid-auc:0.768924
[680]	train-auc:0.987669	valid-auc:0.768921
[681]	train-auc:0.987696	valid-auc:0.76884
[682]	train-auc:0.987711	valid-auc:0.768836
[683]	train-auc:0.987729	valid-auc:0.768812
[684]	train-auc:0.987742	valid-auc:0.768844
[685]	train-auc:0.987784	valid-auc:0.768842
[686]	train-auc:0.987814	valid-auc:0.768829
[687]	train-auc:0.987845	valid-auc:0.768858
[688]	train-auc:0.987894	valid-auc:0.768872
[689]	train-auc:0.987925	valid-auc:0.768899
[690]	train-auc:0.987966	valid-auc:0.76895
[691]	train-auc:0.987993	valid-auc:0.769027
[692]	train-auc:0.988002	valid-auc:0.769012
[693]	train-auc:0.988023	valid-auc:0.768984
[694]	train-auc:0.988054	valid-auc:0.769016
[695]	train-auc:0.988078	valid-auc:0.769048
[696]	train-auc:0.988098	valid-auc:0.769119
[697]	train-auc:0.988145	valid-auc:0.769118
[698]	train-auc:0.988189	valid-auc:0.769191
[699]	train-auc:0.988209	valid-auc:0.769245
[700]	train-auc:0.988241	valid-auc:0.769217
[701]	train-auc:0.988268	valid-auc:0.769161
[702]	train-auc:0.988315	valid-auc:0.769192
[703]	train-auc:0.988337	valid-auc:0.769223
[704]	train-auc:0.988349	valid-auc:0.769226
[705]	train-auc:0.988368	valid-auc:0.76927
[706]	train-auc:0.988402	valid-auc:0.769303
[707]	train-auc:0.988416	valid-auc:0.769304
[708]	train-auc:0.988451	valid-auc:0.769273
[709]	train-auc:0.988498	valid-auc:0.769269
[710]	train-auc:0.988537	valid-auc:0.76932
[711]	train-auc:0.988561	valid-auc:0.769203
[712]	train-auc:0.988577	valid-auc:0.769153
[713]	train-auc:0.988595	valid-auc:0.769227
[714]	train-auc:0.988616	valid-auc:0.769196
[715]	train-auc:0.988657	valid-auc:0.769197
[716]	train-auc:0.988691	valid-auc:0.769231
[717]	train-auc:0.988715	valid-auc:0.769268
[718]	train-auc:0.988733	valid-auc:0.769248
[719]	train-auc:0.988753	valid-auc:0.769284
[720]	train-auc:0.9888	valid-auc:0.76934
[721]	train-auc:0.988834	valid-auc:0.769451
[722]	train-auc:0.988844	valid-auc:0.769492
[723]	train-auc:0.988863	valid-auc:0.769499
[724]	train-auc:0.98887	valid-auc:0.76949
[725]	train-auc:0.988898	valid-auc:0.769437
[726]	train-auc:0.988909	valid-auc:0.769459
[727]	train-auc:0.988926	valid-auc:0.769429
[728]	train-auc:0.98899	valid-auc:0.769515
[729]	train-auc:0.989008	valid-auc:0.769534
[730]	train-auc:0.989015	valid-auc:0.76953
[731]	train-auc:0.989032	valid-auc:0.769543
[732]	train-auc:0.989075	valid-auc:0.769578
[733]	train-auc:0.989094	valid-auc:0.76968
[734]	train-auc:0.989124	valid-auc:0.769707
[735]	train-auc:0.989157	valid-auc:0.76972
[736]	train-auc:0.989198	valid-auc:0.769754
[737]	train-auc:0.989215	valid-auc:0.769829
[738]	train-auc:0.989244	valid-auc:0.769886
[739]	train-auc:0.989288	valid-auc:0.769934
[740]	train-auc:0.989293	valid-auc:0.770002
[741]	train-auc:0.989304	valid-auc:0.769951
[742]	train-auc:0.989315	valid-auc:0.769911
[743]	train-auc:0.989333	valid-auc:0.769936
[744]	train-auc:0.989358	valid-auc:0.769939
[745]	train-auc:0.989381	valid-auc:0.769914
[746]	train-auc:0.989404	valid-auc:0.769984
[747]	train-auc:0.989421	valid-auc:0.769993
[748]	train-auc:0.989476	valid-auc:0.770057
[749]	train-auc:0.989499	valid-auc:0.770041
[750]	train-auc:0.989517	valid-auc:0.770045
[751]	train-auc:0.989547	valid-auc:0.770141
[752]	train-auc:0.989572	valid-auc:0.770163
[753]	train-auc:0.989618	valid-auc:0.770184
[754]	train-auc:0.989654	valid-auc:0.770148
[755]	train-auc:0.989679	valid-auc:0.770122
[756]	train-auc:0.989702	valid-auc:0.770196
[757]	train-auc:0.989751	valid-auc:0.770175
[758]	train-auc:0.989779	valid-auc:0.770206
[759]	train-auc:0.98982	valid-auc:0.770239
[760]	train-auc:0.989871	valid-auc:0.770314
[761]	train-auc:0.989896	valid-auc:0.770365
[762]	train-auc:0.989916	valid-auc:0.770266
[763]	train-auc:0.989931	valid-auc:0.770297
[764]	train-auc:0.989958	valid-auc:0.770344
[765]	train-auc:0.989976	valid-auc:0.770374
[766]	train-auc:0.990045	valid-auc:0.770369
[767]	train-auc:0.990075	valid-auc:0.770334
[768]	train-auc:0.99009	valid-auc:0.770366
[769]	train-auc:0.990116	valid-auc:0.770397
[770]	train-auc:0.990135	valid-auc:0.770433
[771]	train-auc:0.99015	valid-auc:0.770487
[772]	train-auc:0.99016	valid-auc:0.770431
[773]	train-auc:0.99018	valid-auc:0.770476
[774]	train-auc:0.990208	valid-auc:0.770468
[775]	train-auc:0.990232	valid-auc:0.770438
[776]	train-auc:0.990243	valid-auc:0.770447
[777]	train-auc:0.990263	valid-auc:0.770391
[778]	train-auc:0.990268	valid-auc:0.770417
[779]	train-auc:0.990299	valid-auc:0.770401
[780]	train-auc:0.99032	valid-auc:0.770401
[781]	train-auc:0.990335	valid-auc:0.770484
[782]	train-auc:0.990347	valid-auc:0.770483
[783]	train-auc:0.990377	valid-auc:0.770565
[784]	train-auc:0.990393	valid-auc:0.770571
[785]	train-auc:0.99044	valid-auc:0.770574
[786]	train-auc:0.990441	valid-auc:0.770588
[787]	train-auc:0.990469	valid-auc:0.770615
[788]	train-auc:0.990478	valid-auc:0.770565
[789]	train-auc:0.99051	valid-auc:0.770499
[790]	train-auc:0.990524	valid-auc:0.770528
[791]	train-auc:0.990544	valid-auc:0.77052
[792]	train-auc:0.990575	valid-auc:0.770548
[793]	train-auc:0.99058	valid-auc:0.770545
[794]	train-auc:0.990627	valid-auc:0.770628
[795]	train-auc:0.99066	valid-auc:0.770748
[796]	train-auc:0.990693	valid-auc:0.770744
[797]	train-auc:0.990699	valid-auc:0.770732
[798]	train-auc:0.990715	valid-auc:0.770707
[799]	train-auc:0.990721	valid-auc:0.770715
[800]	train-auc:0.990743	valid-auc:0.770744
[801]	train-auc:0.990766	valid-auc:0.770849
[802]	train-auc:0.990809	valid-auc:0.770918
[803]	train-auc:0.990848	valid-auc:0.770986
[804]	train-auc:0.990893	valid-auc:0.771003
[805]	train-auc:0.990932	valid-auc:0.771027
[806]	train-auc:0.990968	valid-auc:0.771005
[807]	train-auc:0.990991	valid-auc:0.771063
[808]	train-auc:0.991024	valid-auc:0.771123
[809]	train-auc:0.991041	valid-auc:0.77111
[810]	train-auc:0.991062	valid-auc:0.771175
[811]	train-auc:0.9911	valid-auc:0.771169
[812]	train-auc:0.991144	valid-auc:0.771151
[813]	train-auc:0.991162	valid-auc:0.771125
[814]	train-auc:0.991193	valid-auc:0.771163
[815]	train-auc:0.991221	valid-auc:0.771175
[816]	train-auc:0.991222	valid-auc:0.771221
[817]	train-auc:0.991241	valid-auc:0.77122
[818]	train-auc:0.991247	valid-auc:0.771215
[819]	train-auc:0.991283	valid-auc:0.771273
[820]	train-auc:0.991303	valid-auc:0.771259
[821]	train-auc:0.991311	valid-auc:0.771312
[822]	train-auc:0.991352	valid-auc:0.771371
[823]	train-auc:0.991393	valid-auc:0.771355
[824]	train-auc:0.991406	valid-auc:0.771409
[825]	train-auc:0.991424	valid-auc:0.771431
[826]	train-auc:0.991455	valid-auc:0.771373
[827]	train-auc:0.99147	valid-auc:0.771342
[828]	train-auc:0.991483	valid-auc:0.771335
[829]	train-auc:0.991505	valid-auc:0.771309
[830]	train-auc:0.991532	valid-auc:0.77137
[831]	train-auc:0.991549	valid-auc:0.771455
[832]	train-auc:0.99156	valid-auc:0.771416
[833]	train-auc:0.991583	valid-auc:0.77143
[834]	train-auc:0.991606	valid-auc:0.771461
[835]	train-auc:0.991614	valid-auc:0.771458
[836]	train-auc:0.991626	valid-auc:0.771463
[837]	train-auc:0.991642	valid-auc:0.771557
[838]	train-auc:0.991674	valid-auc:0.771618
[839]	train-auc:0.991681	valid-auc:0.771599
[840]	train-auc:0.991712	valid-auc:0.771637
[841]	train-auc:0.991728	valid-auc:0.771652
[842]	train-auc:0.991731	valid-auc:0.771649
[843]	train-auc:0.991754	valid-auc:0.771651
[844]	train-auc:0.991765	valid-auc:0.771668
[845]	train-auc:0.991791	valid-auc:0.771718
[846]	train-auc:0.991808	valid-auc:0.771743
[847]	train-auc:0.991845	valid-auc:0.771713
[848]	train-auc:0.991862	valid-auc:0.771771
[849]	train-auc:0.991881	valid-auc:0.77174
[850]	train-auc:0.991894	valid-auc:0.771771
[851]	train-auc:0.991909	valid-auc:0.771814
[852]	train-auc:0.991916	valid-auc:0.771769
[853]	train-auc:0.991946	valid-auc:0.771831
[854]	train-auc:0.991963	valid-auc:0.771829
[855]	train-auc:0.991976	valid-auc:0.771792
[856]	train-auc:0.992	valid-auc:0.77179
[857]	train-auc:0.992009	valid-auc:0.7718
[858]	train-auc:0.992022	valid-auc:0.771846
[859]	train-auc:0.992038	valid-auc:0.771854
[860]	train-auc:0.992045	valid-auc:0.771873
[861]	train-auc:0.992063	valid-auc:0.771879
[862]	train-auc:0.992091	valid-auc:0.771828
[863]	train-auc:0.992118	valid-auc:0.771868
[864]	train-auc:0.992142	valid-auc:0.771885
[865]	train-auc:0.992161	valid-auc:0.771921
[866]	train-auc:0.992199	valid-auc:0.772069
[867]	train-auc:0.99222	valid-auc:0.772106
[868]	train-auc:0.992233	valid-auc:0.772077
[869]	train-auc:0.992243	valid-auc:0.772066
[870]	train-auc:0.992265	valid-auc:0.772075
[871]	train-auc:0.992271	valid-auc:0.772086
[872]	train-auc:0.992281	valid-auc:0.772106
[873]	train-auc:0.992298	valid-auc:0.772079
[874]	train-auc:0.99233	valid-auc:0.772096
[875]	train-auc:0.992335	valid-auc:0.77208
[876]	train-auc:0.992336	valid-auc:0.772056
[877]	train-auc:0.992348	valid-auc:0.772074
[878]	train-auc:0.992349	valid-auc:0.772069
[879]	train-auc:0.992374	valid-auc:0.772096
[880]	train-auc:0.992399	valid-auc:0.772065
[881]	train-auc:0.99242	valid-auc:0.772032
[882]	train-auc:0.992435	valid-auc:0.772054
[883]	train-auc:0.992442	valid-auc:0.772071
[884]	train-auc:0.992454	valid-auc:0.772058
[885]	train-auc:0.992468	valid-auc:0.77208
[886]	train-auc:0.992489	valid-auc:0.772122
[887]	train-auc:0.992501	valid-auc:0.772114
[888]	train-auc:0.992516	valid-auc:0.772155
[889]	train-auc:0.99252	valid-auc:0.772134
[890]	train-auc:0.992547	valid-auc:0.772141
[891]	train-auc:0.992563	valid-auc:0.772143
[892]	train-auc:0.992599	valid-auc:0.772085
[893]	train-auc:0.992621	valid-auc:0.77216
[894]	train-auc:0.992642	valid-auc:0.772117
[895]	train-auc:0.992657	valid-auc:0.772132
[896]	train-auc:0.992671	valid-auc:0.772126
[897]	train-auc:0.99268	valid-auc:0.772143
[898]	train-auc:0.992684	valid-auc:0.772137
[899]	train-auc:0.992698	valid-auc:0.772189
[900]	train-auc:0.992714	valid-auc:0.772236
[901]	train-auc:0.992759	valid-auc:0.772259
[902]	train-auc:0.99277	valid-auc:0.772265
[903]	train-auc:0.992773	valid-auc:0.772276
[904]	train-auc:0.992767	valid-auc:0.772286
[905]	train-auc:0.992769	valid-auc:0.772288
[906]	train-auc:0.992782	valid-auc:0.772348
[907]	train-auc:0.99279	valid-auc:0.772279
[908]	train-auc:0.992802	valid-auc:0.7723
[909]	train-auc:0.992815	valid-auc:0.772305
[910]	train-auc:0.992842	valid-auc:0.772333
[911]	train-auc:0.992868	valid-auc:0.772345
[912]	train-auc:0.992887	valid-auc:0.772311
[913]	train-auc:0.9929	valid-auc:0.77233
[914]	train-auc:0.992912	valid-auc:0.772359
[915]	train-auc:0.992922	valid-auc:0.772407
[916]	train-auc:0.992928	valid-auc:0.772441
[917]	train-auc:0.99294	valid-auc:0.772423
[918]	train-auc:0.992945	valid-auc:0.772421
[919]	train-auc:0.992954	valid-auc:0.772468
[920]	train-auc:0.992965	valid-auc:0.772541
[921]	train-auc:0.992979	valid-auc:0.772599
[922]	train-auc:0.992998	valid-auc:0.772597
[923]	train-auc:0.992999	valid-auc:0.772606
[924]	train-auc:0.99301	valid-auc:0.772637
[925]	train-auc:0.993016	valid-auc:0.772624
[926]	train-auc:0.993022	valid-auc:0.77258
[927]	train-auc:0.993037	valid-auc:0.772569
[928]	train-auc:0.99307	valid-auc:0.772634
[929]	train-auc:0.993085	valid-auc:0.772661
[930]	train-auc:0.993116	valid-auc:0.772691
[931]	train-auc:0.993133	valid-auc:0.772719
[932]	train-auc:0.993167	valid-auc:0.77275
[933]	train-auc:0.9932	valid-auc:0.772782
[934]	train-auc:0.993201	valid-auc:0.772793
[935]	train-auc:0.993218	valid-auc:0.772833
[936]	train-auc:0.993216	valid-auc:0.77282
[937]	train-auc:0.99323	valid-auc:0.772854
[938]	train-auc:0.993236	valid-auc:0.772875
[939]	train-auc:0.993264	valid-auc:0.772896
[940]	train-auc:0.993277	valid-auc:0.772882
[941]	train-auc:0.993299	valid-auc:0.772879
[942]	train-auc:0.993331	valid-auc:0.772934
[943]	train-auc:0.993336	valid-auc:0.772915
[944]	train-auc:0.993352	valid-auc:0.772915
[945]	train-auc:0.993358	valid-auc:0.772888
[946]	train-auc:0.993384	valid-auc:0.772943
[947]	train-auc:0.993393	valid-auc:0.772879
[948]	train-auc:0.993435	valid-auc:0.77286
[949]	train-auc:0.993449	valid-auc:0.772912
[950]	train-auc:0.993475	valid-auc:0.772929
[951]	train-auc:0.993493	valid-auc:0.772942
[952]	train-auc:0.993512	valid-auc:0.772918
[953]	train-auc:0.993517	valid-auc:0.772909
[954]	train-auc:0.993534	valid-auc:0.772959
[955]	train-auc:0.993551	valid-auc:0.772955
[956]	train-auc:0.993567	valid-auc:0.773003
[957]	train-auc:0.993585	valid-auc:0.773012
[958]	train-auc:0.993602	valid-auc:0.773029
[959]	train-auc:0.993631	valid-auc:0.773049
[960]	train-auc:0.993636	valid-auc:0.773063
[961]	train-auc:0.99365	valid-auc:0.773085
[962]	train-auc:0.993655	valid-auc:0.773102
[963]	train-auc:0.993665	valid-auc:0.773067
[964]	train-auc:0.993675	valid-auc:0.773068
[965]	train-auc:0.993707	valid-auc:0.773052
[966]	train-auc:0.993717	valid-auc:0.77304
[967]	train-auc:0.993732	valid-auc:0.773022
[968]	train-auc:0.993742	valid-auc:0.772971
[969]	train-auc:0.993768	valid-auc:0.772995
[970]	train-auc:0.993774	valid-auc:0.773005
[971]	train-auc:0.993789	valid-auc:0.773041
[972]	train-auc:0.993821	valid-auc:0.772957
[973]	train-auc:0.99384	valid-auc:0.772989
[974]	train-auc:0.993855	valid-auc:0.772945
[975]	train-auc:0.993862	valid-auc:0.77294
[976]	train-auc:0.993872	valid-auc:0.772967
[977]	train-auc:0.993887	valid-auc:0.772988
[978]	train-auc:0.993926	valid-auc:0.772971
[979]	train-auc:0.993943	valid-auc:0.772936
[980]	train-auc:0.993954	valid-auc:0.772996
[981]	train-auc:0.993956	valid-auc:0.77305
[982]	train-auc:0.99398	valid-auc:0.773079
[983]	train-auc:0.993995	valid-auc:0.773052
[984]	train-auc:0.994007	valid-auc:0.773057
[985]	train-auc:0.994025	valid-auc:0.773053
[986]	train-auc:0.994032	valid-auc:0.773091
[987]	train-auc:0.994041	valid-auc:0.773135
[988]	train-auc:0.994045	valid-auc:0.773117
[989]	train-auc:0.99406	valid-auc:0.773128
[990]	train-auc:0.994075	valid-auc:0.773108
[991]	train-auc:0.99409	valid-auc:0.773141
[992]	train-auc:0.9941	valid-auc:0.773126
[993]	train-auc:0.994114	valid-auc:0.773088
[994]	train-auc:0.994139	valid-auc:0.773099
[995]	train-auc:0.994154	valid-auc:0.773104
[996]	train-auc:0.994157	valid-auc:0.773126
[997]	train-auc:0.994181	valid-auc:0.773081
[998]	train-auc:0.994206	valid-auc:0.773028
[999]	train-auc:0.99421	valid-auc:0.773039
[1000]	train-auc:0.994221	valid-auc:0.773002
[1001]	train-auc:0.994233	valid-auc:0.773017
[1002]	train-auc:0.994251	valid-auc:0.772998
[1003]	train-auc:0.994268	valid-auc:0.773067
[1004]	train-auc:0.994271	valid-auc:0.773099
[1005]	train-auc:0.994273	valid-auc:0.773102
[1006]	train-auc:0.994276	valid-auc:0.773108
[1007]	train-auc:0.994294	valid-auc:0.773105
[1008]	train-auc:0.994323	valid-auc:0.773156
[1009]	train-auc:0.994338	valid-auc:0.773075
[1010]	train-auc:0.994347	valid-auc:0.77311
[1011]	train-auc:0.994353	valid-auc:0.77311
[1012]	train-auc:0.994365	valid-auc:0.773128
[1013]	train-auc:0.994384	valid-auc:0.773126
[1014]	train-auc:0.994413	valid-auc:0.773135
[1015]	train-auc:0.994427	valid-auc:0.773153
[1016]	train-auc:0.994448	valid-auc:0.773074
[1017]	train-auc:0.994477	valid-auc:0.77306
[1018]	train-auc:0.994493	valid-auc:0.773056
[1019]	train-auc:0.994513	valid-auc:0.773101
[1020]	train-auc:0.99452	valid-auc:0.773066
[1021]	train-auc:0.994519	valid-auc:0.773067
[1022]	train-auc:0.994529	valid-auc:0.773032
[1023]	train-auc:0.99454	valid-auc:0.773078
[1024]	train-auc:0.994562	valid-auc:0.773126
[1025]	train-auc:0.994567	valid-auc:0.773152
[1026]	train-auc:0.994586	valid-auc:0.773132
[1027]	train-auc:0.994601	valid-auc:0.773226
[1028]	train-auc:0.99462	valid-auc:0.773208
[1029]	train-auc:0.994625	valid-auc:0.773229
[1030]	train-auc:0.994635	valid-auc:0.77323
[1031]	train-auc:0.994644	valid-auc:0.773229
[1032]	train-auc:0.994667	valid-auc:0.773284
[1033]	train-auc:0.994676	valid-auc:0.773317
[1034]	train-auc:0.994699	valid-auc:0.773426
[1035]	train-auc:0.994712	valid-auc:0.773331
[1036]	train-auc:0.994715	valid-auc:0.773315
[1037]	train-auc:0.994713	valid-auc:0.773339
[1038]	train-auc:0.994727	valid-auc:0.773335
[1039]	train-auc:0.99474	valid-auc:0.773316
[1040]	train-auc:0.994742	valid-auc:0.773272
[1041]	train-auc:0.99475	valid-auc:0.773282
[1042]	train-auc:0.994772	valid-auc:0.773287
[1043]	train-auc:0.994788	valid-auc:0.773294
[1044]	train-auc:0.994802	valid-auc:0.773368
[1045]	train-auc:0.994808	valid-auc:0.773345
[1046]	train-auc:0.994813	valid-auc:0.773352
[1047]	train-auc:0.994819	valid-auc:0.773368
[1048]	train-auc:0.994828	valid-auc:0.773375
[1049]	train-auc:0.994827	valid-auc:0.773381
[1050]	train-auc:0.994844	valid-auc:0.773311
[1051]	train-auc:0.99485	valid-auc:0.773313
[1052]	train-auc:0.994858	valid-auc:0.773341
[1053]	train-auc:0.994878	valid-auc:0.773286
[1054]	train-auc:0.994904	valid-auc:0.773244
[1055]	train-auc:0.994912	valid-auc:0.773207
[1056]	train-auc:0.994921	valid-auc:0.773187
[1057]	train-auc:0.994932	valid-auc:0.773129
[1058]	train-auc:0.99494	valid-auc:0.773132
[1059]	train-auc:0.994954	valid-auc:0.773107
[1060]	train-auc:0.99496	valid-auc:0.773126
[1061]	train-auc:0.994968	valid-auc:0.773124
[1062]	train-auc:0.994978	valid-auc:0.773162
[1063]	train-auc:0.994984	valid-auc:0.773167
[1064]	train-auc:0.994991	valid-auc:0.773171
[1065]	train-auc:0.995015	valid-auc:0.773127
[1066]	train-auc:0.995035	valid-auc:0.773104
[1067]	train-auc:0.995047	valid-auc:0.773097
[1068]	train-auc:0.995059	valid-auc:0.773113
[1069]	train-auc:0.995065	valid-auc:0.773129
[1070]	train-auc:0.995079	valid-auc:0.773125
[1071]	train-auc:0.995092	valid-auc:0.773197
[1072]	train-auc:0.995106	valid-auc:0.773149
[1073]	train-auc:0.995111	valid-auc:0.773166
[1074]	train-auc:0.995122	valid-auc:0.773158
[1075]	train-auc:0.995125	valid-auc:0.773191
[1076]	train-auc:0.995131	valid-auc:0.773224
[1077]	train-auc:0.995136	valid-auc:0.773195
[1078]	train-auc:0.995158	valid-auc:0.77323
[1079]	train-auc:0.995175	valid-auc:0.773215
[1080]	train-auc:0.995187	valid-auc:0.773199
[1081]	train-auc:0.995198	valid-auc:0.773214
[1082]	train-auc:0.995213	valid-auc:0.773173
[1083]	train-auc:0.995225	valid-auc:0.773179
[1084]	train-auc:0.995237	valid-auc:0.773264
Stopping. Best iteration:
[1034]	train-auc:0.994699	valid-auc:0.773426

[mlcrate] Finished training fold 2 - took 2m00s - running score 0.7771376666666666
[mlcrate] Running fold 3, 62697 train samples, 10450 validation samples
[0]	train-auc:0.74394	valid-auc:0.674659
Multiple eval metrics have been passed: 'valid-auc' will be used for early stopping.

Will train until valid-auc hasn't improved in 50 rounds.
[1]	train-auc:0.769401	valid-auc:0.684772
[2]	train-auc:0.778472	valid-auc:0.692356
[3]	train-auc:0.786982	valid-auc:0.69754
[4]	train-auc:0.790916	valid-auc:0.700989
[5]	train-auc:0.796801	valid-auc:0.703469
[6]	train-auc:0.798634	valid-auc:0.704617
[7]	train-auc:0.801395	valid-auc:0.706028
[8]	train-auc:0.803032	valid-auc:0.707215
[9]	train-auc:0.804638	valid-auc:0.707463
[10]	train-auc:0.80594	valid-auc:0.707835
[11]	train-auc:0.807492	valid-auc:0.708533
[12]	train-auc:0.811231	valid-auc:0.709993
[13]	train-auc:0.813265	valid-auc:0.710701
[14]	train-auc:0.814706	valid-auc:0.711384
[15]	train-auc:0.816613	valid-auc:0.712163
[16]	train-auc:0.818455	valid-auc:0.713107
[17]	train-auc:0.819046	valid-auc:0.713727
[18]	train-auc:0.82129	valid-auc:0.714254
[19]	train-auc:0.822847	valid-auc:0.714488
[20]	train-auc:0.824322	valid-auc:0.715075
[21]	train-auc:0.825729	valid-auc:0.715494
[22]	train-auc:0.827293	valid-auc:0.716417
[23]	train-auc:0.828541	valid-auc:0.716724
[24]	train-auc:0.830724	valid-auc:0.717253
[25]	train-auc:0.832378	valid-auc:0.71749
[26]	train-auc:0.83364	valid-auc:0.717778
[27]	train-auc:0.835348	valid-auc:0.718656
[28]	train-auc:0.83702	valid-auc:0.719113
[29]	train-auc:0.838955	valid-auc:0.719648
[30]	train-auc:0.839957	valid-auc:0.719934
[31]	train-auc:0.841309	valid-auc:0.720616
[32]	train-auc:0.842025	valid-auc:0.720642
[33]	train-auc:0.843138	valid-auc:0.721219
[34]	train-auc:0.843583	valid-auc:0.721293
[35]	train-auc:0.844914	valid-auc:0.721596
[36]	train-auc:0.845727	valid-auc:0.721882
[37]	train-auc:0.84708	valid-auc:0.722474
[38]	train-auc:0.848131	valid-auc:0.722607
[39]	train-auc:0.849281	valid-auc:0.722868
[40]	train-auc:0.850486	valid-auc:0.723145
[41]	train-auc:0.851428	valid-auc:0.723458
[42]	train-auc:0.852721	valid-auc:0.724108
[43]	train-auc:0.853946	valid-auc:0.724542
[44]	train-auc:0.855158	valid-auc:0.724724
[45]	train-auc:0.855653	valid-auc:0.725129
[46]	train-auc:0.857272	valid-auc:0.725511
[47]	train-auc:0.857935	valid-auc:0.725986
[48]	train-auc:0.858645	valid-auc:0.726181
[49]	train-auc:0.859183	valid-auc:0.726403
[50]	train-auc:0.860285	valid-auc:0.726626
[51]	train-auc:0.861823	valid-auc:0.727265
[52]	train-auc:0.863086	valid-auc:0.727536
[53]	train-auc:0.864174	valid-auc:0.72763
[54]	train-auc:0.864719	valid-auc:0.727611
[55]	train-auc:0.865671	valid-auc:0.727839
[56]	train-auc:0.866709	valid-auc:0.728177
[57]	train-auc:0.867468	valid-auc:0.728508
[58]	train-auc:0.868021	valid-auc:0.728729
[59]	train-auc:0.868503	valid-auc:0.728795
[60]	train-auc:0.869837	valid-auc:0.729548
[61]	train-auc:0.870499	valid-auc:0.729636
[62]	train-auc:0.871657	valid-auc:0.729806
[63]	train-auc:0.87203	valid-auc:0.729754
[64]	train-auc:0.87319	valid-auc:0.729969
[65]	train-auc:0.874042	valid-auc:0.730122
[66]	train-auc:0.874789	valid-auc:0.730464
[67]	train-auc:0.875499	valid-auc:0.730412
[68]	train-auc:0.876672	valid-auc:0.730751
[69]	train-auc:0.877747	valid-auc:0.730989
[70]	train-auc:0.878137	valid-auc:0.731105
[71]	train-auc:0.87873	valid-auc:0.731431
[72]	train-auc:0.87938	valid-auc:0.731666
[73]	train-auc:0.879984	valid-auc:0.732113
[74]	train-auc:0.880293	valid-auc:0.732374
[75]	train-auc:0.88086	valid-auc:0.732589
[76]	train-auc:0.881273	valid-auc:0.732625
[77]	train-auc:0.882178	valid-auc:0.732891
[78]	train-auc:0.882486	valid-auc:0.733099
[79]	train-auc:0.883196	valid-auc:0.733295
[80]	train-auc:0.883918	valid-auc:0.733411
[81]	train-auc:0.884061	valid-auc:0.733612
[82]	train-auc:0.88414	valid-auc:0.733774
[83]	train-auc:0.885009	valid-auc:0.734158
[84]	train-auc:0.885377	valid-auc:0.734335
[85]	train-auc:0.886105	valid-auc:0.734421
[86]	train-auc:0.88676	valid-auc:0.734892
[87]	train-auc:0.88738	valid-auc:0.735163
[88]	train-auc:0.887832	valid-auc:0.735434
[89]	train-auc:0.888246	valid-auc:0.735406
[90]	train-auc:0.889036	valid-auc:0.735485
[91]	train-auc:0.889341	valid-auc:0.735662
[92]	train-auc:0.889655	valid-auc:0.73579
[93]	train-auc:0.889932	valid-auc:0.735936
[94]	train-auc:0.890524	valid-auc:0.736133
[95]	train-auc:0.890753	valid-auc:0.73622
[96]	train-auc:0.891821	valid-auc:0.736572
[97]	train-auc:0.892725	valid-auc:0.736873
[98]	train-auc:0.89349	valid-auc:0.737213
[99]	train-auc:0.894182	valid-auc:0.737675
[100]	train-auc:0.894532	valid-auc:0.737711
[101]	train-auc:0.89496	valid-auc:0.737733
[102]	train-auc:0.895622	valid-auc:0.737949
[103]	train-auc:0.895859	valid-auc:0.738071
[104]	train-auc:0.896233	valid-auc:0.738223
[105]	train-auc:0.896813	valid-auc:0.738482
[106]	train-auc:0.897144	valid-auc:0.738421
[107]	train-auc:0.897571	valid-auc:0.738675
[108]	train-auc:0.897982	valid-auc:0.738908
[109]	train-auc:0.898759	valid-auc:0.739163
[110]	train-auc:0.899381	valid-auc:0.739348
[111]	train-auc:0.900593	valid-auc:0.739731
[112]	train-auc:0.901004	valid-auc:0.739856
[113]	train-auc:0.901051	valid-auc:0.739909
[114]	train-auc:0.901237	valid-auc:0.739975
[115]	train-auc:0.901531	valid-auc:0.739993
[116]	train-auc:0.902152	valid-auc:0.740176
[117]	train-auc:0.902571	valid-auc:0.74049
[118]	train-auc:0.902548	valid-auc:0.740527
[119]	train-auc:0.902946	valid-auc:0.740473
[120]	train-auc:0.903284	valid-auc:0.740429
[121]	train-auc:0.903826	valid-auc:0.74068
[122]	train-auc:0.904031	valid-auc:0.740654
[123]	train-auc:0.904125	valid-auc:0.74066
[124]	train-auc:0.904793	valid-auc:0.740782
[125]	train-auc:0.905617	valid-auc:0.740951
[126]	train-auc:0.906217	valid-auc:0.74107
[127]	train-auc:0.906494	valid-auc:0.741112
[128]	train-auc:0.906736	valid-auc:0.74124
[129]	train-auc:0.907204	valid-auc:0.741388
[130]	train-auc:0.907631	valid-auc:0.741404
[131]	train-auc:0.907882	valid-auc:0.741523
[132]	train-auc:0.907925	valid-auc:0.74153
[133]	train-auc:0.908206	valid-auc:0.741587
[134]	train-auc:0.908587	valid-auc:0.741767
[135]	train-auc:0.909283	valid-auc:0.742039
[136]	train-auc:0.910197	valid-auc:0.742487
[137]	train-auc:0.910579	valid-auc:0.742691
[138]	train-auc:0.910729	valid-auc:0.742755
[139]	train-auc:0.911016	valid-auc:0.742865
[140]	train-auc:0.911481	valid-auc:0.742841
[141]	train-auc:0.911733	valid-auc:0.742928
[142]	train-auc:0.911987	valid-auc:0.74305
[143]	train-auc:0.912275	valid-auc:0.742933
[144]	train-auc:0.91239	valid-auc:0.742957
[145]	train-auc:0.912673	valid-auc:0.743196
[146]	train-auc:0.913138	valid-auc:0.743375
[147]	train-auc:0.913499	valid-auc:0.743509
[148]	train-auc:0.913992	valid-auc:0.743465
[149]	train-auc:0.914254	valid-auc:0.743613
[150]	train-auc:0.914485	valid-auc:0.743685
[151]	train-auc:0.914996	valid-auc:0.743877
[152]	train-auc:0.915576	valid-auc:0.743971
[153]	train-auc:0.915874	valid-auc:0.744038
[154]	train-auc:0.916441	valid-auc:0.744353
[155]	train-auc:0.917054	valid-auc:0.744507
[156]	train-auc:0.917249	valid-auc:0.744522
[157]	train-auc:0.917368	valid-auc:0.744502
[158]	train-auc:0.917631	valid-auc:0.744689
[159]	train-auc:0.918427	valid-auc:0.744918
[160]	train-auc:0.91863	valid-auc:0.744826
[161]	train-auc:0.919112	valid-auc:0.744929
[162]	train-auc:0.919594	valid-auc:0.745262
[163]	train-auc:0.920129	valid-auc:0.745383
[164]	train-auc:0.920487	valid-auc:0.745373
[165]	train-auc:0.921113	valid-auc:0.745573
[166]	train-auc:0.921295	valid-auc:0.745467
[167]	train-auc:0.922193	valid-auc:0.74575
[168]	train-auc:0.922603	valid-auc:0.745816
[169]	train-auc:0.922703	valid-auc:0.745816
[170]	train-auc:0.923329	valid-auc:0.745837
[171]	train-auc:0.923431	valid-auc:0.745856
[172]	train-auc:0.924062	valid-auc:0.745996
[173]	train-auc:0.924357	valid-auc:0.746061
[174]	train-auc:0.924755	valid-auc:0.746265
[175]	train-auc:0.92534	valid-auc:0.74643
[176]	train-auc:0.925523	valid-auc:0.746576
[177]	train-auc:0.925915	valid-auc:0.746759
[178]	train-auc:0.926103	valid-auc:0.746951
[179]	train-auc:0.926183	valid-auc:0.747014
[180]	train-auc:0.926761	valid-auc:0.747366
[181]	train-auc:0.927505	valid-auc:0.747655
[182]	train-auc:0.927714	valid-auc:0.747618
[183]	train-auc:0.928253	valid-auc:0.747641
[184]	train-auc:0.928389	valid-auc:0.747726
[185]	train-auc:0.928669	valid-auc:0.747733
[186]	train-auc:0.928877	valid-auc:0.747773
[187]	train-auc:0.929161	valid-auc:0.747752
[188]	train-auc:0.929422	valid-auc:0.747842
[189]	train-auc:0.929692	valid-auc:0.74796
[190]	train-auc:0.929808	valid-auc:0.747921
[191]	train-auc:0.929981	valid-auc:0.748011
[192]	train-auc:0.930571	valid-auc:0.748464
[193]	train-auc:0.9308	valid-auc:0.748555
[194]	train-auc:0.931032	valid-auc:0.748475
[195]	train-auc:0.931324	valid-auc:0.748574
[196]	train-auc:0.931524	valid-auc:0.748671
[197]	train-auc:0.931789	valid-auc:0.748791
[198]	train-auc:0.93197	valid-auc:0.748884
[199]	train-auc:0.932115	valid-auc:0.748909
[200]	train-auc:0.932532	valid-auc:0.74898
[201]	train-auc:0.932604	valid-auc:0.749084
[202]	train-auc:0.932952	valid-auc:0.749112
[203]	train-auc:0.93335	valid-auc:0.749209
[204]	train-auc:0.933923	valid-auc:0.749531
[205]	train-auc:0.934258	valid-auc:0.749557
[206]	train-auc:0.9345	valid-auc:0.749625
[207]	train-auc:0.935125	valid-auc:0.749926
[208]	train-auc:0.935205	valid-auc:0.750039
[209]	train-auc:0.935592	valid-auc:0.750202
[210]	train-auc:0.935767	valid-auc:0.750314
[211]	train-auc:0.935992	valid-auc:0.750388
[212]	train-auc:0.936149	valid-auc:0.75049
[213]	train-auc:0.936226	valid-auc:0.750587
[214]	train-auc:0.936715	valid-auc:0.750792
[215]	train-auc:0.936987	valid-auc:0.750927
[216]	train-auc:0.937298	valid-auc:0.750961
[217]	train-auc:0.937473	valid-auc:0.750965
[218]	train-auc:0.937663	valid-auc:0.75108
[219]	train-auc:0.937846	valid-auc:0.751159
[220]	train-auc:0.938105	valid-auc:0.7511
[221]	train-auc:0.938375	valid-auc:0.751158
[222]	train-auc:0.938407	valid-auc:0.751132
[223]	train-auc:0.938699	valid-auc:0.751078
[224]	train-auc:0.938937	valid-auc:0.751116
[225]	train-auc:0.93906	valid-auc:0.751213
[226]	train-auc:0.939269	valid-auc:0.751417
[227]	train-auc:0.939525	valid-auc:0.751529
[228]	train-auc:0.93988	valid-auc:0.751698
[229]	train-auc:0.940418	valid-auc:0.75182
[230]	train-auc:0.940549	valid-auc:0.751898
[231]	train-auc:0.940861	valid-auc:0.752123
[232]	train-auc:0.941153	valid-auc:0.752175
[233]	train-auc:0.941258	valid-auc:0.752286
[234]	train-auc:0.941347	valid-auc:0.752292
[235]	train-auc:0.941432	valid-auc:0.752348
[236]	train-auc:0.941513	valid-auc:0.75228
[237]	train-auc:0.941608	valid-auc:0.752307
[238]	train-auc:0.941636	valid-auc:0.752295
[239]	train-auc:0.94197	valid-auc:0.75237
[240]	train-auc:0.942101	valid-auc:0.752456
[241]	train-auc:0.942155	valid-auc:0.75249
[242]	train-auc:0.942274	valid-auc:0.752521
[243]	train-auc:0.942505	valid-auc:0.75258
[244]	train-auc:0.942592	valid-auc:0.752619
[245]	train-auc:0.942822	valid-auc:0.752686
[246]	train-auc:0.943049	valid-auc:0.752762
[247]	train-auc:0.943408	valid-auc:0.752942
[248]	train-auc:0.943472	valid-auc:0.752888
[249]	train-auc:0.94375	valid-auc:0.752877
[250]	train-auc:0.94391	valid-auc:0.753067
[251]	train-auc:0.94404	valid-auc:0.753071
[252]	train-auc:0.944376	valid-auc:0.753192
[253]	train-auc:0.944672	valid-auc:0.7533
[254]	train-auc:0.944945	valid-auc:0.75333
[255]	train-auc:0.9453	valid-auc:0.753376
[256]	train-auc:0.945582	valid-auc:0.753466
[257]	train-auc:0.946051	valid-auc:0.753676
[258]	train-auc:0.946177	valid-auc:0.753767
[259]	train-auc:0.946306	valid-auc:0.753892
[260]	train-auc:0.946602	valid-auc:0.753976
[261]	train-auc:0.946794	valid-auc:0.753973
[262]	train-auc:0.946876	valid-auc:0.75409
[263]	train-auc:0.946991	valid-auc:0.754113
[264]	train-auc:0.947379	valid-auc:0.754289
[265]	train-auc:0.947686	valid-auc:0.754519
[266]	train-auc:0.947809	valid-auc:0.754549
[267]	train-auc:0.947999	valid-auc:0.754668
[268]	train-auc:0.948154	valid-auc:0.754578
[269]	train-auc:0.948544	valid-auc:0.754787
[270]	train-auc:0.948733	valid-auc:0.754858
[271]	train-auc:0.949002	valid-auc:0.754924
[272]	train-auc:0.949119	valid-auc:0.755056
[273]	train-auc:0.949699	valid-auc:0.755096
[274]	train-auc:0.949839	valid-auc:0.755145
[275]	train-auc:0.950172	valid-auc:0.755227
[276]	train-auc:0.950409	valid-auc:0.755151
[277]	train-auc:0.950565	valid-auc:0.755322
[278]	train-auc:0.950869	valid-auc:0.7555
[279]	train-auc:0.951055	valid-auc:0.75551
[280]	train-auc:0.951607	valid-auc:0.755685
[281]	train-auc:0.951772	valid-auc:0.755773
[282]	train-auc:0.951956	valid-auc:0.755706
[283]	train-auc:0.95207	valid-auc:0.755819
[284]	train-auc:0.952286	valid-auc:0.75593
[285]	train-auc:0.9525	valid-auc:0.756124
[286]	train-auc:0.952617	valid-auc:0.756115
[287]	train-auc:0.952956	valid-auc:0.756057
[288]	train-auc:0.953162	valid-auc:0.756039
[289]	train-auc:0.953288	valid-auc:0.756118
[290]	train-auc:0.953574	valid-auc:0.756152
[291]	train-auc:0.953851	valid-auc:0.75611
[292]	train-auc:0.953996	valid-auc:0.756153
[293]	train-auc:0.954125	valid-auc:0.756341
[294]	train-auc:0.95443	valid-auc:0.756343
[295]	train-auc:0.954709	valid-auc:0.756545
[296]	train-auc:0.954995	valid-auc:0.756673
[297]	train-auc:0.955278	valid-auc:0.756868
[298]	train-auc:0.955495	valid-auc:0.757019
[299]	train-auc:0.955551	valid-auc:0.75704
[300]	train-auc:0.955683	valid-auc:0.757052
[301]	train-auc:0.955803	valid-auc:0.757015
[302]	train-auc:0.955963	valid-auc:0.75718
[303]	train-auc:0.956072	valid-auc:0.757251
[304]	train-auc:0.956383	valid-auc:0.757489
[305]	train-auc:0.956488	valid-auc:0.757553
[306]	train-auc:0.956706	valid-auc:0.75759
[307]	train-auc:0.956864	valid-auc:0.757749
[308]	train-auc:0.957041	valid-auc:0.757857
[309]	train-auc:0.957185	valid-auc:0.757921
[310]	train-auc:0.957389	valid-auc:0.757964
[311]	train-auc:0.957626	valid-auc:0.758123
[312]	train-auc:0.957781	valid-auc:0.758098
[313]	train-auc:0.957919	valid-auc:0.758182
[314]	train-auc:0.957951	valid-auc:0.758191
[315]	train-auc:0.958082	valid-auc:0.758142
[316]	train-auc:0.95821	valid-auc:0.75824
[317]	train-auc:0.958336	valid-auc:0.7583
[318]	train-auc:0.958624	valid-auc:0.758442
[319]	train-auc:0.958837	valid-auc:0.75851
[320]	train-auc:0.958953	valid-auc:0.758593
[321]	train-auc:0.95924	valid-auc:0.758493
[322]	train-auc:0.959366	valid-auc:0.758508
[323]	train-auc:0.959456	valid-auc:0.758512
[324]	train-auc:0.959601	valid-auc:0.758547
[325]	train-auc:0.959776	valid-auc:0.758739
[326]	train-auc:0.959941	valid-auc:0.758702
[327]	train-auc:0.960076	valid-auc:0.758739
[328]	train-auc:0.960164	valid-auc:0.758784
[329]	train-auc:0.960352	valid-auc:0.758814
[330]	train-auc:0.960412	valid-auc:0.758835
[331]	train-auc:0.960532	valid-auc:0.758934
[332]	train-auc:0.96059	valid-auc:0.758967
[333]	train-auc:0.960651	valid-auc:0.758966
[334]	train-auc:0.960848	valid-auc:0.759096
[335]	train-auc:0.961063	valid-auc:0.759217
[336]	train-auc:0.961226	valid-auc:0.759391
[337]	train-auc:0.961331	valid-auc:0.759418
[338]	train-auc:0.961405	valid-auc:0.75941
[339]	train-auc:0.961537	valid-auc:0.759497
[340]	train-auc:0.961594	valid-auc:0.759542
[341]	train-auc:0.961637	valid-auc:0.759639
[342]	train-auc:0.961804	valid-auc:0.759622
[343]	train-auc:0.961966	valid-auc:0.759686
[344]	train-auc:0.962102	valid-auc:0.759662
[345]	train-auc:0.962295	valid-auc:0.759777
[346]	train-auc:0.962552	valid-auc:0.759781
[347]	train-auc:0.96265	valid-auc:0.759771
[348]	train-auc:0.962698	valid-auc:0.759737
[349]	train-auc:0.962739	valid-auc:0.759793
[350]	train-auc:0.96288	valid-auc:0.75989
[351]	train-auc:0.962999	valid-auc:0.759942
[352]	train-auc:0.963183	valid-auc:0.759951
[353]	train-auc:0.963225	valid-auc:0.759984
[354]	train-auc:0.963291	valid-auc:0.760057
[355]	train-auc:0.963419	valid-auc:0.76024
[356]	train-auc:0.96351	valid-auc:0.760358
[357]	train-auc:0.963609	valid-auc:0.760536
[358]	train-auc:0.963736	valid-auc:0.760633
[359]	train-auc:0.963964	valid-auc:0.760712
[360]	train-auc:0.963988	valid-auc:0.760753
[361]	train-auc:0.964157	valid-auc:0.760865
[362]	train-auc:0.96425	valid-auc:0.760809
[363]	train-auc:0.96432	valid-auc:0.760797
[364]	train-auc:0.964369	valid-auc:0.760847
[365]	train-auc:0.964404	valid-auc:0.760852
[366]	train-auc:0.96451	valid-auc:0.760878
[367]	train-auc:0.964669	valid-auc:0.760957
[368]	train-auc:0.964816	valid-auc:0.761059
[369]	train-auc:0.964981	valid-auc:0.761159
[370]	train-auc:0.965156	valid-auc:0.761278
[371]	train-auc:0.965404	valid-auc:0.761531
[372]	train-auc:0.965489	valid-auc:0.76163
[373]	train-auc:0.965647	valid-auc:0.761777
[374]	train-auc:0.965728	valid-auc:0.761813
[375]	train-auc:0.965796	valid-auc:0.761743
[376]	train-auc:0.965941	valid-auc:0.761677
[377]	train-auc:0.965994	valid-auc:0.761744
[378]	train-auc:0.96608	valid-auc:0.761854
[379]	train-auc:0.966187	valid-auc:0.761809
[380]	train-auc:0.96638	valid-auc:0.761963
[381]	train-auc:0.966452	valid-auc:0.762009
[382]	train-auc:0.966624	valid-auc:0.761991
[383]	train-auc:0.966741	valid-auc:0.762054
[384]	train-auc:0.966989	valid-auc:0.762192
[385]	train-auc:0.967206	valid-auc:0.762208
[386]	train-auc:0.967318	valid-auc:0.762277
[387]	train-auc:0.967429	valid-auc:0.762337
[388]	train-auc:0.967561	valid-auc:0.76235
[389]	train-auc:0.967682	valid-auc:0.762451
[390]	train-auc:0.967773	valid-auc:0.762423
[391]	train-auc:0.967891	valid-auc:0.762535
[392]	train-auc:0.967944	valid-auc:0.762544
[393]	train-auc:0.968046	valid-auc:0.76264
[394]	train-auc:0.968145	valid-auc:0.762686
[395]	train-auc:0.96828	valid-auc:0.762673
[396]	train-auc:0.968336	valid-auc:0.762705
[397]	train-auc:0.968482	valid-auc:0.762751
[398]	train-auc:0.968516	valid-auc:0.762757
[399]	train-auc:0.968762	valid-auc:0.762878
[400]	train-auc:0.968931	valid-auc:0.762943
[401]	train-auc:0.969096	valid-auc:0.763082
[402]	train-auc:0.96913	valid-auc:0.76311
[403]	train-auc:0.969258	valid-auc:0.763112
[404]	train-auc:0.969387	valid-auc:0.76315
[405]	train-auc:0.969585	valid-auc:0.763405
[406]	train-auc:0.96968	valid-auc:0.763518
[407]	train-auc:0.969672	valid-auc:0.763536
[408]	train-auc:0.969794	valid-auc:0.763713
[409]	train-auc:0.969965	valid-auc:0.763788
[410]	train-auc:0.970121	valid-auc:0.763655
[411]	train-auc:0.970255	valid-auc:0.763725
[412]	train-auc:0.970295	valid-auc:0.763756
[413]	train-auc:0.970487	valid-auc:0.763883
[414]	train-auc:0.970597	valid-auc:0.763819
[415]	train-auc:0.970708	valid-auc:0.763854
[416]	train-auc:0.970801	valid-auc:0.764004
[417]	train-auc:0.970883	valid-auc:0.764022
[418]	train-auc:0.971034	valid-auc:0.764067
[419]	train-auc:0.971126	valid-auc:0.764065
[420]	train-auc:0.971205	valid-auc:0.764177
[421]	train-auc:0.97124	valid-auc:0.764203
[422]	train-auc:0.971448	valid-auc:0.764311
[423]	train-auc:0.971528	valid-auc:0.76427
[424]	train-auc:0.971687	valid-auc:0.764238
[425]	train-auc:0.971756	valid-auc:0.764299
[426]	train-auc:0.971832	valid-auc:0.764329
[427]	train-auc:0.971963	valid-auc:0.764363
[428]	train-auc:0.972066	valid-auc:0.764522
[429]	train-auc:0.972132	valid-auc:0.764471
[430]	train-auc:0.97227	valid-auc:0.764483
[431]	train-auc:0.972274	valid-auc:0.764458
[432]	train-auc:0.972349	valid-auc:0.764525
[433]	train-auc:0.972431	valid-auc:0.764565
[434]	train-auc:0.972518	valid-auc:0.764632
[435]	train-auc:0.972573	valid-auc:0.76467
[436]	train-auc:0.972665	valid-auc:0.764667
[437]	train-auc:0.972783	valid-auc:0.764651
[438]	train-auc:0.972832	valid-auc:0.76465
[439]	train-auc:0.972856	valid-auc:0.764662
[440]	train-auc:0.972909	valid-auc:0.764694
[441]	train-auc:0.973074	valid-auc:0.764748
[442]	train-auc:0.973203	valid-auc:0.764859
[443]	train-auc:0.973319	valid-auc:0.764804
[444]	train-auc:0.973413	valid-auc:0.764847
[445]	train-auc:0.973528	valid-auc:0.764879
[446]	train-auc:0.973629	valid-auc:0.764834
[447]	train-auc:0.973752	valid-auc:0.764908
[448]	train-auc:0.973798	valid-auc:0.765008
[449]	train-auc:0.973859	valid-auc:0.765102
[450]	train-auc:0.973976	valid-auc:0.765165
[451]	train-auc:0.973994	valid-auc:0.765163
[452]	train-auc:0.974098	valid-auc:0.765224
[453]	train-auc:0.974251	valid-auc:0.76522
[454]	train-auc:0.974405	valid-auc:0.765163
[455]	train-auc:0.974521	valid-auc:0.765289
[456]	train-auc:0.97461	valid-auc:0.765313
[457]	train-auc:0.97463	valid-auc:0.765302
[458]	train-auc:0.974691	valid-auc:0.765342
[459]	train-auc:0.974731	valid-auc:0.765364
[460]	train-auc:0.974858	valid-auc:0.765416
[461]	train-auc:0.974942	valid-auc:0.76546
[462]	train-auc:0.975012	valid-auc:0.765463
[463]	train-auc:0.975094	valid-auc:0.765575
[464]	train-auc:0.975248	valid-auc:0.765599
[465]	train-auc:0.97536	valid-auc:0.765648
[466]	train-auc:0.975404	valid-auc:0.765676
[467]	train-auc:0.975461	valid-auc:0.765768
[468]	train-auc:0.975546	valid-auc:0.765829
[469]	train-auc:0.975589	valid-auc:0.76585
[470]	train-auc:0.975678	valid-auc:0.765836
[471]	train-auc:0.975702	valid-auc:0.765816
[472]	train-auc:0.975822	valid-auc:0.765796
[473]	train-auc:0.975813	valid-auc:0.765802
[474]	train-auc:0.975923	valid-auc:0.765746
[475]	train-auc:0.975981	valid-auc:0.76572
[476]	train-auc:0.976052	valid-auc:0.765766
[477]	train-auc:0.976115	valid-auc:0.765815
[478]	train-auc:0.976198	valid-auc:0.765881
[479]	train-auc:0.976307	valid-auc:0.766039
[480]	train-auc:0.976341	valid-auc:0.766044
[481]	train-auc:0.976449	valid-auc:0.766165
[482]	train-auc:0.976533	valid-auc:0.766216
[483]	train-auc:0.97665	valid-auc:0.766349
[484]	train-auc:0.976701	valid-auc:0.766394
[485]	train-auc:0.976731	valid-auc:0.766341
[486]	train-auc:0.976774	valid-auc:0.766354
[487]	train-auc:0.976814	valid-auc:0.766399
[488]	train-auc:0.976897	valid-auc:0.766417
[489]	train-auc:0.976986	valid-auc:0.766511
[490]	train-auc:0.977045	valid-auc:0.766518
[491]	train-auc:0.97717	valid-auc:0.766491
[492]	train-auc:0.977159	valid-auc:0.766488
[493]	train-auc:0.977207	valid-auc:0.766473
[494]	train-auc:0.977297	valid-auc:0.766509
[495]	train-auc:0.977386	valid-auc:0.766555
[496]	train-auc:0.977449	valid-auc:0.766621
[497]	train-auc:0.977476	valid-auc:0.766652
[498]	train-auc:0.977508	valid-auc:0.766626
[499]	train-auc:0.977634	valid-auc:0.766612
[500]	train-auc:0.977665	valid-auc:0.766659
[501]	train-auc:0.977769	valid-auc:0.766757
[502]	train-auc:0.977836	valid-auc:0.766793
[503]	train-auc:0.977885	valid-auc:0.766774
[504]	train-auc:0.977979	valid-auc:0.766868
[505]	train-auc:0.978088	valid-auc:0.766984
[506]	train-auc:0.978176	valid-auc:0.766989
[507]	train-auc:0.97829	valid-auc:0.767009
[508]	train-auc:0.97831	valid-auc:0.767044
[509]	train-auc:0.978318	valid-auc:0.767006
[510]	train-auc:0.978426	valid-auc:0.767038
[511]	train-auc:0.978455	valid-auc:0.767053
[512]	train-auc:0.978521	valid-auc:0.76713
[513]	train-auc:0.978562	valid-auc:0.767136
[514]	train-auc:0.978673	valid-auc:0.767105
[515]	train-auc:0.978737	valid-auc:0.767098
[516]	train-auc:0.978796	valid-auc:0.767201
[517]	train-auc:0.978837	valid-auc:0.767196
[518]	train-auc:0.978964	valid-auc:0.767221
[519]	train-auc:0.97901	valid-auc:0.767278
[520]	train-auc:0.979088	valid-auc:0.767296
[521]	train-auc:0.979126	valid-auc:0.767262
[522]	train-auc:0.979144	valid-auc:0.767301
[523]	train-auc:0.979211	valid-auc:0.767391
[524]	train-auc:0.979308	valid-auc:0.767477
[525]	train-auc:0.979327	valid-auc:0.767502
[526]	train-auc:0.979367	valid-auc:0.767513
[527]	train-auc:0.979409	valid-auc:0.767503
[528]	train-auc:0.979454	valid-auc:0.767526
[529]	train-auc:0.979595	valid-auc:0.767658
[530]	train-auc:0.979659	valid-auc:0.767666
[531]	train-auc:0.97974	valid-auc:0.767664
[532]	train-auc:0.979782	valid-auc:0.767648
[533]	train-auc:0.979883	valid-auc:0.767712
[534]	train-auc:0.97991	valid-auc:0.767714
[535]	train-auc:0.979935	valid-auc:0.767767
[536]	train-auc:0.979974	valid-auc:0.76779
[537]	train-auc:0.980047	valid-auc:0.767822
[538]	train-auc:0.980079	valid-auc:0.767781
[539]	train-auc:0.980168	valid-auc:0.767698
[540]	train-auc:0.980207	valid-auc:0.767756
[541]	train-auc:0.980265	valid-auc:0.767779
[542]	train-auc:0.980318	valid-auc:0.767756
[543]	train-auc:0.980364	valid-auc:0.767758
[544]	train-auc:0.980412	valid-auc:0.767752
[545]	train-auc:0.980472	valid-auc:0.767871
[546]	train-auc:0.980514	valid-auc:0.767896
[547]	train-auc:0.980532	valid-auc:0.767913
[548]	train-auc:0.980598	valid-auc:0.768003
[549]	train-auc:0.980651	valid-auc:0.767974
[550]	train-auc:0.980661	valid-auc:0.768011
[551]	train-auc:0.980733	valid-auc:0.768015
[552]	train-auc:0.980755	valid-auc:0.76803
[553]	train-auc:0.980781	valid-auc:0.768019
[554]	train-auc:0.980815	valid-auc:0.768088
[555]	train-auc:0.98084	valid-auc:0.768099
[556]	train-auc:0.980865	valid-auc:0.768132
[557]	train-auc:0.980941	valid-auc:0.768104
[558]	train-auc:0.981007	valid-auc:0.768186
[559]	train-auc:0.981017	valid-auc:0.768175
[560]	train-auc:0.981088	valid-auc:0.768259
[561]	train-auc:0.981121	valid-auc:0.768241
[562]	train-auc:0.981162	valid-auc:0.768243
[563]	train-auc:0.981236	valid-auc:0.768221
[564]	train-auc:0.98129	valid-auc:0.768251
[565]	train-auc:0.981298	valid-auc:0.768244
[566]	train-auc:0.981416	valid-auc:0.768245
[567]	train-auc:0.981484	valid-auc:0.768282
[568]	train-auc:0.98156	valid-auc:0.768174
[569]	train-auc:0.981608	valid-auc:0.768262
[570]	train-auc:0.981705	valid-auc:0.768212
[571]	train-auc:0.981778	valid-auc:0.768285
[572]	train-auc:0.981842	valid-auc:0.768312
[573]	train-auc:0.981884	valid-auc:0.768314
[574]	train-auc:0.981961	valid-auc:0.768197
[575]	train-auc:0.982025	valid-auc:0.768225
[576]	train-auc:0.982079	valid-auc:0.768289
[577]	train-auc:0.982172	valid-auc:0.768269
[578]	train-auc:0.982196	valid-auc:0.76827
[579]	train-auc:0.982237	valid-auc:0.76834
[580]	train-auc:0.982312	valid-auc:0.768429
[581]	train-auc:0.982418	valid-auc:0.768458
[582]	train-auc:0.982469	valid-auc:0.768523
[583]	train-auc:0.982524	valid-auc:0.768599
[584]	train-auc:0.982609	valid-auc:0.768645
[585]	train-auc:0.982638	valid-auc:0.768655
[586]	train-auc:0.982741	valid-auc:0.768737
[587]	train-auc:0.982845	valid-auc:0.768808
[588]	train-auc:0.98288	valid-auc:0.768834
[589]	train-auc:0.982924	valid-auc:0.768837
[590]	train-auc:0.982959	valid-auc:0.768896
[591]	train-auc:0.983026	valid-auc:0.768866
[592]	train-auc:0.983036	valid-auc:0.768889
[593]	train-auc:0.983152	valid-auc:0.768962
[594]	train-auc:0.983246	valid-auc:0.768974
[595]	train-auc:0.983296	valid-auc:0.769053
[596]	train-auc:0.983318	valid-auc:0.769085
[597]	train-auc:0.983339	valid-auc:0.769106
[598]	train-auc:0.983346	valid-auc:0.769119
[599]	train-auc:0.983371	valid-auc:0.769118
[600]	train-auc:0.983375	valid-auc:0.76914
[601]	train-auc:0.983423	valid-auc:0.769179
[602]	train-auc:0.983447	valid-auc:0.769167
[603]	train-auc:0.983475	valid-auc:0.769182
[604]	train-auc:0.983502	valid-auc:0.769144
[605]	train-auc:0.983595	valid-auc:0.769302
[606]	train-auc:0.98364	valid-auc:0.769273
[607]	train-auc:0.983678	valid-auc:0.76924
[608]	train-auc:0.983714	valid-auc:0.769275
[609]	train-auc:0.983746	valid-auc:0.769324
[610]	train-auc:0.98382	valid-auc:0.769381
[611]	train-auc:0.983885	valid-auc:0.769374
[612]	train-auc:0.983899	valid-auc:0.769398
[613]	train-auc:0.983962	valid-auc:0.769381
[614]	train-auc:0.984021	valid-auc:0.769341
[615]	train-auc:0.984055	valid-auc:0.769409
[616]	train-auc:0.984071	valid-auc:0.769381
[617]	train-auc:0.984105	valid-auc:0.769363
[618]	train-auc:0.984138	valid-auc:0.769357
[619]	train-auc:0.984195	valid-auc:0.769363
[620]	train-auc:0.984217	valid-auc:0.769393
[621]	train-auc:0.984262	valid-auc:0.769395
[622]	train-auc:0.984299	valid-auc:0.769376
[623]	train-auc:0.984334	valid-auc:0.76943
[624]	train-auc:0.9844	valid-auc:0.769468
[625]	train-auc:0.984444	valid-auc:0.76945
[626]	train-auc:0.984483	valid-auc:0.769479
[627]	train-auc:0.984594	valid-auc:0.769585
[628]	train-auc:0.984636	valid-auc:0.769601
[629]	train-auc:0.984713	valid-auc:0.769725
[630]	train-auc:0.98472	valid-auc:0.769748
[631]	train-auc:0.984753	valid-auc:0.769827
[632]	train-auc:0.984778	valid-auc:0.769829
[633]	train-auc:0.984829	valid-auc:0.769829
[634]	train-auc:0.984874	valid-auc:0.769815
[635]	train-auc:0.984896	valid-auc:0.769871
[636]	train-auc:0.984944	valid-auc:0.769896
[637]	train-auc:0.985048	valid-auc:0.770003
[638]	train-auc:0.985078	valid-auc:0.770008
[639]	train-auc:0.985122	valid-auc:0.770035
[640]	train-auc:0.985156	valid-auc:0.769998
[641]	train-auc:0.985185	valid-auc:0.770061
[642]	train-auc:0.985237	valid-auc:0.770061
[643]	train-auc:0.985263	valid-auc:0.770104
[644]	train-auc:0.985347	valid-auc:0.76996
[645]	train-auc:0.985377	valid-auc:0.76997
[646]	train-auc:0.985387	valid-auc:0.769971
[647]	train-auc:0.985423	valid-auc:0.770012
[648]	train-auc:0.985427	valid-auc:0.77003
[649]	train-auc:0.985497	valid-auc:0.769979
[650]	train-auc:0.985541	valid-auc:0.769955
[651]	train-auc:0.985565	valid-auc:0.770026
[652]	train-auc:0.985592	valid-auc:0.77003
[653]	train-auc:0.985624	valid-auc:0.770021
[654]	train-auc:0.98565	valid-auc:0.770037
[655]	train-auc:0.9857	valid-auc:0.770043
[656]	train-auc:0.98578	valid-auc:0.770045
[657]	train-auc:0.985841	valid-auc:0.769988
[658]	train-auc:0.985889	valid-auc:0.770002
[659]	train-auc:0.985901	valid-auc:0.770054
[660]	train-auc:0.985968	valid-auc:0.770092
[661]	train-auc:0.985993	valid-auc:0.770103
[662]	train-auc:0.986034	valid-auc:0.770135
[663]	train-auc:0.986067	valid-auc:0.77014
[664]	train-auc:0.986077	valid-auc:0.77018
[665]	train-auc:0.986126	valid-auc:0.770196
[666]	train-auc:0.986165	valid-auc:0.770151
[667]	train-auc:0.986178	valid-auc:0.770165
[668]	train-auc:0.986221	valid-auc:0.770199
[669]	train-auc:0.986289	valid-auc:0.770287
[670]	train-auc:0.986346	valid-auc:0.770261
[671]	train-auc:0.986418	valid-auc:0.770227
[672]	train-auc:0.986444	valid-auc:0.770263
[673]	train-auc:0.986498	valid-auc:0.770318
[674]	train-auc:0.986541	valid-auc:0.770328
[675]	train-auc:0.986592	valid-auc:0.77037
[676]	train-auc:0.986611	valid-auc:0.770376
[677]	train-auc:0.986664	valid-auc:0.770362
[678]	train-auc:0.986696	valid-auc:0.770385
[679]	train-auc:0.986724	valid-auc:0.770386
[680]	train-auc:0.986786	valid-auc:0.770478
[681]	train-auc:0.986802	valid-auc:0.770535
[682]	train-auc:0.986843	valid-auc:0.770601
[683]	train-auc:0.986853	valid-auc:0.770589
[684]	train-auc:0.986872	valid-auc:0.770602
[685]	train-auc:0.986923	valid-auc:0.770651
[686]	train-auc:0.986955	valid-auc:0.770669
[687]	train-auc:0.987021	valid-auc:0.770674
[688]	train-auc:0.987067	valid-auc:0.770595
[689]	train-auc:0.987114	valid-auc:0.77059
[690]	train-auc:0.98713	valid-auc:0.770565
[691]	train-auc:0.987143	valid-auc:0.7706
[692]	train-auc:0.98718	valid-auc:0.77055
[693]	train-auc:0.987223	valid-auc:0.770634
[694]	train-auc:0.987245	valid-auc:0.770725
[695]	train-auc:0.987261	valid-auc:0.77074
[696]	train-auc:0.987288	valid-auc:0.77075
[697]	train-auc:0.987315	valid-auc:0.770733
[698]	train-auc:0.987375	valid-auc:0.770792
[699]	train-auc:0.987392	valid-auc:0.77082
[700]	train-auc:0.987415	valid-auc:0.770825
[701]	train-auc:0.98745	valid-auc:0.770837
[702]	train-auc:0.987484	valid-auc:0.770829
[703]	train-auc:0.987535	valid-auc:0.77082
[704]	train-auc:0.987586	valid-auc:0.770786
[705]	train-auc:0.987603	valid-auc:0.770733
[706]	train-auc:0.987655	valid-auc:0.770758
[707]	train-auc:0.987677	valid-auc:0.770787
[708]	train-auc:0.987701	valid-auc:0.770752
[709]	train-auc:0.987753	valid-auc:0.770708
[710]	train-auc:0.987781	valid-auc:0.770714
[711]	train-auc:0.987793	valid-auc:0.770757
[712]	train-auc:0.987833	valid-auc:0.770752
[713]	train-auc:0.987915	valid-auc:0.770834
[714]	train-auc:0.987948	valid-auc:0.770808
[715]	train-auc:0.98798	valid-auc:0.770829
[716]	train-auc:0.988014	valid-auc:0.770876
[717]	train-auc:0.988096	valid-auc:0.770902
[718]	train-auc:0.988116	valid-auc:0.770887
[719]	train-auc:0.98813	valid-auc:0.770953
[720]	train-auc:0.98816	valid-auc:0.770929
[721]	train-auc:0.988176	valid-auc:0.770986
[722]	train-auc:0.988188	valid-auc:0.771006
[723]	train-auc:0.988202	valid-auc:0.770984
[724]	train-auc:0.988214	valid-auc:0.770921
[725]	train-auc:0.988241	valid-auc:0.770966
[726]	train-auc:0.988277	valid-auc:0.770967
[727]	train-auc:0.988302	valid-auc:0.770987
[728]	train-auc:0.988311	valid-auc:0.770995
[729]	train-auc:0.988342	valid-auc:0.770976
[730]	train-auc:0.988385	valid-auc:0.770962
[731]	train-auc:0.988423	valid-auc:0.770932
[732]	train-auc:0.988436	valid-auc:0.770939
[733]	train-auc:0.988462	valid-auc:0.770982
[734]	train-auc:0.988492	valid-auc:0.771002
[735]	train-auc:0.988506	valid-auc:0.771004
[736]	train-auc:0.988566	valid-auc:0.771076
[737]	train-auc:0.988573	valid-auc:0.771088
[738]	train-auc:0.988592	valid-auc:0.771113
[739]	train-auc:0.988641	valid-auc:0.771154
[740]	train-auc:0.988692	valid-auc:0.771124
[741]	train-auc:0.988706	valid-auc:0.77117
[742]	train-auc:0.988715	valid-auc:0.771176
[743]	train-auc:0.98876	valid-auc:0.771155
[744]	train-auc:0.988804	valid-auc:0.771178
[745]	train-auc:0.988816	valid-auc:0.771154
[746]	train-auc:0.988864	valid-auc:0.771168
[747]	train-auc:0.988898	valid-auc:0.771242
[748]	train-auc:0.988901	valid-auc:0.771258
[749]	train-auc:0.988926	valid-auc:0.771289
[750]	train-auc:0.988942	valid-auc:0.77127
[751]	train-auc:0.988976	valid-auc:0.771199
[752]	train-auc:0.989001	valid-auc:0.771148
[753]	train-auc:0.989031	valid-auc:0.771135
[754]	train-auc:0.989071	valid-auc:0.771118
[755]	train-auc:0.989107	valid-auc:0.771199
[756]	train-auc:0.989149	valid-auc:0.771178
[757]	train-auc:0.989184	valid-auc:0.771194
[758]	train-auc:0.989218	valid-auc:0.7712
[759]	train-auc:0.989241	valid-auc:0.771216
[760]	train-auc:0.989286	valid-auc:0.771272
[761]	train-auc:0.989304	valid-auc:0.771296
[762]	train-auc:0.989326	valid-auc:0.771342
[763]	train-auc:0.989363	valid-auc:0.771402
[764]	train-auc:0.98941	valid-auc:0.7714
[765]	train-auc:0.989445	valid-auc:0.771426
[766]	train-auc:0.989497	valid-auc:0.771436
[767]	train-auc:0.989506	valid-auc:0.771425
[768]	train-auc:0.989536	valid-auc:0.771424
[769]	train-auc:0.98955	valid-auc:0.771428
[770]	train-auc:0.989585	valid-auc:0.771507
[771]	train-auc:0.989611	valid-auc:0.771523
[772]	train-auc:0.989625	valid-auc:0.771515
[773]	train-auc:0.989639	valid-auc:0.771509
[774]	train-auc:0.989662	valid-auc:0.771525
[775]	train-auc:0.989686	valid-auc:0.771495
[776]	train-auc:0.989691	valid-auc:0.771543
[777]	train-auc:0.989722	valid-auc:0.771557
[778]	train-auc:0.989759	valid-auc:0.771618
[779]	train-auc:0.989768	valid-auc:0.771659
[780]	train-auc:0.989799	valid-auc:0.771716
[781]	train-auc:0.989809	valid-auc:0.771702
[782]	train-auc:0.989827	valid-auc:0.771688
[783]	train-auc:0.989834	valid-auc:0.771678
[784]	train-auc:0.989844	valid-auc:0.771687
[785]	train-auc:0.989877	valid-auc:0.771795
[786]	train-auc:0.9899	valid-auc:0.771761
[787]	train-auc:0.989918	valid-auc:0.77175
[788]	train-auc:0.98997	valid-auc:0.771782
[789]	train-auc:0.98999	valid-auc:0.771679
[790]	train-auc:0.990012	valid-auc:0.771693
[791]	train-auc:0.990039	valid-auc:0.771632
[792]	train-auc:0.990064	valid-auc:0.771618
[793]	train-auc:0.99011	valid-auc:0.771583
[794]	train-auc:0.990159	valid-auc:0.771591
[795]	train-auc:0.990191	valid-auc:0.771674
[796]	train-auc:0.990217	valid-auc:0.77167
[797]	train-auc:0.990215	valid-auc:0.771696
[798]	train-auc:0.99024	valid-auc:0.771698
[799]	train-auc:0.990272	valid-auc:0.771689
[800]	train-auc:0.990279	valid-auc:0.771677
[801]	train-auc:0.99031	valid-auc:0.771653
[802]	train-auc:0.990358	valid-auc:0.771704
[803]	train-auc:0.990389	valid-auc:0.771706
[804]	train-auc:0.990406	valid-auc:0.771771
[805]	train-auc:0.990454	valid-auc:0.771774
[806]	train-auc:0.99047	valid-auc:0.771712
[807]	train-auc:0.990475	valid-auc:0.771719
[808]	train-auc:0.990492	valid-auc:0.771718
[809]	train-auc:0.990537	valid-auc:0.771739
[810]	train-auc:0.990546	valid-auc:0.771807
[811]	train-auc:0.990554	valid-auc:0.77182
[812]	train-auc:0.990585	valid-auc:0.771849
[813]	train-auc:0.990598	valid-auc:0.771881
[814]	train-auc:0.990639	valid-auc:0.772063
[815]	train-auc:0.99067	valid-auc:0.772055
[816]	train-auc:0.99068	valid-auc:0.772108
[817]	train-auc:0.990683	valid-auc:0.772118
[818]	train-auc:0.990683	valid-auc:0.772139
[819]	train-auc:0.99072	valid-auc:0.772227
[820]	train-auc:0.990748	valid-auc:0.772235
[821]	train-auc:0.990758	valid-auc:0.772217
[822]	train-auc:0.990777	valid-auc:0.772225
[823]	train-auc:0.9908	valid-auc:0.772206
[824]	train-auc:0.990848	valid-auc:0.772271
[825]	train-auc:0.990861	valid-auc:0.772292
[826]	train-auc:0.990873	valid-auc:0.772329
[827]	train-auc:0.990897	valid-auc:0.772311
[828]	train-auc:0.990917	valid-auc:0.77232
[829]	train-auc:0.990942	valid-auc:0.772361
[830]	train-auc:0.990954	valid-auc:0.772396
[831]	train-auc:0.990977	valid-auc:0.772442
[832]	train-auc:0.991	valid-auc:0.772425
[833]	train-auc:0.991036	valid-auc:0.772488
[834]	train-auc:0.991072	valid-auc:0.772548
[835]	train-auc:0.99109	valid-auc:0.772537
[836]	train-auc:0.991111	valid-auc:0.772464
[837]	train-auc:0.991122	valid-auc:0.77252
[838]	train-auc:0.991124	valid-auc:0.772542
[839]	train-auc:0.991168	valid-auc:0.77248
[840]	train-auc:0.991185	valid-auc:0.772491
[841]	train-auc:0.991191	valid-auc:0.772471
[842]	train-auc:0.991203	valid-auc:0.772509
[843]	train-auc:0.991212	valid-auc:0.772512
[844]	train-auc:0.991255	valid-auc:0.772487
[845]	train-auc:0.991272	valid-auc:0.772536
[846]	train-auc:0.991274	valid-auc:0.77254
[847]	train-auc:0.991273	valid-auc:0.77256
[848]	train-auc:0.991296	valid-auc:0.77253
[849]	train-auc:0.991328	valid-auc:0.772532
[850]	train-auc:0.991369	valid-auc:0.77258
[851]	train-auc:0.991374	valid-auc:0.772564
[852]	train-auc:0.991385	valid-auc:0.772625
[853]	train-auc:0.991404	valid-auc:0.772617
[854]	train-auc:0.991419	valid-auc:0.772636
[855]	train-auc:0.991436	valid-auc:0.7726
[856]	train-auc:0.991481	valid-auc:0.77261
[857]	train-auc:0.991492	valid-auc:0.772639
[858]	train-auc:0.991523	valid-auc:0.772653
[859]	train-auc:0.99153	valid-auc:0.772666
[860]	train-auc:0.991565	valid-auc:0.772599
[861]	train-auc:0.991581	valid-auc:0.772592
[862]	train-auc:0.9916	valid-auc:0.772629
[863]	train-auc:0.991622	valid-auc:0.77259
[864]	train-auc:0.991644	valid-auc:0.772592
[865]	train-auc:0.991677	valid-auc:0.772629
[866]	train-auc:0.991684	valid-auc:0.772621
[867]	train-auc:0.991714	valid-auc:0.772627
[868]	train-auc:0.991746	valid-auc:0.772666
[869]	train-auc:0.991764	valid-auc:0.772646
[870]	train-auc:0.991775	valid-auc:0.772647
[871]	train-auc:0.991789	valid-auc:0.77269
[872]	train-auc:0.991815	valid-auc:0.772758
[873]	train-auc:0.991844	valid-auc:0.772777
[874]	train-auc:0.991864	valid-auc:0.772799
[875]	train-auc:0.991871	valid-auc:0.772795
[876]	train-auc:0.991889	valid-auc:0.7728
[877]	train-auc:0.991911	valid-auc:0.772779
[878]	train-auc:0.991917	valid-auc:0.772779
[879]	train-auc:0.991923	valid-auc:0.772827
[880]	train-auc:0.991933	valid-auc:0.772841
[881]	train-auc:0.991948	valid-auc:0.772875
[882]	train-auc:0.991968	valid-auc:0.772886
[883]	train-auc:0.991977	valid-auc:0.772903
[884]	train-auc:0.992001	valid-auc:0.772901
[885]	train-auc:0.992017	valid-auc:0.772881
[886]	train-auc:0.992047	valid-auc:0.772902
[887]	train-auc:0.992073	valid-auc:0.772913
[888]	train-auc:0.992081	valid-auc:0.772887
[889]	train-auc:0.992107	valid-auc:0.77286
[890]	train-auc:0.992135	valid-auc:0.772866
[891]	train-auc:0.992161	valid-auc:0.772842
[892]	train-auc:0.99223	valid-auc:0.772768
[893]	train-auc:0.992237	valid-auc:0.772767
[894]	train-auc:0.992245	valid-auc:0.772776
[895]	train-auc:0.992251	valid-auc:0.772772
[896]	train-auc:0.992287	valid-auc:0.772786
[897]	train-auc:0.992287	valid-auc:0.772798
[898]	train-auc:0.992293	valid-auc:0.772812
[899]	train-auc:0.992296	valid-auc:0.77282
[900]	train-auc:0.99232	valid-auc:0.772834
[901]	train-auc:0.992328	valid-auc:0.772819
[902]	train-auc:0.992342	valid-auc:0.772826
[903]	train-auc:0.992382	valid-auc:0.772827
[904]	train-auc:0.992398	valid-auc:0.772761
[905]	train-auc:0.992424	valid-auc:0.772744
[906]	train-auc:0.992441	valid-auc:0.77274
[907]	train-auc:0.992458	valid-auc:0.772766
[908]	train-auc:0.992476	valid-auc:0.772775
[909]	train-auc:0.992477	valid-auc:0.772792
[910]	train-auc:0.992493	valid-auc:0.772813
[911]	train-auc:0.992524	valid-auc:0.772795
[912]	train-auc:0.992534	valid-auc:0.772804
[913]	train-auc:0.992543	valid-auc:0.772807
[914]	train-auc:0.992564	valid-auc:0.772772
[915]	train-auc:0.992579	valid-auc:0.772801
[916]	train-auc:0.992587	valid-auc:0.772767
[917]	train-auc:0.992612	valid-auc:0.772816
[918]	train-auc:0.992623	valid-auc:0.772834
[919]	train-auc:0.992627	valid-auc:0.772823
[920]	train-auc:0.992639	valid-auc:0.772843
[921]	train-auc:0.992663	valid-auc:0.772818
[922]	train-auc:0.992678	valid-auc:0.772815
[923]	train-auc:0.992689	valid-auc:0.772818
[924]	train-auc:0.992691	valid-auc:0.772834
[925]	train-auc:0.992715	valid-auc:0.772895
[926]	train-auc:0.992721	valid-auc:0.772908
[927]	train-auc:0.992731	valid-auc:0.772912
[928]	train-auc:0.992739	valid-auc:0.772943
[929]	train-auc:0.992748	valid-auc:0.772962
[930]	train-auc:0.992781	valid-auc:0.772997
[931]	train-auc:0.992791	valid-auc:0.773013
[932]	train-auc:0.992816	valid-auc:0.773027
[933]	train-auc:0.992829	valid-auc:0.773047
[934]	train-auc:0.992841	valid-auc:0.773041
[935]	train-auc:0.992846	valid-auc:0.773043
[936]	train-auc:0.992853	valid-auc:0.773019
[937]	train-auc:0.992874	valid-auc:0.773024
[938]	train-auc:0.992886	valid-auc:0.773041
[939]	train-auc:0.992906	valid-auc:0.773052
[940]	train-auc:0.992901	valid-auc:0.773054
[941]	train-auc:0.992926	valid-auc:0.773104
[942]	train-auc:0.992947	valid-auc:0.773114
[943]	train-auc:0.992952	valid-auc:0.773105
[944]	train-auc:0.992966	valid-auc:0.773135
[945]	train-auc:0.992967	valid-auc:0.773116
[946]	train-auc:0.99299	valid-auc:0.77311
[947]	train-auc:0.993008	valid-auc:0.773124
[948]	train-auc:0.993043	valid-auc:0.773158
[949]	train-auc:0.993061	valid-auc:0.773162
[950]	train-auc:0.993069	valid-auc:0.773167
[951]	train-auc:0.993081	valid-auc:0.773187
[952]	train-auc:0.9931	valid-auc:0.773194
[953]	train-auc:0.993117	valid-auc:0.773169
[954]	train-auc:0.993124	valid-auc:0.773196
[955]	train-auc:0.99314	valid-auc:0.773194
[956]	train-auc:0.99314	valid-auc:0.773221
[957]	train-auc:0.99316	valid-auc:0.773258
[958]	train-auc:0.993191	valid-auc:0.773265
[959]	train-auc:0.993207	valid-auc:0.77327
[960]	train-auc:0.993219	valid-auc:0.773262
[961]	train-auc:0.99325	valid-auc:0.773277
[962]	train-auc:0.993262	valid-auc:0.773249
[963]	train-auc:0.993284	valid-auc:0.773249
[964]	train-auc:0.993302	valid-auc:0.773317
[965]	train-auc:0.993317	valid-auc:0.773314
[966]	train-auc:0.993332	valid-auc:0.773255
[967]	train-auc:0.993351	valid-auc:0.773241
[968]	train-auc:0.993353	valid-auc:0.773244
[969]	train-auc:0.993376	valid-auc:0.773323
[970]	train-auc:0.9934	valid-auc:0.773356
[971]	train-auc:0.993407	valid-auc:0.77334
[972]	train-auc:0.993413	valid-auc:0.773349
[973]	train-auc:0.99342	valid-auc:0.773374
[974]	train-auc:0.993425	valid-auc:0.773355
[975]	train-auc:0.993425	valid-auc:0.773345
[976]	train-auc:0.99345	valid-auc:0.773378
[977]	train-auc:0.993478	valid-auc:0.77341
[978]	train-auc:0.993499	valid-auc:0.773463
[979]	train-auc:0.993503	valid-auc:0.773462
[980]	train-auc:0.993517	valid-auc:0.773531
[981]	train-auc:0.993534	valid-auc:0.773565
[982]	train-auc:0.993551	valid-auc:0.773572
[983]	train-auc:0.993574	valid-auc:0.773599
[984]	train-auc:0.993584	valid-auc:0.773613
[985]	train-auc:0.993594	valid-auc:0.773656
[986]	train-auc:0.993612	valid-auc:0.773703
[987]	train-auc:0.993634	valid-auc:0.773685
[988]	train-auc:0.993636	valid-auc:0.773644
[989]	train-auc:0.993665	valid-auc:0.773593
[990]	train-auc:0.993678	valid-auc:0.773574
[991]	train-auc:0.993683	valid-auc:0.773546
[992]	train-auc:0.993688	valid-auc:0.773537
[993]	train-auc:0.993698	valid-auc:0.773526
[994]	train-auc:0.993717	valid-auc:0.773536
[995]	train-auc:0.993726	valid-auc:0.773532
[996]	train-auc:0.993746	valid-auc:0.773522
[997]	train-auc:0.993759	valid-auc:0.773533
[998]	train-auc:0.993786	valid-auc:0.773571
[999]	train-auc:0.993787	valid-auc:0.773572
[1000]	train-auc:0.993827	valid-auc:0.773579
[1001]	train-auc:0.993834	valid-auc:0.773582
[1002]	train-auc:0.993842	valid-auc:0.773585
[1003]	train-auc:0.993869	valid-auc:0.773573
[1004]	train-auc:0.99389	valid-auc:0.773616
[1005]	train-auc:0.9939	valid-auc:0.773643
[1006]	train-auc:0.993915	valid-auc:0.773684
[1007]	train-auc:0.993943	valid-auc:0.773751
[1008]	train-auc:0.993954	valid-auc:0.773772
[1009]	train-auc:0.993959	valid-auc:0.773749
[1010]	train-auc:0.993985	valid-auc:0.773811
[1011]	train-auc:0.994001	valid-auc:0.773822
[1012]	train-auc:0.994009	valid-auc:0.773837
[1013]	train-auc:0.994019	valid-auc:0.773824
[1014]	train-auc:0.99404	valid-auc:0.773856
[1015]	train-auc:0.994057	valid-auc:0.773867
[1016]	train-auc:0.994075	valid-auc:0.773834
[1017]	train-auc:0.994082	valid-auc:0.773852
[1018]	train-auc:0.994091	valid-auc:0.773863
[1019]	train-auc:0.994101	valid-auc:0.773913
[1020]	train-auc:0.994115	valid-auc:0.774004
[1021]	train-auc:0.99412	valid-auc:0.774003
[1022]	train-auc:0.99412	valid-auc:0.774022
[1023]	train-auc:0.994124	valid-auc:0.774022
[1024]	train-auc:0.994152	valid-auc:0.773964
[1025]	train-auc:0.994176	valid-auc:0.774029
[1026]	train-auc:0.99419	valid-auc:0.774117
[1027]	train-auc:0.994194	valid-auc:0.774098
[1028]	train-auc:0.994195	valid-auc:0.774083
[1029]	train-auc:0.994228	valid-auc:0.774066
[1030]	train-auc:0.994244	valid-auc:0.774092
[1031]	train-auc:0.994264	valid-auc:0.774119
[1032]	train-auc:0.99427	valid-auc:0.774125
[1033]	train-auc:0.994272	valid-auc:0.774105
[1034]	train-auc:0.99428	valid-auc:0.774157
[1035]	train-auc:0.994286	valid-auc:0.774148
[1036]	train-auc:0.994287	valid-auc:0.774161
[1037]	train-auc:0.994296	valid-auc:0.774149
[1038]	train-auc:0.994302	valid-auc:0.774172
[1039]	train-auc:0.994319	valid-auc:0.774215
[1040]	train-auc:0.99433	valid-auc:0.774216
[1041]	train-auc:0.994336	valid-auc:0.774225
[1042]	train-auc:0.994341	valid-auc:0.774179
[1043]	train-auc:0.994355	valid-auc:0.774207
[1044]	train-auc:0.994366	valid-auc:0.774247
[1045]	train-auc:0.994379	valid-auc:0.774324
[1046]	train-auc:0.994397	valid-auc:0.774307
[1047]	train-auc:0.994411	valid-auc:0.774312
[1048]	train-auc:0.99441	valid-auc:0.774359
[1049]	train-auc:0.994431	valid-auc:0.774378
[1050]	train-auc:0.994444	valid-auc:0.774377
[1051]	train-auc:0.994455	valid-auc:0.774368
[1052]	train-auc:0.99446	valid-auc:0.774384
[1053]	train-auc:0.994462	valid-auc:0.774409
[1054]	train-auc:0.994482	valid-auc:0.774436
[1055]	train-auc:0.994493	valid-auc:0.774472
[1056]	train-auc:0.994511	valid-auc:0.774507
[1057]	train-auc:0.994518	valid-auc:0.774497
[1058]	train-auc:0.994528	valid-auc:0.774486
[1059]	train-auc:0.994539	valid-auc:0.774525
[1060]	train-auc:0.994555	valid-auc:0.774488
[1061]	train-auc:0.994574	valid-auc:0.774473
[1062]	train-auc:0.994575	valid-auc:0.774475
[1063]	train-auc:0.994584	valid-auc:0.774425
[1064]	train-auc:0.994591	valid-auc:0.774412
[1065]	train-auc:0.994604	valid-auc:0.774398
[1066]	train-auc:0.994614	valid-auc:0.774408
[1067]	train-auc:0.994627	valid-auc:0.774396
[1068]	train-auc:0.994644	valid-auc:0.774396
[1069]	train-auc:0.994683	valid-auc:0.774429
[1070]	train-auc:0.994704	valid-auc:0.7745
[1071]	train-auc:0.994718	valid-auc:0.774532
[1072]	train-auc:0.994742	valid-auc:0.774529
[1073]	train-auc:0.994756	valid-auc:0.774547
[1074]	train-auc:0.994767	valid-auc:0.774577
[1075]	train-auc:0.994782	valid-auc:0.77456
[1076]	train-auc:0.994793	valid-auc:0.774608
[1077]	train-auc:0.994817	valid-auc:0.774683
[1078]	train-auc:0.994828	valid-auc:0.774726
[1079]	train-auc:0.994836	valid-auc:0.774727
[1080]	train-auc:0.994852	valid-auc:0.774737
[1081]	train-auc:0.994881	valid-auc:0.774766
[1082]	train-auc:0.994891	valid-auc:0.774778
[1083]	train-auc:0.994902	valid-auc:0.77477
[1084]	train-auc:0.99491	valid-auc:0.774772
[1085]	train-auc:0.994933	valid-auc:0.774766
[1086]	train-auc:0.994945	valid-auc:0.77474
[1087]	train-auc:0.994945	valid-auc:0.774754
[1088]	train-auc:0.994958	valid-auc:0.774746
[1089]	train-auc:0.994973	valid-auc:0.77476
[1090]	train-auc:0.994986	valid-auc:0.774747
[1091]	train-auc:0.995004	valid-auc:0.774678
[1092]	train-auc:0.995014	valid-auc:0.774676
[1093]	train-auc:0.995038	valid-auc:0.774687
[1094]	train-auc:0.995042	valid-auc:0.774701
[1095]	train-auc:0.995053	valid-auc:0.774722
[1096]	train-auc:0.995061	valid-auc:0.774735
[1097]	train-auc:0.995079	valid-auc:0.774738
[1098]	train-auc:0.995088	valid-auc:0.774754
[1099]	train-auc:0.995095	valid-auc:0.774772
[1100]	train-auc:0.995107	valid-auc:0.774751
[1101]	train-auc:0.995113	valid-auc:0.774768
[1102]	train-auc:0.995121	valid-auc:0.774776
[1103]	train-auc:0.995133	valid-auc:0.774808
[1104]	train-auc:0.995142	valid-auc:0.774811
[1105]	train-auc:0.995162	valid-auc:0.774813
[1106]	train-auc:0.995166	valid-auc:0.774785
[1107]	train-auc:0.995171	valid-auc:0.774775
[1108]	train-auc:0.995177	valid-auc:0.774778
[1109]	train-auc:0.995191	valid-auc:0.77477
[1110]	train-auc:0.995199	valid-auc:0.774762
[1111]	train-auc:0.995208	valid-auc:0.774769
[1112]	train-auc:0.995227	valid-auc:0.774831
[1113]	train-auc:0.99523	valid-auc:0.774835
[1114]	train-auc:0.99524	valid-auc:0.774851
[1115]	train-auc:0.995247	valid-auc:0.77486
[1116]	train-auc:0.995285	valid-auc:0.774914
[1117]	train-auc:0.995288	valid-auc:0.77493
[1118]	train-auc:0.995289	valid-auc:0.774917
[1119]	train-auc:0.995291	valid-auc:0.77488
[1120]	train-auc:0.995306	valid-auc:0.774914
[1121]	train-auc:0.995314	valid-auc:0.774964
[1122]	train-auc:0.995324	valid-auc:0.774979
[1123]	train-auc:0.995332	valid-auc:0.775015
[1124]	train-auc:0.995335	valid-auc:0.775037
[1125]	train-auc:0.995337	valid-auc:0.775025
[1126]	train-auc:0.995347	valid-auc:0.775059
[1127]	train-auc:0.995351	valid-auc:0.775026
[1128]	train-auc:0.995354	valid-auc:0.775042
[1129]	train-auc:0.995373	valid-auc:0.775057
[1130]	train-auc:0.995376	valid-auc:0.775066
[1131]	train-auc:0.995389	valid-auc:0.775073
[1132]	train-auc:0.995402	valid-auc:0.77507
[1133]	train-auc:0.995414	valid-auc:0.775036
[1134]	train-auc:0.995449	valid-auc:0.775079
[1135]	train-auc:0.995458	valid-auc:0.775051
[1136]	train-auc:0.99547	valid-auc:0.775101
[1137]	train-auc:0.995483	valid-auc:0.775142
[1138]	train-auc:0.995493	valid-auc:0.775215
[1139]	train-auc:0.995498	valid-auc:0.775198
[1140]	train-auc:0.995512	valid-auc:0.775151
[1141]	train-auc:0.995524	valid-auc:0.775193
[1142]	train-auc:0.995532	valid-auc:0.775186
[1143]	train-auc:0.995544	valid-auc:0.775199
[1144]	train-auc:0.995549	valid-auc:0.77517
[1145]	train-auc:0.995564	valid-auc:0.775235
[1146]	train-auc:0.995569	valid-auc:0.775276
[1147]	train-auc:0.995584	valid-auc:0.775303
[1148]	train-auc:0.995595	valid-auc:0.775319
[1149]	train-auc:0.995599	valid-auc:0.77534
[1150]	train-auc:0.995615	valid-auc:0.77533
[1151]	train-auc:0.995627	valid-auc:0.775362
[1152]	train-auc:0.995638	valid-auc:0.775373
[1153]	train-auc:0.995644	valid-auc:0.775378
[1154]	train-auc:0.995649	valid-auc:0.775402
[1155]	train-auc:0.99565	valid-auc:0.775402
[1156]	train-auc:0.995661	valid-auc:0.775398
[1157]	train-auc:0.995666	valid-auc:0.775414
[1158]	train-auc:0.995672	valid-auc:0.775405
[1159]	train-auc:0.995674	valid-auc:0.775403
[1160]	train-auc:0.995681	valid-auc:0.775367
[1161]	train-auc:0.995688	valid-auc:0.77536
[1162]	train-auc:0.995694	valid-auc:0.775382
[1163]	train-auc:0.995701	valid-auc:0.77544
[1164]	train-auc:0.995707	valid-auc:0.775426
[1165]	train-auc:0.995712	valid-auc:0.77541
[1166]	train-auc:0.995738	valid-auc:0.775418
[1167]	train-auc:0.995748	valid-auc:0.775458
[1168]	train-auc:0.995752	valid-auc:0.775498
[1169]	train-auc:0.995762	valid-auc:0.775521
[1170]	train-auc:0.995773	valid-auc:0.775551
[1171]	train-auc:0.995776	valid-auc:0.775581
[1172]	train-auc:0.995784	valid-auc:0.775566
[1173]	train-auc:0.995784	valid-auc:0.775577
[1174]	train-auc:0.995788	valid-auc:0.775561
[1175]	train-auc:0.995792	valid-auc:0.775583
[1176]	train-auc:0.995798	valid-auc:0.775549
[1177]	train-auc:0.995813	valid-auc:0.775555
[1178]	train-auc:0.995818	valid-auc:0.775557
[1179]	train-auc:0.995822	valid-auc:0.775573
[1180]	train-auc:0.995824	valid-auc:0.775568
[1181]	train-auc:0.995836	valid-auc:0.775589
[1182]	train-auc:0.995841	valid-auc:0.775604
[1183]	train-auc:0.995853	valid-auc:0.775613
[1184]	train-auc:0.995859	valid-auc:0.775593
[1185]	train-auc:0.995866	valid-auc:0.775615
[1186]	train-auc:0.995871	valid-auc:0.775619
[1187]	train-auc:0.995873	valid-auc:0.77563
[1188]	train-auc:0.995882	valid-auc:0.775585
[1189]	train-auc:0.99589	valid-auc:0.77562
[1190]	train-auc:0.995895	valid-auc:0.775635
[1191]	train-auc:0.995901	valid-auc:0.775624
[1192]	train-auc:0.995919	valid-auc:0.775648
[1193]	train-auc:0.995931	valid-auc:0.775596
[1194]	train-auc:0.995943	valid-auc:0.775563
[1195]	train-auc:0.995954	valid-auc:0.775545
[1196]	train-auc:0.995968	valid-auc:0.775624
[1197]	train-auc:0.995975	valid-auc:0.775632
[1198]	train-auc:0.99598	valid-auc:0.775637
[1199]	train-auc:0.995989	valid-auc:0.775617
[1200]	train-auc:0.996	valid-auc:0.775635
[1201]	train-auc:0.996002	valid-auc:0.775681
[1202]	train-auc:0.996003	valid-auc:0.775677
[1203]	train-auc:0.996015	valid-auc:0.77571
[1204]	train-auc:0.996027	valid-auc:0.775696
[1205]	train-auc:0.996037	valid-auc:0.775639
[1206]	train-auc:0.996034	valid-auc:0.77564
[1207]	train-auc:0.996042	valid-auc:0.775663
[1208]	train-auc:0.996044	valid-auc:0.775678
[1209]	train-auc:0.996055	valid-auc:0.7757
[1210]	train-auc:0.996061	valid-auc:0.775724
[1211]	train-auc:0.996065	valid-auc:0.77569
[1212]	train-auc:0.99607	valid-auc:0.775671
[1213]	train-auc:0.996072	valid-auc:0.775661
[1214]	train-auc:0.996082	valid-auc:0.775682
[1215]	train-auc:0.996088	valid-auc:0.775683
[1216]	train-auc:0.996089	valid-auc:0.775711
[1217]	train-auc:0.996097	valid-auc:0.77567
[1218]	train-auc:0.9961	valid-auc:0.775678
[1219]	train-auc:0.9961	valid-auc:0.77567
[1220]	train-auc:0.996103	valid-auc:0.775702
[1221]	train-auc:0.996126	valid-auc:0.775697
[1222]	train-auc:0.996139	valid-auc:0.775761
[1223]	train-auc:0.996139	valid-auc:0.775776
[1224]	train-auc:0.996142	valid-auc:0.775756
[1225]	train-auc:0.996152	valid-auc:0.775806
[1226]	train-auc:0.996168	valid-auc:0.775783
[1227]	train-auc:0.996176	valid-auc:0.775825
[1228]	train-auc:0.996195	valid-auc:0.775845
[1229]	train-auc:0.996203	valid-auc:0.775844
[1230]	train-auc:0.996207	valid-auc:0.775847
[1231]	train-auc:0.99621	valid-auc:0.775848
[1232]	train-auc:0.996216	valid-auc:0.775866
[1233]	train-auc:0.99623	valid-auc:0.775842
[1234]	train-auc:0.996239	valid-auc:0.775816
[1235]	train-auc:0.996243	valid-auc:0.775791
[1236]	train-auc:0.996248	valid-auc:0.775815
[1237]	train-auc:0.996259	valid-auc:0.775817
[1238]	train-auc:0.996274	valid-auc:0.775839
[1239]	train-auc:0.996289	valid-auc:0.775869
[1240]	train-auc:0.996294	valid-auc:0.775842
[1241]	train-auc:0.996301	valid-auc:0.775892
[1242]	train-auc:0.996309	valid-auc:0.775908
[1243]	train-auc:0.996314	valid-auc:0.775904
[1244]	train-auc:0.996317	valid-auc:0.775895
[1245]	train-auc:0.996322	valid-auc:0.77589
[1246]	train-auc:0.996345	valid-auc:0.775904
[1247]	train-auc:0.996354	valid-auc:0.775935
[1248]	train-auc:0.996354	valid-auc:0.775938
[1249]	train-auc:0.996363	valid-auc:0.775957
[1250]	train-auc:0.996369	valid-auc:0.776003
[1251]	train-auc:0.996374	valid-auc:0.776056
[1252]	train-auc:0.996383	valid-auc:0.776065
[1253]	train-auc:0.996388	valid-auc:0.776097
[1254]	train-auc:0.996392	valid-auc:0.77611
[1255]	train-auc:0.996401	valid-auc:0.776111
[1256]	train-auc:0.996407	valid-auc:0.776112
[1257]	train-auc:0.996407	valid-auc:0.776099
[1258]	train-auc:0.996409	valid-auc:0.776088
[1259]	train-auc:0.996417	valid-auc:0.776054
[1260]	train-auc:0.996428	valid-auc:0.776009
[1261]	train-auc:0.996436	valid-auc:0.776059
[1262]	train-auc:0.996439	valid-auc:0.776053
[1263]	train-auc:0.996443	valid-auc:0.776071
[1264]	train-auc:0.996447	valid-auc:0.776047
[1265]	train-auc:0.996463	valid-auc:0.776046
[1266]	train-auc:0.996467	valid-auc:0.776032
[1267]	train-auc:0.996471	valid-auc:0.775997
[1268]	train-auc:0.996479	valid-auc:0.776
[1269]	train-auc:0.996487	valid-auc:0.775989
[1270]	train-auc:0.996493	valid-auc:0.776003
[1271]	train-auc:0.996502	valid-auc:0.77607
[1272]	train-auc:0.996519	valid-auc:0.776043
[1273]	train-auc:0.996523	valid-auc:0.776053
[1274]	train-auc:0.996527	valid-auc:0.776075
[1275]	train-auc:0.996536	valid-auc:0.776063
[1276]	train-auc:0.996547	valid-auc:0.77608
[1277]	train-auc:0.996554	valid-auc:0.776102
[1278]	train-auc:0.996564	valid-auc:0.776051
[1279]	train-auc:0.996566	valid-auc:0.77605
[1280]	train-auc:0.996568	valid-auc:0.776073
[1281]	train-auc:0.996577	valid-auc:0.776061
[1282]	train-auc:0.99658	valid-auc:0.776064
[1283]	train-auc:0.99659	valid-auc:0.77612
[1284]	train-auc:0.99661	valid-auc:0.776117
[1285]	train-auc:0.996613	valid-auc:0.776137
[1286]	train-auc:0.996617	valid-auc:0.77614
[1287]	train-auc:0.996632	valid-auc:0.776161
[1288]	train-auc:0.996641	valid-auc:0.776174
[1289]	train-auc:0.996644	valid-auc:0.776166
[1290]	train-auc:0.996643	valid-auc:0.776159
[1291]	train-auc:0.996649	valid-auc:0.776199
[1292]	train-auc:0.996652	valid-auc:0.776238
[1293]	train-auc:0.996662	valid-auc:0.776225
[1294]	train-auc:0.996668	valid-auc:0.776257
[1295]	train-auc:0.996675	valid-auc:0.776277
[1296]	train-auc:0.996691	valid-auc:0.776306
[1297]	train-auc:0.996702	valid-auc:0.776298
[1298]	train-auc:0.996707	valid-auc:0.776283
[1299]	train-auc:0.996718	valid-auc:0.776288
[1300]	train-auc:0.996718	valid-auc:0.776253
[1301]	train-auc:0.99672	valid-auc:0.776251
[1302]	train-auc:0.996732	valid-auc:0.776232
[1303]	train-auc:0.996749	valid-auc:0.776235
[1304]	train-auc:0.996749	valid-auc:0.776207
[1305]	train-auc:0.996762	valid-auc:0.77621
[1306]	train-auc:0.996765	valid-auc:0.776238
[1307]	train-auc:0.99677	valid-auc:0.77624
[1308]	train-auc:0.996777	valid-auc:0.776266
[1309]	train-auc:0.996789	valid-auc:0.776266
[1310]	train-auc:0.996795	valid-auc:0.776255
[1311]	train-auc:0.996805	valid-auc:0.776255
[1312]	train-auc:0.996809	valid-auc:0.776256
[1313]	train-auc:0.99681	valid-auc:0.776235
[1314]	train-auc:0.996814	valid-auc:0.776231
[1315]	train-auc:0.99682	valid-auc:0.776244
[1316]	train-auc:0.996834	valid-auc:0.776193
[1317]	train-auc:0.996842	valid-auc:0.776199
[1318]	train-auc:0.996848	valid-auc:0.776262
[1319]	train-auc:0.996851	valid-auc:0.776238
[1320]	train-auc:0.996852	valid-auc:0.776224
[1321]	train-auc:0.996856	valid-auc:0.776246
[1322]	train-auc:0.996856	valid-auc:0.776266
[1323]	train-auc:0.99686	valid-auc:0.776256
[1324]	train-auc:0.996867	valid-auc:0.776264
[1325]	train-auc:0.996867	valid-auc:0.776246
[1326]	train-auc:0.996888	valid-auc:0.776215
[1327]	train-auc:0.996891	valid-auc:0.776204
[1328]	train-auc:0.996895	valid-auc:0.776228
[1329]	train-auc:0.996896	valid-auc:0.776212
[1330]	train-auc:0.996908	valid-auc:0.776176
[1331]	train-auc:0.996914	valid-auc:0.776164
[1332]	train-auc:0.996917	valid-auc:0.776188
[1333]	train-auc:0.996929	valid-auc:0.776212
[1334]	train-auc:0.996939	valid-auc:0.776229
[1335]	train-auc:0.996955	valid-auc:0.776178
[1336]	train-auc:0.996957	valid-auc:0.776172
[1337]	train-auc:0.996959	valid-auc:0.776165
[1338]	train-auc:0.996961	valid-auc:0.776187
[1339]	train-auc:0.996966	valid-auc:0.776202
[1340]	train-auc:0.996974	valid-auc:0.776193
[1341]	train-auc:0.996976	valid-auc:0.776193
[1342]	train-auc:0.99699	valid-auc:0.776225
[1343]	train-auc:0.996997	valid-auc:0.776231
[1344]	train-auc:0.997	valid-auc:0.776251
[1345]	train-auc:0.997008	valid-auc:0.776302
[1346]	train-auc:0.997014	valid-auc:0.776353
[1347]	train-auc:0.997017	valid-auc:0.776306
[1348]	train-auc:0.997025	valid-auc:0.77631
[1349]	train-auc:0.997043	valid-auc:0.776267
[1350]	train-auc:0.997047	valid-auc:0.776271
[1351]	train-auc:0.997052	valid-auc:0.776258
[1352]	train-auc:0.997058	valid-auc:0.776257
[1353]	train-auc:0.997059	valid-auc:0.776254
[1354]	train-auc:0.997069	valid-auc:0.776219
[1355]	train-auc:0.997079	valid-auc:0.776239
[1356]	train-auc:0.99708	valid-auc:0.776237
[1357]	train-auc:0.99708	valid-auc:0.776245
[1358]	train-auc:0.997081	valid-auc:0.776277
[1359]	train-auc:0.997085	valid-auc:0.776291
[1360]	train-auc:0.997087	valid-auc:0.776303
[1361]	train-auc:0.997092	valid-auc:0.776289
[1362]	train-auc:0.997098	valid-auc:0.776283
[1363]	train-auc:0.997101	valid-auc:0.776331
[1364]	train-auc:0.997107	valid-auc:0.776323
[1365]	train-auc:0.997111	valid-auc:0.776342
[1366]	train-auc:0.997119	valid-auc:0.776365
[1367]	train-auc:0.997122	valid-auc:0.77639
[1368]	train-auc:0.997122	valid-auc:0.776382
[1369]	train-auc:0.997126	valid-auc:0.776392
[1370]	train-auc:0.997131	valid-auc:0.776377
[1371]	train-auc:0.997132	valid-auc:0.77638
[1372]	train-auc:0.997137	valid-auc:0.776356
[1373]	train-auc:0.997142	valid-auc:0.776346
[1374]	train-auc:0.997144	valid-auc:0.77634
[1375]	train-auc:0.997155	valid-auc:0.776311
[1376]	train-auc:0.997155	valid-auc:0.776313
[1377]	train-auc:0.997169	valid-auc:0.776273
[1378]	train-auc:0.997176	valid-auc:0.776306
[1379]	train-auc:0.997183	valid-auc:0.776329
[1380]	train-auc:0.997183	valid-auc:0.776269
[1381]	train-auc:0.997186	valid-auc:0.776296
[1382]	train-auc:0.997192	valid-auc:0.776309
[1383]	train-auc:0.997196	valid-auc:0.776341
[1384]	train-auc:0.997197	valid-auc:0.776349
[1385]	train-auc:0.997203	valid-auc:0.776375
[1386]	train-auc:0.997206	valid-auc:0.776342
[1387]	train-auc:0.997213	valid-auc:0.776345
[1388]	train-auc:0.997215	valid-auc:0.776326
[1389]	train-auc:0.99722	valid-auc:0.776331
[1390]	train-auc:0.997223	valid-auc:0.77632
[1391]	train-auc:0.997232	valid-auc:0.776307
[1392]	train-auc:0.997237	valid-auc:0.776313
[1393]	train-auc:0.997242	valid-auc:0.776346
[1394]	train-auc:0.997243	valid-auc:0.77638
[1395]	train-auc:0.997255	valid-auc:0.776383
[1396]	train-auc:0.997262	valid-auc:0.776373
[1397]	train-auc:0.997262	valid-auc:0.776378
[1398]	train-auc:0.997265	valid-auc:0.776386
[1399]	train-auc:0.997266	valid-auc:0.776396
[1400]	train-auc:0.997265	valid-auc:0.776386
[1401]	train-auc:0.99727	valid-auc:0.776352
[1402]	train-auc:0.997277	valid-auc:0.77633
[1403]	train-auc:0.997279	valid-auc:0.776341
[1404]	train-auc:0.997284	valid-auc:0.776368
[1405]	train-auc:0.997284	valid-auc:0.776361
[1406]	train-auc:0.997289	valid-auc:0.776358
[1407]	train-auc:0.997294	valid-auc:0.776352
[1408]	train-auc:0.997299	valid-auc:0.776347
[1409]	train-auc:0.997305	valid-auc:0.776364
[1410]	train-auc:0.997306	valid-auc:0.776372
[1411]	train-auc:0.997314	valid-auc:0.776357
[1412]	train-auc:0.997318	valid-auc:0.776341
[1413]	train-auc:0.997323	valid-auc:0.77636
[1414]	train-auc:0.997325	valid-auc:0.776375
[1415]	train-auc:0.997336	valid-auc:0.776391
[1416]	train-auc:0.997338	valid-auc:0.776403
[1417]	train-auc:0.997342	valid-auc:0.776388
[1418]	train-auc:0.997344	valid-auc:0.776391
[1419]	train-auc:0.997351	valid-auc:0.776384
[1420]	train-auc:0.997353	valid-auc:0.776401
[1421]	train-auc:0.997359	valid-auc:0.776369
[1422]	train-auc:0.997363	valid-auc:0.776379
[1423]	train-auc:0.997367	valid-auc:0.776326
[1424]	train-auc:0.997371	valid-auc:0.776333
[1425]	train-auc:0.997376	valid-auc:0.776322
[1426]	train-auc:0.997376	valid-auc:0.776319
[1427]	train-auc:0.99739	valid-auc:0.776319
[1428]	train-auc:0.997394	valid-auc:0.776352
[1429]	train-auc:0.997394	valid-auc:0.776354
[1430]	train-auc:0.997399	valid-auc:0.776326
[1431]	train-auc:0.997402	valid-auc:0.77634
[1432]	train-auc:0.997406	valid-auc:0.776375
[1433]	train-auc:0.997408	valid-auc:0.776357
[1434]	train-auc:0.997417	valid-auc:0.776315
[1435]	train-auc:0.99742	valid-auc:0.776332
[1436]	train-auc:0.997428	valid-auc:0.776336
[1437]	train-auc:0.997437	valid-auc:0.776341
[1438]	train-auc:0.997437	valid-auc:0.776371
[1439]	train-auc:0.997442	valid-auc:0.776381
[1440]	train-auc:0.997448	valid-auc:0.776391
[1441]	train-auc:0.997449	valid-auc:0.776359
[1442]	train-auc:0.99745	valid-auc:0.77634
[1443]	train-auc:0.997456	valid-auc:0.776315
[1444]	train-auc:0.997468	valid-auc:0.776305
[1445]	train-auc:0.997474	valid-auc:0.776281
[1446]	train-auc:0.99748	valid-auc:0.776295
[1447]	train-auc:0.997488	valid-auc:0.776259
[1448]	train-auc:0.997491	valid-auc:0.776249
[1449]	train-auc:0.997497	valid-auc:0.776265
[1450]	train-auc:0.997502	valid-auc:0.776259
[1451]	train-auc:0.997502	valid-auc:0.776254
[1452]	train-auc:0.997502	valid-auc:0.776245
[1453]	train-auc:0.997506	valid-auc:0.776251
[1454]	train-auc:0.997507	valid-auc:0.776268
[1455]	train-auc:0.997514	valid-auc:0.776268
[1456]	train-auc:0.997519	valid-auc:0.77624
[1457]	train-auc:0.997521	valid-auc:0.776243
[1458]	train-auc:0.997527	valid-auc:0.776227
[1459]	train-auc:0.99753	valid-auc:0.776237
[1460]	train-auc:0.997536	valid-auc:0.776239
[1461]	train-auc:0.997537	valid-auc:0.776232
[1462]	train-auc:0.997539	valid-auc:0.776225
[1463]	train-auc:0.99755	valid-auc:0.776195
[1464]	train-auc:0.997555	valid-auc:0.776167
[1465]	train-auc:0.997561	valid-auc:0.776192
[1466]	train-auc:0.997566	valid-auc:0.776174
Stopping. Best iteration:
[1416]	train-auc:0.997338	valid-auc:0.776403

[mlcrate] Finished training fold 3 - took 2m43s - running score 0.7769539999999999
[mlcrate] Running fold 4, 62697 train samples, 10450 validation samples
[0]	train-auc:0.746956	valid-auc:0.670988
Multiple eval metrics have been passed: 'valid-auc' will be used for early stopping.

Will train until valid-auc hasn't improved in 50 rounds.
[1]	train-auc:0.768093	valid-auc:0.689788
[2]	train-auc:0.781885	valid-auc:0.696252
[3]	train-auc:0.789254	valid-auc:0.699535
[4]	train-auc:0.791979	valid-auc:0.702691
[5]	train-auc:0.795511	valid-auc:0.704037
[6]	train-auc:0.798946	valid-auc:0.705737
[7]	train-auc:0.801555	valid-auc:0.7085
[8]	train-auc:0.803305	valid-auc:0.708046
[9]	train-auc:0.805449	valid-auc:0.708825
[10]	train-auc:0.808168	valid-auc:0.709625
[11]	train-auc:0.810817	valid-auc:0.710687
[12]	train-auc:0.814694	valid-auc:0.711064
[13]	train-auc:0.815728	valid-auc:0.711811
[14]	train-auc:0.816911	valid-auc:0.712447
[15]	train-auc:0.818454	valid-auc:0.71362
[16]	train-auc:0.820292	valid-auc:0.714172
[17]	train-auc:0.821234	valid-auc:0.715081
[18]	train-auc:0.824223	valid-auc:0.715677
[19]	train-auc:0.825214	valid-auc:0.716321
[20]	train-auc:0.826482	valid-auc:0.717077
[21]	train-auc:0.828018	valid-auc:0.717773
[22]	train-auc:0.829016	valid-auc:0.71845
[23]	train-auc:0.830553	valid-auc:0.719168
[24]	train-auc:0.832202	valid-auc:0.72064
[25]	train-auc:0.833488	valid-auc:0.721154
[26]	train-auc:0.835565	valid-auc:0.721623
[27]	train-auc:0.837284	valid-auc:0.722047
[28]	train-auc:0.838729	valid-auc:0.722826
[29]	train-auc:0.840526	valid-auc:0.723185
[30]	train-auc:0.842274	valid-auc:0.723836
[31]	train-auc:0.843466	valid-auc:0.724047
[32]	train-auc:0.844264	valid-auc:0.72456
[33]	train-auc:0.846057	valid-auc:0.725069
[34]	train-auc:0.846573	valid-auc:0.725653
[35]	train-auc:0.84801	valid-auc:0.726208
[36]	train-auc:0.849825	valid-auc:0.727088
[37]	train-auc:0.85143	valid-auc:0.727694
[38]	train-auc:0.852254	valid-auc:0.72802
[39]	train-auc:0.853194	valid-auc:0.72851
[40]	train-auc:0.854126	valid-auc:0.728883
[41]	train-auc:0.855231	valid-auc:0.729051
[42]	train-auc:0.856984	valid-auc:0.729632
[43]	train-auc:0.857999	valid-auc:0.729937
[44]	train-auc:0.858967	valid-auc:0.730207
[45]	train-auc:0.860186	valid-auc:0.730803
[46]	train-auc:0.860971	valid-auc:0.731048
[47]	train-auc:0.862652	valid-auc:0.731794
[48]	train-auc:0.863212	valid-auc:0.73206
[49]	train-auc:0.864006	valid-auc:0.731853
[50]	train-auc:0.864848	valid-auc:0.732273
[51]	train-auc:0.865702	valid-auc:0.732431
[52]	train-auc:0.866636	valid-auc:0.732634
[53]	train-auc:0.867116	valid-auc:0.732769
[54]	train-auc:0.867451	valid-auc:0.732712
[55]	train-auc:0.869223	valid-auc:0.733469
[56]	train-auc:0.869864	valid-auc:0.733857
[57]	train-auc:0.871344	valid-auc:0.734292
[58]	train-auc:0.872213	valid-auc:0.734305
[59]	train-auc:0.872502	valid-auc:0.73431
[60]	train-auc:0.873134	valid-auc:0.734475
[61]	train-auc:0.87413	valid-auc:0.734596
[62]	train-auc:0.87494	valid-auc:0.734697
[63]	train-auc:0.875694	valid-auc:0.735023
[64]	train-auc:0.876536	valid-auc:0.735477
[65]	train-auc:0.87764	valid-auc:0.735784
[66]	train-auc:0.87883	valid-auc:0.736349
[67]	train-auc:0.880101	valid-auc:0.736832
[68]	train-auc:0.880554	valid-auc:0.737164
[69]	train-auc:0.881263	valid-auc:0.737407
[70]	train-auc:0.881657	valid-auc:0.737571
[71]	train-auc:0.882047	valid-auc:0.737736
[72]	train-auc:0.882573	valid-auc:0.738004
[73]	train-auc:0.883163	valid-auc:0.73836
[74]	train-auc:0.883801	valid-auc:0.738668
[75]	train-auc:0.884622	valid-auc:0.738956
[76]	train-auc:0.885164	valid-auc:0.73931
[77]	train-auc:0.88581	valid-auc:0.739606
[78]	train-auc:0.886512	valid-auc:0.739891
[79]	train-auc:0.8868	valid-auc:0.739921
[80]	train-auc:0.887305	valid-auc:0.739921
[81]	train-auc:0.888002	valid-auc:0.740251
[82]	train-auc:0.88802	valid-auc:0.74035
[83]	train-auc:0.888781	valid-auc:0.740904
[84]	train-auc:0.889132	valid-auc:0.741049
[85]	train-auc:0.889522	valid-auc:0.74115
[86]	train-auc:0.890295	valid-auc:0.741182
[87]	train-auc:0.890676	valid-auc:0.741205
[88]	train-auc:0.891491	valid-auc:0.741502
[89]	train-auc:0.89213	valid-auc:0.741608
[90]	train-auc:0.892854	valid-auc:0.741702
[91]	train-auc:0.893153	valid-auc:0.741764
[92]	train-auc:0.89338	valid-auc:0.741911
[93]	train-auc:0.893764	valid-auc:0.742068
[94]	train-auc:0.893958	valid-auc:0.742181
[95]	train-auc:0.89437	valid-auc:0.742161
[96]	train-auc:0.894542	valid-auc:0.742084
[97]	train-auc:0.894876	valid-auc:0.742381
[98]	train-auc:0.89537	valid-auc:0.742502
[99]	train-auc:0.89546	valid-auc:0.742601
[100]	train-auc:0.89572	valid-auc:0.742621
[101]	train-auc:0.896421	valid-auc:0.743002
[102]	train-auc:0.897528	valid-auc:0.743341
[103]	train-auc:0.897941	valid-auc:0.743415
[104]	train-auc:0.898437	valid-auc:0.743663
[105]	train-auc:0.898545	valid-auc:0.743657
[106]	train-auc:0.899266	valid-auc:0.743819
[107]	train-auc:0.89957	valid-auc:0.74397
[108]	train-auc:0.899783	valid-auc:0.744067
[109]	train-auc:0.900797	valid-auc:0.74418
[110]	train-auc:0.901136	valid-auc:0.744314
[111]	train-auc:0.901612	valid-auc:0.744699
[112]	train-auc:0.902411	valid-auc:0.744849
[113]	train-auc:0.902888	valid-auc:0.744983
[114]	train-auc:0.903351	valid-auc:0.745133
[115]	train-auc:0.903761	valid-auc:0.745028
[116]	train-auc:0.905014	valid-auc:0.745537
[117]	train-auc:0.905619	valid-auc:0.745606
[118]	train-auc:0.905924	valid-auc:0.74578
[119]	train-auc:0.906691	valid-auc:0.746042
[120]	train-auc:0.906982	valid-auc:0.746146
[121]	train-auc:0.907394	valid-auc:0.746134
[122]	train-auc:0.907872	valid-auc:0.746306
[123]	train-auc:0.908166	valid-auc:0.746402
[124]	train-auc:0.908533	valid-auc:0.74653
[125]	train-auc:0.909063	valid-auc:0.746722
[126]	train-auc:0.909579	valid-auc:0.746784
[127]	train-auc:0.910107	valid-auc:0.746934
[128]	train-auc:0.910619	valid-auc:0.747121
[129]	train-auc:0.911242	valid-auc:0.747542
[130]	train-auc:0.911975	valid-auc:0.747676
[131]	train-auc:0.912102	valid-auc:0.747703
[132]	train-auc:0.912309	valid-auc:0.747868
[133]	train-auc:0.912633	valid-auc:0.747838
[134]	train-auc:0.91285	valid-auc:0.747949
[135]	train-auc:0.913234	valid-auc:0.748092
[136]	train-auc:0.913458	valid-auc:0.748178
[137]	train-auc:0.913523	valid-auc:0.748207
[138]	train-auc:0.914064	valid-auc:0.748531
[139]	train-auc:0.914311	valid-auc:0.748704
[140]	train-auc:0.914659	valid-auc:0.748708
[141]	train-auc:0.91504	valid-auc:0.74884
[142]	train-auc:0.915433	valid-auc:0.749069
[143]	train-auc:0.915692	valid-auc:0.749137
[144]	train-auc:0.916208	valid-auc:0.749286
[145]	train-auc:0.916679	valid-auc:0.749299
[146]	train-auc:0.916958	valid-auc:0.749246
[147]	train-auc:0.917408	valid-auc:0.749514
[148]	train-auc:0.917608	valid-auc:0.749633
[149]	train-auc:0.918254	valid-auc:0.749862
[150]	train-auc:0.918323	valid-auc:0.749906
[151]	train-auc:0.918631	valid-auc:0.750031
[152]	train-auc:0.91895	valid-auc:0.750078
[153]	train-auc:0.919529	valid-auc:0.750211
[154]	train-auc:0.920473	valid-auc:0.750377
[155]	train-auc:0.920937	valid-auc:0.750512
[156]	train-auc:0.921574	valid-auc:0.7508
[157]	train-auc:0.921769	valid-auc:0.750794
[158]	train-auc:0.922118	valid-auc:0.75077
[159]	train-auc:0.922365	valid-auc:0.750988
[160]	train-auc:0.922789	valid-auc:0.75115
[161]	train-auc:0.923407	valid-auc:0.751212
[162]	train-auc:0.923862	valid-auc:0.751439
[163]	train-auc:0.924294	valid-auc:0.751814
[164]	train-auc:0.924749	valid-auc:0.751889
[165]	train-auc:0.925131	valid-auc:0.751843
[166]	train-auc:0.925354	valid-auc:0.751666
[167]	train-auc:0.925628	valid-auc:0.751771
[168]	train-auc:0.926004	valid-auc:0.751797
[169]	train-auc:0.926228	valid-auc:0.751915
[170]	train-auc:0.926623	valid-auc:0.751936
[171]	train-auc:0.927059	valid-auc:0.75216
[172]	train-auc:0.927273	valid-auc:0.752293
[173]	train-auc:0.927616	valid-auc:0.752386
[174]	train-auc:0.927897	valid-auc:0.752353
[175]	train-auc:0.928152	valid-auc:0.752443
[176]	train-auc:0.928279	valid-auc:0.752466
[177]	train-auc:0.928812	valid-auc:0.752614
[178]	train-auc:0.929162	valid-auc:0.752619
[179]	train-auc:0.929516	valid-auc:0.752733
[180]	train-auc:0.930101	valid-auc:0.753016
[181]	train-auc:0.930614	valid-auc:0.75302
[182]	train-auc:0.930868	valid-auc:0.753033
[183]	train-auc:0.931218	valid-auc:0.753137
[184]	train-auc:0.93137	valid-auc:0.753009
[185]	train-auc:0.931694	valid-auc:0.752858
[186]	train-auc:0.931899	valid-auc:0.752896
[187]	train-auc:0.932335	valid-auc:0.752879
[188]	train-auc:0.932788	valid-auc:0.752948
[189]	train-auc:0.932968	valid-auc:0.753066
[190]	train-auc:0.933275	valid-auc:0.753257
[191]	train-auc:0.933816	valid-auc:0.753457
[192]	train-auc:0.933988	valid-auc:0.753572
[193]	train-auc:0.934192	valid-auc:0.753508
[194]	train-auc:0.93453	valid-auc:0.753395
[195]	train-auc:0.93499	valid-auc:0.753557
[196]	train-auc:0.935072	valid-auc:0.75357
[197]	train-auc:0.935261	valid-auc:0.753597
[198]	train-auc:0.935264	valid-auc:0.753572
[199]	train-auc:0.935559	valid-auc:0.753592
[200]	train-auc:0.935719	valid-auc:0.753674
[201]	train-auc:0.936085	valid-auc:0.753919
[202]	train-auc:0.936445	valid-auc:0.754074
[203]	train-auc:0.936897	valid-auc:0.754173
[204]	train-auc:0.937163	valid-auc:0.754236
[205]	train-auc:0.937573	valid-auc:0.754385
[206]	train-auc:0.937833	valid-auc:0.754372
[207]	train-auc:0.938232	valid-auc:0.754342
[208]	train-auc:0.938658	valid-auc:0.754571
[209]	train-auc:0.939329	valid-auc:0.75486
[210]	train-auc:0.939699	valid-auc:0.754825
[211]	train-auc:0.940143	valid-auc:0.754932
[212]	train-auc:0.940443	valid-auc:0.755217
[213]	train-auc:0.940706	valid-auc:0.755366
[214]	train-auc:0.940889	valid-auc:0.755434
[215]	train-auc:0.941239	valid-auc:0.755677
[216]	train-auc:0.941457	valid-auc:0.755807
[217]	train-auc:0.941596	valid-auc:0.755775
[218]	train-auc:0.941721	valid-auc:0.755858
[219]	train-auc:0.941902	valid-auc:0.756007
[220]	train-auc:0.942227	valid-auc:0.756005
[221]	train-auc:0.942388	valid-auc:0.756019
[222]	train-auc:0.942719	valid-auc:0.756161
[223]	train-auc:0.942933	valid-auc:0.756243
[224]	train-auc:0.943104	valid-auc:0.756254
[225]	train-auc:0.943258	valid-auc:0.756294
[226]	train-auc:0.943534	valid-auc:0.756363
[227]	train-auc:0.943892	valid-auc:0.756326
[228]	train-auc:0.944071	valid-auc:0.756282
[229]	train-auc:0.944366	valid-auc:0.756373
[230]	train-auc:0.944673	valid-auc:0.756526
[231]	train-auc:0.945117	valid-auc:0.756567
[232]	train-auc:0.945192	valid-auc:0.75654
[233]	train-auc:0.94541	valid-auc:0.756562
[234]	train-auc:0.945548	valid-auc:0.756583
[235]	train-auc:0.945836	valid-auc:0.756652
[236]	train-auc:0.946011	valid-auc:0.756803
[237]	train-auc:0.94618	valid-auc:0.756772
[238]	train-auc:0.946346	valid-auc:0.756723
[239]	train-auc:0.946624	valid-auc:0.756731
[240]	train-auc:0.946973	valid-auc:0.756906
[241]	train-auc:0.947293	valid-auc:0.75703
[242]	train-auc:0.947634	valid-auc:0.757297
[243]	train-auc:0.947943	valid-auc:0.757361
[244]	train-auc:0.948015	valid-auc:0.757358
[245]	train-auc:0.948354	valid-auc:0.757414
[246]	train-auc:0.948513	valid-auc:0.757434
[247]	train-auc:0.949076	valid-auc:0.757735
[248]	train-auc:0.949348	valid-auc:0.757889
[249]	train-auc:0.94938	valid-auc:0.757892
[250]	train-auc:0.949678	valid-auc:0.757958
[251]	train-auc:0.949746	valid-auc:0.758023
[252]	train-auc:0.949843	valid-auc:0.758064
[253]	train-auc:0.950035	valid-auc:0.758239
[254]	train-auc:0.950196	valid-auc:0.758276
[255]	train-auc:0.950427	valid-auc:0.758257
[256]	train-auc:0.950596	valid-auc:0.758346
[257]	train-auc:0.950751	valid-auc:0.758408
[258]	train-auc:0.95088	valid-auc:0.758395
[259]	train-auc:0.951226	valid-auc:0.758495
[260]	train-auc:0.951338	valid-auc:0.758461
[261]	train-auc:0.951492	valid-auc:0.758514
[262]	train-auc:0.951608	valid-auc:0.758622
[263]	train-auc:0.951915	valid-auc:0.758648
[264]	train-auc:0.952109	valid-auc:0.758648
[265]	train-auc:0.952274	valid-auc:0.758666
[266]	train-auc:0.952355	valid-auc:0.758571
[267]	train-auc:0.952479	valid-auc:0.758676
[268]	train-auc:0.952645	valid-auc:0.758616
[269]	train-auc:0.952683	valid-auc:0.758752
[270]	train-auc:0.952883	valid-auc:0.758909
[271]	train-auc:0.953035	valid-auc:0.758984
[272]	train-auc:0.953274	valid-auc:0.759054
[273]	train-auc:0.953431	valid-auc:0.758993
[274]	train-auc:0.953549	valid-auc:0.759023
[275]	train-auc:0.95371	valid-auc:0.759067
[276]	train-auc:0.954034	valid-auc:0.759274
[277]	train-auc:0.954387	valid-auc:0.759368
[278]	train-auc:0.954535	valid-auc:0.759517
[279]	train-auc:0.954817	valid-auc:0.759747
[280]	train-auc:0.955072	valid-auc:0.759907
[281]	train-auc:0.955193	valid-auc:0.759993
[282]	train-auc:0.955345	valid-auc:0.759954
[283]	train-auc:0.955353	valid-auc:0.759977
[284]	train-auc:0.955518	valid-auc:0.759999
[285]	train-auc:0.955803	valid-auc:0.760003
[286]	train-auc:0.956055	valid-auc:0.760127
[287]	train-auc:0.956164	valid-auc:0.760228
[288]	train-auc:0.956402	valid-auc:0.760407
[289]	train-auc:0.956549	valid-auc:0.760553
[290]	train-auc:0.956732	valid-auc:0.760631
[291]	train-auc:0.956828	valid-auc:0.760686
[292]	train-auc:0.956878	valid-auc:0.760678
[293]	train-auc:0.9571	valid-auc:0.7608
[294]	train-auc:0.9573	valid-auc:0.76075
[295]	train-auc:0.957528	valid-auc:0.760817
[296]	train-auc:0.957733	valid-auc:0.760783
[297]	train-auc:0.957878	valid-auc:0.760884
[298]	train-auc:0.958121	valid-auc:0.760796
[299]	train-auc:0.958237	valid-auc:0.76082
[300]	train-auc:0.958484	valid-auc:0.760852
[301]	train-auc:0.958592	valid-auc:0.760887
[302]	train-auc:0.958812	valid-auc:0.761004
[303]	train-auc:0.958941	valid-auc:0.761124
[304]	train-auc:0.959137	valid-auc:0.761272
[305]	train-auc:0.959299	valid-auc:0.761332
[306]	train-auc:0.959439	valid-auc:0.761316
[307]	train-auc:0.959643	valid-auc:0.761387
[308]	train-auc:0.959831	valid-auc:0.761396
[309]	train-auc:0.960237	valid-auc:0.761702
[310]	train-auc:0.960372	valid-auc:0.761778
[311]	train-auc:0.960501	valid-auc:0.761963
[312]	train-auc:0.960663	valid-auc:0.762029
[313]	train-auc:0.960774	valid-auc:0.762029
[314]	train-auc:0.960869	valid-auc:0.762058
[315]	train-auc:0.961063	valid-auc:0.762087
[316]	train-auc:0.961198	valid-auc:0.762103
[317]	train-auc:0.961368	valid-auc:0.762047
[318]	train-auc:0.961586	valid-auc:0.76208
[319]	train-auc:0.961748	valid-auc:0.762156
[320]	train-auc:0.961795	valid-auc:0.762247
[321]	train-auc:0.961935	valid-auc:0.762316
[322]	train-auc:0.962062	valid-auc:0.762338
[323]	train-auc:0.962392	valid-auc:0.762525
[324]	train-auc:0.962412	valid-auc:0.762554
[325]	train-auc:0.962539	valid-auc:0.762526
[326]	train-auc:0.962681	valid-auc:0.762614
[327]	train-auc:0.962773	valid-auc:0.762611
[328]	train-auc:0.962881	valid-auc:0.762639
[329]	train-auc:0.963068	valid-auc:0.762718
[330]	train-auc:0.963117	valid-auc:0.762759
[331]	train-auc:0.963206	valid-auc:0.76278
[332]	train-auc:0.963384	valid-auc:0.762911
[333]	train-auc:0.963525	valid-auc:0.762978
[334]	train-auc:0.963746	valid-auc:0.763208
[335]	train-auc:0.96388	valid-auc:0.763213
[336]	train-auc:0.963951	valid-auc:0.763201
[337]	train-auc:0.964042	valid-auc:0.763112
[338]	train-auc:0.964146	valid-auc:0.763111
[339]	train-auc:0.964182	valid-auc:0.76318
[340]	train-auc:0.9644	valid-auc:0.763295
[341]	train-auc:0.96451	valid-auc:0.76333
[342]	train-auc:0.964693	valid-auc:0.763381
[343]	train-auc:0.964765	valid-auc:0.763327
[344]	train-auc:0.964896	valid-auc:0.763335
[345]	train-auc:0.964939	valid-auc:0.763374
[346]	train-auc:0.965009	valid-auc:0.763391
[347]	train-auc:0.9651	valid-auc:0.763428
[348]	train-auc:0.965147	valid-auc:0.763445
[349]	train-auc:0.965199	valid-auc:0.763505
[350]	train-auc:0.965449	valid-auc:0.763698
[351]	train-auc:0.965686	valid-auc:0.763728
[352]	train-auc:0.96587	valid-auc:0.763763
[353]	train-auc:0.966093	valid-auc:0.763822
[354]	train-auc:0.966167	valid-auc:0.763894
[355]	train-auc:0.966287	valid-auc:0.763975
[356]	train-auc:0.966398	valid-auc:0.764081
[357]	train-auc:0.966511	valid-auc:0.764095
[358]	train-auc:0.966649	valid-auc:0.764107
[359]	train-auc:0.966698	valid-auc:0.764171
[360]	train-auc:0.966837	valid-auc:0.764267
[361]	train-auc:0.966935	valid-auc:0.764349
[362]	train-auc:0.967093	valid-auc:0.764438
[363]	train-auc:0.967141	valid-auc:0.764431
[364]	train-auc:0.967181	valid-auc:0.764493
[365]	train-auc:0.967206	valid-auc:0.76459
[366]	train-auc:0.967278	valid-auc:0.764659
[367]	train-auc:0.967351	valid-auc:0.76472
[368]	train-auc:0.967356	valid-auc:0.76475
[369]	train-auc:0.967431	valid-auc:0.764842
[370]	train-auc:0.967559	valid-auc:0.764983
[371]	train-auc:0.967761	valid-auc:0.765055
[372]	train-auc:0.967943	valid-auc:0.76518
[373]	train-auc:0.967972	valid-auc:0.765203
[374]	train-auc:0.968082	valid-auc:0.765231
[375]	train-auc:0.968103	valid-auc:0.76523
[376]	train-auc:0.968116	valid-auc:0.765276
[377]	train-auc:0.968215	valid-auc:0.765282
[378]	train-auc:0.968315	valid-auc:0.76535
[379]	train-auc:0.968459	valid-auc:0.765285
[380]	train-auc:0.968563	valid-auc:0.765353
[381]	train-auc:0.968611	valid-auc:0.765397
[382]	train-auc:0.968912	valid-auc:0.765442
[383]	train-auc:0.96898	valid-auc:0.765519
[384]	train-auc:0.969098	valid-auc:0.765516
[385]	train-auc:0.969172	valid-auc:0.765538
[386]	train-auc:0.969327	valid-auc:0.765622
[387]	train-auc:0.969364	valid-auc:0.765662
[388]	train-auc:0.96952	valid-auc:0.765695
[389]	train-auc:0.969703	valid-auc:0.765738
[390]	train-auc:0.969854	valid-auc:0.765666
[391]	train-auc:0.969949	valid-auc:0.765742
[392]	train-auc:0.970008	valid-auc:0.765725
[393]	train-auc:0.970094	valid-auc:0.765872
[394]	train-auc:0.970192	valid-auc:0.765909
[395]	train-auc:0.970369	valid-auc:0.765947
[396]	train-auc:0.970456	valid-auc:0.766001
[397]	train-auc:0.970563	valid-auc:0.766026
[398]	train-auc:0.970615	valid-auc:0.765993
[399]	train-auc:0.970703	valid-auc:0.76594
[400]	train-auc:0.970765	valid-auc:0.765958
[401]	train-auc:0.970821	valid-auc:0.765997
[402]	train-auc:0.970952	valid-auc:0.765993
[403]	train-auc:0.971064	valid-auc:0.766072
[404]	train-auc:0.971209	valid-auc:0.766253
[405]	train-auc:0.971268	valid-auc:0.76628
[406]	train-auc:0.971409	valid-auc:0.766262
[407]	train-auc:0.97148	valid-auc:0.76628
[408]	train-auc:0.971584	valid-auc:0.766346
[409]	train-auc:0.971642	valid-auc:0.766383
[410]	train-auc:0.97173	valid-auc:0.766425
[411]	train-auc:0.971783	valid-auc:0.766498
[412]	train-auc:0.971826	valid-auc:0.766462
[413]	train-auc:0.971891	valid-auc:0.766538
[414]	train-auc:0.971991	valid-auc:0.766513
[415]	train-auc:0.972123	valid-auc:0.766536
[416]	train-auc:0.972212	valid-auc:0.766572
[417]	train-auc:0.972241	valid-auc:0.766475
[418]	train-auc:0.972355	valid-auc:0.76648
[419]	train-auc:0.972435	valid-auc:0.76656
[420]	train-auc:0.972504	valid-auc:0.76663
[421]	train-auc:0.972621	valid-auc:0.766808
[422]	train-auc:0.972679	valid-auc:0.766858
[423]	train-auc:0.972816	valid-auc:0.766877
[424]	train-auc:0.972954	valid-auc:0.76702
[425]	train-auc:0.973059	valid-auc:0.767069
[426]	train-auc:0.973093	valid-auc:0.767094
[427]	train-auc:0.973199	valid-auc:0.767178
[428]	train-auc:0.97331	valid-auc:0.767305
[429]	train-auc:0.973424	valid-auc:0.767316
[430]	train-auc:0.973513	valid-auc:0.767432
[431]	train-auc:0.973614	valid-auc:0.767409
[432]	train-auc:0.973668	valid-auc:0.767425
[433]	train-auc:0.973731	valid-auc:0.767412
[434]	train-auc:0.973832	valid-auc:0.767541
[435]	train-auc:0.973951	valid-auc:0.767751
[436]	train-auc:0.974012	valid-auc:0.767663
[437]	train-auc:0.974076	valid-auc:0.767661
[438]	train-auc:0.974155	valid-auc:0.767707
[439]	train-auc:0.974255	valid-auc:0.767731
[440]	train-auc:0.974336	valid-auc:0.767802
[441]	train-auc:0.974452	valid-auc:0.767923
[442]	train-auc:0.974527	valid-auc:0.767885
[443]	train-auc:0.974555	valid-auc:0.767916
[444]	train-auc:0.974624	valid-auc:0.768004
[445]	train-auc:0.974736	valid-auc:0.767987
[446]	train-auc:0.974849	valid-auc:0.767995
[447]	train-auc:0.974914	valid-auc:0.768019
[448]	train-auc:0.975033	valid-auc:0.76795
[449]	train-auc:0.975083	valid-auc:0.768025
[450]	train-auc:0.97512	valid-auc:0.768062
[451]	train-auc:0.975218	valid-auc:0.768073
[452]	train-auc:0.975275	valid-auc:0.768079
[453]	train-auc:0.975357	valid-auc:0.768031
[454]	train-auc:0.975407	valid-auc:0.767983
[455]	train-auc:0.975519	valid-auc:0.767963
[456]	train-auc:0.97564	valid-auc:0.767977
[457]	train-auc:0.975703	valid-auc:0.768076
[458]	train-auc:0.975747	valid-auc:0.768119
[459]	train-auc:0.975783	valid-auc:0.7682
[460]	train-auc:0.975825	valid-auc:0.768265
[461]	train-auc:0.975878	valid-auc:0.768324
[462]	train-auc:0.975981	valid-auc:0.768323
[463]	train-auc:0.976045	valid-auc:0.768251
[464]	train-auc:0.976187	valid-auc:0.768379
[465]	train-auc:0.976227	valid-auc:0.768401
[466]	train-auc:0.976311	valid-auc:0.768406
[467]	train-auc:0.976327	valid-auc:0.76843
[468]	train-auc:0.976461	valid-auc:0.768522
[469]	train-auc:0.976485	valid-auc:0.76856
[470]	train-auc:0.976577	valid-auc:0.768638
[471]	train-auc:0.976704	valid-auc:0.768636
[472]	train-auc:0.97682	valid-auc:0.768764
[473]	train-auc:0.976887	valid-auc:0.768826
[474]	train-auc:0.977009	valid-auc:0.768842
[475]	train-auc:0.977075	valid-auc:0.768813
[476]	train-auc:0.977181	valid-auc:0.768796
[477]	train-auc:0.97727	valid-auc:0.768924
[478]	train-auc:0.977343	valid-auc:0.768942
[479]	train-auc:0.977435	valid-auc:0.769041
[480]	train-auc:0.97752	valid-auc:0.769033
[481]	train-auc:0.977579	valid-auc:0.769069
[482]	train-auc:0.977587	valid-auc:0.76904
[483]	train-auc:0.977697	valid-auc:0.769124
[484]	train-auc:0.977814	valid-auc:0.769183
[485]	train-auc:0.97788	valid-auc:0.769175
[486]	train-auc:0.977992	valid-auc:0.769265
[487]	train-auc:0.97804	valid-auc:0.769254
[488]	train-auc:0.978213	valid-auc:0.769169
[489]	train-auc:0.978297	valid-auc:0.769177
[490]	train-auc:0.978401	valid-auc:0.769276
[491]	train-auc:0.97851	valid-auc:0.769366
[492]	train-auc:0.978568	valid-auc:0.769285
[493]	train-auc:0.978695	valid-auc:0.769461
[494]	train-auc:0.978784	valid-auc:0.769542
[495]	train-auc:0.978836	valid-auc:0.76957
[496]	train-auc:0.978865	valid-auc:0.76959
[497]	train-auc:0.978923	valid-auc:0.769567
[498]	train-auc:0.979005	valid-auc:0.769634
[499]	train-auc:0.979095	valid-auc:0.769743
[500]	train-auc:0.97919	valid-auc:0.769827
[501]	train-auc:0.979203	valid-auc:0.769885
[502]	train-auc:0.979314	valid-auc:0.770023
[503]	train-auc:0.979365	valid-auc:0.76999
[504]	train-auc:0.979443	valid-auc:0.769996
[505]	train-auc:0.979535	valid-auc:0.770051
[506]	train-auc:0.979609	valid-auc:0.770088
[507]	train-auc:0.979727	valid-auc:0.770154
[508]	train-auc:0.979839	valid-auc:0.770201
[509]	train-auc:0.979867	valid-auc:0.770265
[510]	train-auc:0.980011	valid-auc:0.770261
[511]	train-auc:0.980078	valid-auc:0.770157
[512]	train-auc:0.980234	valid-auc:0.770217
[513]	train-auc:0.980283	valid-auc:0.77021
[514]	train-auc:0.980362	valid-auc:0.770192
[515]	train-auc:0.980437	valid-auc:0.770155
[516]	train-auc:0.980461	valid-auc:0.770192
[517]	train-auc:0.980487	valid-auc:0.770153
[518]	train-auc:0.980524	valid-auc:0.770192
[519]	train-auc:0.980546	valid-auc:0.770239
[520]	train-auc:0.980572	valid-auc:0.77028
[521]	train-auc:0.980636	valid-auc:0.770295
[522]	train-auc:0.980654	valid-auc:0.77031
[523]	train-auc:0.980717	valid-auc:0.770347
[524]	train-auc:0.980762	valid-auc:0.770313
[525]	train-auc:0.980837	valid-auc:0.770315
[526]	train-auc:0.98086	valid-auc:0.770278
[527]	train-auc:0.98091	valid-auc:0.770256
[528]	train-auc:0.980982	valid-auc:0.770357
[529]	train-auc:0.981092	valid-auc:0.770329
[530]	train-auc:0.981205	valid-auc:0.770307
[531]	train-auc:0.98131	valid-auc:0.770295
[532]	train-auc:0.981338	valid-auc:0.770355
[533]	train-auc:0.981379	valid-auc:0.770403
[534]	train-auc:0.981435	valid-auc:0.770458
[535]	train-auc:0.981551	valid-auc:0.770514
[536]	train-auc:0.981652	valid-auc:0.770551
[537]	train-auc:0.981656	valid-auc:0.770566
[538]	train-auc:0.98173	valid-auc:0.770599
[539]	train-auc:0.981754	valid-auc:0.770597
[540]	train-auc:0.981772	valid-auc:0.770604
[541]	train-auc:0.981911	valid-auc:0.770715
[542]	train-auc:0.982011	valid-auc:0.770743
[543]	train-auc:0.982023	valid-auc:0.770733
[544]	train-auc:0.982057	valid-auc:0.770775
[545]	train-auc:0.982086	valid-auc:0.770745
[546]	train-auc:0.982167	valid-auc:0.770739
[547]	train-auc:0.982303	valid-auc:0.770702
[548]	train-auc:0.982366	valid-auc:0.770821
[549]	train-auc:0.982434	valid-auc:0.770761
[550]	train-auc:0.982469	valid-auc:0.770762
[551]	train-auc:0.982496	valid-auc:0.770787
[552]	train-auc:0.982579	valid-auc:0.770821
[553]	train-auc:0.982596	valid-auc:0.770814
[554]	train-auc:0.982633	valid-auc:0.770762
[555]	train-auc:0.982651	valid-auc:0.770747
[556]	train-auc:0.98266	valid-auc:0.77075
[557]	train-auc:0.982689	valid-auc:0.770805
[558]	train-auc:0.982731	valid-auc:0.770826
[559]	train-auc:0.982782	valid-auc:0.770817
[560]	train-auc:0.982815	valid-auc:0.7709
[561]	train-auc:0.982823	valid-auc:0.77089
[562]	train-auc:0.982879	valid-auc:0.770878
[563]	train-auc:0.982937	valid-auc:0.770843
[564]	train-auc:0.983007	valid-auc:0.770859
[565]	train-auc:0.983015	valid-auc:0.770881
[566]	train-auc:0.983087	valid-auc:0.770911
[567]	train-auc:0.983144	valid-auc:0.770874
[568]	train-auc:0.983147	valid-auc:0.770842
[569]	train-auc:0.983224	valid-auc:0.770831
[570]	train-auc:0.983259	valid-auc:0.77086
[571]	train-auc:0.983323	valid-auc:0.770986
[572]	train-auc:0.983362	valid-auc:0.771049
[573]	train-auc:0.983472	valid-auc:0.771177
[574]	train-auc:0.983527	valid-auc:0.771126
[575]	train-auc:0.98362	valid-auc:0.771214
[576]	train-auc:0.983668	valid-auc:0.771183
[577]	train-auc:0.983737	valid-auc:0.77118
[578]	train-auc:0.98379	valid-auc:0.771105
[579]	train-auc:0.983833	valid-auc:0.771159
[580]	train-auc:0.983881	valid-auc:0.771198
[581]	train-auc:0.983942	valid-auc:0.771233
[582]	train-auc:0.983996	valid-auc:0.771291
[583]	train-auc:0.984074	valid-auc:0.771287
[584]	train-auc:0.984116	valid-auc:0.771275
[585]	train-auc:0.984159	valid-auc:0.771307
[586]	train-auc:0.984178	valid-auc:0.771359
[587]	train-auc:0.984244	valid-auc:0.771456
[588]	train-auc:0.984297	valid-auc:0.771553
[589]	train-auc:0.984341	valid-auc:0.771557
[590]	train-auc:0.984379	valid-auc:0.771561
[591]	train-auc:0.984407	valid-auc:0.771556
[592]	train-auc:0.984463	valid-auc:0.771588
[593]	train-auc:0.98451	valid-auc:0.771611
[594]	train-auc:0.984526	valid-auc:0.771613
[595]	train-auc:0.984574	valid-auc:0.771699
[596]	train-auc:0.984601	valid-auc:0.771708
[597]	train-auc:0.984679	valid-auc:0.771765
[598]	train-auc:0.984769	valid-auc:0.771778
[599]	train-auc:0.984848	valid-auc:0.77179
[600]	train-auc:0.984876	valid-auc:0.771828
[601]	train-auc:0.98492	valid-auc:0.771854
[602]	train-auc:0.984931	valid-auc:0.771872
[603]	train-auc:0.98498	valid-auc:0.771932
[604]	train-auc:0.985021	valid-auc:0.771976
[605]	train-auc:0.985033	valid-auc:0.771999
[606]	train-auc:0.985112	valid-auc:0.772065
[607]	train-auc:0.985157	valid-auc:0.772105
[608]	train-auc:0.98519	valid-auc:0.772166
[609]	train-auc:0.985232	valid-auc:0.772195
[610]	train-auc:0.985287	valid-auc:0.772151
[611]	train-auc:0.985296	valid-auc:0.772148
[612]	train-auc:0.985323	valid-auc:0.772142
[613]	train-auc:0.985398	valid-auc:0.772143
[614]	train-auc:0.985453	valid-auc:0.772221
[615]	train-auc:0.985502	valid-auc:0.772216
[616]	train-auc:0.98553	valid-auc:0.772247
[617]	train-auc:0.985569	valid-auc:0.772201
[618]	train-auc:0.985624	valid-auc:0.772181
[619]	train-auc:0.985678	valid-auc:0.772176
[620]	train-auc:0.985713	valid-auc:0.772161
[621]	train-auc:0.985725	valid-auc:0.772213
[622]	train-auc:0.985733	valid-auc:0.772201
[623]	train-auc:0.98584	valid-auc:0.772249
[624]	train-auc:0.985873	valid-auc:0.772285
[625]	train-auc:0.985925	valid-auc:0.772324
[626]	train-auc:0.985955	valid-auc:0.772375
[627]	train-auc:0.986003	valid-auc:0.772347
[628]	train-auc:0.986036	valid-auc:0.772421
[629]	train-auc:0.986091	valid-auc:0.772431
[630]	train-auc:0.986118	valid-auc:0.772425
[631]	train-auc:0.986152	valid-auc:0.772479
[632]	train-auc:0.986204	valid-auc:0.772479
[633]	train-auc:0.986259	valid-auc:0.772542
[634]	train-auc:0.98632	valid-auc:0.772508
[635]	train-auc:0.986363	valid-auc:0.772464
[636]	train-auc:0.986389	valid-auc:0.772465
[637]	train-auc:0.986441	valid-auc:0.772432
[638]	train-auc:0.986484	valid-auc:0.772448
[639]	train-auc:0.986528	valid-auc:0.772494
[640]	train-auc:0.986541	valid-auc:0.772516
[641]	train-auc:0.986595	valid-auc:0.772582
[642]	train-auc:0.986642	valid-auc:0.772655
[643]	train-auc:0.986676	valid-auc:0.772642
[644]	train-auc:0.986694	valid-auc:0.772599
[645]	train-auc:0.986723	valid-auc:0.772614
[646]	train-auc:0.986762	valid-auc:0.772592
[647]	train-auc:0.986799	valid-auc:0.772612
[648]	train-auc:0.98685	valid-auc:0.772638
[649]	train-auc:0.986881	valid-auc:0.772696
[650]	train-auc:0.986924	valid-auc:0.772732
[651]	train-auc:0.986944	valid-auc:0.772718
[652]	train-auc:0.986969	valid-auc:0.772776
[653]	train-auc:0.987002	valid-auc:0.77281
[654]	train-auc:0.987019	valid-auc:0.77281
[655]	train-auc:0.987065	valid-auc:0.772785
[656]	train-auc:0.98709	valid-auc:0.772818
[657]	train-auc:0.987112	valid-auc:0.772859
[658]	train-auc:0.987172	valid-auc:0.772865
[659]	train-auc:0.987216	valid-auc:0.772846
[660]	train-auc:0.987233	valid-auc:0.772807
[661]	train-auc:0.987271	valid-auc:0.77284
[662]	train-auc:0.987316	valid-auc:0.7729
[663]	train-auc:0.987378	valid-auc:0.772897
[664]	train-auc:0.987433	valid-auc:0.772953
[665]	train-auc:0.987495	valid-auc:0.772976
[666]	train-auc:0.987512	valid-auc:0.77298
[667]	train-auc:0.987535	valid-auc:0.772936
[668]	train-auc:0.987549	valid-auc:0.772897
[669]	train-auc:0.987595	valid-auc:0.77296
[670]	train-auc:0.98761	valid-auc:0.772963
[671]	train-auc:0.987653	valid-auc:0.772967
[672]	train-auc:0.987662	valid-auc:0.773014
[673]	train-auc:0.987722	valid-auc:0.773098
[674]	train-auc:0.987732	valid-auc:0.773042
[675]	train-auc:0.987743	valid-auc:0.773018
[676]	train-auc:0.987761	valid-auc:0.773061
[677]	train-auc:0.987803	valid-auc:0.773058
[678]	train-auc:0.987861	valid-auc:0.773158
[679]	train-auc:0.987897	valid-auc:0.773172
[680]	train-auc:0.987915	valid-auc:0.773202
[681]	train-auc:0.987948	valid-auc:0.773232
[682]	train-auc:0.987993	valid-auc:0.773316
[683]	train-auc:0.988029	valid-auc:0.773297
[684]	train-auc:0.988059	valid-auc:0.773316
[685]	train-auc:0.988073	valid-auc:0.77334
[686]	train-auc:0.988144	valid-auc:0.773349
[687]	train-auc:0.988169	valid-auc:0.773401
[688]	train-auc:0.988195	valid-auc:0.773438
[689]	train-auc:0.988243	valid-auc:0.773472
[690]	train-auc:0.988258	valid-auc:0.773511
[691]	train-auc:0.98827	valid-auc:0.77352
[692]	train-auc:0.988322	valid-auc:0.773501
[693]	train-auc:0.988353	valid-auc:0.773587
[694]	train-auc:0.988397	valid-auc:0.773587
[695]	train-auc:0.988412	valid-auc:0.77364
[696]	train-auc:0.988422	valid-auc:0.773647
[697]	train-auc:0.988469	valid-auc:0.773623
[698]	train-auc:0.988496	valid-auc:0.773645
[699]	train-auc:0.988519	valid-auc:0.773681
[700]	train-auc:0.988542	valid-auc:0.773675
[701]	train-auc:0.98858	valid-auc:0.773678
[702]	train-auc:0.988603	valid-auc:0.773678
[703]	train-auc:0.98863	valid-auc:0.773756
[704]	train-auc:0.988653	valid-auc:0.773778
[705]	train-auc:0.988677	valid-auc:0.773812
[706]	train-auc:0.988713	valid-auc:0.773796
[707]	train-auc:0.988734	valid-auc:0.773803
[708]	train-auc:0.988755	valid-auc:0.773841
[709]	train-auc:0.988772	valid-auc:0.773851
[710]	train-auc:0.988815	valid-auc:0.773899
[711]	train-auc:0.988843	valid-auc:0.773885
[712]	train-auc:0.98888	valid-auc:0.773842
[713]	train-auc:0.988917	valid-auc:0.773877
[714]	train-auc:0.988924	valid-auc:0.773878
[715]	train-auc:0.988938	valid-auc:0.773878
[716]	train-auc:0.988971	valid-auc:0.77386
[717]	train-auc:0.989017	valid-auc:0.773847
[718]	train-auc:0.989031	valid-auc:0.773865
[719]	train-auc:0.98905	valid-auc:0.773873
[720]	train-auc:0.98907	valid-auc:0.773885
[721]	train-auc:0.989068	valid-auc:0.773898
[722]	train-auc:0.989119	valid-auc:0.773887
[723]	train-auc:0.989163	valid-auc:0.773995
[724]	train-auc:0.989174	valid-auc:0.774028
[725]	train-auc:0.989201	valid-auc:0.77403
[726]	train-auc:0.989218	valid-auc:0.774039
[727]	train-auc:0.989241	valid-auc:0.774089
[728]	train-auc:0.98929	valid-auc:0.774103
[729]	train-auc:0.989301	valid-auc:0.774123
[730]	train-auc:0.989328	valid-auc:0.774155
[731]	train-auc:0.989386	valid-auc:0.774208
[732]	train-auc:0.989409	valid-auc:0.77423
[733]	train-auc:0.989431	valid-auc:0.77423
[734]	train-auc:0.989466	valid-auc:0.774255
[735]	train-auc:0.989489	valid-auc:0.774303
[736]	train-auc:0.989527	valid-auc:0.774277
[737]	train-auc:0.989568	valid-auc:0.774297
[738]	train-auc:0.989603	valid-auc:0.774318
[739]	train-auc:0.989617	valid-auc:0.774345
[740]	train-auc:0.989679	valid-auc:0.774448
[741]	train-auc:0.98973	valid-auc:0.774424
[742]	train-auc:0.989753	valid-auc:0.774448
[743]	train-auc:0.989771	valid-auc:0.774474
[744]	train-auc:0.989799	valid-auc:0.774532
[745]	train-auc:0.989805	valid-auc:0.774537
[746]	train-auc:0.989839	valid-auc:0.774561
[747]	train-auc:0.989875	valid-auc:0.774572
[748]	train-auc:0.989908	valid-auc:0.774568
[749]	train-auc:0.989959	valid-auc:0.774569
[750]	train-auc:0.989972	valid-auc:0.774592
[751]	train-auc:0.989989	valid-auc:0.774642
[752]	train-auc:0.99002	valid-auc:0.774699
[753]	train-auc:0.990038	valid-auc:0.77476
[754]	train-auc:0.990092	valid-auc:0.774752
[755]	train-auc:0.990123	valid-auc:0.774835
[756]	train-auc:0.990171	valid-auc:0.774851
[757]	train-auc:0.99022	valid-auc:0.774849
[758]	train-auc:0.990236	valid-auc:0.774833
[759]	train-auc:0.990272	valid-auc:0.774821
[760]	train-auc:0.990296	valid-auc:0.774864
[761]	train-auc:0.990325	valid-auc:0.774856
[762]	train-auc:0.990336	valid-auc:0.774891
[763]	train-auc:0.990361	valid-auc:0.774916
[764]	train-auc:0.990377	valid-auc:0.774956
[765]	train-auc:0.990408	valid-auc:0.775008
[766]	train-auc:0.990434	valid-auc:0.775036
[767]	train-auc:0.990453	valid-auc:0.775009
[768]	train-auc:0.990475	valid-auc:0.775005
[769]	train-auc:0.990487	valid-auc:0.774995
[770]	train-auc:0.990497	valid-auc:0.775012
[771]	train-auc:0.990522	valid-auc:0.775038
[772]	train-auc:0.990539	valid-auc:0.774971
[773]	train-auc:0.990562	valid-auc:0.774973
[774]	train-auc:0.990611	valid-auc:0.774998
[775]	train-auc:0.990624	valid-auc:0.774951
[776]	train-auc:0.990648	valid-auc:0.774945
[777]	train-auc:0.990663	valid-auc:0.774922
[778]	train-auc:0.990704	valid-auc:0.774968
[779]	train-auc:0.990714	valid-auc:0.774977
[780]	train-auc:0.990748	valid-auc:0.774955
[781]	train-auc:0.990792	valid-auc:0.77496
[782]	train-auc:0.990828	valid-auc:0.774899
[783]	train-auc:0.990848	valid-auc:0.774923
[784]	train-auc:0.990864	valid-auc:0.774909
[785]	train-auc:0.990886	valid-auc:0.7749
[786]	train-auc:0.990895	valid-auc:0.774949
[787]	train-auc:0.990909	valid-auc:0.774907
[788]	train-auc:0.990926	valid-auc:0.774917
[789]	train-auc:0.990954	valid-auc:0.774932
[790]	train-auc:0.990955	valid-auc:0.774959
[791]	train-auc:0.990998	valid-auc:0.774981
[792]	train-auc:0.991026	valid-auc:0.774939
[793]	train-auc:0.991036	valid-auc:0.774965
[794]	train-auc:0.991038	valid-auc:0.774966
[795]	train-auc:0.991057	valid-auc:0.774951
[796]	train-auc:0.991085	valid-auc:0.774888
[797]	train-auc:0.991079	valid-auc:0.774891
[798]	train-auc:0.991095	valid-auc:0.774866
[799]	train-auc:0.991138	valid-auc:0.774851
[800]	train-auc:0.991144	valid-auc:0.774853
[801]	train-auc:0.991143	valid-auc:0.774866
[802]	train-auc:0.991166	valid-auc:0.774848
[803]	train-auc:0.99119	valid-auc:0.774876
[804]	train-auc:0.991203	valid-auc:0.774929
[805]	train-auc:0.991224	valid-auc:0.774945
[806]	train-auc:0.991248	valid-auc:0.774938
[807]	train-auc:0.991272	valid-auc:0.774979
[808]	train-auc:0.991311	valid-auc:0.774983
[809]	train-auc:0.991321	valid-auc:0.774975
[810]	train-auc:0.99135	valid-auc:0.774972
[811]	train-auc:0.991368	valid-auc:0.775018
[812]	train-auc:0.991372	valid-auc:0.775045
[813]	train-auc:0.991383	valid-auc:0.775066
[814]	train-auc:0.991424	valid-auc:0.775077
[815]	train-auc:0.991426	valid-auc:0.775072
[816]	train-auc:0.991457	valid-auc:0.77508
[817]	train-auc:0.991483	valid-auc:0.775116
[818]	train-auc:0.991489	valid-auc:0.775097
[819]	train-auc:0.991514	valid-auc:0.775039
[820]	train-auc:0.991535	valid-auc:0.775025
[821]	train-auc:0.991557	valid-auc:0.774971
[822]	train-auc:0.991588	valid-auc:0.775003
[823]	train-auc:0.99164	valid-auc:0.774989
[824]	train-auc:0.991652	valid-auc:0.774959
[825]	train-auc:0.991656	valid-auc:0.774949
[826]	train-auc:0.991686	valid-auc:0.77499
[827]	train-auc:0.991698	valid-auc:0.774996
[828]	train-auc:0.991723	valid-auc:0.774904
[829]	train-auc:0.991742	valid-auc:0.774968
[830]	train-auc:0.991741	valid-auc:0.774964
[831]	train-auc:0.991767	valid-auc:0.774951
[832]	train-auc:0.991779	valid-auc:0.774998
[833]	train-auc:0.991789	valid-auc:0.775009
[834]	train-auc:0.9918	valid-auc:0.775044
[835]	train-auc:0.991819	valid-auc:0.775074
[836]	train-auc:0.99184	valid-auc:0.775025
[837]	train-auc:0.99187	valid-auc:0.775068
[838]	train-auc:0.991874	valid-auc:0.775086
[839]	train-auc:0.991885	valid-auc:0.775122
[840]	train-auc:0.991903	valid-auc:0.775174
[841]	train-auc:0.99191	valid-auc:0.775183
[842]	train-auc:0.99191	valid-auc:0.775185
[843]	train-auc:0.991936	valid-auc:0.775118
[844]	train-auc:0.991984	valid-auc:0.77507
[845]	train-auc:0.991997	valid-auc:0.775066
[846]	train-auc:0.992034	valid-auc:0.775109
[847]	train-auc:0.992066	valid-auc:0.775139
[848]	train-auc:0.992109	valid-auc:0.775165
[849]	train-auc:0.992113	valid-auc:0.775181
[850]	train-auc:0.992126	valid-auc:0.775167
[851]	train-auc:0.992139	valid-auc:0.775135
[852]	train-auc:0.992166	valid-auc:0.775131
[853]	train-auc:0.992181	valid-auc:0.775165
[854]	train-auc:0.9922	valid-auc:0.775137
[855]	train-auc:0.992208	valid-auc:0.77512
[856]	train-auc:0.99224	valid-auc:0.775166
[857]	train-auc:0.99226	valid-auc:0.775181
[858]	train-auc:0.99228	valid-auc:0.775203
[859]	train-auc:0.992297	valid-auc:0.775208
[860]	train-auc:0.992306	valid-auc:0.775197
[861]	train-auc:0.992333	valid-auc:0.775206
[862]	train-auc:0.992359	valid-auc:0.775231
[863]	train-auc:0.992381	valid-auc:0.775211
[864]	train-auc:0.992388	valid-auc:0.775189
[865]	train-auc:0.992413	valid-auc:0.775258
[866]	train-auc:0.992415	valid-auc:0.775246
[867]	train-auc:0.99243	valid-auc:0.775229
[868]	train-auc:0.992435	valid-auc:0.77523
[869]	train-auc:0.992463	valid-auc:0.775198
[870]	train-auc:0.992475	valid-auc:0.775287
[871]	train-auc:0.992493	valid-auc:0.775239
[872]	train-auc:0.992511	valid-auc:0.775225
[873]	train-auc:0.992537	valid-auc:0.775252
[874]	train-auc:0.992561	valid-auc:0.775263
[875]	train-auc:0.992568	valid-auc:0.775263
[876]	train-auc:0.992573	valid-auc:0.775234
[877]	train-auc:0.992593	valid-auc:0.775245
[878]	train-auc:0.992605	valid-auc:0.775244
[879]	train-auc:0.992606	valid-auc:0.775256
[880]	train-auc:0.992632	valid-auc:0.775279
[881]	train-auc:0.992647	valid-auc:0.775332
[882]	train-auc:0.992656	valid-auc:0.775335
[883]	train-auc:0.992688	valid-auc:0.775248
[884]	train-auc:0.992703	valid-auc:0.775268
[885]	train-auc:0.992744	valid-auc:0.775255
[886]	train-auc:0.99276	valid-auc:0.775244
[887]	train-auc:0.99277	valid-auc:0.775244
[888]	train-auc:0.992794	valid-auc:0.775303
[889]	train-auc:0.992814	valid-auc:0.775331
[890]	train-auc:0.992828	valid-auc:0.775365
[891]	train-auc:0.992848	valid-auc:0.775346
[892]	train-auc:0.992868	valid-auc:0.775337
[893]	train-auc:0.992875	valid-auc:0.775326
[894]	train-auc:0.99291	valid-auc:0.775354
[895]	train-auc:0.992925	valid-auc:0.775354
[896]	train-auc:0.992936	valid-auc:0.775346
[897]	train-auc:0.992935	valid-auc:0.77537
[898]	train-auc:0.992945	valid-auc:0.775388
[899]	train-auc:0.99295	valid-auc:0.775496
[900]	train-auc:0.992956	valid-auc:0.775514
[901]	train-auc:0.992973	valid-auc:0.775543
[902]	train-auc:0.99299	valid-auc:0.775591
[903]	train-auc:0.993002	valid-auc:0.775584
[904]	train-auc:0.993017	valid-auc:0.775552
[905]	train-auc:0.99303	valid-auc:0.775557
[906]	train-auc:0.993054	valid-auc:0.775598
[907]	train-auc:0.993061	valid-auc:0.775596
[908]	train-auc:0.993081	valid-auc:0.775679
[909]	train-auc:0.993106	valid-auc:0.775653
[910]	train-auc:0.993117	valid-auc:0.775623
[911]	train-auc:0.993133	valid-auc:0.775668
[912]	train-auc:0.993142	valid-auc:0.775693
[913]	train-auc:0.993152	valid-auc:0.775676
[914]	train-auc:0.993169	valid-auc:0.775636
[915]	train-auc:0.993198	valid-auc:0.775717
[916]	train-auc:0.993204	valid-auc:0.775739
[917]	train-auc:0.993209	valid-auc:0.775739
[918]	train-auc:0.993233	valid-auc:0.775714
[919]	train-auc:0.993258	valid-auc:0.775724
[920]	train-auc:0.993287	valid-auc:0.775693
[921]	train-auc:0.9933	valid-auc:0.775705
[922]	train-auc:0.993318	valid-auc:0.775764
[923]	train-auc:0.993338	valid-auc:0.775748
[924]	train-auc:0.993357	valid-auc:0.775783
[925]	train-auc:0.993366	valid-auc:0.775798
[926]	train-auc:0.993377	valid-auc:0.775816
[927]	train-auc:0.993391	valid-auc:0.775787
[928]	train-auc:0.993403	valid-auc:0.775749
[929]	train-auc:0.993415	valid-auc:0.775718
[930]	train-auc:0.993421	valid-auc:0.775735
[931]	train-auc:0.993427	valid-auc:0.775748
[932]	train-auc:0.993438	valid-auc:0.775765
[933]	train-auc:0.993455	valid-auc:0.775814
[934]	train-auc:0.99346	valid-auc:0.775818
[935]	train-auc:0.993466	valid-auc:0.775815
[936]	train-auc:0.993493	valid-auc:0.77583
[937]	train-auc:0.993503	valid-auc:0.775837
[938]	train-auc:0.993518	valid-auc:0.775824
[939]	train-auc:0.993538	valid-auc:0.775893
[940]	train-auc:0.993541	valid-auc:0.77589
[941]	train-auc:0.993556	valid-auc:0.775937
[942]	train-auc:0.993561	valid-auc:0.775961
[943]	train-auc:0.993567	valid-auc:0.775931
[944]	train-auc:0.993587	valid-auc:0.77592
[945]	train-auc:0.993608	valid-auc:0.775873
[946]	train-auc:0.993634	valid-auc:0.775874
[947]	train-auc:0.993638	valid-auc:0.775875
[948]	train-auc:0.993649	valid-auc:0.775869
[949]	train-auc:0.993664	valid-auc:0.775824
[950]	train-auc:0.993677	valid-auc:0.775818
[951]	train-auc:0.99369	valid-auc:0.775816
[952]	train-auc:0.993706	valid-auc:0.775783
[953]	train-auc:0.993715	valid-auc:0.775754
[954]	train-auc:0.993723	valid-auc:0.775759
[955]	train-auc:0.993746	valid-auc:0.775814
[956]	train-auc:0.993751	valid-auc:0.775823
[957]	train-auc:0.993774	valid-auc:0.77576
[958]	train-auc:0.993786	valid-auc:0.775745
[959]	train-auc:0.993798	valid-auc:0.775734
[960]	train-auc:0.993815	valid-auc:0.775747
[961]	train-auc:0.993824	valid-auc:0.775756
[962]	train-auc:0.993835	valid-auc:0.775777
[963]	train-auc:0.993846	valid-auc:0.775785
[964]	train-auc:0.993872	valid-auc:0.775775
[965]	train-auc:0.993885	valid-auc:0.775778
[966]	train-auc:0.993899	valid-auc:0.775794
[967]	train-auc:0.993901	valid-auc:0.775783
[968]	train-auc:0.993905	valid-auc:0.775786
[969]	train-auc:0.993906	valid-auc:0.775773
[970]	train-auc:0.993921	valid-auc:0.775716
[971]	train-auc:0.993933	valid-auc:0.775708
[972]	train-auc:0.993955	valid-auc:0.775712
[973]	train-auc:0.993957	valid-auc:0.77571
[974]	train-auc:0.993962	valid-auc:0.77573
[975]	train-auc:0.993976	valid-auc:0.775727
[976]	train-auc:0.994	valid-auc:0.775792
[977]	train-auc:0.994008	valid-auc:0.775816
[978]	train-auc:0.994017	valid-auc:0.775824
[979]	train-auc:0.994019	valid-auc:0.775843
[980]	train-auc:0.994035	valid-auc:0.77592
[981]	train-auc:0.994041	valid-auc:0.775944
[982]	train-auc:0.994047	valid-auc:0.775914
[983]	train-auc:0.994052	valid-auc:0.775911
[984]	train-auc:0.99406	valid-auc:0.775916
[985]	train-auc:0.994071	valid-auc:0.775935
[986]	train-auc:0.994081	valid-auc:0.775932
[987]	train-auc:0.994111	valid-auc:0.775947
[988]	train-auc:0.994112	valid-auc:0.775961
[989]	train-auc:0.994124	valid-auc:0.776013
[990]	train-auc:0.994136	valid-auc:0.776064
[991]	train-auc:0.994138	valid-auc:0.776066
[992]	train-auc:0.994141	valid-auc:0.776087
[993]	train-auc:0.994149	valid-auc:0.776095
[994]	train-auc:0.99416	valid-auc:0.776098
[995]	train-auc:0.994171	valid-auc:0.776132
[996]	train-auc:0.994183	valid-auc:0.776116
[997]	train-auc:0.994203	valid-auc:0.77618
[998]	train-auc:0.994215	valid-auc:0.776231
[999]	train-auc:0.994234	valid-auc:0.776251
[1000]	train-auc:0.994239	valid-auc:0.776281
[1001]	train-auc:0.99425	valid-auc:0.776254
[1002]	train-auc:0.994284	valid-auc:0.776266
[1003]	train-auc:0.994309	valid-auc:0.776224
[1004]	train-auc:0.994324	valid-auc:0.776286
[1005]	train-auc:0.99433	valid-auc:0.776306
[1006]	train-auc:0.994336	valid-auc:0.776287
[1007]	train-auc:0.994352	valid-auc:0.776266
[1008]	train-auc:0.994364	valid-auc:0.776281
[1009]	train-auc:0.994369	valid-auc:0.776265
[1010]	train-auc:0.994386	valid-auc:0.776298
[1011]	train-auc:0.994389	valid-auc:0.776315
[1012]	train-auc:0.994411	valid-auc:0.77639
[1013]	train-auc:0.994432	valid-auc:0.776426
[1014]	train-auc:0.994441	valid-auc:0.776475
[1015]	train-auc:0.994447	valid-auc:0.776505
[1016]	train-auc:0.994465	valid-auc:0.776564
[1017]	train-auc:0.99447	valid-auc:0.776541
[1018]	train-auc:0.994485	valid-auc:0.776481
[1019]	train-auc:0.994487	valid-auc:0.776471
[1020]	train-auc:0.994519	valid-auc:0.776411
[1021]	train-auc:0.994529	valid-auc:0.776372
[1022]	train-auc:0.994548	valid-auc:0.776439
[1023]	train-auc:0.994578	valid-auc:0.77649
[1024]	train-auc:0.994587	valid-auc:0.776512
[1025]	train-auc:0.994609	valid-auc:0.77655
[1026]	train-auc:0.994613	valid-auc:0.776604
[1027]	train-auc:0.994636	valid-auc:0.776608
[1028]	train-auc:0.994641	valid-auc:0.776557
[1029]	train-auc:0.994643	valid-auc:0.77655
[1030]	train-auc:0.994658	valid-auc:0.776569
[1031]	train-auc:0.994668	valid-auc:0.776561
[1032]	train-auc:0.994697	valid-auc:0.776535
[1033]	train-auc:0.994698	valid-auc:0.776578
[1034]	train-auc:0.994702	valid-auc:0.776598
[1035]	train-auc:0.994708	valid-auc:0.776619
[1036]	train-auc:0.994726	valid-auc:0.776567
[1037]	train-auc:0.994745	valid-auc:0.776525
[1038]	train-auc:0.994753	valid-auc:0.776516
[1039]	train-auc:0.994758	valid-auc:0.776503
[1040]	train-auc:0.994782	valid-auc:0.776506
[1041]	train-auc:0.994792	valid-auc:0.776576
[1042]	train-auc:0.994807	valid-auc:0.776597
[1043]	train-auc:0.994826	valid-auc:0.776587
[1044]	train-auc:0.994837	valid-auc:0.776605
[1045]	train-auc:0.994851	valid-auc:0.776574
[1046]	train-auc:0.994857	valid-auc:0.776583
[1047]	train-auc:0.994866	valid-auc:0.776589
[1048]	train-auc:0.994876	valid-auc:0.776598
[1049]	train-auc:0.994887	valid-auc:0.776653
[1050]	train-auc:0.994895	valid-auc:0.776719
[1051]	train-auc:0.994897	valid-auc:0.776716
[1052]	train-auc:0.994901	valid-auc:0.776734
[1053]	train-auc:0.994928	valid-auc:0.776755
[1054]	train-auc:0.994938	valid-auc:0.776749
[1055]	train-auc:0.994962	valid-auc:0.776699
[1056]	train-auc:0.994974	valid-auc:0.776673
[1057]	train-auc:0.994977	valid-auc:0.776657
[1058]	train-auc:0.994986	valid-auc:0.776651
[1059]	train-auc:0.995005	valid-auc:0.776654
[1060]	train-auc:0.995016	valid-auc:0.776695
[1061]	train-auc:0.995023	valid-auc:0.776725
[1062]	train-auc:0.995038	valid-auc:0.776726
[1063]	train-auc:0.995044	valid-auc:0.776707
[1064]	train-auc:0.995054	valid-auc:0.776697
[1065]	train-auc:0.995074	valid-auc:0.776698
[1066]	train-auc:0.995075	valid-auc:0.776711
[1067]	train-auc:0.995081	valid-auc:0.776717
[1068]	train-auc:0.995087	valid-auc:0.776687
[1069]	train-auc:0.995089	valid-auc:0.776707
[1070]	train-auc:0.995097	valid-auc:0.77672
[1071]	train-auc:0.995109	valid-auc:0.776714
[1072]	train-auc:0.995114	valid-auc:0.776735
[1073]	train-auc:0.995122	valid-auc:0.776785
[1074]	train-auc:0.995128	valid-auc:0.776783
[1075]	train-auc:0.995138	valid-auc:0.776837
[1076]	train-auc:0.995145	valid-auc:0.776856
[1077]	train-auc:0.995169	valid-auc:0.77683
[1078]	train-auc:0.995169	valid-auc:0.776839
[1079]	train-auc:0.995181	valid-auc:0.776882
[1080]	train-auc:0.995186	valid-auc:0.776865
[1081]	train-auc:0.995192	valid-auc:0.776824
[1082]	train-auc:0.995198	valid-auc:0.776799
[1083]	train-auc:0.995212	valid-auc:0.776831
[1084]	train-auc:0.995227	valid-auc:0.776836
[1085]	train-auc:0.995234	valid-auc:0.776829
[1086]	train-auc:0.995239	valid-auc:0.77687
[1087]	train-auc:0.995248	valid-auc:0.776866
[1088]	train-auc:0.995256	valid-auc:0.776818
[1089]	train-auc:0.995277	valid-auc:0.776852
[1090]	train-auc:0.995287	valid-auc:0.776866
[1091]	train-auc:0.995311	valid-auc:0.776853
[1092]	train-auc:0.995331	valid-auc:0.776788
[1093]	train-auc:0.99534	valid-auc:0.776785
[1094]	train-auc:0.995363	valid-auc:0.77674
[1095]	train-auc:0.995377	valid-auc:0.77676
[1096]	train-auc:0.995389	valid-auc:0.776734
[1097]	train-auc:0.995393	valid-auc:0.77672
[1098]	train-auc:0.995404	valid-auc:0.776697
[1099]	train-auc:0.995414	valid-auc:0.77677
[1100]	train-auc:0.995426	valid-auc:0.776781
[1101]	train-auc:0.995432	valid-auc:0.776769
[1102]	train-auc:0.995439	valid-auc:0.77676
[1103]	train-auc:0.995445	valid-auc:0.776742
[1104]	train-auc:0.995453	valid-auc:0.776783
[1105]	train-auc:0.995459	valid-auc:0.776785
[1106]	train-auc:0.995466	valid-auc:0.776788
[1107]	train-auc:0.995477	valid-auc:0.776762
[1108]	train-auc:0.99548	valid-auc:0.776753
[1109]	train-auc:0.995487	valid-auc:0.776761
[1110]	train-auc:0.995493	valid-auc:0.776817
[1111]	train-auc:0.995502	valid-auc:0.776825
[1112]	train-auc:0.99552	valid-auc:0.776826
[1113]	train-auc:0.995529	valid-auc:0.776831
[1114]	train-auc:0.995529	valid-auc:0.776829
[1115]	train-auc:0.995536	valid-auc:0.776817
[1116]	train-auc:0.995546	valid-auc:0.776799
[1117]	train-auc:0.995565	valid-auc:0.776842
[1118]	train-auc:0.995575	valid-auc:0.776899
[1119]	train-auc:0.995592	valid-auc:0.7769
[1120]	train-auc:0.995599	valid-auc:0.776937
[1121]	train-auc:0.995604	valid-auc:0.776924
[1122]	train-auc:0.995609	valid-auc:0.77694
[1123]	train-auc:0.995623	valid-auc:0.77697
[1124]	train-auc:0.995631	valid-auc:0.776974
[1125]	train-auc:0.995638	valid-auc:0.776965
[1126]	train-auc:0.995647	valid-auc:0.77697
[1127]	train-auc:0.995644	valid-auc:0.77698
[1128]	train-auc:0.995657	valid-auc:0.776954
[1129]	train-auc:0.995658	valid-auc:0.776955
[1130]	train-auc:0.995664	valid-auc:0.776959
[1131]	train-auc:0.995667	valid-auc:0.776957
[1132]	train-auc:0.995681	valid-auc:0.776962
[1133]	train-auc:0.99569	valid-auc:0.776961
[1134]	train-auc:0.995699	valid-auc:0.776974
[1135]	train-auc:0.99571	valid-auc:0.777045
[1136]	train-auc:0.995723	valid-auc:0.777069
[1137]	train-auc:0.995728	valid-auc:0.777052
[1138]	train-auc:0.99573	valid-auc:0.777037
[1139]	train-auc:0.995743	valid-auc:0.777008
[1140]	train-auc:0.995751	valid-auc:0.777016
[1141]	train-auc:0.995757	valid-auc:0.77704
[1142]	train-auc:0.99576	valid-auc:0.777044
[1143]	train-auc:0.995774	valid-auc:0.777061
[1144]	train-auc:0.995785	valid-auc:0.777007
[1145]	train-auc:0.995785	valid-auc:0.777028
[1146]	train-auc:0.99579	valid-auc:0.777047
[1147]	train-auc:0.995811	valid-auc:0.77702
[1148]	train-auc:0.995813	valid-auc:0.777039
[1149]	train-auc:0.995822	valid-auc:0.777016
[1150]	train-auc:0.995828	valid-auc:0.777021
[1151]	train-auc:0.995833	valid-auc:0.777019
[1152]	train-auc:0.995838	valid-auc:0.777016
[1153]	train-auc:0.995843	valid-auc:0.777026
[1154]	train-auc:0.995852	valid-auc:0.777056
[1155]	train-auc:0.99586	valid-auc:0.777016
[1156]	train-auc:0.995865	valid-auc:0.777077
[1157]	train-auc:0.995871	valid-auc:0.777096
[1158]	train-auc:0.995874	valid-auc:0.777118
[1159]	train-auc:0.995879	valid-auc:0.777139
[1160]	train-auc:0.99589	valid-auc:0.77713
[1161]	train-auc:0.995894	valid-auc:0.777137
[1162]	train-auc:0.995901	valid-auc:0.777157
[1163]	train-auc:0.99591	valid-auc:0.777182
[1164]	train-auc:0.995916	valid-auc:0.777218
[1165]	train-auc:0.995926	valid-auc:0.777202
[1166]	train-auc:0.995928	valid-auc:0.777198
[1167]	train-auc:0.995929	valid-auc:0.777193
[1168]	train-auc:0.995938	valid-auc:0.777224
[1169]	train-auc:0.995945	valid-auc:0.77721
[1170]	train-auc:0.995958	valid-auc:0.777239
[1171]	train-auc:0.995976	valid-auc:0.777206
[1172]	train-auc:0.995983	valid-auc:0.777177
[1173]	train-auc:0.995988	valid-auc:0.777229
[1174]	train-auc:0.995998	valid-auc:0.777241
[1175]	train-auc:0.996001	valid-auc:0.777224
[1176]	train-auc:0.996014	valid-auc:0.777234
[1177]	train-auc:0.996025	valid-auc:0.777279
[1178]	train-auc:0.996031	valid-auc:0.777277
[1179]	train-auc:0.996037	valid-auc:0.777288
[1180]	train-auc:0.996043	valid-auc:0.777276
[1181]	train-auc:0.996044	valid-auc:0.777275
[1182]	train-auc:0.996046	valid-auc:0.777265
[1183]	train-auc:0.996049	valid-auc:0.777246
[1184]	train-auc:0.996069	valid-auc:0.777308
[1185]	train-auc:0.996074	valid-auc:0.777299
[1186]	train-auc:0.996078	valid-auc:0.777315
[1187]	train-auc:0.996089	valid-auc:0.777299
[1188]	train-auc:0.996104	valid-auc:0.777282
[1189]	train-auc:0.996106	valid-auc:0.777304
[1190]	train-auc:0.996107	valid-auc:0.777325
[1191]	train-auc:0.99612	valid-auc:0.777356
[1192]	train-auc:0.996128	valid-auc:0.777365
[1193]	train-auc:0.996134	valid-auc:0.777401
[1194]	train-auc:0.996146	valid-auc:0.777356
[1195]	train-auc:0.996157	valid-auc:0.777371
[1196]	train-auc:0.996158	valid-auc:0.777369
[1197]	train-auc:0.996171	valid-auc:0.777323
[1198]	train-auc:0.996177	valid-auc:0.777364
[1199]	train-auc:0.996189	valid-auc:0.777319
[1200]	train-auc:0.996189	valid-auc:0.777343
[1201]	train-auc:0.996191	valid-auc:0.777312
[1202]	train-auc:0.996207	valid-auc:0.777382
[1203]	train-auc:0.996212	valid-auc:0.777357
[1204]	train-auc:0.996221	valid-auc:0.777362
[1205]	train-auc:0.996238	valid-auc:0.777299
[1206]	train-auc:0.996241	valid-auc:0.77732
[1207]	train-auc:0.996249	valid-auc:0.777336
[1208]	train-auc:0.996254	valid-auc:0.777317
[1209]	train-auc:0.996258	valid-auc:0.777313
[1210]	train-auc:0.996266	valid-auc:0.777307
[1211]	train-auc:0.996282	valid-auc:0.777303
[1212]	train-auc:0.99629	valid-auc:0.77732
[1213]	train-auc:0.996292	valid-auc:0.777335
[1214]	train-auc:0.9963	valid-auc:0.77731
[1215]	train-auc:0.996312	valid-auc:0.777331
[1216]	train-auc:0.996313	valid-auc:0.777325
[1217]	train-auc:0.996332	valid-auc:0.777342
[1218]	train-auc:0.996336	valid-auc:0.777359
[1219]	train-auc:0.996337	valid-auc:0.777347
[1220]	train-auc:0.996342	valid-auc:0.777372
[1221]	train-auc:0.996348	valid-auc:0.777353
[1222]	train-auc:0.99636	valid-auc:0.777377
[1223]	train-auc:0.996369	valid-auc:0.777392
[1224]	train-auc:0.996375	valid-auc:0.777399
[1225]	train-auc:0.996381	valid-auc:0.777362
[1226]	train-auc:0.996384	valid-auc:0.777387
[1227]	train-auc:0.996387	valid-auc:0.777358
[1228]	train-auc:0.996392	valid-auc:0.777375
[1229]	train-auc:0.996403	valid-auc:0.777361
[1230]	train-auc:0.996408	valid-auc:0.7774
[1231]	train-auc:0.996409	valid-auc:0.777414
[1232]	train-auc:0.996413	valid-auc:0.777393
[1233]	train-auc:0.996421	valid-auc:0.77742
[1234]	train-auc:0.996423	valid-auc:0.777408
[1235]	train-auc:0.99643	valid-auc:0.777369
[1236]	train-auc:0.996429	valid-auc:0.777379
[1237]	train-auc:0.996431	valid-auc:0.777391
[1238]	train-auc:0.996446	valid-auc:0.777453
[1239]	train-auc:0.996452	valid-auc:0.777486
[1240]	train-auc:0.996455	valid-auc:0.77749
[1241]	train-auc:0.996462	valid-auc:0.777451
[1242]	train-auc:0.996471	valid-auc:0.777459
[1243]	train-auc:0.996474	valid-auc:0.777431
[1244]	train-auc:0.996476	valid-auc:0.777435
[1245]	train-auc:0.99648	valid-auc:0.777408
[1246]	train-auc:0.996485	valid-auc:0.777394
[1247]	train-auc:0.996496	valid-auc:0.777411
[1248]	train-auc:0.996503	valid-auc:0.77739
[1249]	train-auc:0.996506	valid-auc:0.777401
[1250]	train-auc:0.996511	valid-auc:0.777383
[1251]	train-auc:0.996518	valid-auc:0.777423
[1252]	train-auc:0.996519	valid-auc:0.777456
[1253]	train-auc:0.996521	valid-auc:0.777476
[1254]	train-auc:0.996532	valid-auc:0.777475
[1255]	train-auc:0.996541	valid-auc:0.777469
[1256]	train-auc:0.996543	valid-auc:0.777456
[1257]	train-auc:0.996547	valid-auc:0.777454
[1258]	train-auc:0.996553	valid-auc:0.777491
[1259]	train-auc:0.996553	valid-auc:0.77751
[1260]	train-auc:0.996559	valid-auc:0.777537
[1261]	train-auc:0.996563	valid-auc:0.777545
[1262]	train-auc:0.996568	valid-auc:0.777563
[1263]	train-auc:0.996571	valid-auc:0.777578
[1264]	train-auc:0.996581	valid-auc:0.777643
[1265]	train-auc:0.996584	valid-auc:0.777621
[1266]	train-auc:0.996587	valid-auc:0.777609
[1267]	train-auc:0.996593	valid-auc:0.777605
[1268]	train-auc:0.996618	valid-auc:0.777622
[1269]	train-auc:0.996631	valid-auc:0.777624
[1270]	train-auc:0.996647	valid-auc:0.777665
[1271]	train-auc:0.996647	valid-auc:0.777686
[1272]	train-auc:0.996665	valid-auc:0.777623
[1273]	train-auc:0.996667	valid-auc:0.77762
[1274]	train-auc:0.996672	valid-auc:0.777596
[1275]	train-auc:0.996675	valid-auc:0.777613
[1276]	train-auc:0.996685	valid-auc:0.77758
[1277]	train-auc:0.99669	valid-auc:0.777628
[1278]	train-auc:0.996698	valid-auc:0.777677
[1279]	train-auc:0.996702	valid-auc:0.777683
[1280]	train-auc:0.996709	valid-auc:0.777662
[1281]	train-auc:0.996719	valid-auc:0.777611
[1282]	train-auc:0.996726	valid-auc:0.777624
[1283]	train-auc:0.996734	valid-auc:0.77764
[1284]	train-auc:0.996748	valid-auc:0.777668
[1285]	train-auc:0.996755	valid-auc:0.777634
[1286]	train-auc:0.996759	valid-auc:0.777646
[1287]	train-auc:0.996764	valid-auc:0.777675
[1288]	train-auc:0.996768	valid-auc:0.777687
[1289]	train-auc:0.99677	valid-auc:0.777707
[1290]	train-auc:0.996778	valid-auc:0.77773
[1291]	train-auc:0.996786	valid-auc:0.777753
[1292]	train-auc:0.996784	valid-auc:0.777746
[1293]	train-auc:0.996796	valid-auc:0.777685
[1294]	train-auc:0.996803	valid-auc:0.777676
[1295]	train-auc:0.996808	valid-auc:0.777668
[1296]	train-auc:0.996813	valid-auc:0.777686
[1297]	train-auc:0.996821	valid-auc:0.777694
[1298]	train-auc:0.996832	valid-auc:0.77765
[1299]	train-auc:0.996834	valid-auc:0.777663
[1300]	train-auc:0.996836	valid-auc:0.777634
[1301]	train-auc:0.99684	valid-auc:0.777674
[1302]	train-auc:0.996844	valid-auc:0.777704
[1303]	train-auc:0.996849	valid-auc:0.777715
[1304]	train-auc:0.996854	valid-auc:0.777749
[1305]	train-auc:0.99686	valid-auc:0.777773
[1306]	train-auc:0.996861	valid-auc:0.777756
[1307]	train-auc:0.996864	valid-auc:0.777727
[1308]	train-auc:0.996866	valid-auc:0.77771
[1309]	train-auc:0.996871	valid-auc:0.777734
[1310]	train-auc:0.996882	valid-auc:0.777756
[1311]	train-auc:0.996889	valid-auc:0.777761
[1312]	train-auc:0.99689	valid-auc:0.777765
[1313]	train-auc:0.996898	valid-auc:0.777774
[1314]	train-auc:0.996904	valid-auc:0.777756
[1315]	train-auc:0.996916	valid-auc:0.777731
[1316]	train-auc:0.996918	valid-auc:0.77775
[1317]	train-auc:0.996921	valid-auc:0.777778
[1318]	train-auc:0.996925	valid-auc:0.777801
[1319]	train-auc:0.996926	valid-auc:0.777808
[1320]	train-auc:0.99693	valid-auc:0.777806
[1321]	train-auc:0.996935	valid-auc:0.777788
[1322]	train-auc:0.996948	valid-auc:0.777771
[1323]	train-auc:0.996951	valid-auc:0.77775
[1324]	train-auc:0.996952	valid-auc:0.77776
[1325]	train-auc:0.996955	valid-auc:0.777776
[1326]	train-auc:0.996959	valid-auc:0.777772
[1327]	train-auc:0.99697	valid-auc:0.777792
[1328]	train-auc:0.996974	valid-auc:0.777798
[1329]	train-auc:0.99698	valid-auc:0.777815
[1330]	train-auc:0.996995	valid-auc:0.777786
[1331]	train-auc:0.997001	valid-auc:0.777813
[1332]	train-auc:0.997009	valid-auc:0.777824
[1333]	train-auc:0.997012	valid-auc:0.777856
[1334]	train-auc:0.997019	valid-auc:0.777837
[1335]	train-auc:0.997025	valid-auc:0.77778
[1336]	train-auc:0.997027	valid-auc:0.777793
[1337]	train-auc:0.997032	valid-auc:0.77781
[1338]	train-auc:0.997033	valid-auc:0.777835
[1339]	train-auc:0.997044	valid-auc:0.777815
[1340]	train-auc:0.997046	valid-auc:0.777827
[1341]	train-auc:0.997049	valid-auc:0.777849
[1342]	train-auc:0.997057	valid-auc:0.777847
[1343]	train-auc:0.997062	valid-auc:0.777851
[1344]	train-auc:0.997069	valid-auc:0.777841
[1345]	train-auc:0.997071	valid-auc:0.777806
[1346]	train-auc:0.997079	valid-auc:0.777814
[1347]	train-auc:0.997082	valid-auc:0.777789
[1348]	train-auc:0.997086	valid-auc:0.777817
[1349]	train-auc:0.997091	valid-auc:0.777822
[1350]	train-auc:0.997115	valid-auc:0.777789
[1351]	train-auc:0.997114	valid-auc:0.777812
[1352]	train-auc:0.997119	valid-auc:0.77784
[1353]	train-auc:0.997121	valid-auc:0.777844
[1354]	train-auc:0.997134	valid-auc:0.777873
[1355]	train-auc:0.997135	valid-auc:0.777884
[1356]	train-auc:0.997145	valid-auc:0.777932
[1357]	train-auc:0.997149	valid-auc:0.777895
[1358]	train-auc:0.997153	valid-auc:0.777887
[1359]	train-auc:0.99717	valid-auc:0.777891
[1360]	train-auc:0.997175	valid-auc:0.77793
[1361]	train-auc:0.99718	valid-auc:0.77797
[1362]	train-auc:0.997182	valid-auc:0.777974
[1363]	train-auc:0.997187	valid-auc:0.777979
[1364]	train-auc:0.997192	valid-auc:0.777979
[1365]	train-auc:0.997194	valid-auc:0.777994
[1366]	train-auc:0.997198	valid-auc:0.778023
[1367]	train-auc:0.997201	valid-auc:0.777994
[1368]	train-auc:0.997205	valid-auc:0.778022
[1369]	train-auc:0.997212	valid-auc:0.777999
[1370]	train-auc:0.997216	valid-auc:0.777988
[1371]	train-auc:0.997224	valid-auc:0.778013
[1372]	train-auc:0.997235	valid-auc:0.778019
[1373]	train-auc:0.997235	valid-auc:0.77802
[1374]	train-auc:0.997245	valid-auc:0.778091
[1375]	train-auc:0.997249	valid-auc:0.778159
[1376]	train-auc:0.99725	valid-auc:0.778188
[1377]	train-auc:0.997252	valid-auc:0.778184
[1378]	train-auc:0.997255	valid-auc:0.778198
[1379]	train-auc:0.997256	valid-auc:0.778206
[1380]	train-auc:0.997258	valid-auc:0.778183
[1381]	train-auc:0.997259	valid-auc:0.778184
[1382]	train-auc:0.997263	valid-auc:0.778205
[1383]	train-auc:0.997274	valid-auc:0.778225
[1384]	train-auc:0.997278	valid-auc:0.778231
[1385]	train-auc:0.997279	valid-auc:0.778237
[1386]	train-auc:0.99728	valid-auc:0.77825
[1387]	train-auc:0.997285	valid-auc:0.778274
[1388]	train-auc:0.997289	valid-auc:0.778272
[1389]	train-auc:0.997296	valid-auc:0.778301
[1390]	train-auc:0.997301	valid-auc:0.778316
[1391]	train-auc:0.997308	valid-auc:0.778302
[1392]	train-auc:0.997314	valid-auc:0.778292
[1393]	train-auc:0.99732	valid-auc:0.778291
[1394]	train-auc:0.997321	valid-auc:0.778332
[1395]	train-auc:0.997322	valid-auc:0.778358
[1396]	train-auc:0.997324	valid-auc:0.778369
[1397]	train-auc:0.997327	valid-auc:0.778367
[1398]	train-auc:0.997328	valid-auc:0.778354
[1399]	train-auc:0.997336	valid-auc:0.77835
[1400]	train-auc:0.997339	valid-auc:0.778362
[1401]	train-auc:0.997344	valid-auc:0.778362
[1402]	train-auc:0.997347	valid-auc:0.778342
[1403]	train-auc:0.997351	valid-auc:0.778358
[1404]	train-auc:0.997353	valid-auc:0.778354
[1405]	train-auc:0.997358	valid-auc:0.778346
[1406]	train-auc:0.997363	valid-auc:0.778392
[1407]	train-auc:0.997366	valid-auc:0.778389
[1408]	train-auc:0.997368	valid-auc:0.778402
[1409]	train-auc:0.997371	valid-auc:0.778414
[1410]	train-auc:0.997374	valid-auc:0.778416
[1411]	train-auc:0.997377	valid-auc:0.778385
[1412]	train-auc:0.997379	valid-auc:0.778395
[1413]	train-auc:0.997387	valid-auc:0.778396
[1414]	train-auc:0.997389	valid-auc:0.778406
[1415]	train-auc:0.997391	valid-auc:0.778411
[1416]	train-auc:0.997397	valid-auc:0.77837
[1417]	train-auc:0.997401	valid-auc:0.778382
[1418]	train-auc:0.997418	valid-auc:0.778369
[1419]	train-auc:0.997418	valid-auc:0.778361
[1420]	train-auc:0.997419	valid-auc:0.778363
[1421]	train-auc:0.997421	valid-auc:0.778351
[1422]	train-auc:0.997428	valid-auc:0.778352
[1423]	train-auc:0.99743	valid-auc:0.778374
[1424]	train-auc:0.997434	valid-auc:0.778358
[1425]	train-auc:0.997441	valid-auc:0.778371
[1426]	train-auc:0.997443	valid-auc:0.778357
[1427]	train-auc:0.997446	valid-auc:0.778376
[1428]	train-auc:0.997446	valid-auc:0.778377
[1429]	train-auc:0.997448	valid-auc:0.778369
[1430]	train-auc:0.997449	valid-auc:0.778365
[1431]	train-auc:0.99746	valid-auc:0.778329
[1432]	train-auc:0.997463	valid-auc:0.778355
[1433]	train-auc:0.997464	valid-auc:0.778351
[1434]	train-auc:0.997472	valid-auc:0.778363
[1435]	train-auc:0.997477	valid-auc:0.778362
[1436]	train-auc:0.997484	valid-auc:0.778397
[1437]	train-auc:0.997487	valid-auc:0.778425
[1438]	train-auc:0.997487	valid-auc:0.778436
[1439]	train-auc:0.99749	valid-auc:0.778432
[1440]	train-auc:0.997495	valid-auc:0.778438
[1441]	train-auc:0.997495	valid-auc:0.77839
[1442]	train-auc:0.997495	valid-auc:0.778384
[1443]	train-auc:0.997498	valid-auc:0.778398
[1444]	train-auc:0.997508	valid-auc:0.778375
[1445]	train-auc:0.997514	valid-auc:0.778383
[1446]	train-auc:0.997515	valid-auc:0.77839
[1447]	train-auc:0.99752	valid-auc:0.7784
[1448]	train-auc:0.997524	valid-auc:0.778346
[1449]	train-auc:0.997524	valid-auc:0.778346
[1450]	train-auc:0.997529	valid-auc:0.778374
[1451]	train-auc:0.99753	valid-auc:0.778403
[1452]	train-auc:0.99753	valid-auc:0.778433
[1453]	train-auc:0.997534	valid-auc:0.778436
[1454]	train-auc:0.997539	valid-auc:0.778456
[1455]	train-auc:0.99755	valid-auc:0.778437
[1456]	train-auc:0.997552	valid-auc:0.778426
[1457]	train-auc:0.997554	valid-auc:0.778431
[1458]	train-auc:0.997557	valid-auc:0.778446
[1459]	train-auc:0.997558	valid-auc:0.778449
[1460]	train-auc:0.997559	valid-auc:0.778465
[1461]	train-auc:0.997567	valid-auc:0.778468
[1462]	train-auc:0.997572	valid-auc:0.778481
[1463]	train-auc:0.997575	valid-auc:0.778511
[1464]	train-auc:0.997581	valid-auc:0.778508
[1465]	train-auc:0.997584	valid-auc:0.778517
[1466]	train-auc:0.997587	valid-auc:0.778531
[1467]	train-auc:0.997589	valid-auc:0.778545
[1468]	train-auc:0.997593	valid-auc:0.778538
[1469]	train-auc:0.997601	valid-auc:0.778531
[1470]	train-auc:0.997605	valid-auc:0.778537
[1471]	train-auc:0.997605	valid-auc:0.778547
[1472]	train-auc:0.997609	valid-auc:0.778545
[1473]	train-auc:0.997615	valid-auc:0.778529
[1474]	train-auc:0.997617	valid-auc:0.77852
[1475]	train-auc:0.997622	valid-auc:0.778555
[1476]	train-auc:0.997624	valid-auc:0.778573
[1477]	train-auc:0.997625	valid-auc:0.778543
[1478]	train-auc:0.997627	valid-auc:0.778529
[1479]	train-auc:0.997628	valid-auc:0.778551
[1480]	train-auc:0.997628	valid-auc:0.778574
[1481]	train-auc:0.997635	valid-auc:0.778569
[1482]	train-auc:0.99764	valid-auc:0.778575
[1483]	train-auc:0.997642	valid-auc:0.778559
[1484]	train-auc:0.997645	valid-auc:0.778562
[1485]	train-auc:0.997647	valid-auc:0.77859
[1486]	train-auc:0.99765	valid-auc:0.778585
[1487]	train-auc:0.997652	valid-auc:0.778583
[1488]	train-auc:0.997656	valid-auc:0.778608
[1489]	train-auc:0.997658	valid-auc:0.77861
[1490]	train-auc:0.99766	valid-auc:0.778614
[1491]	train-auc:0.997662	valid-auc:0.778665
[1492]	train-auc:0.997665	valid-auc:0.77867
[1493]	train-auc:0.997669	valid-auc:0.778647
[1494]	train-auc:0.997676	valid-auc:0.778655
[1495]	train-auc:0.99768	valid-auc:0.778671
[1496]	train-auc:0.997683	valid-auc:0.778698
[1497]	train-auc:0.997683	valid-auc:0.778671
[1498]	train-auc:0.997689	valid-auc:0.778716
[1499]	train-auc:0.997691	valid-auc:0.778707
[1500]	train-auc:0.997694	valid-auc:0.778716
[1501]	train-auc:0.9977	valid-auc:0.778686
[1502]	train-auc:0.997702	valid-auc:0.778692
[1503]	train-auc:0.997707	valid-auc:0.778679
[1504]	train-auc:0.997714	valid-auc:0.778677
[1505]	train-auc:0.997718	valid-auc:0.778693
[1506]	train-auc:0.997723	valid-auc:0.778676
[1507]	train-auc:0.997726	valid-auc:0.778691
[1508]	train-auc:0.997727	valid-auc:0.778687
[1509]	train-auc:0.997729	valid-auc:0.778689
[1510]	train-auc:0.997732	valid-auc:0.778692
[1511]	train-auc:0.997734	valid-auc:0.778711
[1512]	train-auc:0.997736	valid-auc:0.778732
[1513]	train-auc:0.997738	valid-auc:0.778743
[1514]	train-auc:0.997739	valid-auc:0.778739
[1515]	train-auc:0.997743	valid-auc:0.778712
[1516]	train-auc:0.997745	valid-auc:0.778715
[1517]	train-auc:0.997747	valid-auc:0.778708
[1518]	train-auc:0.997752	valid-auc:0.778743
[1519]	train-auc:0.997757	valid-auc:0.778717
[1520]	train-auc:0.99776	valid-auc:0.778785
[1521]	train-auc:0.997762	valid-auc:0.778746
[1522]	train-auc:0.997765	valid-auc:0.778729
[1523]	train-auc:0.997768	valid-auc:0.778696
[1524]	train-auc:0.997768	valid-auc:0.778695
[1525]	train-auc:0.99777	valid-auc:0.778714
[1526]	train-auc:0.997771	valid-auc:0.778705
[1527]	train-auc:0.997776	valid-auc:0.778742
[1528]	train-auc:0.997777	valid-auc:0.778734
[1529]	train-auc:0.997785	valid-auc:0.778764
[1530]	train-auc:0.997788	valid-auc:0.77878
[1531]	train-auc:0.997793	valid-auc:0.778804
[1532]	train-auc:0.997797	valid-auc:0.77878
[1533]	train-auc:0.997805	valid-auc:0.778777
[1534]	train-auc:0.997807	valid-auc:0.778777
[1535]	train-auc:0.99781	valid-auc:0.778765
[1536]	train-auc:0.997815	valid-auc:0.778757
[1537]	train-auc:0.997815	valid-auc:0.778721
[1538]	train-auc:0.997818	valid-auc:0.778737
[1539]	train-auc:0.99782	valid-auc:0.778712
[1540]	train-auc:0.997824	valid-auc:0.778705
[1541]	train-auc:0.997825	valid-auc:0.778719
[1542]	train-auc:0.997829	valid-auc:0.778681
[1543]	train-auc:0.99783	valid-auc:0.778697
[1544]	train-auc:0.997835	valid-auc:0.778671
[1545]	train-auc:0.997842	valid-auc:0.778693
[1546]	train-auc:0.997847	valid-auc:0.778702
[1547]	train-auc:0.997848	valid-auc:0.778721
[1548]	train-auc:0.99785	valid-auc:0.778705
[1549]	train-auc:0.997852	valid-auc:0.778707
[1550]	train-auc:0.997854	valid-auc:0.778715
[1551]	train-auc:0.997857	valid-auc:0.778724
[1552]	train-auc:0.997857	valid-auc:0.77873
[1553]	train-auc:0.99786	valid-auc:0.778739
[1554]	train-auc:0.997863	valid-auc:0.778718
[1555]	train-auc:0.997863	valid-auc:0.778718
[1556]	train-auc:0.997867	valid-auc:0.778742
[1557]	train-auc:0.997872	valid-auc:0.77876
[1558]	train-auc:0.997873	valid-auc:0.778779
[1559]	train-auc:0.997875	valid-auc:0.778782
[1560]	train-auc:0.997876	valid-auc:0.778746
[1561]	train-auc:0.99788	valid-auc:0.778724
[1562]	train-auc:0.997883	valid-auc:0.778771
[1563]	train-auc:0.997885	valid-auc:0.778785
[1564]	train-auc:0.997891	valid-auc:0.778751
[1565]	train-auc:0.997895	valid-auc:0.778738
[1566]	train-auc:0.997895	valid-auc:0.778733
[1567]	train-auc:0.997896	valid-auc:0.778747
[1568]	train-auc:0.997898	valid-auc:0.778727
[1569]	train-auc:0.9979	valid-auc:0.778728
[1570]	train-auc:0.997909	valid-auc:0.778732
[1571]	train-auc:0.997912	valid-auc:0.778756
[1572]	train-auc:0.997913	valid-auc:0.778748
[1573]	train-auc:0.997914	valid-auc:0.778782
[1574]	train-auc:0.997918	valid-auc:0.778772
[1575]	train-auc:0.997919	valid-auc:0.778793
[1576]	train-auc:0.997923	valid-auc:0.778827
[1577]	train-auc:0.997927	valid-auc:0.778837
[1578]	train-auc:0.99793	valid-auc:0.77882
[1579]	train-auc:0.997933	valid-auc:0.77885
[1580]	train-auc:0.997937	valid-auc:0.778823
[1581]	train-auc:0.997943	valid-auc:0.778793
[1582]	train-auc:0.997946	valid-auc:0.778783
[1583]	train-auc:0.997952	valid-auc:0.778787
[1584]	train-auc:0.997951	valid-auc:0.778811
[1585]	train-auc:0.997956	valid-auc:0.778801
[1586]	train-auc:0.997958	valid-auc:0.778818
[1587]	train-auc:0.997969	valid-auc:0.778806
[1588]	train-auc:0.997972	valid-auc:0.778793
[1589]	train-auc:0.997976	valid-auc:0.778844
[1590]	train-auc:0.997979	valid-auc:0.778861
[1591]	train-auc:0.99798	valid-auc:0.778851
[1592]	train-auc:0.997983	valid-auc:0.778849
[1593]	train-auc:0.997986	valid-auc:0.778847
[1594]	train-auc:0.997987	valid-auc:0.778854
[1595]	train-auc:0.997996	valid-auc:0.778869
[1596]	train-auc:0.997996	valid-auc:0.778873
[1597]	train-auc:0.997998	valid-auc:0.778893
[1598]	train-auc:0.998	valid-auc:0.778897
[1599]	train-auc:0.998	valid-auc:0.778914
[1600]	train-auc:0.998003	valid-auc:0.778916
[1601]	train-auc:0.998004	valid-auc:0.778907
[1602]	train-auc:0.998008	valid-auc:0.77889
[1603]	train-auc:0.998011	valid-auc:0.77889
[1604]	train-auc:0.998016	valid-auc:0.778917
[1605]	train-auc:0.998021	valid-auc:0.77889
[1606]	train-auc:0.998028	valid-auc:0.778868
[1607]	train-auc:0.99803	valid-auc:0.778881
[1608]	train-auc:0.998034	valid-auc:0.778902
[1609]	train-auc:0.998037	valid-auc:0.77892
[1610]	train-auc:0.998039	valid-auc:0.778969
[1611]	train-auc:0.998041	valid-auc:0.779001
[1612]	train-auc:0.998043	valid-auc:0.77902
[1613]	train-auc:0.998046	valid-auc:0.779033
[1614]	train-auc:0.99805	valid-auc:0.779041
[1615]	train-auc:0.998051	valid-auc:0.779008
[1616]	train-auc:0.998057	valid-auc:0.779001
[1617]	train-auc:0.99806	valid-auc:0.77899
[1618]	train-auc:0.998063	valid-auc:0.779
[1619]	train-auc:0.998069	valid-auc:0.779005
[1620]	train-auc:0.998072	valid-auc:0.779013
[1621]	train-auc:0.998074	valid-auc:0.779002
[1622]	train-auc:0.998075	valid-auc:0.779002
[1623]	train-auc:0.998077	valid-auc:0.779007
[1624]	train-auc:0.99808	valid-auc:0.779006
[1625]	train-auc:0.998081	valid-auc:0.779015
[1626]	train-auc:0.998083	valid-auc:0.779038
[1627]	train-auc:0.998086	valid-auc:0.779058
[1628]	train-auc:0.998089	valid-auc:0.779036
[1629]	train-auc:0.998092	valid-auc:0.779025
[1630]	train-auc:0.998093	valid-auc:0.779044
[1631]	train-auc:0.998096	valid-auc:0.779035
[1632]	train-auc:0.9981	valid-auc:0.77905
[1633]	train-auc:0.9981	valid-auc:0.779088
[1634]	train-auc:0.998103	valid-auc:0.779081
[1635]	train-auc:0.998108	valid-auc:0.779079
[1636]	train-auc:0.998111	valid-auc:0.77908
[1637]	train-auc:0.998111	valid-auc:0.77908
[1638]	train-auc:0.998115	valid-auc:0.779062
[1639]	train-auc:0.998117	valid-auc:0.779049
[1640]	train-auc:0.998118	valid-auc:0.779042
[1641]	train-auc:0.998122	valid-auc:0.779019
[1642]	train-auc:0.998127	valid-auc:0.779005
[1643]	train-auc:0.998132	valid-auc:0.779009
[1644]	train-auc:0.998134	valid-auc:0.779009
[1645]	train-auc:0.998133	valid-auc:0.779015
[1646]	train-auc:0.998135	valid-auc:0.778997
[1647]	train-auc:0.998137	valid-auc:0.779006
[1648]	train-auc:0.99814	valid-auc:0.778997
[1649]	train-auc:0.998141	valid-auc:0.77899
[1650]	train-auc:0.998142	valid-auc:0.778978
[1651]	train-auc:0.998144	valid-auc:0.778975
[1652]	train-auc:0.998151	valid-auc:0.779002
[1653]	train-auc:0.998156	valid-auc:0.778987
[1654]	train-auc:0.998162	valid-auc:0.77903
[1655]	train-auc:0.998164	valid-auc:0.779028
[1656]	train-auc:0.998165	valid-auc:0.779049
[1657]	train-auc:0.998167	valid-auc:0.77904
[1658]	train-auc:0.998172	valid-auc:0.779002
[1659]	train-auc:0.998171	valid-auc:0.778992
[1660]	train-auc:0.99818	valid-auc:0.77901
[1661]	train-auc:0.998183	valid-auc:0.779032
[1662]	train-auc:0.998186	valid-auc:0.779058
[1663]	train-auc:0.998187	valid-auc:0.779095
[1664]	train-auc:0.998191	valid-auc:0.779062
[1665]	train-auc:0.998191	valid-auc:0.779071
[1666]	train-auc:0.998193	valid-auc:0.779099
[1667]	train-auc:0.998195	valid-auc:0.779082
[1668]	train-auc:0.998196	valid-auc:0.779086
[1669]	train-auc:0.998199	valid-auc:0.779096
[1670]	train-auc:0.9982	valid-auc:0.779095
[1671]	train-auc:0.998202	valid-auc:0.779102
[1672]	train-auc:0.998206	valid-auc:0.779128
[1673]	train-auc:0.998205	valid-auc:0.779106
[1674]	train-auc:0.998209	valid-auc:0.779117
[1675]	train-auc:0.998209	valid-auc:0.77911
[1676]	train-auc:0.998212	valid-auc:0.779108
[1677]	train-auc:0.998214	valid-auc:0.779137
[1678]	train-auc:0.998217	valid-auc:0.779142
[1679]	train-auc:0.99822	valid-auc:0.779144
[1680]	train-auc:0.998223	valid-auc:0.779105
[1681]	train-auc:0.998222	valid-auc:0.779125
[1682]	train-auc:0.998223	valid-auc:0.779136
[1683]	train-auc:0.998225	valid-auc:0.779123
[1684]	train-auc:0.998225	valid-auc:0.779139
[1685]	train-auc:0.998228	valid-auc:0.779161
[1686]	train-auc:0.998231	valid-auc:0.779127
[1687]	train-auc:0.998233	valid-auc:0.779131
[1688]	train-auc:0.998236	valid-auc:0.779154
[1689]	train-auc:0.998236	valid-auc:0.779154
[1690]	train-auc:0.998241	valid-auc:0.779143
[1691]	train-auc:0.998241	valid-auc:0.779136
[1692]	train-auc:0.998242	valid-auc:0.779144
[1693]	train-auc:0.998244	valid-auc:0.779151
[1694]	train-auc:0.998248	valid-auc:0.779165
[1695]	train-auc:0.998255	valid-auc:0.779112
[1696]	train-auc:0.998257	valid-auc:0.779096
[1697]	train-auc:0.998259	valid-auc:0.779098
[1698]	train-auc:0.998263	valid-auc:0.7791
[1699]	train-auc:0.998265	valid-auc:0.779101
[1700]	train-auc:0.998265	valid-auc:0.779109
[1701]	train-auc:0.998266	valid-auc:0.779095
[1702]	train-auc:0.99827	valid-auc:0.779086
[1703]	train-auc:0.998275	valid-auc:0.779065
[1704]	train-auc:0.998276	valid-auc:0.779118
[1705]	train-auc:0.998276	valid-auc:0.77913
[1706]	train-auc:0.998281	valid-auc:0.779115
[1707]	train-auc:0.998282	valid-auc:0.779129
[1708]	train-auc:0.998284	valid-auc:0.779145
[1709]	train-auc:0.998285	valid-auc:0.779171
[1710]	train-auc:0.998286	valid-auc:0.779165
[1711]	train-auc:0.998289	valid-auc:0.77918
[1712]	train-auc:0.998296	valid-auc:0.779148
[1713]	train-auc:0.998297	valid-auc:0.779162
[1714]	train-auc:0.998302	valid-auc:0.779154
[1715]	train-auc:0.998303	valid-auc:0.779145
[1716]	train-auc:0.998304	valid-auc:0.779138
[1717]	train-auc:0.998311	valid-auc:0.77914
[1718]	train-auc:0.998313	valid-auc:0.779113
[1719]	train-auc:0.998313	valid-auc:0.77911
[1720]	train-auc:0.998316	valid-auc:0.77911
[1721]	train-auc:0.998316	valid-auc:0.779113
[1722]	train-auc:0.998318	valid-auc:0.779099
[1723]	train-auc:0.998318	valid-auc:0.77913
[1724]	train-auc:0.998319	valid-auc:0.779131
[1725]	train-auc:0.99832	valid-auc:0.779131
[1726]	train-auc:0.998323	valid-auc:0.779136
[1727]	train-auc:0.998329	valid-auc:0.779151
[1728]	train-auc:0.998331	valid-auc:0.779152
[1729]	train-auc:0.998337	valid-auc:0.779169
[1730]	train-auc:0.998346	valid-auc:0.779181
[1731]	train-auc:0.998346	valid-auc:0.779179
[1732]	train-auc:0.998351	valid-auc:0.779198
[1733]	train-auc:0.998358	valid-auc:0.779223
[1734]	train-auc:0.998359	valid-auc:0.779214
[1735]	train-auc:0.998362	valid-auc:0.779219
[1736]	train-auc:0.998362	valid-auc:0.779223
[1737]	train-auc:0.998362	valid-auc:0.77922
[1738]	train-auc:0.998365	valid-auc:0.779235
[1739]	train-auc:0.998371	valid-auc:0.779234
[1740]	train-auc:0.998373	valid-auc:0.779227
[1741]	train-auc:0.998379	valid-auc:0.779221
[1742]	train-auc:0.998379	valid-auc:0.779227
[1743]	train-auc:0.99838	valid-auc:0.779267
[1744]	train-auc:0.998382	valid-auc:0.779287
[1745]	train-auc:0.998384	valid-auc:0.779262
[1746]	train-auc:0.998387	valid-auc:0.779305
[1747]	train-auc:0.998388	valid-auc:0.779307
[1748]	train-auc:0.998389	valid-auc:0.779295
[1749]	train-auc:0.99839	valid-auc:0.77932
[1750]	train-auc:0.998393	valid-auc:0.779298
[1751]	train-auc:0.998395	valid-auc:0.779286
[1752]	train-auc:0.998395	valid-auc:0.779301
[1753]	train-auc:0.998397	valid-auc:0.779294
[1754]	train-auc:0.998401	valid-auc:0.779298
[1755]	train-auc:0.998402	valid-auc:0.779287
[1756]	train-auc:0.998402	valid-auc:0.779295
[1757]	train-auc:0.998404	valid-auc:0.779332
[1758]	train-auc:0.998405	valid-auc:0.77932
[1759]	train-auc:0.998406	valid-auc:0.779337
[1760]	train-auc:0.99841	valid-auc:0.779367
[1761]	train-auc:0.998413	valid-auc:0.779383
[1762]	train-auc:0.998415	valid-auc:0.779376
[1763]	train-auc:0.998416	valid-auc:0.779376
[1764]	train-auc:0.998418	valid-auc:0.779386
[1765]	train-auc:0.998421	valid-auc:0.779387
[1766]	train-auc:0.998421	valid-auc:0.779395
[1767]	train-auc:0.998423	valid-auc:0.779392
[1768]	train-auc:0.998425	valid-auc:0.779386
[1769]	train-auc:0.998427	valid-auc:0.779398
[1770]	train-auc:0.998426	valid-auc:0.779402
[1771]	train-auc:0.998428	valid-auc:0.779406
[1772]	train-auc:0.998434	valid-auc:0.779385
[1773]	train-auc:0.998437	valid-auc:0.779373
[1774]	train-auc:0.998438	valid-auc:0.779362
[1775]	train-auc:0.998439	valid-auc:0.77936
[1776]	train-auc:0.998443	valid-auc:0.779399
[1777]	train-auc:0.998447	valid-auc:0.779367
[1778]	train-auc:0.998448	valid-auc:0.779359
[1779]	train-auc:0.998449	valid-auc:0.779386
[1780]	train-auc:0.99845	valid-auc:0.779381
[1781]	train-auc:0.998451	valid-auc:0.779387
[1782]	train-auc:0.998453	valid-auc:0.779369
[1783]	train-auc:0.998457	valid-auc:0.779373
[1784]	train-auc:0.998457	valid-auc:0.779388
[1785]	train-auc:0.998458	valid-auc:0.779405
[1786]	train-auc:0.998458	valid-auc:0.779437
[1787]	train-auc:0.99846	valid-auc:0.779437
[1788]	train-auc:0.998463	valid-auc:0.779449
[1789]	train-auc:0.998467	valid-auc:0.779436
[1790]	train-auc:0.998466	valid-auc:0.779449
[1791]	train-auc:0.99847	valid-auc:0.779432
[1792]	train-auc:0.998472	valid-auc:0.779427
[1793]	train-auc:0.998476	valid-auc:0.779514
[1794]	train-auc:0.99848	valid-auc:0.779453
[1795]	train-auc:0.99848	valid-auc:0.779437
[1796]	train-auc:0.998482	valid-auc:0.779453
[1797]	train-auc:0.998484	valid-auc:0.779478
[1798]	train-auc:0.998486	valid-auc:0.779487
[1799]	train-auc:0.998491	valid-auc:0.779513
[1800]	train-auc:0.998491	valid-auc:0.779479
[1801]	train-auc:0.998492	valid-auc:0.779487
[1802]	train-auc:0.998494	valid-auc:0.779469
[1803]	train-auc:0.998496	valid-auc:0.779479
[1804]	train-auc:0.998496	valid-auc:0.77946
[1805]	train-auc:0.998499	valid-auc:0.779465
[1806]	train-auc:0.998502	valid-auc:0.779443
[1807]	train-auc:0.998503	valid-auc:0.779459
[1808]	train-auc:0.998505	valid-auc:0.779464
[1809]	train-auc:0.998509	valid-auc:0.779496
[1810]	train-auc:0.998515	valid-auc:0.779495
[1811]	train-auc:0.998517	valid-auc:0.779479
[1812]	train-auc:0.998519	valid-auc:0.779478
[1813]	train-auc:0.998519	valid-auc:0.779469
[1814]	train-auc:0.998522	valid-auc:0.779474
[1815]	train-auc:0.998525	valid-auc:0.77947
[1816]	train-auc:0.998528	valid-auc:0.779466
[1817]	train-auc:0.998529	valid-auc:0.779469
[1818]	train-auc:0.99853	valid-auc:0.779481
[1819]	train-auc:0.998534	valid-auc:0.779454
[1820]	train-auc:0.998535	valid-auc:0.779459
[1821]	train-auc:0.998536	valid-auc:0.779467
[1822]	train-auc:0.998538	valid-auc:0.779463
[1823]	train-auc:0.99854	valid-auc:0.779443
[1824]	train-auc:0.998542	valid-auc:0.779454
[1825]	train-auc:0.998544	valid-auc:0.779401
[1826]	train-auc:0.998548	valid-auc:0.779412
[1827]	train-auc:0.998549	valid-auc:0.779383
[1828]	train-auc:0.99855	valid-auc:0.779393
[1829]	train-auc:0.998551	valid-auc:0.779424
[1830]	train-auc:0.998555	valid-auc:0.779425
[1831]	train-auc:0.998556	valid-auc:0.779472
[1832]	train-auc:0.998558	valid-auc:0.779498
[1833]	train-auc:0.998559	valid-auc:0.779486
[1834]	train-auc:0.998561	valid-auc:0.77949
[1835]	train-auc:0.998561	valid-auc:0.779503
[1836]	train-auc:0.998564	valid-auc:0.779505
[1837]	train-auc:0.998564	valid-auc:0.779481
[1838]	train-auc:0.998566	valid-auc:0.779496
[1839]	train-auc:0.998568	valid-auc:0.779473
[1840]	train-auc:0.998571	valid-auc:0.779504
[1841]	train-auc:0.998578	valid-auc:0.779529
[1842]	train-auc:0.998583	valid-auc:0.77954
[1843]	train-auc:0.998583	valid-auc:0.779549
[1844]	train-auc:0.998583	valid-auc:0.779553
[1845]	train-auc:0.998587	valid-auc:0.779571
[1846]	train-auc:0.998588	valid-auc:0.779576
[1847]	train-auc:0.99859	valid-auc:0.779607
[1848]	train-auc:0.99859	valid-auc:0.779597
[1849]	train-auc:0.998592	valid-auc:0.779602
[1850]	train-auc:0.998595	valid-auc:0.779594
[1851]	train-auc:0.998597	valid-auc:0.779603
[1852]	train-auc:0.9986	valid-auc:0.779609
[1853]	train-auc:0.998602	valid-auc:0.779607
[1854]	train-auc:0.998603	valid-auc:0.779616
[1855]	train-auc:0.998602	valid-auc:0.779615
[1856]	train-auc:0.998607	valid-auc:0.77964
[1857]	train-auc:0.998611	valid-auc:0.779617
[1858]	train-auc:0.998612	valid-auc:0.779623
[1859]	train-auc:0.998612	valid-auc:0.779608
[1860]	train-auc:0.998614	valid-auc:0.779621
[1861]	train-auc:0.998615	valid-auc:0.779619
[1862]	train-auc:0.998615	valid-auc:0.779611
[1863]	train-auc:0.998616	valid-auc:0.779623
[1864]	train-auc:0.998617	valid-auc:0.779612
[1865]	train-auc:0.998618	valid-auc:0.779611
[1866]	train-auc:0.998617	valid-auc:0.779621
[1867]	train-auc:0.998619	valid-auc:0.779612
[1868]	train-auc:0.99862	valid-auc:0.779621
[1869]	train-auc:0.998621	valid-auc:0.779587
[1870]	train-auc:0.998621	valid-auc:0.779582
[1871]	train-auc:0.998624	valid-auc:0.779563
[1872]	train-auc:0.998625	valid-auc:0.779608
[1873]	train-auc:0.998626	valid-auc:0.779592
[1874]	train-auc:0.998626	valid-auc:0.77959
[1875]	train-auc:0.998629	valid-auc:0.779586
[1876]	train-auc:0.998634	valid-auc:0.779618
[1877]	train-auc:0.998636	valid-auc:0.779616
[1878]	train-auc:0.998638	valid-auc:0.779612
[1879]	train-auc:0.998639	valid-auc:0.779602
[1880]	train-auc:0.998641	valid-auc:0.779616
[1881]	train-auc:0.998643	valid-auc:0.779622
[1882]	train-auc:0.998643	valid-auc:0.779637
[1883]	train-auc:0.998644	valid-auc:0.779624
[1884]	train-auc:0.998645	valid-auc:0.779612
[1885]	train-auc:0.998646	valid-auc:0.779616
[1886]	train-auc:0.998647	valid-auc:0.779638
[1887]	train-auc:0.998648	valid-auc:0.779653
[1888]	train-auc:0.998648	valid-auc:0.779654
[1889]	train-auc:0.998653	valid-auc:0.7797
[1890]	train-auc:0.998653	valid-auc:0.779717
[1891]	train-auc:0.998653	valid-auc:0.779739
[1892]	train-auc:0.998655	valid-auc:0.779754
[1893]	train-auc:0.998656	valid-auc:0.779747
[1894]	train-auc:0.998658	valid-auc:0.779775
[1895]	train-auc:0.998661	valid-auc:0.779796
[1896]	train-auc:0.998661	valid-auc:0.779786
[1897]	train-auc:0.998664	valid-auc:0.779756
[1898]	train-auc:0.998668	valid-auc:0.779762
[1899]	train-auc:0.998671	valid-auc:0.779744
[1900]	train-auc:0.998673	valid-auc:0.77973
[1901]	train-auc:0.998675	valid-auc:0.779712
[1902]	train-auc:0.998677	valid-auc:0.77972
[1903]	train-auc:0.998679	valid-auc:0.779714
[1904]	train-auc:0.998682	valid-auc:0.779708
[1905]	train-auc:0.998684	valid-auc:0.779712
[1906]	train-auc:0.998685	valid-auc:0.779716
[1907]	train-auc:0.998685	valid-auc:0.779709
[1908]	train-auc:0.998686	valid-auc:0.779714
[1909]	train-auc:0.998689	valid-auc:0.779697
[1910]	train-auc:0.998693	valid-auc:0.779709
[1911]	train-auc:0.998693	valid-auc:0.779722
[1912]	train-auc:0.998698	valid-auc:0.77972
[1913]	train-auc:0.9987	valid-auc:0.7797
[1914]	train-auc:0.998702	valid-auc:0.779714
[1915]	train-auc:0.998704	valid-auc:0.779717
[1916]	train-auc:0.998708	valid-auc:0.779726
[1917]	train-auc:0.998709	valid-auc:0.779716
[1918]	train-auc:0.99871	valid-auc:0.779695
[1919]	train-auc:0.998709	valid-auc:0.779693
[1920]	train-auc:0.998711	valid-auc:0.779682
[1921]	train-auc:0.998715	valid-auc:0.779739
[1922]	train-auc:0.998716	valid-auc:0.77972
[1923]	train-auc:0.998717	valid-auc:0.7797
[1924]	train-auc:0.998721	valid-auc:0.779738
[1925]	train-auc:0.998722	valid-auc:0.779729
[1926]	train-auc:0.998721	valid-auc:0.779711
[1927]	train-auc:0.998722	valid-auc:0.779704
[1928]	train-auc:0.998722	valid-auc:0.779689
[1929]	train-auc:0.998724	valid-auc:0.779694
[1930]	train-auc:0.998725	valid-auc:0.779694
[1931]	train-auc:0.998726	valid-auc:0.779695
[1932]	train-auc:0.998726	valid-auc:0.779688
[1933]	train-auc:0.998727	valid-auc:0.779682
[1934]	train-auc:0.998731	valid-auc:0.779734
[1935]	train-auc:0.998733	valid-auc:0.779736
[1936]	train-auc:0.998737	valid-auc:0.779735
[1937]	train-auc:0.99874	valid-auc:0.779682
[1938]	train-auc:0.998742	valid-auc:0.779669
[1939]	train-auc:0.998741	valid-auc:0.779673
[1940]	train-auc:0.998744	valid-auc:0.779679
[1941]	train-auc:0.998745	valid-auc:0.779682
[1942]	train-auc:0.998749	valid-auc:0.779675
[1943]	train-auc:0.998751	valid-auc:0.779679
[1944]	train-auc:0.998753	valid-auc:0.779682
[1945]	train-auc:0.998752	valid-auc:0.779698
Stopping. Best iteration:
[1895]	train-auc:0.998661	valid-auc:0.779796

[mlcrate] Finished training fold 4 - took 3m35s - running score 0.7775224
[mlcrate] Running fold 5, 62698 train samples, 10449 validation samples
[0]	train-auc:0.736592	valid-auc:0.665014
Multiple eval metrics have been passed: 'valid-auc' will be used for early stopping.

Will train until valid-auc hasn't improved in 50 rounds.
[1]	train-auc:0.766466	valid-auc:0.683679
[2]	train-auc:0.781141	valid-auc:0.692959
[3]	train-auc:0.789097	valid-auc:0.696946
[4]	train-auc:0.793632	valid-auc:0.700147
[5]	train-auc:0.797379	valid-auc:0.701855
[6]	train-auc:0.798892	valid-auc:0.704726
[7]	train-auc:0.804521	valid-auc:0.707012
[8]	train-auc:0.806353	valid-auc:0.707768
[9]	train-auc:0.806158	valid-auc:0.707511
[10]	train-auc:0.808138	valid-auc:0.708194
[11]	train-auc:0.81007	valid-auc:0.709482
[12]	train-auc:0.813218	valid-auc:0.710088
[13]	train-auc:0.81409	valid-auc:0.710837
[14]	train-auc:0.81693	valid-auc:0.711655
[15]	train-auc:0.819106	valid-auc:0.711094
[16]	train-auc:0.820592	valid-auc:0.711529
[17]	train-auc:0.821266	valid-auc:0.711572
[18]	train-auc:0.823153	valid-auc:0.713108
[19]	train-auc:0.824802	valid-auc:0.713073
[20]	train-auc:0.825208	valid-auc:0.713546
[21]	train-auc:0.827063	valid-auc:0.714013
[22]	train-auc:0.828904	valid-auc:0.71489
[23]	train-auc:0.831054	valid-auc:0.715311
[24]	train-auc:0.832539	valid-auc:0.715929
[25]	train-auc:0.834018	valid-auc:0.716402
[26]	train-auc:0.836029	valid-auc:0.71679
[27]	train-auc:0.838066	valid-auc:0.717923
[28]	train-auc:0.839473	valid-auc:0.718147
[29]	train-auc:0.841674	valid-auc:0.718675
[30]	train-auc:0.842324	valid-auc:0.718935
[31]	train-auc:0.843717	valid-auc:0.719899
[32]	train-auc:0.845705	valid-auc:0.719934
[33]	train-auc:0.846422	valid-auc:0.720298
[34]	train-auc:0.847971	valid-auc:0.721042
[35]	train-auc:0.849029	valid-auc:0.721372
[36]	train-auc:0.849739	valid-auc:0.721815
[37]	train-auc:0.851154	valid-auc:0.722151
[38]	train-auc:0.852319	valid-auc:0.722488
[39]	train-auc:0.853741	valid-auc:0.722538
[40]	train-auc:0.854213	valid-auc:0.722583
[41]	train-auc:0.85559	valid-auc:0.723006
[42]	train-auc:0.856515	valid-auc:0.723532
[43]	train-auc:0.857514	valid-auc:0.723692
[44]	train-auc:0.858437	valid-auc:0.723926
[45]	train-auc:0.859183	valid-auc:0.724167
[46]	train-auc:0.860263	valid-auc:0.724585
[47]	train-auc:0.860907	valid-auc:0.724901
[48]	train-auc:0.862478	valid-auc:0.725039
[49]	train-auc:0.86388	valid-auc:0.725361
[50]	train-auc:0.864956	valid-auc:0.725627
[51]	train-auc:0.865762	valid-auc:0.725854
[52]	train-auc:0.866442	valid-auc:0.725893
[53]	train-auc:0.867304	valid-auc:0.725879
[54]	train-auc:0.868362	valid-auc:0.726053
[55]	train-auc:0.868991	valid-auc:0.726339
[56]	train-auc:0.869556	valid-auc:0.726359
[57]	train-auc:0.87025	valid-auc:0.726572
[58]	train-auc:0.870686	valid-auc:0.726781
[59]	train-auc:0.871047	valid-auc:0.726855
[60]	train-auc:0.871945	valid-auc:0.726968
[61]	train-auc:0.873088	valid-auc:0.727341
[62]	train-auc:0.874037	valid-auc:0.727899
[63]	train-auc:0.874988	valid-auc:0.728543
[64]	train-auc:0.875386	valid-auc:0.728865
[65]	train-auc:0.87613	valid-auc:0.729221
[66]	train-auc:0.876905	valid-auc:0.729338
[67]	train-auc:0.877173	valid-auc:0.729407
[68]	train-auc:0.877932	valid-auc:0.729556
[69]	train-auc:0.878647	valid-auc:0.729558
[70]	train-auc:0.8791	valid-auc:0.729621
[71]	train-auc:0.879478	valid-auc:0.729728
[72]	train-auc:0.880159	valid-auc:0.729989
[73]	train-auc:0.881033	valid-auc:0.730296
[74]	train-auc:0.881039	valid-auc:0.7304
[75]	train-auc:0.881326	valid-auc:0.730582
[76]	train-auc:0.882187	valid-auc:0.730984
[77]	train-auc:0.882567	valid-auc:0.730882
[78]	train-auc:0.883037	valid-auc:0.730917
[79]	train-auc:0.883799	valid-auc:0.731254
[80]	train-auc:0.8847	valid-auc:0.731561
[81]	train-auc:0.88549	valid-auc:0.731806
[82]	train-auc:0.886159	valid-auc:0.732007
[83]	train-auc:0.886428	valid-auc:0.732158
[84]	train-auc:0.886998	valid-auc:0.732355
[85]	train-auc:0.888062	valid-auc:0.732812
[86]	train-auc:0.888469	valid-auc:0.73299
[87]	train-auc:0.888735	valid-auc:0.732906
[88]	train-auc:0.889375	valid-auc:0.733118
[89]	train-auc:0.889612	valid-auc:0.733065
[90]	train-auc:0.890302	valid-auc:0.733363
[91]	train-auc:0.890834	valid-auc:0.733587
[92]	train-auc:0.891507	valid-auc:0.733756
[93]	train-auc:0.892287	valid-auc:0.734111
[94]	train-auc:0.892515	valid-auc:0.73408
[95]	train-auc:0.893371	valid-auc:0.734451
[96]	train-auc:0.893743	valid-auc:0.734607
[97]	train-auc:0.894088	valid-auc:0.73468
[98]	train-auc:0.894643	valid-auc:0.73496
[99]	train-auc:0.894671	valid-auc:0.734955
[100]	train-auc:0.894965	valid-auc:0.735228
[101]	train-auc:0.895437	valid-auc:0.735465
[102]	train-auc:0.896494	valid-auc:0.735987
[103]	train-auc:0.89667	valid-auc:0.735969
[104]	train-auc:0.89709	valid-auc:0.736212
[105]	train-auc:0.897568	valid-auc:0.73625
[106]	train-auc:0.898192	valid-auc:0.736503
[107]	train-auc:0.898887	valid-auc:0.736645
[108]	train-auc:0.899677	valid-auc:0.736833
[109]	train-auc:0.899994	valid-auc:0.736997
[110]	train-auc:0.900144	valid-auc:0.737136
[111]	train-auc:0.901024	valid-auc:0.73751
[112]	train-auc:0.901834	valid-auc:0.737771
[113]	train-auc:0.901972	valid-auc:0.737764
[114]	train-auc:0.902595	valid-auc:0.738066
[115]	train-auc:0.903516	valid-auc:0.738422
[116]	train-auc:0.903839	valid-auc:0.738584
[117]	train-auc:0.904156	valid-auc:0.738651
[118]	train-auc:0.904252	valid-auc:0.738709
[119]	train-auc:0.90539	valid-auc:0.739151
[120]	train-auc:0.905764	valid-auc:0.739421
[121]	train-auc:0.90596	valid-auc:0.7394
[122]	train-auc:0.906482	valid-auc:0.739621
[123]	train-auc:0.906956	valid-auc:0.739743
[124]	train-auc:0.907577	valid-auc:0.740031
[125]	train-auc:0.907885	valid-auc:0.74014
[126]	train-auc:0.90824	valid-auc:0.740349
[127]	train-auc:0.908593	valid-auc:0.740509
[128]	train-auc:0.909079	valid-auc:0.740605
[129]	train-auc:0.910072	valid-auc:0.74112
[130]	train-auc:0.91074	valid-auc:0.741456
[131]	train-auc:0.910818	valid-auc:0.741504
[132]	train-auc:0.911511	valid-auc:0.741843
[133]	train-auc:0.911961	valid-auc:0.74191
[134]	train-auc:0.912277	valid-auc:0.742096
[135]	train-auc:0.912886	valid-auc:0.742362
[136]	train-auc:0.913346	valid-auc:0.74252
[137]	train-auc:0.913964	valid-auc:0.742708
[138]	train-auc:0.913987	valid-auc:0.742671
[139]	train-auc:0.914723	valid-auc:0.743078
[140]	train-auc:0.915079	valid-auc:0.743275
[141]	train-auc:0.915328	valid-auc:0.74341
[142]	train-auc:0.915879	valid-auc:0.743454
[143]	train-auc:0.916352	valid-auc:0.743678
[144]	train-auc:0.916924	valid-auc:0.743811
[145]	train-auc:0.91756	valid-auc:0.743971
[146]	train-auc:0.91801	valid-auc:0.743992
[147]	train-auc:0.918491	valid-auc:0.744154
[148]	train-auc:0.918509	valid-auc:0.744211
[149]	train-auc:0.918816	valid-auc:0.74427
[150]	train-auc:0.919069	valid-auc:0.744387
[151]	train-auc:0.919379	valid-auc:0.744456
[152]	train-auc:0.91983	valid-auc:0.744498
[153]	train-auc:0.920076	valid-auc:0.74454
[154]	train-auc:0.920354	valid-auc:0.744564
[155]	train-auc:0.920943	valid-auc:0.744784
[156]	train-auc:0.921147	valid-auc:0.744765
[157]	train-auc:0.921489	valid-auc:0.744825
[158]	train-auc:0.921974	valid-auc:0.745048
[159]	train-auc:0.922527	valid-auc:0.745232
[160]	train-auc:0.922834	valid-auc:0.745331
[161]	train-auc:0.923192	valid-auc:0.745425
[162]	train-auc:0.923272	valid-auc:0.745476
[163]	train-auc:0.923644	valid-auc:0.745564
[164]	train-auc:0.923773	valid-auc:0.745643
[165]	train-auc:0.924052	valid-auc:0.745759
[166]	train-auc:0.924396	valid-auc:0.745985
[167]	train-auc:0.924885	valid-auc:0.746191
[168]	train-auc:0.925212	valid-auc:0.746324
[169]	train-auc:0.925685	valid-auc:0.746573
[170]	train-auc:0.925931	valid-auc:0.74654
[171]	train-auc:0.926361	valid-auc:0.746823
[172]	train-auc:0.926851	valid-auc:0.746809
[173]	train-auc:0.926986	valid-auc:0.746834
[174]	train-auc:0.927342	valid-auc:0.747008
[175]	train-auc:0.927714	valid-auc:0.747146
[176]	train-auc:0.928029	valid-auc:0.747253
[177]	train-auc:0.928288	valid-auc:0.74729
[178]	train-auc:0.928392	valid-auc:0.747319
[179]	train-auc:0.92874	valid-auc:0.747571
[180]	train-auc:0.928939	valid-auc:0.74763
[181]	train-auc:0.929441	valid-auc:0.747788
[182]	train-auc:0.929757	valid-auc:0.74785
[183]	train-auc:0.930198	valid-auc:0.748003
[184]	train-auc:0.930781	valid-auc:0.748246
[185]	train-auc:0.931294	valid-auc:0.748483
[186]	train-auc:0.931729	valid-auc:0.748641
[187]	train-auc:0.931929	valid-auc:0.748729
[188]	train-auc:0.932196	valid-auc:0.748843
[189]	train-auc:0.932463	valid-auc:0.748997
[190]	train-auc:0.932626	valid-auc:0.749147
[191]	train-auc:0.933049	valid-auc:0.749367
[192]	train-auc:0.933593	valid-auc:0.749634
[193]	train-auc:0.933796	valid-auc:0.749777
[194]	train-auc:0.934164	valid-auc:0.749782
[195]	train-auc:0.934401	valid-auc:0.749741
[196]	train-auc:0.93452	valid-auc:0.74979
[197]	train-auc:0.934752	valid-auc:0.749822
[198]	train-auc:0.935234	valid-auc:0.749995
[199]	train-auc:0.935441	valid-auc:0.750027
[200]	train-auc:0.935497	valid-auc:0.750125
[201]	train-auc:0.935902	valid-auc:0.750269
[202]	train-auc:0.936111	valid-auc:0.750259
[203]	train-auc:0.936217	valid-auc:0.750284
[204]	train-auc:0.936677	valid-auc:0.750347
[205]	train-auc:0.936953	valid-auc:0.750373
[206]	train-auc:0.937275	valid-auc:0.750495
[207]	train-auc:0.937849	valid-auc:0.750674
[208]	train-auc:0.938007	valid-auc:0.750753
[209]	train-auc:0.938262	valid-auc:0.750722
[210]	train-auc:0.938342	valid-auc:0.750719
[211]	train-auc:0.938454	valid-auc:0.750649
[212]	train-auc:0.938725	valid-auc:0.750706
[213]	train-auc:0.938876	valid-auc:0.750962
[214]	train-auc:0.939136	valid-auc:0.750881
[215]	train-auc:0.939452	valid-auc:0.751031
[216]	train-auc:0.940084	valid-auc:0.751194
[217]	train-auc:0.94037	valid-auc:0.75142
[218]	train-auc:0.940775	valid-auc:0.751551
[219]	train-auc:0.941141	valid-auc:0.751804
[220]	train-auc:0.941398	valid-auc:0.751886
[221]	train-auc:0.941615	valid-auc:0.751757
[222]	train-auc:0.941861	valid-auc:0.751859
[223]	train-auc:0.941925	valid-auc:0.751909
[224]	train-auc:0.942002	valid-auc:0.752007
[225]	train-auc:0.942347	valid-auc:0.752161
[226]	train-auc:0.942585	valid-auc:0.752208
[227]	train-auc:0.942809	valid-auc:0.752212
[228]	train-auc:0.942838	valid-auc:0.752218
[229]	train-auc:0.943046	valid-auc:0.752233
[230]	train-auc:0.943354	valid-auc:0.752203
[231]	train-auc:0.943531	valid-auc:0.752209
[232]	train-auc:0.94379	valid-auc:0.752365
[233]	train-auc:0.943984	valid-auc:0.752484
[234]	train-auc:0.944148	valid-auc:0.752582
[235]	train-auc:0.94433	valid-auc:0.752611
[236]	train-auc:0.944405	valid-auc:0.752609
[237]	train-auc:0.944763	valid-auc:0.752564
[238]	train-auc:0.944793	valid-auc:0.752583
[239]	train-auc:0.945124	valid-auc:0.752735
[240]	train-auc:0.945323	valid-auc:0.752851
[241]	train-auc:0.945435	valid-auc:0.752927
[242]	train-auc:0.945813	valid-auc:0.753106
[243]	train-auc:0.946169	valid-auc:0.753315
[244]	train-auc:0.946351	valid-auc:0.753275
[245]	train-auc:0.946508	valid-auc:0.753283
[246]	train-auc:0.946705	valid-auc:0.753327
[247]	train-auc:0.947007	valid-auc:0.75337
[248]	train-auc:0.947258	valid-auc:0.753539
[249]	train-auc:0.947368	valid-auc:0.753509
[250]	train-auc:0.947534	valid-auc:0.753533
[251]	train-auc:0.94772	valid-auc:0.753668
[252]	train-auc:0.947798	valid-auc:0.753682
[253]	train-auc:0.948148	valid-auc:0.753792
[254]	train-auc:0.948407	valid-auc:0.753944
[255]	train-auc:0.94859	valid-auc:0.754056
[256]	train-auc:0.948739	valid-auc:0.754154
[257]	train-auc:0.949095	valid-auc:0.754203
[258]	train-auc:0.949203	valid-auc:0.754235
[259]	train-auc:0.949357	valid-auc:0.75421
[260]	train-auc:0.949736	valid-auc:0.754289
[261]	train-auc:0.949919	valid-auc:0.754427
[262]	train-auc:0.950123	valid-auc:0.754325
[263]	train-auc:0.950514	valid-auc:0.754406
[264]	train-auc:0.950722	valid-auc:0.754392
[265]	train-auc:0.950794	valid-auc:0.754498
[266]	train-auc:0.950966	valid-auc:0.754573
[267]	train-auc:0.95107	valid-auc:0.754663
[268]	train-auc:0.951196	valid-auc:0.754709
[269]	train-auc:0.951487	valid-auc:0.754959
[270]	train-auc:0.951608	valid-auc:0.754911
[271]	train-auc:0.951807	valid-auc:0.7552
[272]	train-auc:0.951979	valid-auc:0.755216
[273]	train-auc:0.952047	valid-auc:0.75528
[274]	train-auc:0.952248	valid-auc:0.755434
[275]	train-auc:0.952383	valid-auc:0.755382
[276]	train-auc:0.952583	valid-auc:0.755438
[277]	train-auc:0.952718	valid-auc:0.755482
[278]	train-auc:0.953074	valid-auc:0.755493
[279]	train-auc:0.953097	valid-auc:0.755526
[280]	train-auc:0.953254	valid-auc:0.755636
[281]	train-auc:0.953438	valid-auc:0.75571
[282]	train-auc:0.953592	valid-auc:0.755785
[283]	train-auc:0.953837	valid-auc:0.755865
[284]	train-auc:0.953957	valid-auc:0.755942
[285]	train-auc:0.954026	valid-auc:0.755895
[286]	train-auc:0.95416	valid-auc:0.755954
[287]	train-auc:0.954315	valid-auc:0.755957
[288]	train-auc:0.954522	valid-auc:0.755947
[289]	train-auc:0.954689	valid-auc:0.755946
[290]	train-auc:0.954863	valid-auc:0.75594
[291]	train-auc:0.954949	valid-auc:0.756024
[292]	train-auc:0.955358	valid-auc:0.756299
[293]	train-auc:0.955555	valid-auc:0.756269
[294]	train-auc:0.955621	valid-auc:0.7563
[295]	train-auc:0.955906	valid-auc:0.756366
[296]	train-auc:0.95609	valid-auc:0.756364
[297]	train-auc:0.95625	valid-auc:0.756493
[298]	train-auc:0.956341	valid-auc:0.756518
[299]	train-auc:0.956576	valid-auc:0.756645
[300]	train-auc:0.956592	valid-auc:0.756576
[301]	train-auc:0.956786	valid-auc:0.756683
[302]	train-auc:0.957125	valid-auc:0.75683
[303]	train-auc:0.957183	valid-auc:0.756884
[304]	train-auc:0.95741	valid-auc:0.757
[305]	train-auc:0.95758	valid-auc:0.757095
[306]	train-auc:0.957698	valid-auc:0.757205
[307]	train-auc:0.95785	valid-auc:0.757266
[308]	train-auc:0.957989	valid-auc:0.757268
[309]	train-auc:0.958133	valid-auc:0.757334
[310]	train-auc:0.958202	valid-auc:0.757441
[311]	train-auc:0.958314	valid-auc:0.75743
[312]	train-auc:0.958489	valid-auc:0.757446
[313]	train-auc:0.95861	valid-auc:0.757477
[314]	train-auc:0.958828	valid-auc:0.757555
[315]	train-auc:0.959005	valid-auc:0.757581
[316]	train-auc:0.959282	valid-auc:0.757699
[317]	train-auc:0.959326	valid-auc:0.757699
[318]	train-auc:0.959458	valid-auc:0.757822
[319]	train-auc:0.95956	valid-auc:0.757833
[320]	train-auc:0.959738	valid-auc:0.757865
[321]	train-auc:0.959931	valid-auc:0.757797
[322]	train-auc:0.960066	valid-auc:0.757968
[323]	train-auc:0.960096	valid-auc:0.757952
[324]	train-auc:0.960261	valid-auc:0.75803
[325]	train-auc:0.960424	valid-auc:0.758034
[326]	train-auc:0.960595	valid-auc:0.758061
[327]	train-auc:0.960686	valid-auc:0.758057
[328]	train-auc:0.960848	valid-auc:0.75821
[329]	train-auc:0.960993	valid-auc:0.758247
[330]	train-auc:0.96123	valid-auc:0.758308
[331]	train-auc:0.961368	valid-auc:0.758339
[332]	train-auc:0.961633	valid-auc:0.758466
[333]	train-auc:0.961957	valid-auc:0.758561
[334]	train-auc:0.962189	valid-auc:0.758739
[335]	train-auc:0.962359	valid-auc:0.758862
[336]	train-auc:0.96241	valid-auc:0.758848
[337]	train-auc:0.962665	valid-auc:0.75895
[338]	train-auc:0.962728	valid-auc:0.759004
[339]	train-auc:0.962933	valid-auc:0.759113
[340]	train-auc:0.963213	valid-auc:0.759214
[341]	train-auc:0.963261	valid-auc:0.759243
[342]	train-auc:0.963305	valid-auc:0.759268
[343]	train-auc:0.963423	valid-auc:0.759347
[344]	train-auc:0.963666	valid-auc:0.75951
[345]	train-auc:0.963701	valid-auc:0.75949
[346]	train-auc:0.963821	valid-auc:0.759531
[347]	train-auc:0.963846	valid-auc:0.759559
[348]	train-auc:0.963999	valid-auc:0.759608
[349]	train-auc:0.964125	valid-auc:0.759617
[350]	train-auc:0.964225	valid-auc:0.759591
[351]	train-auc:0.964369	valid-auc:0.759671
[352]	train-auc:0.964507	valid-auc:0.759701
[353]	train-auc:0.964688	valid-auc:0.759919
[354]	train-auc:0.964878	valid-auc:0.759965
[355]	train-auc:0.964991	valid-auc:0.760041
[356]	train-auc:0.965092	valid-auc:0.760108
[357]	train-auc:0.965191	valid-auc:0.76019
[358]	train-auc:0.965236	valid-auc:0.76014
[359]	train-auc:0.965336	valid-auc:0.760172
[360]	train-auc:0.965574	valid-auc:0.760281
[361]	train-auc:0.965737	valid-auc:0.760293
[362]	train-auc:0.96595	valid-auc:0.760324
[363]	train-auc:0.966067	valid-auc:0.760409
[364]	train-auc:0.966186	valid-auc:0.760411
[365]	train-auc:0.966248	valid-auc:0.76041
[366]	train-auc:0.966331	valid-auc:0.760434
[367]	train-auc:0.96653	valid-auc:0.760435
[368]	train-auc:0.966637	valid-auc:0.760466
[369]	train-auc:0.966835	valid-auc:0.760567
[370]	train-auc:0.9671	valid-auc:0.76072
[371]	train-auc:0.967231	valid-auc:0.760774
[372]	train-auc:0.967313	valid-auc:0.760829
[373]	train-auc:0.967384	valid-auc:0.760866
[374]	train-auc:0.967477	valid-auc:0.760945
[375]	train-auc:0.967581	valid-auc:0.761035
[376]	train-auc:0.967799	valid-auc:0.76119
[377]	train-auc:0.967868	valid-auc:0.761238
[378]	train-auc:0.968004	valid-auc:0.761416
[379]	train-auc:0.968057	valid-auc:0.761437
[380]	train-auc:0.968093	valid-auc:0.761437
[381]	train-auc:0.968197	valid-auc:0.761577
[382]	train-auc:0.96834	valid-auc:0.761518
[383]	train-auc:0.968469	valid-auc:0.761493
[384]	train-auc:0.968574	valid-auc:0.761491
[385]	train-auc:0.968649	valid-auc:0.761477
[386]	train-auc:0.968842	valid-auc:0.761523
[387]	train-auc:0.969	valid-auc:0.761541
[388]	train-auc:0.969034	valid-auc:0.76156
[389]	train-auc:0.969138	valid-auc:0.761629
[390]	train-auc:0.969293	valid-auc:0.761739
[391]	train-auc:0.969412	valid-auc:0.761839
[392]	train-auc:0.969457	valid-auc:0.761793
[393]	train-auc:0.969533	valid-auc:0.761824
[394]	train-auc:0.969626	valid-auc:0.761752
[395]	train-auc:0.969684	valid-auc:0.761728
[396]	train-auc:0.969769	valid-auc:0.761812
[397]	train-auc:0.969911	valid-auc:0.761962
[398]	train-auc:0.969968	valid-auc:0.761949
[399]	train-auc:0.970021	valid-auc:0.761944
[400]	train-auc:0.97013	valid-auc:0.76193
[401]	train-auc:0.970198	valid-auc:0.762032
[402]	train-auc:0.970304	valid-auc:0.76208
[403]	train-auc:0.970483	valid-auc:0.762204
[404]	train-auc:0.970602	valid-auc:0.762322
[405]	train-auc:0.97068	valid-auc:0.76229
[406]	train-auc:0.970768	valid-auc:0.762224
[407]	train-auc:0.970783	valid-auc:0.762279
[408]	train-auc:0.970885	valid-auc:0.762288
[409]	train-auc:0.9709	valid-auc:0.762305
[410]	train-auc:0.971022	valid-auc:0.762361
[411]	train-auc:0.971104	valid-auc:0.762407
[412]	train-auc:0.971204	valid-auc:0.762402
[413]	train-auc:0.97132	valid-auc:0.762475
[414]	train-auc:0.971409	valid-auc:0.762437
[415]	train-auc:0.971518	valid-auc:0.762425
[416]	train-auc:0.971606	valid-auc:0.762418
[417]	train-auc:0.971729	valid-auc:0.762528
[418]	train-auc:0.971819	valid-auc:0.762598
[419]	train-auc:0.971902	valid-auc:0.762624
[420]	train-auc:0.971984	valid-auc:0.762749
[421]	train-auc:0.9721	valid-auc:0.762844
[422]	train-auc:0.972189	valid-auc:0.762891
[423]	train-auc:0.972212	valid-auc:0.762876
[424]	train-auc:0.972303	valid-auc:0.762937
[425]	train-auc:0.972336	valid-auc:0.762915
[426]	train-auc:0.972367	valid-auc:0.762893
[427]	train-auc:0.972421	valid-auc:0.762966
[428]	train-auc:0.97254	valid-auc:0.762979
[429]	train-auc:0.972652	valid-auc:0.762994
[430]	train-auc:0.972665	valid-auc:0.762965
[431]	train-auc:0.972725	valid-auc:0.763011
[432]	train-auc:0.972841	valid-auc:0.763104
[433]	train-auc:0.972969	valid-auc:0.763117
[434]	train-auc:0.972984	valid-auc:0.763179
[435]	train-auc:0.973127	valid-auc:0.763198
[436]	train-auc:0.973186	valid-auc:0.763244
[437]	train-auc:0.973242	valid-auc:0.76329
[438]	train-auc:0.973352	valid-auc:0.763359
[439]	train-auc:0.973442	valid-auc:0.763433
[440]	train-auc:0.973548	valid-auc:0.763645
[441]	train-auc:0.973569	valid-auc:0.763659
[442]	train-auc:0.973603	valid-auc:0.763688
[443]	train-auc:0.973646	valid-auc:0.763648
[444]	train-auc:0.973767	valid-auc:0.763714
[445]	train-auc:0.973864	valid-auc:0.763794
[446]	train-auc:0.973983	valid-auc:0.763797
[447]	train-auc:0.974072	valid-auc:0.763744
[448]	train-auc:0.974124	valid-auc:0.76376
[449]	train-auc:0.974243	valid-auc:0.763846
[450]	train-auc:0.974358	valid-auc:0.763782
[451]	train-auc:0.974503	valid-auc:0.7637
[452]	train-auc:0.974541	valid-auc:0.763746
[453]	train-auc:0.974641	valid-auc:0.763813
[454]	train-auc:0.974694	valid-auc:0.763821
[455]	train-auc:0.974758	valid-auc:0.763805
[456]	train-auc:0.974861	valid-auc:0.763794
[457]	train-auc:0.974946	valid-auc:0.763788
[458]	train-auc:0.975101	valid-auc:0.76382
[459]	train-auc:0.975194	valid-auc:0.763881
[460]	train-auc:0.975251	valid-auc:0.763894
[461]	train-auc:0.975362	valid-auc:0.763906
[462]	train-auc:0.975462	valid-auc:0.763996
[463]	train-auc:0.975518	valid-auc:0.763915
[464]	train-auc:0.975568	valid-auc:0.763973
[465]	train-auc:0.975672	valid-auc:0.764043
[466]	train-auc:0.975788	valid-auc:0.764041
[467]	train-auc:0.97586	valid-auc:0.763992
[468]	train-auc:0.975901	valid-auc:0.764018
[469]	train-auc:0.975956	valid-auc:0.76405
[470]	train-auc:0.976004	valid-auc:0.764001
[471]	train-auc:0.976124	valid-auc:0.764108
[472]	train-auc:0.976156	valid-auc:0.764084
[473]	train-auc:0.976214	valid-auc:0.764082
[474]	train-auc:0.97623	valid-auc:0.764093
[475]	train-auc:0.976281	valid-auc:0.764152
[476]	train-auc:0.976303	valid-auc:0.764136
[477]	train-auc:0.976307	valid-auc:0.76416
[478]	train-auc:0.97638	valid-auc:0.764134
[479]	train-auc:0.976446	valid-auc:0.764293
[480]	train-auc:0.976565	valid-auc:0.764313
[481]	train-auc:0.976686	valid-auc:0.76427
[482]	train-auc:0.976725	valid-auc:0.76432
[483]	train-auc:0.976802	valid-auc:0.764315
[484]	train-auc:0.976898	valid-auc:0.76435
[485]	train-auc:0.976919	valid-auc:0.764361
[486]	train-auc:0.97699	valid-auc:0.764313
[487]	train-auc:0.977054	valid-auc:0.764291
[488]	train-auc:0.977094	valid-auc:0.764259
[489]	train-auc:0.977155	valid-auc:0.764254
[490]	train-auc:0.977196	valid-auc:0.764251
[491]	train-auc:0.977222	valid-auc:0.764244
[492]	train-auc:0.977254	valid-auc:0.764309
[493]	train-auc:0.97734	valid-auc:0.764357
[494]	train-auc:0.977373	valid-auc:0.764382
[495]	train-auc:0.977448	valid-auc:0.764403
[496]	train-auc:0.977531	valid-auc:0.764433
[497]	train-auc:0.977591	valid-auc:0.764448
[498]	train-auc:0.977639	valid-auc:0.764514
[499]	train-auc:0.977734	valid-auc:0.764633
[500]	train-auc:0.977801	valid-auc:0.76469
[501]	train-auc:0.977875	valid-auc:0.764784
[502]	train-auc:0.977877	valid-auc:0.764818
[503]	train-auc:0.97797	valid-auc:0.76496
[504]	train-auc:0.977985	valid-auc:0.765025
[505]	train-auc:0.977995	valid-auc:0.765055
[506]	train-auc:0.978129	valid-auc:0.765077
[507]	train-auc:0.978195	valid-auc:0.765173
[508]	train-auc:0.978243	valid-auc:0.765246
[509]	train-auc:0.978296	valid-auc:0.765308
[510]	train-auc:0.978318	valid-auc:0.765341
[511]	train-auc:0.978366	valid-auc:0.765364
[512]	train-auc:0.978451	valid-auc:0.765394
[513]	train-auc:0.978499	valid-auc:0.765407
[514]	train-auc:0.978552	valid-auc:0.765386
[515]	train-auc:0.978632	valid-auc:0.765473
[516]	train-auc:0.978701	valid-auc:0.765498
[517]	train-auc:0.97876	valid-auc:0.765481
[518]	train-auc:0.978813	valid-auc:0.765512
[519]	train-auc:0.978853	valid-auc:0.765497
[520]	train-auc:0.97891	valid-auc:0.76551
[521]	train-auc:0.979001	valid-auc:0.765532
[522]	train-auc:0.979129	valid-auc:0.765522
[523]	train-auc:0.979207	valid-auc:0.765602
[524]	train-auc:0.979244	valid-auc:0.76557
[525]	train-auc:0.979325	valid-auc:0.765607
[526]	train-auc:0.979362	valid-auc:0.765649
[527]	train-auc:0.979478	valid-auc:0.765755
[528]	train-auc:0.979576	valid-auc:0.765782
[529]	train-auc:0.979622	valid-auc:0.765801
[530]	train-auc:0.97969	valid-auc:0.76588
[531]	train-auc:0.979792	valid-auc:0.765988
[532]	train-auc:0.979845	valid-auc:0.765969
[533]	train-auc:0.979896	valid-auc:0.76603
[534]	train-auc:0.97994	valid-auc:0.765989
[535]	train-auc:0.980009	valid-auc:0.765958
[536]	train-auc:0.980056	valid-auc:0.765938
[537]	train-auc:0.980096	valid-auc:0.765931
[538]	train-auc:0.980157	valid-auc:0.765989
[539]	train-auc:0.980252	valid-auc:0.766036
[540]	train-auc:0.980336	valid-auc:0.766116
[541]	train-auc:0.980467	valid-auc:0.766256
[542]	train-auc:0.980562	valid-auc:0.76627
[543]	train-auc:0.980639	valid-auc:0.766287
[544]	train-auc:0.980665	valid-auc:0.766329
[545]	train-auc:0.980763	valid-auc:0.766355
[546]	train-auc:0.980842	valid-auc:0.766495
[547]	train-auc:0.980883	valid-auc:0.766487
[548]	train-auc:0.980991	valid-auc:0.766441
[549]	train-auc:0.981062	valid-auc:0.76651
[550]	train-auc:0.981192	valid-auc:0.766602
[551]	train-auc:0.981313	valid-auc:0.766593
[552]	train-auc:0.981358	valid-auc:0.766629
[553]	train-auc:0.981414	valid-auc:0.76675
[554]	train-auc:0.981457	valid-auc:0.766733
[555]	train-auc:0.981515	valid-auc:0.766662
[556]	train-auc:0.981611	valid-auc:0.766693
[557]	train-auc:0.981709	valid-auc:0.766752
[558]	train-auc:0.981737	valid-auc:0.766777
[559]	train-auc:0.981788	valid-auc:0.766806
[560]	train-auc:0.981808	valid-auc:0.766817
[561]	train-auc:0.981913	valid-auc:0.766839
[562]	train-auc:0.981942	valid-auc:0.766814
[563]	train-auc:0.981945	valid-auc:0.766822
[564]	train-auc:0.982028	valid-auc:0.766938
[565]	train-auc:0.982116	valid-auc:0.767082
[566]	train-auc:0.982175	valid-auc:0.76712
[567]	train-auc:0.982255	valid-auc:0.76727
[568]	train-auc:0.982302	valid-auc:0.767311
[569]	train-auc:0.982336	valid-auc:0.76727
[570]	train-auc:0.982356	valid-auc:0.767258
[571]	train-auc:0.982384	valid-auc:0.767275
[572]	train-auc:0.982427	valid-auc:0.76734
[573]	train-auc:0.982522	valid-auc:0.767397
[574]	train-auc:0.98257	valid-auc:0.767491
[575]	train-auc:0.982624	valid-auc:0.767458
[576]	train-auc:0.982706	valid-auc:0.767611
[577]	train-auc:0.982744	valid-auc:0.767653
[578]	train-auc:0.98279	valid-auc:0.767733
[579]	train-auc:0.982818	valid-auc:0.767728
[580]	train-auc:0.982862	valid-auc:0.767754
[581]	train-auc:0.982899	valid-auc:0.767803
[582]	train-auc:0.982994	valid-auc:0.767925
[583]	train-auc:0.98306	valid-auc:0.767951
[584]	train-auc:0.983104	valid-auc:0.767985
[585]	train-auc:0.983155	valid-auc:0.768013
[586]	train-auc:0.98321	valid-auc:0.76805
[587]	train-auc:0.983284	valid-auc:0.768046
[588]	train-auc:0.983336	valid-auc:0.768066
[589]	train-auc:0.983377	valid-auc:0.768043
[590]	train-auc:0.983417	valid-auc:0.768038
[591]	train-auc:0.983424	valid-auc:0.768039
[592]	train-auc:0.983527	valid-auc:0.768016
[593]	train-auc:0.983609	valid-auc:0.768053
[594]	train-auc:0.983647	valid-auc:0.768067
[595]	train-auc:0.983699	valid-auc:0.768034
[596]	train-auc:0.983711	valid-auc:0.768026
[597]	train-auc:0.983793	valid-auc:0.768091
[598]	train-auc:0.983804	valid-auc:0.768085
[599]	train-auc:0.983847	valid-auc:0.768165
[600]	train-auc:0.983927	valid-auc:0.768157
[601]	train-auc:0.983994	valid-auc:0.768207
[602]	train-auc:0.984047	valid-auc:0.768255
[603]	train-auc:0.984086	valid-auc:0.768345
[604]	train-auc:0.984113	valid-auc:0.768325
[605]	train-auc:0.984169	valid-auc:0.768376
[606]	train-auc:0.98417	valid-auc:0.768372
[607]	train-auc:0.984223	valid-auc:0.768402
[608]	train-auc:0.984261	valid-auc:0.768488
[609]	train-auc:0.984354	valid-auc:0.768544
[610]	train-auc:0.984372	valid-auc:0.76859
[611]	train-auc:0.984421	valid-auc:0.768615
[612]	train-auc:0.984443	valid-auc:0.768638
[613]	train-auc:0.984489	valid-auc:0.768624
[614]	train-auc:0.984514	valid-auc:0.768614
[615]	train-auc:0.984568	valid-auc:0.768642
[616]	train-auc:0.984588	valid-auc:0.768656
[617]	train-auc:0.9846	valid-auc:0.768625
[618]	train-auc:0.984666	valid-auc:0.768608
[619]	train-auc:0.9847	valid-auc:0.76865
[620]	train-auc:0.98479	valid-auc:0.768779
[621]	train-auc:0.98485	valid-auc:0.768852
[622]	train-auc:0.984878	valid-auc:0.768918
[623]	train-auc:0.984936	valid-auc:0.769042
[624]	train-auc:0.984938	valid-auc:0.769029
[625]	train-auc:0.984985	valid-auc:0.769065
[626]	train-auc:0.985017	valid-auc:0.769061
[627]	train-auc:0.985068	valid-auc:0.76907
[628]	train-auc:0.98508	valid-auc:0.769085
[629]	train-auc:0.985115	valid-auc:0.769094
[630]	train-auc:0.985189	valid-auc:0.769099
[631]	train-auc:0.985199	valid-auc:0.769131
[632]	train-auc:0.985257	valid-auc:0.769242
[633]	train-auc:0.985275	valid-auc:0.769267
[634]	train-auc:0.985303	valid-auc:0.769306
[635]	train-auc:0.985334	valid-auc:0.769304
[636]	train-auc:0.98538	valid-auc:0.769271
[637]	train-auc:0.985423	valid-auc:0.769186
[638]	train-auc:0.98547	valid-auc:0.769206
[639]	train-auc:0.985512	valid-auc:0.769177
[640]	train-auc:0.985568	valid-auc:0.769246
[641]	train-auc:0.985632	valid-auc:0.769425
[642]	train-auc:0.985676	valid-auc:0.769481
[643]	train-auc:0.985729	valid-auc:0.769589
[644]	train-auc:0.985784	valid-auc:0.769585
[645]	train-auc:0.985884	valid-auc:0.769581
[646]	train-auc:0.985878	valid-auc:0.769583
[647]	train-auc:0.985895	valid-auc:0.769562
[648]	train-auc:0.985934	valid-auc:0.769602
[649]	train-auc:0.985979	valid-auc:0.7696
[650]	train-auc:0.986025	valid-auc:0.769613
[651]	train-auc:0.986064	valid-auc:0.769608
[652]	train-auc:0.986075	valid-auc:0.769626
[653]	train-auc:0.986144	valid-auc:0.769638
[654]	train-auc:0.986192	valid-auc:0.769562
[655]	train-auc:0.986248	valid-auc:0.769537
[656]	train-auc:0.986267	valid-auc:0.769563
[657]	train-auc:0.986288	valid-auc:0.769557
[658]	train-auc:0.986327	valid-auc:0.769542
[659]	train-auc:0.986329	valid-auc:0.769536
[660]	train-auc:0.986409	valid-auc:0.769533
[661]	train-auc:0.98643	valid-auc:0.769572
[662]	train-auc:0.986472	valid-auc:0.769608
[663]	train-auc:0.986549	valid-auc:0.769692
[664]	train-auc:0.986626	valid-auc:0.769702
[665]	train-auc:0.986688	valid-auc:0.769743
[666]	train-auc:0.986712	valid-auc:0.769811
[667]	train-auc:0.986749	valid-auc:0.769813
[668]	train-auc:0.986761	valid-auc:0.769773
[669]	train-auc:0.986812	valid-auc:0.769705
[670]	train-auc:0.98688	valid-auc:0.769726
[671]	train-auc:0.986915	valid-auc:0.769774
[672]	train-auc:0.986942	valid-auc:0.769766
[673]	train-auc:0.987031	valid-auc:0.769884
[674]	train-auc:0.987083	valid-auc:0.770006
[675]	train-auc:0.987099	valid-auc:0.770047
[676]	train-auc:0.987125	valid-auc:0.770063
[677]	train-auc:0.987196	valid-auc:0.770055
[678]	train-auc:0.987205	valid-auc:0.770064
[679]	train-auc:0.987219	valid-auc:0.770099
[680]	train-auc:0.987251	valid-auc:0.770198
[681]	train-auc:0.98728	valid-auc:0.770181
[682]	train-auc:0.9873	valid-auc:0.770243
[683]	train-auc:0.987348	valid-auc:0.77021
[684]	train-auc:0.987351	valid-auc:0.770196
[685]	train-auc:0.987449	valid-auc:0.770257
[686]	train-auc:0.987459	valid-auc:0.770258
[687]	train-auc:0.987481	valid-auc:0.770318
[688]	train-auc:0.987504	valid-auc:0.770301
[689]	train-auc:0.987544	valid-auc:0.770303
[690]	train-auc:0.987563	valid-auc:0.770317
[691]	train-auc:0.987578	valid-auc:0.770317
[692]	train-auc:0.987606	valid-auc:0.770344
[693]	train-auc:0.987673	valid-auc:0.770336
[694]	train-auc:0.987707	valid-auc:0.770331
[695]	train-auc:0.987732	valid-auc:0.77035
[696]	train-auc:0.987777	valid-auc:0.770444
[697]	train-auc:0.987794	valid-auc:0.770447
[698]	train-auc:0.987797	valid-auc:0.770435
[699]	train-auc:0.987826	valid-auc:0.770449
[700]	train-auc:0.987846	valid-auc:0.770484
[701]	train-auc:0.987857	valid-auc:0.770482
[702]	train-auc:0.987898	valid-auc:0.770553
[703]	train-auc:0.987933	valid-auc:0.770588
[704]	train-auc:0.987959	valid-auc:0.770597
[705]	train-auc:0.987991	valid-auc:0.770588
[706]	train-auc:0.987999	valid-auc:0.770592
[707]	train-auc:0.98805	valid-auc:0.770602
[708]	train-auc:0.988077	valid-auc:0.770559
[709]	train-auc:0.988094	valid-auc:0.770553
[710]	train-auc:0.98811	valid-auc:0.770548
[711]	train-auc:0.988138	valid-auc:0.770597
[712]	train-auc:0.988164	valid-auc:0.770626
[713]	train-auc:0.988193	valid-auc:0.770633
[714]	train-auc:0.988215	valid-auc:0.770617
[715]	train-auc:0.98828	valid-auc:0.770675
[716]	train-auc:0.988369	valid-auc:0.770735
[717]	train-auc:0.98844	valid-auc:0.770682
[718]	train-auc:0.988474	valid-auc:0.770692
[719]	train-auc:0.98851	valid-auc:0.770716
[720]	train-auc:0.988539	valid-auc:0.770738
[721]	train-auc:0.988548	valid-auc:0.770762
[722]	train-auc:0.988585	valid-auc:0.770753
[723]	train-auc:0.988618	valid-auc:0.770731
[724]	train-auc:0.988647	valid-auc:0.770713
[725]	train-auc:0.988653	valid-auc:0.770711
[726]	train-auc:0.988698	valid-auc:0.770761
[727]	train-auc:0.988728	valid-auc:0.770835
[728]	train-auc:0.988755	valid-auc:0.770947
[729]	train-auc:0.988798	valid-auc:0.770981
[730]	train-auc:0.988807	valid-auc:0.771038
[731]	train-auc:0.988849	valid-auc:0.771086
[732]	train-auc:0.988858	valid-auc:0.771056
[733]	train-auc:0.988897	valid-auc:0.771052
[734]	train-auc:0.98897	valid-auc:0.771167
[735]	train-auc:0.988999	valid-auc:0.771125
[736]	train-auc:0.989011	valid-auc:0.771095
[737]	train-auc:0.98902	valid-auc:0.771091
[738]	train-auc:0.989069	valid-auc:0.771014
[739]	train-auc:0.989078	valid-auc:0.771054
[740]	train-auc:0.989102	valid-auc:0.77113
[741]	train-auc:0.989117	valid-auc:0.771154
[742]	train-auc:0.989157	valid-auc:0.771191
[743]	train-auc:0.989199	valid-auc:0.771278
[744]	train-auc:0.989245	valid-auc:0.771296
[745]	train-auc:0.989258	valid-auc:0.771287
[746]	train-auc:0.989269	valid-auc:0.771259
[747]	train-auc:0.989299	valid-auc:0.771246
[748]	train-auc:0.989332	valid-auc:0.771269
[749]	train-auc:0.989355	valid-auc:0.771244
[750]	train-auc:0.989375	valid-auc:0.771204
[751]	train-auc:0.98939	valid-auc:0.771213
[752]	train-auc:0.989426	valid-auc:0.771211
[753]	train-auc:0.989442	valid-auc:0.771172
[754]	train-auc:0.989447	valid-auc:0.771234
[755]	train-auc:0.98947	valid-auc:0.771264
[756]	train-auc:0.98949	valid-auc:0.771222
[757]	train-auc:0.989506	valid-auc:0.771182
[758]	train-auc:0.989561	valid-auc:0.771128
[759]	train-auc:0.989569	valid-auc:0.771074
[760]	train-auc:0.989586	valid-auc:0.771115
[761]	train-auc:0.989604	valid-auc:0.771089
[762]	train-auc:0.989611	valid-auc:0.771028
[763]	train-auc:0.989633	valid-auc:0.771056
[764]	train-auc:0.989668	valid-auc:0.771072
[765]	train-auc:0.989721	valid-auc:0.771102
[766]	train-auc:0.98974	valid-auc:0.771103
[767]	train-auc:0.989796	valid-auc:0.771064
[768]	train-auc:0.989833	valid-auc:0.771039
[769]	train-auc:0.98985	valid-auc:0.771013
[770]	train-auc:0.989882	valid-auc:0.771036
[771]	train-auc:0.989891	valid-auc:0.771001
[772]	train-auc:0.989948	valid-auc:0.771044
[773]	train-auc:0.989979	valid-auc:0.77107
[774]	train-auc:0.990002	valid-auc:0.771063
[775]	train-auc:0.990016	valid-auc:0.771084
[776]	train-auc:0.990037	valid-auc:0.771059
[777]	train-auc:0.990057	valid-auc:0.771102
[778]	train-auc:0.990081	valid-auc:0.771116
[779]	train-auc:0.990133	valid-auc:0.771092
[780]	train-auc:0.990146	valid-auc:0.771043
[781]	train-auc:0.990162	valid-auc:0.771079
[782]	train-auc:0.990185	valid-auc:0.771053
[783]	train-auc:0.990201	valid-auc:0.771064
[784]	train-auc:0.990215	valid-auc:0.771041
[785]	train-auc:0.990251	valid-auc:0.771075
[786]	train-auc:0.990262	valid-auc:0.771081
[787]	train-auc:0.990272	valid-auc:0.771107
[788]	train-auc:0.990331	valid-auc:0.771088
[789]	train-auc:0.990357	valid-auc:0.771114
[790]	train-auc:0.990391	valid-auc:0.771103
[791]	train-auc:0.990439	valid-auc:0.771155
[792]	train-auc:0.99045	valid-auc:0.771135
[793]	train-auc:0.990482	valid-auc:0.771205
[794]	train-auc:0.990504	valid-auc:0.77129
Stopping. Best iteration:
[744]	train-auc:0.989245	valid-auc:0.771296

[mlcrate] Finished training fold 5 - took 1m28s - running score 0.7764846666666667
[mlcrate] Running fold 6, 62699 train samples, 10448 validation samples
[0]	train-auc:0.743067	valid-auc:0.677507
Multiple eval metrics have been passed: 'valid-auc' will be used for early stopping.

Will train until valid-auc hasn't improved in 50 rounds.
[1]	train-auc:0.766071	valid-auc:0.692311
[2]	train-auc:0.772378	valid-auc:0.701529
[3]	train-auc:0.78299	valid-auc:0.705493
[4]	train-auc:0.787034	valid-auc:0.708906
[5]	train-auc:0.78847	valid-auc:0.711902
[6]	train-auc:0.790769	valid-auc:0.712879
[7]	train-auc:0.795695	valid-auc:0.715997
[8]	train-auc:0.796571	valid-auc:0.717465
[9]	train-auc:0.799307	valid-auc:0.717479
[10]	train-auc:0.802216	valid-auc:0.718341
[11]	train-auc:0.804251	valid-auc:0.719143
[12]	train-auc:0.807719	valid-auc:0.719385
[13]	train-auc:0.809882	valid-auc:0.72012
[14]	train-auc:0.810474	valid-auc:0.720731
[15]	train-auc:0.812238	valid-auc:0.721938
[16]	train-auc:0.814804	valid-auc:0.723415
[17]	train-auc:0.816459	valid-auc:0.72392
[18]	train-auc:0.817834	valid-auc:0.723829
[19]	train-auc:0.819038	valid-auc:0.724036
[20]	train-auc:0.820708	valid-auc:0.724855
[21]	train-auc:0.822719	valid-auc:0.725673
[22]	train-auc:0.82399	valid-auc:0.726361
[23]	train-auc:0.824512	valid-auc:0.726554
[24]	train-auc:0.825901	valid-auc:0.727039
[25]	train-auc:0.828212	valid-auc:0.727678
[26]	train-auc:0.829908	valid-auc:0.728398
[27]	train-auc:0.830737	valid-auc:0.728913
[28]	train-auc:0.832616	valid-auc:0.729648
[29]	train-auc:0.834158	valid-auc:0.730002
[30]	train-auc:0.835915	valid-auc:0.730722
[31]	train-auc:0.83624	valid-auc:0.731073
[32]	train-auc:0.83824	valid-auc:0.731304
[33]	train-auc:0.839817	valid-auc:0.731602
[34]	train-auc:0.84106	valid-auc:0.731764
[35]	train-auc:0.842346	valid-auc:0.73215
[36]	train-auc:0.843724	valid-auc:0.732584
[37]	train-auc:0.845672	valid-auc:0.733031
[38]	train-auc:0.84671	valid-auc:0.733182
[39]	train-auc:0.847273	valid-auc:0.733469
[40]	train-auc:0.848512	valid-auc:0.734051
[41]	train-auc:0.849526	valid-auc:0.734183
[42]	train-auc:0.850369	valid-auc:0.734835
[43]	train-auc:0.851673	valid-auc:0.735313
[44]	train-auc:0.852481	valid-auc:0.735383
[45]	train-auc:0.852981	valid-auc:0.735505
[46]	train-auc:0.853317	valid-auc:0.735777
[47]	train-auc:0.854628	valid-auc:0.736145
[48]	train-auc:0.855426	valid-auc:0.736284
[49]	train-auc:0.855929	valid-auc:0.736444
[50]	train-auc:0.856755	valid-auc:0.736817
[51]	train-auc:0.857676	valid-auc:0.737009
[52]	train-auc:0.859025	valid-auc:0.737376
[53]	train-auc:0.86031	valid-auc:0.737613
[54]	train-auc:0.861635	valid-auc:0.738067
[55]	train-auc:0.862615	valid-auc:0.73881
[56]	train-auc:0.863437	valid-auc:0.739241
[57]	train-auc:0.864012	valid-auc:0.739499
[58]	train-auc:0.865026	valid-auc:0.73965
[59]	train-auc:0.86602	valid-auc:0.740062
[60]	train-auc:0.866484	valid-auc:0.740336
[61]	train-auc:0.867346	valid-auc:0.740577
[62]	train-auc:0.868106	valid-auc:0.740629
[63]	train-auc:0.868934	valid-auc:0.741134
[64]	train-auc:0.870031	valid-auc:0.741539
[65]	train-auc:0.870743	valid-auc:0.741761
[66]	train-auc:0.871661	valid-auc:0.741847
[67]	train-auc:0.872699	valid-auc:0.742117
[68]	train-auc:0.873136	valid-auc:0.742281
[69]	train-auc:0.873368	valid-auc:0.742319
[70]	train-auc:0.874509	valid-auc:0.74246
[71]	train-auc:0.87495	valid-auc:0.742472
[72]	train-auc:0.875913	valid-auc:0.742909
[73]	train-auc:0.876994	valid-auc:0.743078
[74]	train-auc:0.877546	valid-auc:0.743174
[75]	train-auc:0.878448	valid-auc:0.743499
[76]	train-auc:0.879188	valid-auc:0.74359
[77]	train-auc:0.879591	valid-auc:0.743774
[78]	train-auc:0.880062	valid-auc:0.743892
[79]	train-auc:0.880817	valid-auc:0.744173
[80]	train-auc:0.881099	valid-auc:0.744137
[81]	train-auc:0.881824	valid-auc:0.744509
[82]	train-auc:0.882727	valid-auc:0.744913
[83]	train-auc:0.883144	valid-auc:0.745078
[84]	train-auc:0.884145	valid-auc:0.74559
[85]	train-auc:0.884495	valid-auc:0.745628
[86]	train-auc:0.884955	valid-auc:0.745774
[87]	train-auc:0.885778	valid-auc:0.746164
[88]	train-auc:0.886101	valid-auc:0.746276
[89]	train-auc:0.886527	valid-auc:0.746191
[90]	train-auc:0.88672	valid-auc:0.746241
[91]	train-auc:0.886896	valid-auc:0.746254
[92]	train-auc:0.887312	valid-auc:0.746411
[93]	train-auc:0.887567	valid-auc:0.746468
[94]	train-auc:0.888243	valid-auc:0.746592
[95]	train-auc:0.889217	valid-auc:0.747009
[96]	train-auc:0.889779	valid-auc:0.747247
[97]	train-auc:0.89017	valid-auc:0.747268
[98]	train-auc:0.890773	valid-auc:0.747585
[99]	train-auc:0.891846	valid-auc:0.748054
[100]	train-auc:0.892386	valid-auc:0.748151
[101]	train-auc:0.89311	valid-auc:0.748301
[102]	train-auc:0.893971	valid-auc:0.748583
[103]	train-auc:0.894556	valid-auc:0.748731
[104]	train-auc:0.89512	valid-auc:0.748691
[105]	train-auc:0.89576	valid-auc:0.748891
[106]	train-auc:0.89607	valid-auc:0.748896
[107]	train-auc:0.89624	valid-auc:0.749001
[108]	train-auc:0.89666	valid-auc:0.748966
[109]	train-auc:0.897321	valid-auc:0.749103
[110]	train-auc:0.897864	valid-auc:0.749278
[111]	train-auc:0.898437	valid-auc:0.74972
[112]	train-auc:0.899299	valid-auc:0.749919
[113]	train-auc:0.899611	valid-auc:0.750005
[114]	train-auc:0.89986	valid-auc:0.749908
[115]	train-auc:0.900318	valid-auc:0.750176
[116]	train-auc:0.900853	valid-auc:0.750235
[117]	train-auc:0.901455	valid-auc:0.750258
[118]	train-auc:0.902239	valid-auc:0.75048
[119]	train-auc:0.902948	valid-auc:0.750806
[120]	train-auc:0.903106	valid-auc:0.75078
[121]	train-auc:0.903657	valid-auc:0.750892
[122]	train-auc:0.903976	valid-auc:0.75101
[123]	train-auc:0.904563	valid-auc:0.751163
[124]	train-auc:0.904577	valid-auc:0.751174
[125]	train-auc:0.905347	valid-auc:0.751401
[126]	train-auc:0.905945	valid-auc:0.751552
[127]	train-auc:0.906036	valid-auc:0.751603
[128]	train-auc:0.906109	valid-auc:0.751569
[129]	train-auc:0.906765	valid-auc:0.751692
[130]	train-auc:0.90739	valid-auc:0.751967
[131]	train-auc:0.907469	valid-auc:0.751985
[132]	train-auc:0.908022	valid-auc:0.752205
[133]	train-auc:0.908575	valid-auc:0.7524
[134]	train-auc:0.909309	valid-auc:0.752695
[135]	train-auc:0.909722	valid-auc:0.753026
[136]	train-auc:0.910115	valid-auc:0.753263
[137]	train-auc:0.910498	valid-auc:0.753312
[138]	train-auc:0.910843	valid-auc:0.753574
[139]	train-auc:0.911498	valid-auc:0.753595
[140]	train-auc:0.91193	valid-auc:0.753778
[141]	train-auc:0.912103	valid-auc:0.753814
[142]	train-auc:0.912463	valid-auc:0.754009
[143]	train-auc:0.912843	valid-auc:0.754106
[144]	train-auc:0.913259	valid-auc:0.754282
[145]	train-auc:0.913714	valid-auc:0.754454
[146]	train-auc:0.914026	valid-auc:0.754372
[147]	train-auc:0.914281	valid-auc:0.754404
[148]	train-auc:0.914518	valid-auc:0.75443
[149]	train-auc:0.914828	valid-auc:0.754337
[150]	train-auc:0.915263	valid-auc:0.754509
[151]	train-auc:0.915761	valid-auc:0.754611
[152]	train-auc:0.916437	valid-auc:0.754962
[153]	train-auc:0.916955	valid-auc:0.755149
[154]	train-auc:0.917022	valid-auc:0.755195
[155]	train-auc:0.917274	valid-auc:0.755387
[156]	train-auc:0.917456	valid-auc:0.75547
[157]	train-auc:0.918089	valid-auc:0.755832
[158]	train-auc:0.918297	valid-auc:0.755925
[159]	train-auc:0.918684	valid-auc:0.756029
[160]	train-auc:0.918865	valid-auc:0.756059
[161]	train-auc:0.919048	valid-auc:0.756172
[162]	train-auc:0.919296	valid-auc:0.756154
[163]	train-auc:0.919723	valid-auc:0.756358
[164]	train-auc:0.920423	valid-auc:0.756644
[165]	train-auc:0.920552	valid-auc:0.756703
[166]	train-auc:0.920727	valid-auc:0.75684
[167]	train-auc:0.921194	valid-auc:0.757017
[168]	train-auc:0.921622	valid-auc:0.757094
[169]	train-auc:0.921747	valid-auc:0.757137
[170]	train-auc:0.922042	valid-auc:0.757426
[171]	train-auc:0.922131	valid-auc:0.757443
[172]	train-auc:0.922268	valid-auc:0.757548
[173]	train-auc:0.922467	valid-auc:0.757575
[174]	train-auc:0.922854	valid-auc:0.757667
[175]	train-auc:0.922952	valid-auc:0.757708
[176]	train-auc:0.923638	valid-auc:0.75798
[177]	train-auc:0.924015	valid-auc:0.758188
[178]	train-auc:0.924417	valid-auc:0.75823
[179]	train-auc:0.924499	valid-auc:0.758191
[180]	train-auc:0.924866	valid-auc:0.758347
[181]	train-auc:0.92509	valid-auc:0.758389
[182]	train-auc:0.925192	valid-auc:0.758417
[183]	train-auc:0.925539	valid-auc:0.758583
[184]	train-auc:0.92567	valid-auc:0.75859
[185]	train-auc:0.926202	valid-auc:0.758644
[186]	train-auc:0.926729	valid-auc:0.758793
[187]	train-auc:0.927054	valid-auc:0.75891
[188]	train-auc:0.927257	valid-auc:0.759008
[189]	train-auc:0.927722	valid-auc:0.759194
[190]	train-auc:0.928015	valid-auc:0.759262
[191]	train-auc:0.92849	valid-auc:0.759458
[192]	train-auc:0.92873	valid-auc:0.759445
[193]	train-auc:0.928818	valid-auc:0.759417
[194]	train-auc:0.929247	valid-auc:0.759431
[195]	train-auc:0.929787	valid-auc:0.759722
[196]	train-auc:0.930175	valid-auc:0.759873
[197]	train-auc:0.930321	valid-auc:0.759882
[198]	train-auc:0.930339	valid-auc:0.759861
[199]	train-auc:0.930678	valid-auc:0.759823
[200]	train-auc:0.930895	valid-auc:0.759817
[201]	train-auc:0.930949	valid-auc:0.759816
[202]	train-auc:0.931377	valid-auc:0.759964
[203]	train-auc:0.93139	valid-auc:0.759967
[204]	train-auc:0.931707	valid-auc:0.760043
[205]	train-auc:0.932128	valid-auc:0.760138
[206]	train-auc:0.932315	valid-auc:0.760231
[207]	train-auc:0.932607	valid-auc:0.76017
[208]	train-auc:0.932872	valid-auc:0.760418
[209]	train-auc:0.933076	valid-auc:0.760437
[210]	train-auc:0.933628	valid-auc:0.760446
[211]	train-auc:0.933753	valid-auc:0.760482
[212]	train-auc:0.933932	valid-auc:0.76043
[213]	train-auc:0.934184	valid-auc:0.760539
[214]	train-auc:0.93436	valid-auc:0.760664
[215]	train-auc:0.934865	valid-auc:0.760758
[216]	train-auc:0.93524	valid-auc:0.760669
[217]	train-auc:0.935353	valid-auc:0.76068
[218]	train-auc:0.935915	valid-auc:0.760787
[219]	train-auc:0.936399	valid-auc:0.760951
[220]	train-auc:0.936659	valid-auc:0.761059
[221]	train-auc:0.936969	valid-auc:0.761199
[222]	train-auc:0.937476	valid-auc:0.761325
[223]	train-auc:0.93788	valid-auc:0.761451
[224]	train-auc:0.938113	valid-auc:0.761389
[225]	train-auc:0.9383	valid-auc:0.761418
[226]	train-auc:0.938565	valid-auc:0.761458
[227]	train-auc:0.938565	valid-auc:0.761446
[228]	train-auc:0.938773	valid-auc:0.761499
[229]	train-auc:0.939071	valid-auc:0.761697
[230]	train-auc:0.939531	valid-auc:0.761901
[231]	train-auc:0.939918	valid-auc:0.762261
[232]	train-auc:0.940157	valid-auc:0.762275
[233]	train-auc:0.940355	valid-auc:0.762298
[234]	train-auc:0.940745	valid-auc:0.762424
[235]	train-auc:0.940917	valid-auc:0.762606
[236]	train-auc:0.941076	valid-auc:0.762688
[237]	train-auc:0.941452	valid-auc:0.762806
[238]	train-auc:0.941649	valid-auc:0.762836
[239]	train-auc:0.942171	valid-auc:0.762894
[240]	train-auc:0.942246	valid-auc:0.762967
[241]	train-auc:0.942544	valid-auc:0.763201
[242]	train-auc:0.942836	valid-auc:0.76342
[243]	train-auc:0.943011	valid-auc:0.763471
[244]	train-auc:0.943259	valid-auc:0.763656
[245]	train-auc:0.94348	valid-auc:0.763658
[246]	train-auc:0.943549	valid-auc:0.763676
[247]	train-auc:0.94372	valid-auc:0.763715
[248]	train-auc:0.943948	valid-auc:0.763801
[249]	train-auc:0.943989	valid-auc:0.763808
[250]	train-auc:0.944294	valid-auc:0.763856
[251]	train-auc:0.944433	valid-auc:0.763965
[252]	train-auc:0.944637	valid-auc:0.764016
[253]	train-auc:0.944721	valid-auc:0.76407
[254]	train-auc:0.945138	valid-auc:0.764066
[255]	train-auc:0.945343	valid-auc:0.764149
[256]	train-auc:0.945454	valid-auc:0.764191
[257]	train-auc:0.945587	valid-auc:0.764173
[258]	train-auc:0.945866	valid-auc:0.764383
[259]	train-auc:0.946292	valid-auc:0.764504
[260]	train-auc:0.946327	valid-auc:0.764525
[261]	train-auc:0.946677	valid-auc:0.764582
[262]	train-auc:0.946999	valid-auc:0.764761
[263]	train-auc:0.947148	valid-auc:0.76483
[264]	train-auc:0.947553	valid-auc:0.765145
[265]	train-auc:0.947857	valid-auc:0.765224
[266]	train-auc:0.948302	valid-auc:0.765366
[267]	train-auc:0.948366	valid-auc:0.765319
[268]	train-auc:0.948629	valid-auc:0.765512
[269]	train-auc:0.94883	valid-auc:0.765612
[270]	train-auc:0.94891	valid-auc:0.765678
[271]	train-auc:0.949181	valid-auc:0.765759
[272]	train-auc:0.949412	valid-auc:0.765914
[273]	train-auc:0.949818	valid-auc:0.765973
[274]	train-auc:0.949961	valid-auc:0.766004
[275]	train-auc:0.950245	valid-auc:0.766059
[276]	train-auc:0.950637	valid-auc:0.766195
[277]	train-auc:0.950673	valid-auc:0.76624
[278]	train-auc:0.950785	valid-auc:0.766304
[279]	train-auc:0.95097	valid-auc:0.766373
[280]	train-auc:0.951333	valid-auc:0.766421
[281]	train-auc:0.951543	valid-auc:0.766453
[282]	train-auc:0.951639	valid-auc:0.766458
[283]	train-auc:0.951756	valid-auc:0.766541
[284]	train-auc:0.95181	valid-auc:0.766588
[285]	train-auc:0.951932	valid-auc:0.766638
[286]	train-auc:0.952285	valid-auc:0.766732
[287]	train-auc:0.952479	valid-auc:0.766946
[288]	train-auc:0.952667	valid-auc:0.767045
[289]	train-auc:0.952942	valid-auc:0.767157
[290]	train-auc:0.953152	valid-auc:0.767305
[291]	train-auc:0.953274	valid-auc:0.767343
[292]	train-auc:0.953404	valid-auc:0.767334
[293]	train-auc:0.953607	valid-auc:0.767406
[294]	train-auc:0.953825	valid-auc:0.767475
[295]	train-auc:0.953929	valid-auc:0.767562
[296]	train-auc:0.954244	valid-auc:0.767609
[297]	train-auc:0.954371	valid-auc:0.767716
[298]	train-auc:0.954539	valid-auc:0.767792
[299]	train-auc:0.954632	valid-auc:0.767798
[300]	train-auc:0.954661	valid-auc:0.76775
[301]	train-auc:0.954823	valid-auc:0.767784
[302]	train-auc:0.954994	valid-auc:0.767839
[303]	train-auc:0.955287	valid-auc:0.767842
[304]	train-auc:0.955463	valid-auc:0.767864
[305]	train-auc:0.955537	valid-auc:0.767767
[306]	train-auc:0.955692	valid-auc:0.76784
[307]	train-auc:0.955721	valid-auc:0.767825
[308]	train-auc:0.955979	valid-auc:0.767932
[309]	train-auc:0.956119	valid-auc:0.767984
[310]	train-auc:0.95627	valid-auc:0.768121
[311]	train-auc:0.9563	valid-auc:0.768115
[312]	train-auc:0.956543	valid-auc:0.768263
[313]	train-auc:0.956698	valid-auc:0.768269
[314]	train-auc:0.956877	valid-auc:0.768456
[315]	train-auc:0.95701	valid-auc:0.768592
[316]	train-auc:0.957263	valid-auc:0.768627
[317]	train-auc:0.957381	valid-auc:0.768628
[318]	train-auc:0.957593	valid-auc:0.768627
[319]	train-auc:0.95767	valid-auc:0.768626
[320]	train-auc:0.957845	valid-auc:0.768762
[321]	train-auc:0.958071	valid-auc:0.768729
[322]	train-auc:0.958212	valid-auc:0.768734
[323]	train-auc:0.958472	valid-auc:0.768694
[324]	train-auc:0.95869	valid-auc:0.768743
[325]	train-auc:0.958831	valid-auc:0.76885
[326]	train-auc:0.958956	valid-auc:0.768958
[327]	train-auc:0.95914	valid-auc:0.768982
[328]	train-auc:0.959323	valid-auc:0.768927
[329]	train-auc:0.959342	valid-auc:0.768976
[330]	train-auc:0.959384	valid-auc:0.768984
[331]	train-auc:0.959514	valid-auc:0.76904
[332]	train-auc:0.959666	valid-auc:0.769098
[333]	train-auc:0.959872	valid-auc:0.769195
[334]	train-auc:0.960082	valid-auc:0.769412
[335]	train-auc:0.960223	valid-auc:0.769341
[336]	train-auc:0.960377	valid-auc:0.769369
[337]	train-auc:0.960445	valid-auc:0.769351
[338]	train-auc:0.960579	valid-auc:0.769321
[339]	train-auc:0.960619	valid-auc:0.76935
[340]	train-auc:0.960698	valid-auc:0.769307
[341]	train-auc:0.960816	valid-auc:0.76939
[342]	train-auc:0.960916	valid-auc:0.769498
[343]	train-auc:0.961008	valid-auc:0.76949
[344]	train-auc:0.961077	valid-auc:0.76954
[345]	train-auc:0.961223	valid-auc:0.769587
[346]	train-auc:0.96144	valid-auc:0.769594
[347]	train-auc:0.961752	valid-auc:0.769651
[348]	train-auc:0.961766	valid-auc:0.769688
[349]	train-auc:0.96186	valid-auc:0.769693
[350]	train-auc:0.961885	valid-auc:0.769749
[351]	train-auc:0.961973	valid-auc:0.769775
[352]	train-auc:0.962231	valid-auc:0.77005
[353]	train-auc:0.962398	valid-auc:0.770084
[354]	train-auc:0.962512	valid-auc:0.770183
[355]	train-auc:0.962674	valid-auc:0.770192
[356]	train-auc:0.962812	valid-auc:0.770209
[357]	train-auc:0.963023	valid-auc:0.770394
[358]	train-auc:0.963122	valid-auc:0.770383
[359]	train-auc:0.963313	valid-auc:0.77042
[360]	train-auc:0.963327	valid-auc:0.770371
[361]	train-auc:0.963433	valid-auc:0.770503
[362]	train-auc:0.963502	valid-auc:0.77056
[363]	train-auc:0.963654	valid-auc:0.770774
[364]	train-auc:0.963841	valid-auc:0.770833
[365]	train-auc:0.964002	valid-auc:0.770993
[366]	train-auc:0.964159	valid-auc:0.770977
[367]	train-auc:0.964329	valid-auc:0.771005
[368]	train-auc:0.964375	valid-auc:0.77094
[369]	train-auc:0.964545	valid-auc:0.771064
[370]	train-auc:0.964606	valid-auc:0.771086
[371]	train-auc:0.964684	valid-auc:0.771071
[372]	train-auc:0.964884	valid-auc:0.771087
[373]	train-auc:0.964919	valid-auc:0.771038
[374]	train-auc:0.965083	valid-auc:0.771139
[375]	train-auc:0.965278	valid-auc:0.771256
[376]	train-auc:0.965488	valid-auc:0.771347
[377]	train-auc:0.96561	valid-auc:0.77137
[378]	train-auc:0.965685	valid-auc:0.771442
[379]	train-auc:0.965783	valid-auc:0.771506
[380]	train-auc:0.965893	valid-auc:0.771581
[381]	train-auc:0.966007	valid-auc:0.771586
[382]	train-auc:0.966091	valid-auc:0.771708
[383]	train-auc:0.966145	valid-auc:0.771744
[384]	train-auc:0.966228	valid-auc:0.771713
[385]	train-auc:0.966349	valid-auc:0.771723
[386]	train-auc:0.966565	valid-auc:0.771688
[387]	train-auc:0.966694	valid-auc:0.771829
[388]	train-auc:0.9668	valid-auc:0.771938
[389]	train-auc:0.966942	valid-auc:0.77191
[390]	train-auc:0.967008	valid-auc:0.7719
[391]	train-auc:0.96711	valid-auc:0.771953
[392]	train-auc:0.967229	valid-auc:0.771981
[393]	train-auc:0.967338	valid-auc:0.772087
[394]	train-auc:0.967424	valid-auc:0.772133
[395]	train-auc:0.96755	valid-auc:0.772183
[396]	train-auc:0.967755	valid-auc:0.772233
[397]	train-auc:0.967879	valid-auc:0.772283
[398]	train-auc:0.96796	valid-auc:0.772227
[399]	train-auc:0.968137	valid-auc:0.772276
[400]	train-auc:0.968244	valid-auc:0.772264
[401]	train-auc:0.968303	valid-auc:0.772249
[402]	train-auc:0.968331	valid-auc:0.772301
[403]	train-auc:0.968448	valid-auc:0.772351
[404]	train-auc:0.968569	valid-auc:0.772286
[405]	train-auc:0.968639	valid-auc:0.772279
[406]	train-auc:0.968747	valid-auc:0.772332
[407]	train-auc:0.968827	valid-auc:0.772361
[408]	train-auc:0.968869	valid-auc:0.772346
[409]	train-auc:0.969008	valid-auc:0.772326
[410]	train-auc:0.969191	valid-auc:0.772368
[411]	train-auc:0.969316	valid-auc:0.7724
[412]	train-auc:0.969394	valid-auc:0.772352
[413]	train-auc:0.969492	valid-auc:0.772423
[414]	train-auc:0.969612	valid-auc:0.772439
[415]	train-auc:0.969746	valid-auc:0.77243
[416]	train-auc:0.969891	valid-auc:0.772624
[417]	train-auc:0.969978	valid-auc:0.77263
[418]	train-auc:0.970096	valid-auc:0.772752
[419]	train-auc:0.970244	valid-auc:0.772877
[420]	train-auc:0.970328	valid-auc:0.772976
[421]	train-auc:0.970461	valid-auc:0.772909
[422]	train-auc:0.970619	valid-auc:0.772981
[423]	train-auc:0.970804	valid-auc:0.772997
[424]	train-auc:0.970978	valid-auc:0.772981
[425]	train-auc:0.971089	valid-auc:0.773091
[426]	train-auc:0.971147	valid-auc:0.773164
[427]	train-auc:0.971217	valid-auc:0.773159
[428]	train-auc:0.971293	valid-auc:0.773251
[429]	train-auc:0.97137	valid-auc:0.773288
[430]	train-auc:0.97148	valid-auc:0.773311
[431]	train-auc:0.971581	valid-auc:0.773318
[432]	train-auc:0.971788	valid-auc:0.773398
[433]	train-auc:0.971965	valid-auc:0.773406
[434]	train-auc:0.971991	valid-auc:0.773319
[435]	train-auc:0.97209	valid-auc:0.773361
[436]	train-auc:0.972159	valid-auc:0.773432
[437]	train-auc:0.972352	valid-auc:0.773508
[438]	train-auc:0.972511	valid-auc:0.773585
[439]	train-auc:0.972584	valid-auc:0.773639
[440]	train-auc:0.972636	valid-auc:0.773663
[441]	train-auc:0.972679	valid-auc:0.773609
[442]	train-auc:0.972802	valid-auc:0.773558
[443]	train-auc:0.972891	valid-auc:0.773562
[444]	train-auc:0.972923	valid-auc:0.773619
[445]	train-auc:0.973183	valid-auc:0.773646
[446]	train-auc:0.973263	valid-auc:0.773651
[447]	train-auc:0.973401	valid-auc:0.773678
[448]	train-auc:0.973425	valid-auc:0.773648
[449]	train-auc:0.973468	valid-auc:0.773572
[450]	train-auc:0.973509	valid-auc:0.773539
[451]	train-auc:0.973601	valid-auc:0.7736
[452]	train-auc:0.973681	valid-auc:0.773643
[453]	train-auc:0.973762	valid-auc:0.773672
[454]	train-auc:0.973929	valid-auc:0.773854
[455]	train-auc:0.974014	valid-auc:0.773932
[456]	train-auc:0.974089	valid-auc:0.773972
[457]	train-auc:0.974122	valid-auc:0.774028
[458]	train-auc:0.974139	valid-auc:0.774043
[459]	train-auc:0.974186	valid-auc:0.774067
[460]	train-auc:0.974254	valid-auc:0.77416
[461]	train-auc:0.974307	valid-auc:0.774104
[462]	train-auc:0.974472	valid-auc:0.774116
[463]	train-auc:0.974539	valid-auc:0.774188
[464]	train-auc:0.974741	valid-auc:0.774234
[465]	train-auc:0.974813	valid-auc:0.774184
[466]	train-auc:0.974883	valid-auc:0.774254
[467]	train-auc:0.974901	valid-auc:0.774238
[468]	train-auc:0.974982	valid-auc:0.774257
[469]	train-auc:0.975087	valid-auc:0.77429
[470]	train-auc:0.975146	valid-auc:0.774346
[471]	train-auc:0.975346	valid-auc:0.774461
[472]	train-auc:0.975382	valid-auc:0.774512
[473]	train-auc:0.975469	valid-auc:0.774562
[474]	train-auc:0.975661	valid-auc:0.774619
[475]	train-auc:0.97575	valid-auc:0.774618
[476]	train-auc:0.975789	valid-auc:0.774629
[477]	train-auc:0.975879	valid-auc:0.774634
[478]	train-auc:0.976001	valid-auc:0.774736
[479]	train-auc:0.976085	valid-auc:0.774709
[480]	train-auc:0.976158	valid-auc:0.774712
[481]	train-auc:0.976197	valid-auc:0.77481
[482]	train-auc:0.976234	valid-auc:0.774765
[483]	train-auc:0.976284	valid-auc:0.77469
[484]	train-auc:0.976429	valid-auc:0.774682
[485]	train-auc:0.976475	valid-auc:0.774758
[486]	train-auc:0.97658	valid-auc:0.774745
[487]	train-auc:0.976648	valid-auc:0.774726
[488]	train-auc:0.976697	valid-auc:0.774802
[489]	train-auc:0.976756	valid-auc:0.774929
[490]	train-auc:0.976879	valid-auc:0.774994
[491]	train-auc:0.976933	valid-auc:0.775083
[492]	train-auc:0.976999	valid-auc:0.775115
[493]	train-auc:0.977079	valid-auc:0.775141
[494]	train-auc:0.977194	valid-auc:0.775209
[495]	train-auc:0.977261	valid-auc:0.775243
[496]	train-auc:0.977274	valid-auc:0.77525
[497]	train-auc:0.977345	valid-auc:0.77527
[498]	train-auc:0.977421	valid-auc:0.775353
[499]	train-auc:0.977569	valid-auc:0.775218
[500]	train-auc:0.977699	valid-auc:0.775254
[501]	train-auc:0.977695	valid-auc:0.775276
[502]	train-auc:0.977749	valid-auc:0.775253
[503]	train-auc:0.977818	valid-auc:0.775276
[504]	train-auc:0.977876	valid-auc:0.775348
[505]	train-auc:0.977883	valid-auc:0.775368
[506]	train-auc:0.977931	valid-auc:0.775414
[507]	train-auc:0.978004	valid-auc:0.775416
[508]	train-auc:0.978034	valid-auc:0.775483
[509]	train-auc:0.978076	valid-auc:0.775544
[510]	train-auc:0.978132	valid-auc:0.775559
[511]	train-auc:0.978256	valid-auc:0.77566
[512]	train-auc:0.978389	valid-auc:0.775795
[513]	train-auc:0.978461	valid-auc:0.775816
[514]	train-auc:0.978551	valid-auc:0.775935
[515]	train-auc:0.978606	valid-auc:0.775985
[516]	train-auc:0.978679	valid-auc:0.776001
[517]	train-auc:0.978712	valid-auc:0.775982
[518]	train-auc:0.978836	valid-auc:0.775959
[519]	train-auc:0.97888	valid-auc:0.775957
[520]	train-auc:0.979	valid-auc:0.7759
[521]	train-auc:0.9791	valid-auc:0.775869
[522]	train-auc:0.979136	valid-auc:0.775935
[523]	train-auc:0.979175	valid-auc:0.775951
[524]	train-auc:0.979255	valid-auc:0.776052
[525]	train-auc:0.979277	valid-auc:0.776085
[526]	train-auc:0.979306	valid-auc:0.776056
[527]	train-auc:0.979365	valid-auc:0.776131
[528]	train-auc:0.97945	valid-auc:0.776233
[529]	train-auc:0.979499	valid-auc:0.776217
[530]	train-auc:0.979516	valid-auc:0.77614
[531]	train-auc:0.979599	valid-auc:0.776201
[532]	train-auc:0.979612	valid-auc:0.776222
[533]	train-auc:0.979658	valid-auc:0.77629
[534]	train-auc:0.979754	valid-auc:0.776401
[535]	train-auc:0.979878	valid-auc:0.7765
[536]	train-auc:0.979906	valid-auc:0.776483
[537]	train-auc:0.97993	valid-auc:0.776515
[538]	train-auc:0.979989	valid-auc:0.776624
[539]	train-auc:0.980022	valid-auc:0.776668
[540]	train-auc:0.980059	valid-auc:0.776662
[541]	train-auc:0.980231	valid-auc:0.776785
[542]	train-auc:0.980239	valid-auc:0.776802
[543]	train-auc:0.980363	valid-auc:0.776802
[544]	train-auc:0.980401	valid-auc:0.776841
[545]	train-auc:0.980443	valid-auc:0.776883
[546]	train-auc:0.980457	valid-auc:0.776881
[547]	train-auc:0.980486	valid-auc:0.776919
[548]	train-auc:0.980521	valid-auc:0.77693
[549]	train-auc:0.980555	valid-auc:0.776896
[550]	train-auc:0.980632	valid-auc:0.776875
[551]	train-auc:0.980638	valid-auc:0.77693
[552]	train-auc:0.980727	valid-auc:0.777021
[553]	train-auc:0.980788	valid-auc:0.77701
[554]	train-auc:0.980837	valid-auc:0.777107
[555]	train-auc:0.980854	valid-auc:0.777066
[556]	train-auc:0.980928	valid-auc:0.777062
[557]	train-auc:0.980947	valid-auc:0.77708
[558]	train-auc:0.98101	valid-auc:0.77712
[559]	train-auc:0.981078	valid-auc:0.777126
[560]	train-auc:0.981111	valid-auc:0.777132
[561]	train-auc:0.981169	valid-auc:0.777168
[562]	train-auc:0.981259	valid-auc:0.777238
[563]	train-auc:0.981341	valid-auc:0.777304
[564]	train-auc:0.981369	valid-auc:0.777342
[565]	train-auc:0.981431	valid-auc:0.777332
[566]	train-auc:0.98151	valid-auc:0.777277
[567]	train-auc:0.981559	valid-auc:0.77729
[568]	train-auc:0.981607	valid-auc:0.777287
[569]	train-auc:0.981622	valid-auc:0.777284
[570]	train-auc:0.981637	valid-auc:0.777244
[571]	train-auc:0.981701	valid-auc:0.777267
[572]	train-auc:0.981718	valid-auc:0.777221
[573]	train-auc:0.98177	valid-auc:0.777243
[574]	train-auc:0.981866	valid-auc:0.777267
[575]	train-auc:0.981901	valid-auc:0.777305
[576]	train-auc:0.981967	valid-auc:0.777333
[577]	train-auc:0.982051	valid-auc:0.777265
[578]	train-auc:0.982141	valid-auc:0.777245
[579]	train-auc:0.982218	valid-auc:0.777217
[580]	train-auc:0.982237	valid-auc:0.777248
[581]	train-auc:0.982264	valid-auc:0.777264
[582]	train-auc:0.982347	valid-auc:0.777367
[583]	train-auc:0.98242	valid-auc:0.777471
[584]	train-auc:0.982473	valid-auc:0.777528
[585]	train-auc:0.982499	valid-auc:0.777554
[586]	train-auc:0.982582	valid-auc:0.777629
[587]	train-auc:0.982606	valid-auc:0.777621
[588]	train-auc:0.98263	valid-auc:0.777561
[589]	train-auc:0.982729	valid-auc:0.777604
[590]	train-auc:0.982738	valid-auc:0.777656
[591]	train-auc:0.982768	valid-auc:0.777692
[592]	train-auc:0.982814	valid-auc:0.777698
[593]	train-auc:0.982844	valid-auc:0.777698
[594]	train-auc:0.982882	valid-auc:0.7777
[595]	train-auc:0.982906	valid-auc:0.77776
[596]	train-auc:0.982962	valid-auc:0.77772
[597]	train-auc:0.983055	valid-auc:0.777776
[598]	train-auc:0.983087	valid-auc:0.777727
[599]	train-auc:0.983104	valid-auc:0.777755
[600]	train-auc:0.983131	valid-auc:0.777773
[601]	train-auc:0.983218	valid-auc:0.777731
[602]	train-auc:0.983247	valid-auc:0.777721
[603]	train-auc:0.983318	valid-auc:0.777773
[604]	train-auc:0.983351	valid-auc:0.777837
[605]	train-auc:0.983428	valid-auc:0.777921
[606]	train-auc:0.983475	valid-auc:0.778067
[607]	train-auc:0.983551	valid-auc:0.778001
[608]	train-auc:0.98359	valid-auc:0.777938
[609]	train-auc:0.983696	valid-auc:0.777985
[610]	train-auc:0.983729	valid-auc:0.777997
[611]	train-auc:0.983743	valid-auc:0.777949
[612]	train-auc:0.983768	valid-auc:0.777966
[613]	train-auc:0.983782	valid-auc:0.777951
[614]	train-auc:0.983814	valid-auc:0.777895
[615]	train-auc:0.983901	valid-auc:0.777913
[616]	train-auc:0.983952	valid-auc:0.777993
[617]	train-auc:0.983993	valid-auc:0.778007
[618]	train-auc:0.984044	valid-auc:0.777999
[619]	train-auc:0.98409	valid-auc:0.778082
[620]	train-auc:0.984125	valid-auc:0.778103
[621]	train-auc:0.984165	valid-auc:0.778143
[622]	train-auc:0.984211	valid-auc:0.778184
[623]	train-auc:0.984221	valid-auc:0.778202
[624]	train-auc:0.984258	valid-auc:0.778202
[625]	train-auc:0.98429	valid-auc:0.77823
[626]	train-auc:0.984329	valid-auc:0.778221
[627]	train-auc:0.984385	valid-auc:0.778171
[628]	train-auc:0.984418	valid-auc:0.778139
[629]	train-auc:0.984451	valid-auc:0.77811
[630]	train-auc:0.984465	valid-auc:0.77811
[631]	train-auc:0.984532	valid-auc:0.778166
[632]	train-auc:0.9846	valid-auc:0.778162
[633]	train-auc:0.984621	valid-auc:0.778204
[634]	train-auc:0.984657	valid-auc:0.778176
[635]	train-auc:0.984753	valid-auc:0.778114
[636]	train-auc:0.984772	valid-auc:0.778112
[637]	train-auc:0.98481	valid-auc:0.778105
[638]	train-auc:0.984869	valid-auc:0.778106
[639]	train-auc:0.984889	valid-auc:0.778122
[640]	train-auc:0.984923	valid-auc:0.778077
[641]	train-auc:0.984963	valid-auc:0.778068
[642]	train-auc:0.985007	valid-auc:0.777983
[643]	train-auc:0.985039	valid-auc:0.777913
[644]	train-auc:0.985065	valid-auc:0.777918
[645]	train-auc:0.985118	valid-auc:0.777942
[646]	train-auc:0.985157	valid-auc:0.777936
[647]	train-auc:0.985247	valid-auc:0.778025
[648]	train-auc:0.985276	valid-auc:0.777994
[649]	train-auc:0.985287	valid-auc:0.777998
[650]	train-auc:0.985305	valid-auc:0.777994
[651]	train-auc:0.98534	valid-auc:0.777999
[652]	train-auc:0.985398	valid-auc:0.777956
[653]	train-auc:0.985427	valid-auc:0.777985
[654]	train-auc:0.985475	valid-auc:0.777987
[655]	train-auc:0.985528	valid-auc:0.777977
[656]	train-auc:0.985605	valid-auc:0.777976
[657]	train-auc:0.985619	valid-auc:0.778021
[658]	train-auc:0.98564	valid-auc:0.778035
[659]	train-auc:0.985717	valid-auc:0.778042
[660]	train-auc:0.985762	valid-auc:0.778062
[661]	train-auc:0.985783	valid-auc:0.778107
[662]	train-auc:0.985839	valid-auc:0.778104
[663]	train-auc:0.985918	valid-auc:0.778039
[664]	train-auc:0.98598	valid-auc:0.778018
[665]	train-auc:0.985999	valid-auc:0.777976
[666]	train-auc:0.986046	valid-auc:0.777986
[667]	train-auc:0.986098	valid-auc:0.77798
[668]	train-auc:0.986145	valid-auc:0.777977
[669]	train-auc:0.986215	valid-auc:0.777991
[670]	train-auc:0.986265	valid-auc:0.777976
[671]	train-auc:0.986268	valid-auc:0.777974
[672]	train-auc:0.986302	valid-auc:0.778024
[673]	train-auc:0.986333	valid-auc:0.777999
[674]	train-auc:0.986386	valid-auc:0.778044
[675]	train-auc:0.986424	valid-auc:0.778095
Stopping. Best iteration:
[625]	train-auc:0.98429	valid-auc:0.77823

[mlcrate] Finished training fold 6 - took 1m15s - running score 0.776734
[mlcrate] Finished training 7 XGBoost models, took 17m32s
[mlcrate] Overall feature importances: [('trainee_id', 596416), ('age', 212316), ('test_id', 193748), ('avg_prog_dur', 92361), ('col_2', 68374), ('col_8', 67540), ('col_1', 58319), ('city_tier', 57974), ('col_9', 57079), ('col_6', 51011), ('col_5', 50159), ('col_4', 49314), ('col_3', 42165), ('col_0', 40328), ('total_programs_enrolled', 40141), ('col_7', 38553), ('program_duration', 35709), ('is_age_39_45', 10727), ('is_age_39', 2910), ('is_age_45', 2194)]

In [53]:
imps


Out[53]:
defaultdict(int,
            {'age': 212316,
             'avg_prog_dur': 92361,
             'city_tier': 57974,
             'col_0': 40328,
             'col_1': 58319,
             'col_2': 68374,
             'col_3': 42165,
             'col_4': 49314,
             'col_5': 50159,
             'col_6': 51011,
             'col_7': 38553,
             'col_8': 67540,
             'col_9': 57079,
             'is_age_39': 2910,
             'is_age_39_45': 10727,
             'is_age_45': 2194,
             'program_duration': 35709,
             'test_id': 193748,
             'total_programs_enrolled': 40141,
             'trainee_id': 596416})

In [54]:
p_train.shape


Out[54]:
(73147,)

In [55]:
p_test.shape


Out[55]:
(31349,)

In [56]:
def make_submission(probs):
    sample = pd.read_csv(f'{PATH}\\AV_Stud\\sample_submission_vaSxamm.csv')
    submit = sample.copy()
    submit['is_pass'] = probs
    return submit

In [57]:
#submit = make_submission(prediction_proba[:,1]);
submit = make_submission(p_test)

In [58]:
submit.head(2)


Out[58]:
id is_pass
0 1626_45 0.265089
1 11020_130 0.933593

In [59]:
submit.to_csv(f'{PATH}\\AV_Stud\\08_06_18_v2.csv', index=False)

In [ ]:

lightgbm


In [6]:
X_train, X_validation, y_train, y_validation = train_test_split(df_raw, target, train_size=0.8, random_state=1234)

In [7]:
params = {'boosting_type': 'gbdt',
          'max_depth' : 11,
          'objective': 'binary', 
          'num_leaves': 64, 
          'learning_rate': 0.05, 
          'max_bin': 512, 
          'subsample': 0.9, 
          'subsample_freq': 1, 
          'colsample_bytree': 0.9, 
          'min_split_gain': 0.5,  
          'scale_pos_weight': 0.4380049934141978,
          'metric' : 'log_loss'}

In [8]:
d_train = lgb.Dataset(X_train, y_train)
d_valid = lgb.Dataset(X_validation, y_validation)
watchlist = [d_train, d_valid]

In [9]:
model = lgb.train(params, train_set=d_train, num_boost_round=2000)

In [10]:
preds = model.predict(df_test)

In [11]:
lgb.plot_importance(model)


Out[11]:
<matplotlib.axes._subplots.AxesSubplot at 0x2bff6c8e160>

In [ ]:


In [ ]:


In [ ]:

simple ensembles of my best models


In [26]:
df1 = pd.read_csv(f'{PATH}\\AV_Stud\\imp_subs\\01_05_18.csv')
df2 = submit.copy()

In [27]:
col = 'is_pass'
new_preds  = (df1[col] + df2[col])/2.

In [28]:
submit = make_submission(new_preds)

In [29]:
submit.head(2)


Out[29]:
id is_pass
0 1626_45 0.340114
1 11020_130 0.930512

In [30]:
submit.to_csv(f'{PATH}\\AV_Stud\\01_05_18+02_05_18.csv', index=False)

In [31]:
df_raw['is_pass'] = target
df_raw.to_csv(f'{PATH}\\AV_Stud\\01_05_18_category_encoder_df_train.csv', index=False)
df_test.to_csv(f'{PATH}\\AV_Stud\\01_05_18_category_encoder_df_test.csv', index=False)
df_raw = df_raw.drop('is_pass', axis=1)

In [35]:
c = 0
for i in model:
    i.save_model(f'{PATH}\\AV_Stud\\xgb_{c}'.format(c))
    c+=1