import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import matplotlib
train = pd.read_csv("../../dataset/santander_customer/train.csv", encoding='latin-1')
test = pd.read_csv("../../dataset/santander_customer/test.csv", encoding='latin-1')
sub = pd.read_csv("../../dataset/santander_customer/sample_submission.csv")
train.shape, test.shape, sub.shape
((76020, 371), (75818, 370), (75818, 2))
## ID 제외한 열 선택
train = train.loc[ :, "var3": ]
train.head()
| var3 | var15 | imp_ent_var16_ult1 | imp_op_var39_comer_ult1 | imp_op_var39_comer_ult3 | imp_op_var40_comer_ult1 | imp_op_var40_comer_ult3 | imp_op_var40_efect_ult1 | imp_op_var40_efect_ult3 | imp_op_var40_ult1 | ... | saldo_medio_var33_hace2 | saldo_medio_var33_hace3 | saldo_medio_var33_ult1 | saldo_medio_var33_ult3 | saldo_medio_var44_hace2 | saldo_medio_var44_hace3 | saldo_medio_var44_ult1 | saldo_medio_var44_ult3 | var38 | TARGET | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 23 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 39205.170000 | 0 |
| 1 | 2 | 34 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 49278.030000 | 0 |
| 2 | 2 | 23 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 67333.770000 | 0 |
| 3 | 2 | 37 | 0.0 | 195.0 | 195.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 64007.970000 | 0 |
| 4 | 2 | 39 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 117310.979016 | 0 |
5 rows × 370 columns
# 피처와 레이블를 지정.(입력, 출력 나누기))
X = train.iloc[:, :-1]
y = train['TARGET']
from sklearn.model_selection import train_test_split
X_train , X_test, y_train, y_test = train_test_split(X, y,
test_size=0.2, random_state=0)
X_train.shape, X_test.shape, y_train.shape, y_test.shape
((60816, 369), (15204, 369), (60816,), (15204,))
from lightgbm import LGBMClassifier
from sklearn.metrics import roc_auc_score
%%time
lgbm_model = LGBMClassifier(n_estimators = 500)
evals = [(X_test, y_test)]
lgbm_model.fit(X_train, y_train,
early_stopping_rounds=100,
eval_metric='auc',
eval_set=evals,
verbose=True)
[1] valid_0's auc: 0.817384 valid_0's binary_logloss: 0.165046 Training until validation scores don't improve for 100 rounds [2] valid_0's auc: 0.818903 valid_0's binary_logloss: 0.160006 [3] valid_0's auc: 0.827707 valid_0's binary_logloss: 0.156323 [4] valid_0's auc: 0.832155 valid_0's binary_logloss: 0.153463 [5] valid_0's auc: 0.834677 valid_0's binary_logloss: 0.151256 [6] valid_0's auc: 0.83419 valid_0's binary_logloss: 0.149407 [7] valid_0's auc: 0.837155 valid_0's binary_logloss: 0.147942 [8] valid_0's auc: 0.837996 valid_0's binary_logloss: 0.146565 [9] valid_0's auc: 0.839603 valid_0's binary_logloss: 0.145427 [10] valid_0's auc: 0.839867 valid_0's binary_logloss: 0.14447 [11] valid_0's auc: 0.839887 valid_0's binary_logloss: 0.14375 [12] valid_0's auc: 0.839856 valid_0's binary_logloss: 0.143201 [13] valid_0's auc: 0.839997 valid_0's binary_logloss: 0.142632 [14] valid_0's auc: 0.840001 valid_0's binary_logloss: 0.142149 [15] valid_0's auc: 0.84079 valid_0's binary_logloss: 0.14171 [16] valid_0's auc: 0.840096 valid_0's binary_logloss: 0.141372 [17] valid_0's auc: 0.839711 valid_0's binary_logloss: 0.141201 [18] valid_0's auc: 0.839128 valid_0's binary_logloss: 0.141044 [19] valid_0's auc: 0.839451 valid_0's binary_logloss: 0.140704 [20] valid_0's auc: 0.839919 valid_0's binary_logloss: 0.140481 [21] valid_0's auc: 0.840604 valid_0's binary_logloss: 0.140255 [22] valid_0's auc: 0.840299 valid_0's binary_logloss: 0.140164 [23] valid_0's auc: 0.840085 valid_0's binary_logloss: 0.140066 [24] valid_0's auc: 0.839617 valid_0's binary_logloss: 0.139994 [25] valid_0's auc: 0.839262 valid_0's binary_logloss: 0.139966 [26] valid_0's auc: 0.839037 valid_0's binary_logloss: 0.139929 [27] valid_0's auc: 0.839481 valid_0's binary_logloss: 0.139807 [28] valid_0's auc: 0.83899 valid_0's binary_logloss: 0.139821 [29] valid_0's auc: 0.839148 valid_0's binary_logloss: 0.139738 [30] valid_0's auc: 0.839001 valid_0's binary_logloss: 0.139724 [31] valid_0's auc: 0.839175 valid_0's binary_logloss: 0.13967 [32] valid_0's auc: 0.839047 valid_0's binary_logloss: 0.13966 [33] valid_0's auc: 0.839002 valid_0's binary_logloss: 0.139654 [34] valid_0's auc: 0.839201 valid_0's binary_logloss: 0.139618 [35] valid_0's auc: 0.839023 valid_0's binary_logloss: 0.139626 [36] valid_0's auc: 0.839467 valid_0's binary_logloss: 0.13951 [37] valid_0's auc: 0.839323 valid_0's binary_logloss: 0.139513 [38] valid_0's auc: 0.839876 valid_0's binary_logloss: 0.139375 [39] valid_0's auc: 0.839654 valid_0's binary_logloss: 0.139414 [40] valid_0's auc: 0.839479 valid_0's binary_logloss: 0.139422 [41] valid_0's auc: 0.839372 valid_0's binary_logloss: 0.139447 [42] valid_0's auc: 0.839063 valid_0's binary_logloss: 0.139519 [43] valid_0's auc: 0.839075 valid_0's binary_logloss: 0.139497 [44] valid_0's auc: 0.838913 valid_0's binary_logloss: 0.139496 [45] valid_0's auc: 0.838899 valid_0's binary_logloss: 0.139513 [46] valid_0's auc: 0.838954 valid_0's binary_logloss: 0.139493 [47] valid_0's auc: 0.83891 valid_0's binary_logloss: 0.139492 [48] valid_0's auc: 0.838822 valid_0's binary_logloss: 0.139499 [49] valid_0's auc: 0.838612 valid_0's binary_logloss: 0.139534 [50] valid_0's auc: 0.838529 valid_0's binary_logloss: 0.139557 [51] valid_0's auc: 0.838401 valid_0's binary_logloss: 0.139531 [52] valid_0's auc: 0.838412 valid_0's binary_logloss: 0.139512 [53] valid_0's auc: 0.838448 valid_0's binary_logloss: 0.139514 [54] valid_0's auc: 0.838395 valid_0's binary_logloss: 0.139525 [55] valid_0's auc: 0.838229 valid_0's binary_logloss: 0.139565 [56] valid_0's auc: 0.838435 valid_0's binary_logloss: 0.139541 [57] valid_0's auc: 0.838206 valid_0's binary_logloss: 0.139568 [58] valid_0's auc: 0.838146 valid_0's binary_logloss: 0.139581 [59] valid_0's auc: 0.838357 valid_0's binary_logloss: 0.139552 [60] valid_0's auc: 0.838485 valid_0's binary_logloss: 0.139527 [61] valid_0's auc: 0.838398 valid_0's binary_logloss: 0.139576 [62] valid_0's auc: 0.838127 valid_0's binary_logloss: 0.139614 [63] valid_0's auc: 0.838127 valid_0's binary_logloss: 0.1396 [64] valid_0's auc: 0.838006 valid_0's binary_logloss: 0.139627 [65] valid_0's auc: 0.837918 valid_0's binary_logloss: 0.139649 [66] valid_0's auc: 0.838056 valid_0's binary_logloss: 0.139651 [67] valid_0's auc: 0.83814 valid_0's binary_logloss: 0.13964 [68] valid_0's auc: 0.837896 valid_0's binary_logloss: 0.139698 [69] valid_0's auc: 0.837845 valid_0's binary_logloss: 0.139705 [70] valid_0's auc: 0.837655 valid_0's binary_logloss: 0.139748 [71] valid_0's auc: 0.837529 valid_0's binary_logloss: 0.139814 [72] valid_0's auc: 0.837469 valid_0's binary_logloss: 0.139837 [73] valid_0's auc: 0.83726 valid_0's binary_logloss: 0.13988 [74] valid_0's auc: 0.83749 valid_0's binary_logloss: 0.139897 [75] valid_0's auc: 0.837218 valid_0's binary_logloss: 0.139939 [76] valid_0's auc: 0.837358 valid_0's binary_logloss: 0.139911 [77] valid_0's auc: 0.837379 valid_0's binary_logloss: 0.139898 [78] valid_0's auc: 0.836946 valid_0's binary_logloss: 0.139982 [79] valid_0's auc: 0.836975 valid_0's binary_logloss: 0.139973 [80] valid_0's auc: 0.836961 valid_0's binary_logloss: 0.139969 [81] valid_0's auc: 0.837028 valid_0's binary_logloss: 0.139936 [82] valid_0's auc: 0.836997 valid_0's binary_logloss: 0.13995 [83] valid_0's auc: 0.836779 valid_0's binary_logloss: 0.14 [84] valid_0's auc: 0.836713 valid_0's binary_logloss: 0.140001 [85] valid_0's auc: 0.836904 valid_0's binary_logloss: 0.139981 [86] valid_0's auc: 0.836669 valid_0's binary_logloss: 0.140024 [87] valid_0's auc: 0.836538 valid_0's binary_logloss: 0.14005 [88] valid_0's auc: 0.836583 valid_0's binary_logloss: 0.140073 [89] valid_0's auc: 0.836427 valid_0's binary_logloss: 0.140128 [90] valid_0's auc: 0.836458 valid_0's binary_logloss: 0.140113 [91] valid_0's auc: 0.836471 valid_0's binary_logloss: 0.140151 [92] valid_0's auc: 0.836582 valid_0's binary_logloss: 0.140107 [93] valid_0's auc: 0.836317 valid_0's binary_logloss: 0.140177 [94] valid_0's auc: 0.836218 valid_0's binary_logloss: 0.140221 [95] valid_0's auc: 0.836338 valid_0's binary_logloss: 0.140177 [96] valid_0's auc: 0.836151 valid_0's binary_logloss: 0.140256 [97] valid_0's auc: 0.836344 valid_0's binary_logloss: 0.140245 [98] valid_0's auc: 0.836296 valid_0's binary_logloss: 0.14029 [99] valid_0's auc: 0.836433 valid_0's binary_logloss: 0.140272 [100] valid_0's auc: 0.836407 valid_0's binary_logloss: 0.140291 [101] valid_0's auc: 0.836355 valid_0's binary_logloss: 0.140319 [102] valid_0's auc: 0.836324 valid_0's binary_logloss: 0.140326 [103] valid_0's auc: 0.836208 valid_0's binary_logloss: 0.140332 [104] valid_0's auc: 0.836412 valid_0's binary_logloss: 0.140295 [105] valid_0's auc: 0.836649 valid_0's binary_logloss: 0.140254 [106] valid_0's auc: 0.836643 valid_0's binary_logloss: 0.140268 [107] valid_0's auc: 0.83679 valid_0's binary_logloss: 0.140266 [108] valid_0's auc: 0.836593 valid_0's binary_logloss: 0.140333 [109] valid_0's auc: 0.836406 valid_0's binary_logloss: 0.140385 [110] valid_0's auc: 0.83618 valid_0's binary_logloss: 0.140427 [111] valid_0's auc: 0.83608 valid_0's binary_logloss: 0.140458 [112] valid_0's auc: 0.836193 valid_0's binary_logloss: 0.140448 [113] valid_0's auc: 0.836236 valid_0's binary_logloss: 0.140452 [114] valid_0's auc: 0.836136 valid_0's binary_logloss: 0.140498 [115] valid_0's auc: 0.836191 valid_0's binary_logloss: 0.140486 Early stopping, best iteration is: [15] valid_0's auc: 0.84079 valid_0's binary_logloss: 0.14171 CPU times: user 6.59 s, sys: 374 ms, total: 6.96 s Wall time: 2.36 s
LGBMClassifier(n_estimators=500)
pred_prob = lgbm_model.predict_proba(X_test)[:, 1]
lgbm_roc_score = roc_auc_score(y_test, pred_prob, average='macro')
print("ROC AUC : {0:.4f}".format(lgbm_roc_score))
ROC AUC : 0.8408
%%time
from sklearn.model_selection import GridSearchCV
lgbm_model01 = LGBMClassifier(n_estimators = 500)
params = {"max_depth":[32, 64, 128, 160],
"min_child_samples":[60, 100],
"num_leaves":[32, 64],
"subsample":[0.6, 0.8, 1]}
gridcv = GridSearchCV(lgbm_model01, param_grid=params, cv=3)
gridcv.fit(X_train, y_train,
early_stopping_rounds=30,
eval_metric='auc',
eval_set = [(X_train, y_train), (X_test, y_test)])
[1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902864 valid_0's binary_logloss: 0.112169 valid_1's auc: 0.836501 valid_1's binary_logloss: 0.140452 [49] valid_0's auc: 0.903193 valid_0's binary_logloss: 0.111972 valid_1's auc: 0.836193 valid_1's binary_logloss: 0.140563 [50] valid_0's auc: 0.903451 valid_0's binary_logloss: 0.111745 valid_1's auc: 0.836149 valid_1's binary_logloss: 0.140575 [51] valid_0's auc: 0.903621 valid_0's binary_logloss: 0.111507 valid_1's auc: 0.835988 valid_1's binary_logloss: 0.140663 [52] valid_0's auc: 0.904111 valid_0's binary_logloss: 0.111202 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.14072 [53] valid_0's auc: 0.904686 valid_0's binary_logloss: 0.110924 valid_1's auc: 0.835282 valid_1's binary_logloss: 0.140857 [54] valid_0's auc: 0.905289 valid_0's binary_logloss: 0.110597 valid_1's auc: 0.835552 valid_1's binary_logloss: 0.140853 [55] valid_0's auc: 0.905377 valid_0's binary_logloss: 0.11039 valid_1's auc: 0.835145 valid_1's binary_logloss: 0.140944 [56] valid_0's auc: 0.905425 valid_0's binary_logloss: 0.11023 valid_1's auc: 0.835209 valid_1's binary_logloss: 0.140982 [57] valid_0's auc: 0.905884 valid_0's binary_logloss: 0.109977 valid_1's auc: 0.835242 valid_1's binary_logloss: 0.141048 [58] valid_0's auc: 0.906469 valid_0's binary_logloss: 0.109795 valid_1's auc: 0.835287 valid_1's binary_logloss: 0.141113 [59] valid_0's auc: 0.90663 valid_0's binary_logloss: 0.109566 valid_1's auc: 0.834892 valid_1's binary_logloss: 0.141221 [60] valid_0's auc: 0.906754 valid_0's binary_logloss: 0.109386 valid_1's auc: 0.834537 valid_1's binary_logloss: 0.141302 [61] valid_0's auc: 0.906853 valid_0's binary_logloss: 0.109234 valid_1's auc: 0.834263 valid_1's binary_logloss: 0.141431 [62] valid_0's auc: 0.907308 valid_0's binary_logloss: 0.108973 valid_1's auc: 0.834164 valid_1's binary_logloss: 0.141469 [63] valid_0's auc: 0.907562 valid_0's binary_logloss: 0.108789 valid_1's auc: 0.833991 valid_1's binary_logloss: 0.14156 [64] valid_0's auc: 0.907627 valid_0's binary_logloss: 0.108655 valid_1's auc: 0.833641 valid_1's binary_logloss: 0.141662 [65] valid_0's auc: 0.907728 valid_0's binary_logloss: 0.108497 valid_1's auc: 0.833682 valid_1's binary_logloss: 0.141694 [66] valid_0's auc: 0.907858 valid_0's binary_logloss: 0.108326 valid_1's auc: 0.833575 valid_1's binary_logloss: 0.141768 [67] valid_0's auc: 0.907902 valid_0's binary_logloss: 0.108182 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.141877 [68] valid_0's auc: 0.907979 valid_0's binary_logloss: 0.108038 valid_1's auc: 0.833056 valid_1's binary_logloss: 0.141991 [69] valid_0's auc: 0.907985 valid_0's binary_logloss: 0.107936 valid_1's auc: 0.832884 valid_1's binary_logloss: 0.142121 [70] valid_0's auc: 0.908497 valid_0's binary_logloss: 0.10767 valid_1's auc: 0.832764 valid_1's binary_logloss: 0.142178 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902864 valid_0's binary_logloss: 0.112169 valid_1's auc: 0.836501 valid_1's binary_logloss: 0.140452 [49] valid_0's auc: 0.903193 valid_0's binary_logloss: 0.111972 valid_1's auc: 0.836193 valid_1's binary_logloss: 0.140563 [50] valid_0's auc: 0.903451 valid_0's binary_logloss: 0.111745 valid_1's auc: 0.836149 valid_1's binary_logloss: 0.140575 [51] valid_0's auc: 0.903621 valid_0's binary_logloss: 0.111507 valid_1's auc: 0.835988 valid_1's binary_logloss: 0.140663 [52] valid_0's auc: 0.904111 valid_0's binary_logloss: 0.111202 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.14072 [53] valid_0's auc: 0.904686 valid_0's binary_logloss: 0.110924 valid_1's auc: 0.835282 valid_1's binary_logloss: 0.140857 [54] valid_0's auc: 0.905289 valid_0's binary_logloss: 0.110597 valid_1's auc: 0.835552 valid_1's binary_logloss: 0.140853 [55] valid_0's auc: 0.905377 valid_0's binary_logloss: 0.11039 valid_1's auc: 0.835145 valid_1's binary_logloss: 0.140944 [56] valid_0's auc: 0.905425 valid_0's binary_logloss: 0.11023 valid_1's auc: 0.835209 valid_1's binary_logloss: 0.140982 [57] valid_0's auc: 0.905884 valid_0's binary_logloss: 0.109977 valid_1's auc: 0.835242 valid_1's binary_logloss: 0.141048 [58] valid_0's auc: 0.906469 valid_0's binary_logloss: 0.109795 valid_1's auc: 0.835287 valid_1's binary_logloss: 0.141113 [59] valid_0's auc: 0.90663 valid_0's binary_logloss: 0.109566 valid_1's auc: 0.834892 valid_1's binary_logloss: 0.141221 [60] valid_0's auc: 0.906754 valid_0's binary_logloss: 0.109386 valid_1's auc: 0.834537 valid_1's binary_logloss: 0.141302 [61] valid_0's auc: 0.906853 valid_0's binary_logloss: 0.109234 valid_1's auc: 0.834263 valid_1's binary_logloss: 0.141431 [62] valid_0's auc: 0.907308 valid_0's binary_logloss: 0.108973 valid_1's auc: 0.834164 valid_1's binary_logloss: 0.141469 [63] valid_0's auc: 0.907562 valid_0's binary_logloss: 0.108789 valid_1's auc: 0.833991 valid_1's binary_logloss: 0.14156 [64] valid_0's auc: 0.907627 valid_0's binary_logloss: 0.108655 valid_1's auc: 0.833641 valid_1's binary_logloss: 0.141662 [65] valid_0's auc: 0.907728 valid_0's binary_logloss: 0.108497 valid_1's auc: 0.833682 valid_1's binary_logloss: 0.141694 [66] valid_0's auc: 0.907858 valid_0's binary_logloss: 0.108326 valid_1's auc: 0.833575 valid_1's binary_logloss: 0.141768 [67] valid_0's auc: 0.907902 valid_0's binary_logloss: 0.108182 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.141877 [68] valid_0's auc: 0.907979 valid_0's binary_logloss: 0.108038 valid_1's auc: 0.833056 valid_1's binary_logloss: 0.141991 [69] valid_0's auc: 0.907985 valid_0's binary_logloss: 0.107936 valid_1's auc: 0.832884 valid_1's binary_logloss: 0.142121 [70] valid_0's auc: 0.908497 valid_0's binary_logloss: 0.10767 valid_1's auc: 0.832764 valid_1's binary_logloss: 0.142178 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 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0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902864 valid_0's binary_logloss: 0.112169 valid_1's auc: 0.836501 valid_1's binary_logloss: 0.140452 [49] valid_0's auc: 0.903193 valid_0's binary_logloss: 0.111972 valid_1's auc: 0.836193 valid_1's binary_logloss: 0.140563 [50] valid_0's auc: 0.903451 valid_0's binary_logloss: 0.111745 valid_1's auc: 0.836149 valid_1's binary_logloss: 0.140575 [51] valid_0's auc: 0.903621 valid_0's binary_logloss: 0.111507 valid_1's auc: 0.835988 valid_1's binary_logloss: 0.140663 [52] valid_0's auc: 0.904111 valid_0's binary_logloss: 0.111202 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.14072 [53] valid_0's auc: 0.904686 valid_0's binary_logloss: 0.110924 valid_1's auc: 0.835282 valid_1's binary_logloss: 0.140857 [54] valid_0's auc: 0.905289 valid_0's binary_logloss: 0.110597 valid_1's auc: 0.835552 valid_1's binary_logloss: 0.140853 [55] valid_0's auc: 0.905377 valid_0's binary_logloss: 0.11039 valid_1's auc: 0.835145 valid_1's binary_logloss: 0.140944 [56] 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0.907627 valid_0's binary_logloss: 0.108655 valid_1's auc: 0.833641 valid_1's binary_logloss: 0.141662 [65] valid_0's auc: 0.907728 valid_0's binary_logloss: 0.108497 valid_1's auc: 0.833682 valid_1's binary_logloss: 0.141694 [66] valid_0's auc: 0.907858 valid_0's binary_logloss: 0.108326 valid_1's auc: 0.833575 valid_1's binary_logloss: 0.141768 [67] valid_0's auc: 0.907902 valid_0's binary_logloss: 0.108182 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.141877 [68] valid_0's auc: 0.907979 valid_0's binary_logloss: 0.108038 valid_1's auc: 0.833056 valid_1's binary_logloss: 0.141991 [69] valid_0's auc: 0.907985 valid_0's binary_logloss: 0.107936 valid_1's auc: 0.832884 valid_1's binary_logloss: 0.142121 [70] valid_0's auc: 0.908497 valid_0's binary_logloss: 0.10767 valid_1's auc: 0.832764 valid_1's binary_logloss: 0.142178 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.889766 valid_0's binary_logloss: 0.11903 valid_1's auc: 0.836482 valid_1's binary_logloss: 0.139563 [32] valid_0's auc: 0.890594 valid_0's binary_logloss: 0.118645 valid_1's auc: 0.83636 valid_1's binary_logloss: 0.139584 [33] valid_0's auc: 0.891166 valid_0's binary_logloss: 0.118331 valid_1's auc: 0.836566 valid_1's binary_logloss: 0.139588 [34] valid_0's auc: 0.89195 valid_0's binary_logloss: 0.117971 valid_1's auc: 0.83639 valid_1's binary_logloss: 0.139645 [35] valid_0's auc: 0.892856 valid_0's binary_logloss: 0.11763 valid_1's auc: 0.836533 valid_1's binary_logloss: 0.139637 [36] valid_0's auc: 0.893773 valid_0's binary_logloss: 0.117292 valid_1's auc: 0.836349 valid_1's binary_logloss: 0.139683 [37] valid_0's auc: 0.89437 valid_0's binary_logloss: 0.116954 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.139727 [38] valid_0's auc: 0.895032 valid_0's binary_logloss: 0.116607 valid_1's auc: 0.835978 valid_1's binary_logloss: 0.139804 [39] valid_0's auc: 0.895857 valid_0's binary_logloss: 0.116247 valid_1's auc: 0.835881 valid_1's binary_logloss: 0.139851 [40] valid_0's auc: 0.896742 valid_0's binary_logloss: 0.115914 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.139917 [41] valid_0's auc: 0.897331 valid_0's binary_logloss: 0.115595 valid_1's auc: 0.835625 valid_1's binary_logloss: 0.139924 [42] valid_0's auc: 0.898125 valid_0's binary_logloss: 0.115248 valid_1's auc: 0.835883 valid_1's binary_logloss: 0.13997 [43] valid_0's auc: 0.898592 valid_0's binary_logloss: 0.114972 valid_1's auc: 0.83566 valid_1's binary_logloss: 0.139993 [44] valid_0's auc: 0.899167 valid_0's binary_logloss: 0.114671 valid_1's auc: 0.835432 valid_1's binary_logloss: 0.140081 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900774 valid_0's binary_logloss: 0.112462 valid_1's auc: 0.834387 valid_1's binary_logloss: 0.141083 [55] valid_0's auc: 0.901059 valid_0's binary_logloss: 0.112236 valid_1's auc: 0.834239 valid_1's binary_logloss: 0.14114 [56] valid_0's auc: 0.901247 valid_0's binary_logloss: 0.112009 valid_1's auc: 0.834209 valid_1's binary_logloss: 0.141158 [57] valid_0's auc: 0.901413 valid_0's binary_logloss: 0.111805 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.141239 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.889766 valid_0's binary_logloss: 0.11903 valid_1's auc: 0.836482 valid_1's binary_logloss: 0.139563 [32] valid_0's auc: 0.890594 valid_0's binary_logloss: 0.118645 valid_1's auc: 0.83636 valid_1's binary_logloss: 0.139584 [33] valid_0's auc: 0.891166 valid_0's binary_logloss: 0.118331 valid_1's auc: 0.836566 valid_1's binary_logloss: 0.139588 [34] valid_0's auc: 0.89195 valid_0's binary_logloss: 0.117971 valid_1's auc: 0.83639 valid_1's binary_logloss: 0.139645 [35] valid_0's auc: 0.892856 valid_0's binary_logloss: 0.11763 valid_1's auc: 0.836533 valid_1's binary_logloss: 0.139637 [36] valid_0's auc: 0.893773 valid_0's binary_logloss: 0.117292 valid_1's auc: 0.836349 valid_1's binary_logloss: 0.139683 [37] valid_0's auc: 0.89437 valid_0's binary_logloss: 0.116954 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.139727 [38] valid_0's auc: 0.895032 valid_0's binary_logloss: 0.116607 valid_1's auc: 0.835978 valid_1's binary_logloss: 0.139804 [39] valid_0's auc: 0.895857 valid_0's binary_logloss: 0.116247 valid_1's auc: 0.835881 valid_1's binary_logloss: 0.139851 [40] valid_0's auc: 0.896742 valid_0's binary_logloss: 0.115914 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.139917 [41] valid_0's auc: 0.897331 valid_0's binary_logloss: 0.115595 valid_1's auc: 0.835625 valid_1's binary_logloss: 0.139924 [42] valid_0's auc: 0.898125 valid_0's binary_logloss: 0.115248 valid_1's auc: 0.835883 valid_1's binary_logloss: 0.13997 [43] valid_0's auc: 0.898592 valid_0's binary_logloss: 0.114972 valid_1's auc: 0.83566 valid_1's binary_logloss: 0.139993 [44] valid_0's auc: 0.899167 valid_0's binary_logloss: 0.114671 valid_1's auc: 0.835432 valid_1's binary_logloss: 0.140081 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900774 valid_0's binary_logloss: 0.112462 valid_1's auc: 0.834387 valid_1's binary_logloss: 0.141083 [55] valid_0's auc: 0.901059 valid_0's binary_logloss: 0.112236 valid_1's auc: 0.834239 valid_1's binary_logloss: 0.14114 [56] valid_0's auc: 0.901247 valid_0's binary_logloss: 0.112009 valid_1's auc: 0.834209 valid_1's binary_logloss: 0.141158 [57] valid_0's auc: 0.901413 valid_0's binary_logloss: 0.111805 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.141239 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.889766 valid_0's binary_logloss: 0.11903 valid_1's auc: 0.836482 valid_1's binary_logloss: 0.139563 [32] valid_0's auc: 0.890594 valid_0's binary_logloss: 0.118645 valid_1's auc: 0.83636 valid_1's binary_logloss: 0.139584 [33] valid_0's auc: 0.891166 valid_0's binary_logloss: 0.118331 valid_1's auc: 0.836566 valid_1's binary_logloss: 0.139588 [34] valid_0's auc: 0.89195 valid_0's binary_logloss: 0.117971 valid_1's auc: 0.83639 valid_1's binary_logloss: 0.139645 [35] valid_0's auc: 0.892856 valid_0's binary_logloss: 0.11763 valid_1's auc: 0.836533 valid_1's binary_logloss: 0.139637 [36] valid_0's auc: 0.893773 valid_0's binary_logloss: 0.117292 valid_1's auc: 0.836349 valid_1's binary_logloss: 0.139683 [37] valid_0's auc: 0.89437 valid_0's binary_logloss: 0.116954 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.139727 [38] valid_0's auc: 0.895032 valid_0's binary_logloss: 0.116607 valid_1's auc: 0.835978 valid_1's binary_logloss: 0.139804 [39] valid_0's auc: 0.895857 valid_0's binary_logloss: 0.116247 valid_1's auc: 0.835881 valid_1's binary_logloss: 0.139851 [40] valid_0's auc: 0.896742 valid_0's binary_logloss: 0.115914 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.139917 [41] valid_0's auc: 0.897331 valid_0's binary_logloss: 0.115595 valid_1's auc: 0.835625 valid_1's binary_logloss: 0.139924 [42] valid_0's auc: 0.898125 valid_0's binary_logloss: 0.115248 valid_1's auc: 0.835883 valid_1's binary_logloss: 0.13997 [43] valid_0's auc: 0.898592 valid_0's binary_logloss: 0.114972 valid_1's auc: 0.83566 valid_1's binary_logloss: 0.139993 [44] valid_0's auc: 0.899167 valid_0's binary_logloss: 0.114671 valid_1's auc: 0.835432 valid_1's binary_logloss: 0.140081 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900774 valid_0's binary_logloss: 0.112462 valid_1's auc: 0.834387 valid_1's binary_logloss: 0.141083 [55] valid_0's auc: 0.901059 valid_0's binary_logloss: 0.112236 valid_1's auc: 0.834239 valid_1's binary_logloss: 0.14114 [56] valid_0's auc: 0.901247 valid_0's binary_logloss: 0.112009 valid_1's auc: 0.834209 valid_1's binary_logloss: 0.141158 [57] valid_0's auc: 0.901413 valid_0's binary_logloss: 0.111805 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.141239 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.820235 valid_0's binary_logloss: 0.156085 valid_1's auc: 0.81613 valid_1's binary_logloss: 0.164992 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.825778 valid_0's binary_logloss: 0.150951 valid_1's auc: 0.821835 valid_1's binary_logloss: 0.159874 [3] valid_0's auc: 0.832262 valid_0's binary_logloss: 0.147158 valid_1's auc: 0.826533 valid_1's binary_logloss: 0.156346 [4] valid_0's auc: 0.83865 valid_0's binary_logloss: 0.144126 valid_1's auc: 0.833166 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.842822 valid_0's binary_logloss: 0.141725 valid_1's auc: 0.836448 valid_1's binary_logloss: 0.151167 [6] valid_0's auc: 0.844702 valid_0's binary_logloss: 0.139642 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.149356 [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [8] valid_0's auc: 0.848277 valid_0's binary_logloss: 0.136499 valid_1's auc: 0.837663 valid_1's binary_logloss: 0.146543 [9] valid_0's auc: 0.849328 valid_0's binary_logloss: 0.135326 valid_1's auc: 0.837413 valid_1's binary_logloss: 0.145528 [10] valid_0's auc: 0.851112 valid_0's binary_logloss: 0.134188 valid_1's auc: 0.836954 valid_1's binary_logloss: 0.14466 [11] valid_0's auc: 0.852613 valid_0's binary_logloss: 0.133257 valid_1's auc: 0.837393 valid_1's binary_logloss: 0.143843 [12] valid_0's auc: 0.854906 valid_0's binary_logloss: 0.132346 valid_1's auc: 0.837459 valid_1's binary_logloss: 0.143285 [13] valid_0's auc: 0.855656 valid_0's binary_logloss: 0.131601 valid_1's auc: 0.837612 valid_1's binary_logloss: 0.142732 [14] valid_0's auc: 0.857076 valid_0's binary_logloss: 0.130884 valid_1's auc: 0.837055 valid_1's binary_logloss: 0.142403 [15] valid_0's auc: 0.857961 valid_0's binary_logloss: 0.130252 valid_1's auc: 0.837198 valid_1's binary_logloss: 0.142031 [16] valid_0's auc: 0.860191 valid_0's binary_logloss: 0.129596 valid_1's auc: 0.836016 valid_1's binary_logloss: 0.141822 [17] valid_0's auc: 0.860941 valid_0's binary_logloss: 0.129064 valid_1's auc: 0.836076 valid_1's binary_logloss: 0.141551 [18] valid_0's auc: 0.862201 valid_0's binary_logloss: 0.128565 valid_1's auc: 0.835929 valid_1's binary_logloss: 0.141326 [19] valid_0's auc: 0.863581 valid_0's binary_logloss: 0.128105 valid_1's auc: 0.835256 valid_1's binary_logloss: 0.141243 [20] valid_0's auc: 0.864799 valid_0's binary_logloss: 0.127654 valid_1's auc: 0.83435 valid_1's binary_logloss: 0.141148 [21] valid_0's auc: 0.866472 valid_0's binary_logloss: 0.127165 valid_1's auc: 0.834176 valid_1's binary_logloss: 0.141041 [22] valid_0's auc: 0.867055 valid_0's binary_logloss: 0.126777 valid_1's auc: 0.834173 valid_1's binary_logloss: 0.140887 [23] valid_0's auc: 0.867726 valid_0's binary_logloss: 0.12643 valid_1's auc: 0.833577 valid_1's binary_logloss: 0.140909 [24] valid_0's auc: 0.868612 valid_0's binary_logloss: 0.126061 valid_1's auc: 0.833336 valid_1's binary_logloss: 0.140824 [25] valid_0's auc: 0.869224 valid_0's binary_logloss: 0.125753 valid_1's auc: 0.833428 valid_1's binary_logloss: 0.140793 [26] valid_0's auc: 0.870183 valid_0's binary_logloss: 0.125414 valid_1's auc: 0.83333 valid_1's binary_logloss: 0.140724 [27] valid_0's auc: 0.870926 valid_0's binary_logloss: 0.125123 valid_1's auc: 0.832503 valid_1's binary_logloss: 0.140772 [28] valid_0's auc: 0.872395 valid_0's binary_logloss: 0.124766 valid_1's auc: 0.83287 valid_1's binary_logloss: 0.140682 [29] valid_0's auc: 0.873543 valid_0's binary_logloss: 0.124513 valid_1's auc: 0.833075 valid_1's binary_logloss: 0.140597 [30] valid_0's auc: 0.874753 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.83347 valid_1's binary_logloss: 0.140521 [31] valid_0's auc: 0.875422 valid_0's binary_logloss: 0.123916 valid_1's auc: 0.833475 valid_1's binary_logloss: 0.140452 [32] valid_0's auc: 0.875985 valid_0's binary_logloss: 0.123664 valid_1's auc: 0.833217 valid_1's binary_logloss: 0.140501 [33] valid_0's auc: 0.876732 valid_0's binary_logloss: 0.1234 valid_1's auc: 0.832846 valid_1's binary_logloss: 0.140535 [34] valid_0's auc: 0.877357 valid_0's binary_logloss: 0.123181 valid_1's auc: 0.832517 valid_1's binary_logloss: 0.140589 [35] valid_0's auc: 0.877953 valid_0's binary_logloss: 0.122917 valid_1's auc: 0.832096 valid_1's binary_logloss: 0.140629 [36] valid_0's auc: 0.878292 valid_0's binary_logloss: 0.122738 valid_1's auc: 0.831945 valid_1's binary_logloss: 0.140654 [37] valid_0's auc: 0.878873 valid_0's binary_logloss: 0.122486 valid_1's auc: 0.831775 valid_1's binary_logloss: 0.140648 Early stopping, best iteration is: [7] valid_0's auc: 0.847144 valid_0's binary_logloss: 0.13794 valid_1's auc: 0.837965 valid_1's binary_logloss: 0.147853 [1] valid_0's auc: 0.814371 valid_0's binary_logloss: 0.156452 valid_1's auc: 0.813175 valid_1's binary_logloss: 0.165418 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827277 valid_0's binary_logloss: 0.151084 valid_1's auc: 0.819635 valid_1's binary_logloss: 0.160159 [3] valid_0's auc: 0.837033 valid_0's binary_logloss: 0.14722 valid_1's auc: 0.828221 valid_1's binary_logloss: 0.156492 [4] valid_0's auc: 0.840167 valid_0's binary_logloss: 0.14423 valid_1's auc: 0.830942 valid_1's binary_logloss: 0.153586 [5] valid_0's auc: 0.842499 valid_0's binary_logloss: 0.141721 valid_1's auc: 0.833301 valid_1's binary_logloss: 0.151219 [6] valid_0's auc: 0.845403 valid_0's binary_logloss: 0.139708 valid_1's auc: 0.836412 valid_1's binary_logloss: 0.149312 [7] valid_0's auc: 0.848049 valid_0's binary_logloss: 0.138024 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.14779 [8] valid_0's auc: 0.849694 valid_0's binary_logloss: 0.136542 valid_1's auc: 0.837537 valid_1's binary_logloss: 0.146417 [9] valid_0's auc: 0.851646 valid_0's binary_logloss: 0.135289 valid_1's auc: 0.838418 valid_1's binary_logloss: 0.145329 [10] valid_0's auc: 0.853642 valid_0's binary_logloss: 0.134189 valid_1's auc: 0.839342 valid_1's binary_logloss: 0.144374 [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [12] valid_0's auc: 0.856768 valid_0's binary_logloss: 0.132399 valid_1's auc: 0.839294 valid_1's binary_logloss: 0.143047 [13] valid_0's auc: 0.85763 valid_0's binary_logloss: 0.13165 valid_1's auc: 0.838911 valid_1's binary_logloss: 0.142469 [14] valid_0's auc: 0.859243 valid_0's binary_logloss: 0.130936 valid_1's auc: 0.838705 valid_1's binary_logloss: 0.141913 [15] valid_0's auc: 0.860124 valid_0's binary_logloss: 0.130312 valid_1's auc: 0.838608 valid_1's binary_logloss: 0.141547 [16] valid_0's auc: 0.861358 valid_0's binary_logloss: 0.129687 valid_1's auc: 0.838422 valid_1's binary_logloss: 0.141134 [17] valid_0's auc: 0.862159 valid_0's binary_logloss: 0.129139 valid_1's auc: 0.838636 valid_1's binary_logloss: 0.140786 [18] valid_0's auc: 0.862729 valid_0's binary_logloss: 0.128664 valid_1's auc: 0.838342 valid_1's binary_logloss: 0.140538 [19] valid_0's auc: 0.863842 valid_0's binary_logloss: 0.128137 valid_1's auc: 0.838464 valid_1's binary_logloss: 0.140331 [20] valid_0's auc: 0.864859 valid_0's binary_logloss: 0.127657 valid_1's auc: 0.837832 valid_1's binary_logloss: 0.140179 [21] valid_0's auc: 0.866227 valid_0's binary_logloss: 0.127137 valid_1's auc: 0.837735 valid_1's binary_logloss: 0.140043 [22] valid_0's auc: 0.866888 valid_0's binary_logloss: 0.126771 valid_1's auc: 0.83823 valid_1's binary_logloss: 0.139923 [23] valid_0's auc: 0.867707 valid_0's binary_logloss: 0.126368 valid_1's auc: 0.838494 valid_1's binary_logloss: 0.139784 [24] valid_0's auc: 0.868204 valid_0's binary_logloss: 0.126013 valid_1's auc: 0.838687 valid_1's binary_logloss: 0.139638 [25] valid_0's auc: 0.869209 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.838516 valid_1's binary_logloss: 0.139648 [26] valid_0's auc: 0.869882 valid_0's binary_logloss: 0.125349 valid_1's auc: 0.838249 valid_1's binary_logloss: 0.139599 [27] valid_0's auc: 0.871011 valid_0's binary_logloss: 0.125023 valid_1's auc: 0.83904 valid_1's binary_logloss: 0.139488 [28] valid_0's auc: 0.871771 valid_0's binary_logloss: 0.124719 valid_1's auc: 0.838966 valid_1's binary_logloss: 0.139445 [29] valid_0's auc: 0.872545 valid_0's binary_logloss: 0.124396 valid_1's auc: 0.839407 valid_1's binary_logloss: 0.139327 [30] valid_0's auc: 0.873519 valid_0's binary_logloss: 0.124108 valid_1's auc: 0.839742 valid_1's binary_logloss: 0.139265 [31] valid_0's auc: 0.874482 valid_0's binary_logloss: 0.123866 valid_1's auc: 0.839662 valid_1's binary_logloss: 0.13925 [32] valid_0's auc: 0.875474 valid_0's binary_logloss: 0.123588 valid_1's auc: 0.839192 valid_1's binary_logloss: 0.139287 [33] valid_0's auc: 0.876028 valid_0's binary_logloss: 0.123356 valid_1's auc: 0.839173 valid_1's binary_logloss: 0.139247 [34] valid_0's auc: 0.877432 valid_0's binary_logloss: 0.123018 valid_1's auc: 0.839404 valid_1's binary_logloss: 0.139168 [35] valid_0's auc: 0.878087 valid_0's binary_logloss: 0.122772 valid_1's auc: 0.839008 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.878871 valid_0's binary_logloss: 0.12252 valid_1's auc: 0.839062 valid_1's binary_logloss: 0.139136 [37] valid_0's auc: 0.879262 valid_0's binary_logloss: 0.122345 valid_1's auc: 0.83907 valid_1's binary_logloss: 0.139102 [38] valid_0's auc: 0.879871 valid_0's binary_logloss: 0.122141 valid_1's auc: 0.838997 valid_1's binary_logloss: 0.139115 [39] valid_0's auc: 0.880477 valid_0's binary_logloss: 0.121863 valid_1's auc: 0.839034 valid_1's binary_logloss: 0.139128 [40] valid_0's auc: 0.881033 valid_0's binary_logloss: 0.121628 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139097 [41] valid_0's auc: 0.881485 valid_0's binary_logloss: 0.121402 valid_1's auc: 0.839369 valid_1's binary_logloss: 0.139085 Early stopping, best iteration is: [11] valid_0's auc: 0.855647 valid_0's binary_logloss: 0.133227 valid_1's auc: 0.840035 valid_1's binary_logloss: 0.143552 [1] valid_0's auc: 0.821645 valid_0's binary_logloss: 0.156528 valid_1's auc: 0.81857 valid_1's binary_logloss: 0.165101 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827488 valid_0's binary_logloss: 0.151189 valid_1's auc: 0.822299 valid_1's binary_logloss: 0.160072 [3] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.147263 valid_1's auc: 0.829855 valid_1's binary_logloss: 0.156527 [4] valid_0's auc: 0.840063 valid_0's binary_logloss: 0.144261 valid_1's auc: 0.833088 valid_1's binary_logloss: 0.153446 [5] valid_0's auc: 0.842802 valid_0's binary_logloss: 0.141691 valid_1's auc: 0.834541 valid_1's binary_logloss: 0.151144 [6] valid_0's auc: 0.844 valid_0's binary_logloss: 0.139654 valid_1's auc: 0.834542 valid_1's binary_logloss: 0.149333 [7] valid_0's auc: 0.845838 valid_0's binary_logloss: 0.138002 valid_1's auc: 0.835645 valid_1's binary_logloss: 0.147676 [8] valid_0's auc: 0.846869 valid_0's binary_logloss: 0.136628 valid_1's auc: 0.836118 valid_1's binary_logloss: 0.146491 [9] valid_0's auc: 0.849282 valid_0's binary_logloss: 0.135382 valid_1's auc: 0.837542 valid_1's binary_logloss: 0.14539 [10] valid_0's auc: 0.851021 valid_0's binary_logloss: 0.134282 valid_1's auc: 0.836942 valid_1's binary_logloss: 0.144584 [11] valid_0's auc: 0.852037 valid_0's binary_logloss: 0.133358 valid_1's auc: 0.8374 valid_1's binary_logloss: 0.143836 [12] valid_0's auc: 0.854496 valid_0's binary_logloss: 0.132505 valid_1's auc: 0.838593 valid_1's binary_logloss: 0.143171 [13] valid_0's auc: 0.857514 valid_0's binary_logloss: 0.131695 valid_1's auc: 0.838558 valid_1's binary_logloss: 0.142646 [14] valid_0's auc: 0.858827 valid_0's binary_logloss: 0.131006 valid_1's auc: 0.838498 valid_1's binary_logloss: 0.142158 [15] valid_0's auc: 0.860574 valid_0's binary_logloss: 0.130352 valid_1's auc: 0.837435 valid_1's binary_logloss: 0.141868 [16] valid_0's auc: 0.861239 valid_0's binary_logloss: 0.129765 valid_1's auc: 0.837374 valid_1's binary_logloss: 0.141537 [17] valid_0's auc: 0.86217 valid_0's binary_logloss: 0.129164 valid_1's auc: 0.837703 valid_1's binary_logloss: 0.141192 [18] valid_0's auc: 0.863228 valid_0's binary_logloss: 0.128615 valid_1's auc: 0.837526 valid_1's binary_logloss: 0.140917 [19] valid_0's auc: 0.86473 valid_0's binary_logloss: 0.128113 valid_1's auc: 0.838235 valid_1's binary_logloss: 0.140572 [20] valid_0's auc: 0.865797 valid_0's binary_logloss: 0.127679 valid_1's auc: 0.838788 valid_1's binary_logloss: 0.140332 [21] valid_0's auc: 0.866561 valid_0's binary_logloss: 0.127235 valid_1's auc: 0.839171 valid_1's binary_logloss: 0.140108 [22] valid_0's auc: 0.867237 valid_0's binary_logloss: 0.12688 valid_1's auc: 0.839213 valid_1's binary_logloss: 0.13991 [23] valid_0's auc: 0.867894 valid_0's binary_logloss: 0.126519 valid_1's auc: 0.839641 valid_1's binary_logloss: 0.139745 [24] valid_0's auc: 0.868501 valid_0's binary_logloss: 0.126192 valid_1's auc: 0.840025 valid_1's binary_logloss: 0.139593 [25] valid_0's auc: 0.869311 valid_0's binary_logloss: 0.125838 valid_1's auc: 0.839961 valid_1's binary_logloss: 0.139531 [26] valid_0's auc: 0.870325 valid_0's binary_logloss: 0.125518 valid_1's auc: 0.839261 valid_1's binary_logloss: 0.139524 [27] valid_0's auc: 0.871488 valid_0's binary_logloss: 0.125147 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139365 [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [29] valid_0's auc: 0.872967 valid_0's binary_logloss: 0.124555 valid_1's auc: 0.839723 valid_1's binary_logloss: 0.139275 [30] valid_0's auc: 0.874126 valid_0's binary_logloss: 0.124266 valid_1's auc: 0.839857 valid_1's binary_logloss: 0.139171 [31] valid_0's auc: 0.87543 valid_0's binary_logloss: 0.123931 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139154 [32] valid_0's auc: 0.876313 valid_0's binary_logloss: 0.123648 valid_1's auc: 0.839943 valid_1's binary_logloss: 0.139166 [33] valid_0's auc: 0.877163 valid_0's binary_logloss: 0.123305 valid_1's auc: 0.839608 valid_1's binary_logloss: 0.139207 [34] valid_0's auc: 0.877772 valid_0's binary_logloss: 0.123052 valid_1's auc: 0.839514 valid_1's binary_logloss: 0.139192 [35] valid_0's auc: 0.87861 valid_0's binary_logloss: 0.12278 valid_1's auc: 0.839237 valid_1's binary_logloss: 0.139202 [36] valid_0's auc: 0.879238 valid_0's binary_logloss: 0.122512 valid_1's auc: 0.839088 valid_1's binary_logloss: 0.13923 [37] valid_0's auc: 0.879908 valid_0's binary_logloss: 0.122231 valid_1's auc: 0.838984 valid_1's binary_logloss: 0.139232 [38] valid_0's auc: 0.880351 valid_0's binary_logloss: 0.122022 valid_1's auc: 0.8389 valid_1's binary_logloss: 0.139229 [39] valid_0's auc: 0.880922 valid_0's binary_logloss: 0.121827 valid_1's auc: 0.838606 valid_1's binary_logloss: 0.139285 [40] valid_0's auc: 0.881452 valid_0's binary_logloss: 0.121594 valid_1's auc: 0.838497 valid_1's binary_logloss: 0.139292 [41] valid_0's auc: 0.881875 valid_0's binary_logloss: 0.121379 valid_1's auc: 0.838811 valid_1's binary_logloss: 0.13926 [42] valid_0's auc: 0.882317 valid_0's binary_logloss: 0.121148 valid_1's auc: 0.83946 valid_1's binary_logloss: 0.139139 [43] valid_0's auc: 0.882675 valid_0's binary_logloss: 0.120974 valid_1's auc: 0.839058 valid_1's binary_logloss: 0.139201 [44] valid_0's auc: 0.883366 valid_0's binary_logloss: 0.120721 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.139186 [45] valid_0's auc: 0.884006 valid_0's binary_logloss: 0.120527 valid_1's auc: 0.838634 valid_1's binary_logloss: 0.139277 [46] valid_0's auc: 0.884683 valid_0's binary_logloss: 0.120279 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.139322 [47] valid_0's auc: 0.885007 valid_0's binary_logloss: 0.12014 valid_1's auc: 0.838723 valid_1's binary_logloss: 0.139297 [48] valid_0's auc: 0.885552 valid_0's binary_logloss: 0.11993 valid_1's auc: 0.839055 valid_1's binary_logloss: 0.139221 [49] valid_0's auc: 0.88588 valid_0's binary_logloss: 0.119742 valid_1's auc: 0.838742 valid_1's binary_logloss: 0.139296 [50] valid_0's auc: 0.886308 valid_0's binary_logloss: 0.119547 valid_1's auc: 0.838547 valid_1's binary_logloss: 0.13936 [51] valid_0's auc: 0.886547 valid_0's binary_logloss: 0.119389 valid_1's auc: 0.83847 valid_1's binary_logloss: 0.139364 [52] valid_0's auc: 0.886818 valid_0's binary_logloss: 0.119234 valid_1's auc: 0.838674 valid_1's binary_logloss: 0.139349 [53] valid_0's auc: 0.887506 valid_0's binary_logloss: 0.119042 valid_1's auc: 0.838258 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.888217 valid_0's binary_logloss: 0.118824 valid_1's auc: 0.837978 valid_1's binary_logloss: 0.139474 [55] valid_0's auc: 0.8885 valid_0's binary_logloss: 0.118659 valid_1's auc: 0.837772 valid_1's binary_logloss: 0.139499 [56] valid_0's auc: 0.888658 valid_0's binary_logloss: 0.118531 valid_1's auc: 0.837597 valid_1's binary_logloss: 0.139553 [57] valid_0's auc: 0.889012 valid_0's binary_logloss: 0.118351 valid_1's auc: 0.837827 valid_1's binary_logloss: 0.139528 [58] valid_0's auc: 0.889229 valid_0's binary_logloss: 0.11823 valid_1's auc: 0.8376 valid_1's binary_logloss: 0.139588 Early stopping, best iteration is: [28] valid_0's auc: 0.872329 valid_0's binary_logloss: 0.124848 valid_1's auc: 0.84012 valid_1's binary_logloss: 0.139258 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.832891 valid_0's binary_logloss: 0.155302 valid_1's auc: 0.818851 valid_1's binary_logloss: 0.164826 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.84519 valid_0's binary_logloss: 0.149727 valid_1's auc: 0.827144 valid_1's binary_logloss: 0.159879 [3] valid_0's auc: 0.848018 valid_0's binary_logloss: 0.145627 valid_1's auc: 0.826851 valid_1's binary_logloss: 0.15631 [4] valid_0's auc: 0.851096 valid_0's binary_logloss: 0.142423 valid_1's auc: 0.83073 valid_1's binary_logloss: 0.1534 [5] valid_0's auc: 0.854735 valid_0's binary_logloss: 0.139746 valid_1's auc: 0.832753 valid_1's binary_logloss: 0.151136 [6] valid_0's auc: 0.856928 valid_0's binary_logloss: 0.137509 valid_1's auc: 0.835605 valid_1's binary_logloss: 0.14924 [7] valid_0's auc: 0.859448 valid_0's binary_logloss: 0.135575 valid_1's auc: 0.835612 valid_1's binary_logloss: 0.147799 [8] valid_0's auc: 0.861685 valid_0's binary_logloss: 0.133953 valid_1's auc: 0.834408 valid_1's binary_logloss: 0.146634 [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [10] valid_0's auc: 0.865858 valid_0's binary_logloss: 0.131185 valid_1's auc: 0.83487 valid_1's binary_logloss: 0.144745 [11] valid_0's auc: 0.867134 valid_0's binary_logloss: 0.130116 valid_1's auc: 0.834692 valid_1's binary_logloss: 0.14411 [12] valid_0's auc: 0.868217 valid_0's binary_logloss: 0.129097 valid_1's auc: 0.834746 valid_1's binary_logloss: 0.143527 [13] valid_0's auc: 0.87073 valid_0's binary_logloss: 0.128129 valid_1's auc: 0.833582 valid_1's binary_logloss: 0.143122 [14] valid_0's auc: 0.872621 valid_0's binary_logloss: 0.12721 valid_1's auc: 0.833205 valid_1's binary_logloss: 0.142745 [15] valid_0's auc: 0.874007 valid_0's binary_logloss: 0.126363 valid_1's auc: 0.83246 valid_1's binary_logloss: 0.142489 [16] valid_0's auc: 0.875141 valid_0's binary_logloss: 0.125606 valid_1's auc: 0.831958 valid_1's binary_logloss: 0.142275 [17] valid_0's auc: 0.876061 valid_0's binary_logloss: 0.124928 valid_1's auc: 0.831586 valid_1's binary_logloss: 0.142141 [18] valid_0's auc: 0.876982 valid_0's binary_logloss: 0.124313 valid_1's auc: 0.830954 valid_1's binary_logloss: 0.142066 [19] valid_0's auc: 0.87791 valid_0's binary_logloss: 0.123702 valid_1's auc: 0.830449 valid_1's binary_logloss: 0.141962 [20] valid_0's auc: 0.879418 valid_0's binary_logloss: 0.12308 valid_1's auc: 0.830029 valid_1's binary_logloss: 0.141962 [21] valid_0's auc: 0.880585 valid_0's binary_logloss: 0.122495 valid_1's auc: 0.829857 valid_1's binary_logloss: 0.141925 [22] valid_0's auc: 0.881626 valid_0's binary_logloss: 0.121947 valid_1's auc: 0.829196 valid_1's binary_logloss: 0.141909 [23] valid_0's auc: 0.883098 valid_0's binary_logloss: 0.121442 valid_1's auc: 0.828876 valid_1's binary_logloss: 0.141881 [24] valid_0's auc: 0.883717 valid_0's binary_logloss: 0.120986 valid_1's auc: 0.829008 valid_1's binary_logloss: 0.141834 [25] valid_0's auc: 0.884322 valid_0's binary_logloss: 0.120592 valid_1's auc: 0.829359 valid_1's binary_logloss: 0.141716 [26] valid_0's auc: 0.885226 valid_0's binary_logloss: 0.120195 valid_1's auc: 0.828918 valid_1's binary_logloss: 0.141724 [27] valid_0's auc: 0.886164 valid_0's binary_logloss: 0.119764 valid_1's auc: 0.828363 valid_1's binary_logloss: 0.141754 [28] valid_0's auc: 0.887042 valid_0's binary_logloss: 0.119318 valid_1's auc: 0.828238 valid_1's binary_logloss: 0.141776 [29] valid_0's auc: 0.888068 valid_0's binary_logloss: 0.118863 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141597 [30] valid_0's auc: 0.889319 valid_0's binary_logloss: 0.118455 valid_1's auc: 0.828745 valid_1's binary_logloss: 0.141646 [31] valid_0's auc: 0.889897 valid_0's binary_logloss: 0.118129 valid_1's auc: 0.828303 valid_1's binary_logloss: 0.141735 [32] valid_0's auc: 0.890604 valid_0's binary_logloss: 0.117763 valid_1's auc: 0.828297 valid_1's binary_logloss: 0.141743 [33] valid_0's auc: 0.891961 valid_0's binary_logloss: 0.117399 valid_1's auc: 0.827735 valid_1's binary_logloss: 0.141855 [34] valid_0's auc: 0.892749 valid_0's binary_logloss: 0.117017 valid_1's auc: 0.827563 valid_1's binary_logloss: 0.141862 [35] valid_0's auc: 0.893239 valid_0's binary_logloss: 0.116708 valid_1's auc: 0.827647 valid_1's binary_logloss: 0.141904 [36] valid_0's auc: 0.894637 valid_0's binary_logloss: 0.116305 valid_1's auc: 0.82772 valid_1's binary_logloss: 0.141958 [37] valid_0's auc: 0.8953 valid_0's binary_logloss: 0.115979 valid_1's auc: 0.827755 valid_1's binary_logloss: 0.141936 [38] valid_0's auc: 0.896163 valid_0's binary_logloss: 0.115665 valid_1's auc: 0.828237 valid_1's binary_logloss: 0.14189 [39] valid_0's auc: 0.896635 valid_0's binary_logloss: 0.115364 valid_1's auc: 0.828298 valid_1's binary_logloss: 0.141936 Early stopping, best iteration is: [9] valid_0's auc: 0.863391 valid_0's binary_logloss: 0.132468 valid_1's auc: 0.835623 valid_1's binary_logloss: 0.145549 [1] valid_0's auc: 0.833054 valid_0's binary_logloss: 0.15572 valid_1's auc: 0.817048 valid_1's binary_logloss: 0.165036 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841397 valid_0's binary_logloss: 0.149862 valid_1's auc: 0.82157 valid_1's binary_logloss: 0.159575 [3] valid_0's auc: 0.849058 valid_0's binary_logloss: 0.145662 valid_1's auc: 0.829866 valid_1's binary_logloss: 0.155774 [4] valid_0's auc: 0.854301 valid_0's binary_logloss: 0.142356 valid_1's auc: 0.832415 valid_1's binary_logloss: 0.152936 [5] valid_0's auc: 0.858045 valid_0's binary_logloss: 0.139697 valid_1's auc: 0.834554 valid_1's binary_logloss: 0.150635 [6] valid_0's auc: 0.860767 valid_0's binary_logloss: 0.137458 valid_1's auc: 0.834885 valid_1's binary_logloss: 0.148761 [7] valid_0's auc: 0.863011 valid_0's binary_logloss: 0.135522 valid_1's auc: 0.835812 valid_1's binary_logloss: 0.147245 [8] valid_0's auc: 0.864923 valid_0's binary_logloss: 0.133792 valid_1's auc: 0.836656 valid_1's binary_logloss: 0.145923 [9] valid_0's auc: 0.865706 valid_0's binary_logloss: 0.13236 valid_1's auc: 0.836912 valid_1's binary_logloss: 0.144867 [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [11] valid_0's auc: 0.868596 valid_0's binary_logloss: 0.129937 valid_1's auc: 0.836466 valid_1's binary_logloss: 0.143255 [12] valid_0's auc: 0.87012 valid_0's binary_logloss: 0.128904 valid_1's auc: 0.836589 valid_1's binary_logloss: 0.142728 [13] valid_0's auc: 0.871703 valid_0's binary_logloss: 0.127913 valid_1's auc: 0.836567 valid_1's binary_logloss: 0.142105 [14] valid_0's auc: 0.873468 valid_0's binary_logloss: 0.126983 valid_1's auc: 0.835538 valid_1's binary_logloss: 0.141771 [15] valid_0's auc: 0.874839 valid_0's binary_logloss: 0.126147 valid_1's auc: 0.835363 valid_1's binary_logloss: 0.141464 [16] valid_0's auc: 0.876399 valid_0's binary_logloss: 0.125331 valid_1's auc: 0.83478 valid_1's binary_logloss: 0.141245 [17] valid_0's auc: 0.877465 valid_0's binary_logloss: 0.124655 valid_1's auc: 0.834621 valid_1's binary_logloss: 0.141028 [18] valid_0's auc: 0.878935 valid_0's binary_logloss: 0.123944 valid_1's auc: 0.834165 valid_1's binary_logloss: 0.140935 [19] valid_0's auc: 0.88046 valid_0's binary_logloss: 0.123313 valid_1's auc: 0.834629 valid_1's binary_logloss: 0.140738 [20] valid_0's auc: 0.881517 valid_0's binary_logloss: 0.12269 valid_1's auc: 0.8347 valid_1's binary_logloss: 0.140611 [21] valid_0's auc: 0.882464 valid_0's binary_logloss: 0.122095 valid_1's auc: 0.834656 valid_1's binary_logloss: 0.140487 [22] valid_0's auc: 0.883744 valid_0's binary_logloss: 0.121504 valid_1's auc: 0.834562 valid_1's binary_logloss: 0.140328 [23] valid_0's auc: 0.885301 valid_0's binary_logloss: 0.12091 valid_1's auc: 0.835278 valid_1's binary_logloss: 0.140199 [24] valid_0's auc: 0.886258 valid_0's binary_logloss: 0.120429 valid_1's auc: 0.835479 valid_1's binary_logloss: 0.140125 [25] valid_0's auc: 0.887641 valid_0's binary_logloss: 0.119921 valid_1's auc: 0.835634 valid_1's binary_logloss: 0.140147 [26] valid_0's auc: 0.888485 valid_0's binary_logloss: 0.11946 valid_1's auc: 0.836352 valid_1's binary_logloss: 0.140001 [27] valid_0's auc: 0.889535 valid_0's binary_logloss: 0.119028 valid_1's auc: 0.836981 valid_1's binary_logloss: 0.139899 [28] valid_0's auc: 0.89052 valid_0's binary_logloss: 0.11857 valid_1's auc: 0.836467 valid_1's binary_logloss: 0.13993 [29] valid_0's auc: 0.89142 valid_0's binary_logloss: 0.1181 valid_1's auc: 0.835973 valid_1's binary_logloss: 0.139988 [30] valid_0's auc: 0.892343 valid_0's binary_logloss: 0.117674 valid_1's auc: 0.836223 valid_1's binary_logloss: 0.139928 [31] valid_0's auc: 0.892999 valid_0's binary_logloss: 0.117306 valid_1's auc: 0.835567 valid_1's binary_logloss: 0.140016 [32] valid_0's auc: 0.893862 valid_0's binary_logloss: 0.116956 valid_1's auc: 0.836113 valid_1's binary_logloss: 0.139937 [33] valid_0's auc: 0.89464 valid_0's binary_logloss: 0.11655 valid_1's auc: 0.835657 valid_1's binary_logloss: 0.140052 [34] valid_0's auc: 0.895514 valid_0's binary_logloss: 0.116161 valid_1's auc: 0.835607 valid_1's binary_logloss: 0.140093 [35] valid_0's auc: 0.896538 valid_0's binary_logloss: 0.115852 valid_1's auc: 0.835793 valid_1's binary_logloss: 0.140063 [36] valid_0's auc: 0.897168 valid_0's binary_logloss: 0.115477 valid_1's auc: 0.836054 valid_1's binary_logloss: 0.140025 [37] valid_0's auc: 0.897903 valid_0's binary_logloss: 0.115132 valid_1's auc: 0.836477 valid_1's binary_logloss: 0.139893 [38] valid_0's auc: 0.898626 valid_0's binary_logloss: 0.114816 valid_1's auc: 0.836473 valid_1's binary_logloss: 0.139904 [39] valid_0's auc: 0.899165 valid_0's binary_logloss: 0.114489 valid_1's auc: 0.836732 valid_1's binary_logloss: 0.139872 [40] valid_0's auc: 0.899663 valid_0's binary_logloss: 0.114254 valid_1's auc: 0.837094 valid_1's binary_logloss: 0.139857 Early stopping, best iteration is: [10] valid_0's auc: 0.867693 valid_0's binary_logloss: 0.131066 valid_1's auc: 0.837266 valid_1's binary_logloss: 0.143895 [1] valid_0's auc: 0.830643 valid_0's binary_logloss: 0.155759 valid_1's auc: 0.816734 valid_1's binary_logloss: 0.164985 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.839353 valid_0's binary_logloss: 0.149977 valid_1's auc: 0.822571 valid_1's binary_logloss: 0.159808 [3] valid_0's auc: 0.847366 valid_0's binary_logloss: 0.145866 valid_1's auc: 0.829312 valid_1's binary_logloss: 0.156171 [4] valid_0's auc: 0.850911 valid_0's binary_logloss: 0.14247 valid_1's auc: 0.830848 valid_1's binary_logloss: 0.153328 [5] valid_0's auc: 0.854674 valid_0's binary_logloss: 0.139764 valid_1's auc: 0.833041 valid_1's binary_logloss: 0.151023 [6] valid_0's auc: 0.856722 valid_0's binary_logloss: 0.1375 valid_1's auc: 0.834264 valid_1's binary_logloss: 0.149166 [7] valid_0's auc: 0.858253 valid_0's binary_logloss: 0.135713 valid_1's auc: 0.834998 valid_1's binary_logloss: 0.147631 [8] valid_0's auc: 0.859768 valid_0's binary_logloss: 0.134063 valid_1's auc: 0.835678 valid_1's binary_logloss: 0.146384 [9] valid_0's auc: 0.86262 valid_0's binary_logloss: 0.132622 valid_1's auc: 0.836272 valid_1's binary_logloss: 0.145313 [10] valid_0's auc: 0.864631 valid_0's binary_logloss: 0.131324 valid_1's auc: 0.835827 valid_1's binary_logloss: 0.144553 [11] valid_0's auc: 0.866805 valid_0's binary_logloss: 0.130172 valid_1's auc: 0.835375 valid_1's binary_logloss: 0.143933 [12] valid_0's auc: 0.868266 valid_0's binary_logloss: 0.129101 valid_1's auc: 0.835951 valid_1's binary_logloss: 0.143342 [13] valid_0's auc: 0.870762 valid_0's binary_logloss: 0.128144 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.142813 [14] valid_0's auc: 0.872747 valid_0's binary_logloss: 0.127222 valid_1's auc: 0.835864 valid_1's binary_logloss: 0.142466 [15] valid_0's auc: 0.874158 valid_0's binary_logloss: 0.126428 valid_1's auc: 0.83548 valid_1's binary_logloss: 0.142108 [16] valid_0's auc: 0.875931 valid_0's binary_logloss: 0.125651 valid_1's auc: 0.836367 valid_1's binary_logloss: 0.141684 [17] valid_0's auc: 0.876854 valid_0's binary_logloss: 0.124918 valid_1's auc: 0.835689 valid_1's binary_logloss: 0.141524 [18] valid_0's auc: 0.878211 valid_0's binary_logloss: 0.124197 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.141285 [19] valid_0's auc: 0.879125 valid_0's binary_logloss: 0.123553 valid_1's auc: 0.835877 valid_1's binary_logloss: 0.141128 [20] valid_0's auc: 0.880489 valid_0's binary_logloss: 0.122856 valid_1's auc: 0.835385 valid_1's binary_logloss: 0.141032 [21] valid_0's auc: 0.881696 valid_0's binary_logloss: 0.122219 valid_1's auc: 0.835822 valid_1's binary_logloss: 0.140843 [22] valid_0's auc: 0.882257 valid_0's binary_logloss: 0.121726 valid_1's auc: 0.835849 valid_1's binary_logloss: 0.140761 [23] valid_0's auc: 0.883621 valid_0's binary_logloss: 0.121206 valid_1's auc: 0.836267 valid_1's binary_logloss: 0.140596 [24] valid_0's auc: 0.884751 valid_0's binary_logloss: 0.120722 valid_1's auc: 0.836405 valid_1's binary_logloss: 0.140535 [25] valid_0's auc: 0.885527 valid_0's binary_logloss: 0.120245 valid_1's auc: 0.836583 valid_1's binary_logloss: 0.140453 [26] valid_0's auc: 0.886501 valid_0's binary_logloss: 0.119775 valid_1's auc: 0.836686 valid_1's binary_logloss: 0.140414 [27] valid_0's auc: 0.887504 valid_0's binary_logloss: 0.11932 valid_1's auc: 0.83657 valid_1's binary_logloss: 0.140379 [28] valid_0's auc: 0.888486 valid_0's binary_logloss: 0.118867 valid_1's auc: 0.836823 valid_1's binary_logloss: 0.140328 [29] valid_0's auc: 0.889311 valid_0's binary_logloss: 0.118464 valid_1's auc: 0.83682 valid_1's binary_logloss: 0.140323 [30] valid_0's auc: 0.890909 valid_0's binary_logloss: 0.117974 valid_1's auc: 0.836613 valid_1's binary_logloss: 0.140327 [31] valid_0's auc: 0.892082 valid_0's binary_logloss: 0.117555 valid_1's auc: 0.836092 valid_1's binary_logloss: 0.140387 [32] valid_0's auc: 0.89295 valid_0's binary_logloss: 0.117201 valid_1's auc: 0.83626 valid_1's binary_logloss: 0.140355 [33] valid_0's auc: 0.893816 valid_0's binary_logloss: 0.116828 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140367 [34] valid_0's auc: 0.894517 valid_0's binary_logloss: 0.116483 valid_1's auc: 0.835983 valid_1's binary_logloss: 0.140391 [35] valid_0's auc: 0.895168 valid_0's binary_logloss: 0.116129 valid_1's auc: 0.836417 valid_1's binary_logloss: 0.14032 [36] valid_0's auc: 0.895858 valid_0's binary_logloss: 0.115773 valid_1's auc: 0.836502 valid_1's binary_logloss: 0.140294 [37] valid_0's auc: 0.896493 valid_0's binary_logloss: 0.115389 valid_1's auc: 0.836598 valid_1's binary_logloss: 0.140311 [38] valid_0's auc: 0.897007 valid_0's binary_logloss: 0.115102 valid_1's auc: 0.836557 valid_1's binary_logloss: 0.140361 [39] valid_0's auc: 0.897534 valid_0's binary_logloss: 0.11481 valid_1's auc: 0.837339 valid_1's binary_logloss: 0.140172 [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [41] valid_0's auc: 0.899282 valid_0's binary_logloss: 0.114163 valid_1's auc: 0.837167 valid_1's binary_logloss: 0.140215 [42] valid_0's auc: 0.899929 valid_0's binary_logloss: 0.113846 valid_1's auc: 0.837304 valid_1's binary_logloss: 0.140155 [43] valid_0's auc: 0.900677 valid_0's binary_logloss: 0.113496 valid_1's auc: 0.836986 valid_1's binary_logloss: 0.140211 [44] valid_0's auc: 0.901218 valid_0's binary_logloss: 0.113172 valid_1's auc: 0.836982 valid_1's binary_logloss: 0.140238 [45] valid_0's auc: 0.901844 valid_0's binary_logloss: 0.112871 valid_1's auc: 0.836874 valid_1's binary_logloss: 0.140285 [46] valid_0's auc: 0.901998 valid_0's binary_logloss: 0.11264 valid_1's auc: 0.83675 valid_1's binary_logloss: 0.140349 [47] valid_0's auc: 0.902646 valid_0's binary_logloss: 0.11241 valid_1's auc: 0.836555 valid_1's binary_logloss: 0.140418 [48] valid_0's auc: 0.902951 valid_0's binary_logloss: 0.112137 valid_1's auc: 0.836624 valid_1's binary_logloss: 0.140425 [49] valid_0's auc: 0.903294 valid_0's binary_logloss: 0.11194 valid_1's auc: 0.836298 valid_1's binary_logloss: 0.14052 [50] valid_0's auc: 0.903668 valid_0's binary_logloss: 0.111661 valid_1's auc: 0.83641 valid_1's binary_logloss: 0.140481 [51] valid_0's auc: 0.903847 valid_0's binary_logloss: 0.111402 valid_1's auc: 0.836292 valid_1's binary_logloss: 0.140532 [52] valid_0's auc: 0.904453 valid_0's binary_logloss: 0.111125 valid_1's auc: 0.835998 valid_1's binary_logloss: 0.140614 [53] valid_0's auc: 0.904706 valid_0's binary_logloss: 0.110886 valid_1's auc: 0.836045 valid_1's binary_logloss: 0.140661 [54] valid_0's auc: 0.904788 valid_0's binary_logloss: 0.110707 valid_1's auc: 0.835772 valid_1's binary_logloss: 0.140769 [55] valid_0's auc: 0.905209 valid_0's binary_logloss: 0.110482 valid_1's auc: 0.835712 valid_1's binary_logloss: 0.140834 [56] valid_0's auc: 0.905901 valid_0's binary_logloss: 0.110238 valid_1's auc: 0.835962 valid_1's binary_logloss: 0.140853 [57] valid_0's auc: 0.906071 valid_0's binary_logloss: 0.110033 valid_1's auc: 0.836031 valid_1's binary_logloss: 0.140877 [58] valid_0's auc: 0.906332 valid_0's binary_logloss: 0.109815 valid_1's auc: 0.836066 valid_1's binary_logloss: 0.140908 [59] valid_0's auc: 0.906609 valid_0's binary_logloss: 0.109585 valid_1's auc: 0.835892 valid_1's binary_logloss: 0.141019 [60] valid_0's auc: 0.906767 valid_0's binary_logloss: 0.109436 valid_1's auc: 0.835841 valid_1's binary_logloss: 0.141074 [61] valid_0's auc: 0.906896 valid_0's binary_logloss: 0.10925 valid_1's auc: 0.835346 valid_1's binary_logloss: 0.141206 [62] valid_0's auc: 0.90729 valid_0's binary_logloss: 0.109008 valid_1's auc: 0.835179 valid_1's binary_logloss: 0.141321 [63] valid_0's auc: 0.907427 valid_0's binary_logloss: 0.108828 valid_1's auc: 0.835014 valid_1's binary_logloss: 0.141419 [64] valid_0's auc: 0.907556 valid_0's binary_logloss: 0.108679 valid_1's auc: 0.834704 valid_1's binary_logloss: 0.141512 [65] valid_0's auc: 0.907873 valid_0's binary_logloss: 0.108509 valid_1's auc: 0.834497 valid_1's binary_logloss: 0.141578 [66] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.108319 valid_1's auc: 0.834428 valid_1's binary_logloss: 0.141645 [67] valid_0's auc: 0.908366 valid_0's binary_logloss: 0.108139 valid_1's auc: 0.83396 valid_1's binary_logloss: 0.141777 [68] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.108 valid_1's auc: 0.833565 valid_1's binary_logloss: 0.14188 [69] valid_0's auc: 0.908356 valid_0's binary_logloss: 0.107893 valid_1's auc: 0.83349 valid_1's binary_logloss: 0.141942 [70] valid_0's auc: 0.908764 valid_0's binary_logloss: 0.107702 valid_1's auc: 0.833533 valid_1's binary_logloss: 0.141958 Early stopping, best iteration is: [40] valid_0's auc: 0.898489 valid_0's binary_logloss: 0.114495 valid_1's auc: 0.837447 valid_1's binary_logloss: 0.140155 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.824873 valid_0's binary_logloss: 0.156222 valid_1's auc: 0.817791 valid_1's binary_logloss: 0.165072 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.828725 valid_0's binary_logloss: 0.151244 valid_1's auc: 0.822586 valid_1's binary_logloss: 0.160253 [3] valid_0's auc: 0.83594 valid_0's binary_logloss: 0.147423 valid_1's auc: 0.828474 valid_1's binary_logloss: 0.156542 [4] valid_0's auc: 0.839489 valid_0's binary_logloss: 0.144426 valid_1's auc: 0.831396 valid_1's binary_logloss: 0.153706 [5] valid_0's auc: 0.843358 valid_0's binary_logloss: 0.142067 valid_1's auc: 0.833466 valid_1's binary_logloss: 0.151399 [6] valid_0's auc: 0.845601 valid_0's binary_logloss: 0.14009 valid_1's auc: 0.833857 valid_1's binary_logloss: 0.149488 [7] valid_0's auc: 0.846477 valid_0's binary_logloss: 0.138491 valid_1's auc: 0.833143 valid_1's binary_logloss: 0.148023 [8] valid_0's auc: 0.847725 valid_0's binary_logloss: 0.137129 valid_1's auc: 0.833971 valid_1's binary_logloss: 0.146757 [9] valid_0's auc: 0.848442 valid_0's binary_logloss: 0.135908 valid_1's auc: 0.835976 valid_1's binary_logloss: 0.145685 [10] valid_0's auc: 0.849759 valid_0's binary_logloss: 0.134781 valid_1's auc: 0.836214 valid_1's binary_logloss: 0.144769 [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [12] valid_0's auc: 0.853743 valid_0's binary_logloss: 0.132972 valid_1's auc: 0.836647 valid_1's binary_logloss: 0.143391 [13] valid_0's auc: 0.854568 valid_0's binary_logloss: 0.132256 valid_1's auc: 0.837182 valid_1's binary_logloss: 0.142849 [14] valid_0's auc: 0.855928 valid_0's binary_logloss: 0.131554 valid_1's auc: 0.835941 valid_1's binary_logloss: 0.142474 [15] valid_0's auc: 0.85712 valid_0's binary_logloss: 0.130984 valid_1's auc: 0.834938 valid_1's binary_logloss: 0.142198 [16] valid_0's auc: 0.858721 valid_0's binary_logloss: 0.130371 valid_1's auc: 0.83561 valid_1's binary_logloss: 0.141802 [17] valid_0's auc: 0.859281 valid_0's binary_logloss: 0.129877 valid_1's auc: 0.835146 valid_1's binary_logloss: 0.141605 [18] valid_0's auc: 0.859881 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.835386 valid_1's binary_logloss: 0.14132 [19] valid_0's auc: 0.861409 valid_0's binary_logloss: 0.128929 valid_1's auc: 0.834974 valid_1's binary_logloss: 0.141151 [20] valid_0's auc: 0.862574 valid_0's binary_logloss: 0.128458 valid_1's auc: 0.834949 valid_1's binary_logloss: 0.140968 [21] valid_0's auc: 0.863262 valid_0's binary_logloss: 0.128069 valid_1's auc: 0.834616 valid_1's binary_logloss: 0.14086 [22] valid_0's auc: 0.864655 valid_0's binary_logloss: 0.127684 valid_1's auc: 0.834363 valid_1's binary_logloss: 0.140766 [23] valid_0's auc: 0.865247 valid_0's binary_logloss: 0.127349 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.140688 [24] valid_0's auc: 0.865882 valid_0's binary_logloss: 0.12704 valid_1's auc: 0.833543 valid_1's binary_logloss: 0.14068 [25] valid_0's auc: 0.867496 valid_0's binary_logloss: 0.126629 valid_1's auc: 0.834195 valid_1's binary_logloss: 0.140539 [26] valid_0's auc: 0.867923 valid_0's binary_logloss: 0.126353 valid_1's auc: 0.834028 valid_1's binary_logloss: 0.140506 [27] valid_0's auc: 0.868685 valid_0's binary_logloss: 0.126058 valid_1's auc: 0.834718 valid_1's binary_logloss: 0.140359 [28] valid_0's auc: 0.869304 valid_0's binary_logloss: 0.125764 valid_1's auc: 0.834935 valid_1's binary_logloss: 0.140287 [29] valid_0's auc: 0.870037 valid_0's binary_logloss: 0.125514 valid_1's auc: 0.834481 valid_1's binary_logloss: 0.140258 [30] valid_0's auc: 0.870785 valid_0's binary_logloss: 0.125254 valid_1's auc: 0.834179 valid_1's binary_logloss: 0.140275 [31] valid_0's auc: 0.871706 valid_0's binary_logloss: 0.124992 valid_1's auc: 0.834475 valid_1's binary_logloss: 0.140205 [32] valid_0's auc: 0.872582 valid_0's binary_logloss: 0.124728 valid_1's auc: 0.834353 valid_1's binary_logloss: 0.140189 [33] valid_0's auc: 0.873445 valid_0's binary_logloss: 0.124481 valid_1's auc: 0.834592 valid_1's binary_logloss: 0.140082 [34] valid_0's auc: 0.874095 valid_0's binary_logloss: 0.12426 valid_1's auc: 0.83436 valid_1's binary_logloss: 0.140101 [35] valid_0's auc: 0.874744 valid_0's binary_logloss: 0.123961 valid_1's auc: 0.834286 valid_1's binary_logloss: 0.140106 [36] valid_0's auc: 0.875346 valid_0's binary_logloss: 0.123739 valid_1's auc: 0.83431 valid_1's binary_logloss: 0.140046 [37] valid_0's auc: 0.875911 valid_0's binary_logloss: 0.12356 valid_1's auc: 0.834396 valid_1's binary_logloss: 0.139991 [38] valid_0's auc: 0.876273 valid_0's binary_logloss: 0.123343 valid_1's auc: 0.834267 valid_1's binary_logloss: 0.140076 [39] valid_0's auc: 0.877132 valid_0's binary_logloss: 0.123114 valid_1's auc: 0.834241 valid_1's binary_logloss: 0.140078 [40] valid_0's auc: 0.877593 valid_0's binary_logloss: 0.12292 valid_1's auc: 0.834105 valid_1's binary_logloss: 0.140113 [41] valid_0's auc: 0.877906 valid_0's binary_logloss: 0.122758 valid_1's auc: 0.83379 valid_1's binary_logloss: 0.140201 Early stopping, best iteration is: [11] valid_0's auc: 0.852238 valid_0's binary_logloss: 0.133835 valid_1's auc: 0.837243 valid_1's binary_logloss: 0.143925 [1] valid_0's auc: 0.821831 valid_0's binary_logloss: 0.156466 valid_1's auc: 0.817525 valid_1's binary_logloss: 0.165186 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.831974 valid_0's binary_logloss: 0.151137 valid_1's auc: 0.82532 valid_1's binary_logloss: 0.159691 [3] valid_0's auc: 0.839496 valid_0's binary_logloss: 0.14733 valid_1's auc: 0.831946 valid_1's binary_logloss: 0.156 [4] valid_0's auc: 0.843984 valid_0's binary_logloss: 0.144371 valid_1's auc: 0.834064 valid_1's binary_logloss: 0.153082 [5] valid_0's auc: 0.845854 valid_0's binary_logloss: 0.142024 valid_1's auc: 0.836918 valid_1's binary_logloss: 0.150735 [6] valid_0's auc: 0.848041 valid_0's binary_logloss: 0.140009 valid_1's auc: 0.838831 valid_1's binary_logloss: 0.148771 [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [8] valid_0's auc: 0.85185 valid_0's binary_logloss: 0.136891 valid_1's auc: 0.838955 valid_1's binary_logloss: 0.146094 [9] valid_0's auc: 0.853067 valid_0's binary_logloss: 0.135655 valid_1's auc: 0.838081 valid_1's binary_logloss: 0.14516 [10] valid_0's auc: 0.853922 valid_0's binary_logloss: 0.134622 valid_1's auc: 0.837333 valid_1's binary_logloss: 0.144318 [11] valid_0's auc: 0.854729 valid_0's binary_logloss: 0.133702 valid_1's auc: 0.83725 valid_1's binary_logloss: 0.143512 [12] valid_0's auc: 0.856303 valid_0's binary_logloss: 0.132789 valid_1's auc: 0.837602 valid_1's binary_logloss: 0.142833 [13] valid_0's auc: 0.857206 valid_0's binary_logloss: 0.132038 valid_1's auc: 0.837364 valid_1's binary_logloss: 0.142245 [14] valid_0's auc: 0.858161 valid_0's binary_logloss: 0.131391 valid_1's auc: 0.83777 valid_1's binary_logloss: 0.141759 [15] valid_0's auc: 0.858975 valid_0's binary_logloss: 0.130772 valid_1's auc: 0.837831 valid_1's binary_logloss: 0.14139 [16] valid_0's auc: 0.859623 valid_0's binary_logloss: 0.130219 valid_1's auc: 0.837953 valid_1's binary_logloss: 0.141016 [17] valid_0's auc: 0.860576 valid_0's binary_logloss: 0.129684 valid_1's auc: 0.837985 valid_1's binary_logloss: 0.140713 [18] valid_0's auc: 0.861311 valid_0's binary_logloss: 0.129202 valid_1's auc: 0.83796 valid_1's binary_logloss: 0.140452 [19] valid_0's auc: 0.862347 valid_0's binary_logloss: 0.128715 valid_1's auc: 0.838506 valid_1's binary_logloss: 0.140189 [20] valid_0's auc: 0.86305 valid_0's binary_logloss: 0.128312 valid_1's auc: 0.837702 valid_1's binary_logloss: 0.140094 [21] valid_0's auc: 0.863758 valid_0's binary_logloss: 0.127907 valid_1's auc: 0.838127 valid_1's binary_logloss: 0.139858 [22] valid_0's auc: 0.864635 valid_0's binary_logloss: 0.127525 valid_1's auc: 0.838331 valid_1's binary_logloss: 0.139696 [23] valid_0's auc: 0.865866 valid_0's binary_logloss: 0.127143 valid_1's auc: 0.837841 valid_1's binary_logloss: 0.139625 [24] valid_0's auc: 0.867054 valid_0's binary_logloss: 0.126749 valid_1's auc: 0.838187 valid_1's binary_logloss: 0.139526 [25] valid_0's auc: 0.867553 valid_0's binary_logloss: 0.126476 valid_1's auc: 0.838308 valid_1's binary_logloss: 0.13949 [26] valid_0's auc: 0.868108 valid_0's binary_logloss: 0.126164 valid_1's auc: 0.838035 valid_1's binary_logloss: 0.139426 [27] valid_0's auc: 0.869014 valid_0's binary_logloss: 0.125868 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.139445 [28] valid_0's auc: 0.869797 valid_0's binary_logloss: 0.12559 valid_1's auc: 0.837894 valid_1's binary_logloss: 0.139419 [29] valid_0's auc: 0.870435 valid_0's binary_logloss: 0.1253 valid_1's auc: 0.838103 valid_1's binary_logloss: 0.139321 [30] valid_0's auc: 0.87141 valid_0's binary_logloss: 0.125025 valid_1's auc: 0.838164 valid_1's binary_logloss: 0.139275 [31] valid_0's auc: 0.872143 valid_0's binary_logloss: 0.124769 valid_1's auc: 0.837843 valid_1's binary_logloss: 0.139285 [32] valid_0's auc: 0.872645 valid_0's binary_logloss: 0.124557 valid_1's auc: 0.837624 valid_1's binary_logloss: 0.139278 [33] valid_0's auc: 0.873535 valid_0's binary_logloss: 0.12432 valid_1's auc: 0.837759 valid_1's binary_logloss: 0.139258 [34] valid_0's auc: 0.874226 valid_0's binary_logloss: 0.12404 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.139211 [35] valid_0's auc: 0.874929 valid_0's binary_logloss: 0.123793 valid_1's auc: 0.838455 valid_1's binary_logloss: 0.139111 [36] valid_0's auc: 0.87555 valid_0's binary_logloss: 0.123578 valid_1's auc: 0.838611 valid_1's binary_logloss: 0.139087 [37] valid_0's auc: 0.876122 valid_0's binary_logloss: 0.123371 valid_1's auc: 0.838864 valid_1's binary_logloss: 0.139075 Early stopping, best iteration is: [7] valid_0's auc: 0.849655 valid_0's binary_logloss: 0.138307 valid_1's auc: 0.839111 valid_1's binary_logloss: 0.147373 [1] valid_0's auc: 0.821427 valid_0's binary_logloss: 0.156592 valid_1's auc: 0.81711 valid_1's binary_logloss: 0.165273 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.827893 valid_0's binary_logloss: 0.151336 valid_1's auc: 0.820533 valid_1's binary_logloss: 0.160243 [3] valid_0's auc: 0.83753 valid_0's binary_logloss: 0.147487 valid_1's auc: 0.82841 valid_1's binary_logloss: 0.156547 [4] valid_0's auc: 0.84038 valid_0's binary_logloss: 0.144428 valid_1's auc: 0.8313 valid_1's binary_logloss: 0.153575 [5] valid_0's auc: 0.842945 valid_0's binary_logloss: 0.142089 valid_1's auc: 0.833579 valid_1's binary_logloss: 0.151354 [6] valid_0's auc: 0.843246 valid_0's binary_logloss: 0.140186 valid_1's auc: 0.833781 valid_1's binary_logloss: 0.14953 [7] valid_0's auc: 0.844301 valid_0's binary_logloss: 0.138471 valid_1's auc: 0.834317 valid_1's binary_logloss: 0.147954 [8] valid_0's auc: 0.846945 valid_0's binary_logloss: 0.137078 valid_1's auc: 0.834895 valid_1's binary_logloss: 0.146786 [9] valid_0's auc: 0.849381 valid_0's binary_logloss: 0.135906 valid_1's auc: 0.834922 valid_1's binary_logloss: 0.145762 [10] valid_0's auc: 0.850944 valid_0's binary_logloss: 0.134855 valid_1's auc: 0.835441 valid_1's binary_logloss: 0.144958 [11] valid_0's auc: 0.852557 valid_0's binary_logloss: 0.133895 valid_1's auc: 0.835103 valid_1's binary_logloss: 0.144293 [12] valid_0's auc: 0.854609 valid_0's binary_logloss: 0.133013 valid_1's auc: 0.835686 valid_1's binary_logloss: 0.143793 [13] valid_0's auc: 0.855817 valid_0's binary_logloss: 0.132247 valid_1's auc: 0.835296 valid_1's binary_logloss: 0.143302 [14] valid_0's auc: 0.857501 valid_0's binary_logloss: 0.131545 valid_1's auc: 0.836432 valid_1's binary_logloss: 0.142761 [15] valid_0's auc: 0.858907 valid_0's binary_logloss: 0.130878 valid_1's auc: 0.836329 valid_1's binary_logloss: 0.142383 [16] valid_0's auc: 0.859887 valid_0's binary_logloss: 0.130287 valid_1's auc: 0.836611 valid_1's binary_logloss: 0.141883 [17] valid_0's auc: 0.860889 valid_0's binary_logloss: 0.129757 valid_1's auc: 0.836848 valid_1's binary_logloss: 0.141535 [18] valid_0's auc: 0.861827 valid_0's binary_logloss: 0.129301 valid_1's auc: 0.837106 valid_1's binary_logloss: 0.141257 [19] valid_0's auc: 0.862972 valid_0's binary_logloss: 0.128826 valid_1's auc: 0.837185 valid_1's binary_logloss: 0.141043 [20] valid_0's auc: 0.864083 valid_0's binary_logloss: 0.128369 valid_1's auc: 0.837509 valid_1's binary_logloss: 0.140794 [21] valid_0's auc: 0.864747 valid_0's binary_logloss: 0.127959 valid_1's auc: 0.837888 valid_1's binary_logloss: 0.140626 [22] valid_0's auc: 0.865769 valid_0's binary_logloss: 0.127562 valid_1's auc: 0.837811 valid_1's binary_logloss: 0.140487 [23] valid_0's auc: 0.866657 valid_0's binary_logloss: 0.127217 valid_1's auc: 0.837884 valid_1's binary_logloss: 0.140328 [24] valid_0's auc: 0.867293 valid_0's binary_logloss: 0.126875 valid_1's auc: 0.838481 valid_1's binary_logloss: 0.140215 [25] valid_0's auc: 0.867983 valid_0's binary_logloss: 0.126562 valid_1's auc: 0.838239 valid_1's binary_logloss: 0.140124 [26] valid_0's auc: 0.868559 valid_0's binary_logloss: 0.126248 valid_1's auc: 0.837903 valid_1's binary_logloss: 0.140092 [27] valid_0's auc: 0.869394 valid_0's binary_logloss: 0.125936 valid_1's auc: 0.837493 valid_1's binary_logloss: 0.14006 [28] valid_0's auc: 0.87048 valid_0's binary_logloss: 0.125677 valid_1's auc: 0.837623 valid_1's binary_logloss: 0.140007 [29] valid_0's auc: 0.871067 valid_0's binary_logloss: 0.125405 valid_1's auc: 0.838363 valid_1's binary_logloss: 0.139833 [30] valid_0's auc: 0.871596 valid_0's binary_logloss: 0.125184 valid_1's auc: 0.838846 valid_1's binary_logloss: 0.139721 [31] valid_0's auc: 0.872439 valid_0's binary_logloss: 0.124904 valid_1's auc: 0.838976 valid_1's binary_logloss: 0.139633 [32] valid_0's auc: 0.873149 valid_0's binary_logloss: 0.12463 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139601 [33] valid_0's auc: 0.87375 valid_0's binary_logloss: 0.12441 valid_1's auc: 0.839325 valid_1's binary_logloss: 0.139542 [34] valid_0's auc: 0.874305 valid_0's binary_logloss: 0.124186 valid_1's auc: 0.839791 valid_1's binary_logloss: 0.139437 [35] valid_0's auc: 0.874908 valid_0's binary_logloss: 0.123992 valid_1's auc: 0.840175 valid_1's binary_logloss: 0.139357 [36] valid_0's auc: 0.875382 valid_0's binary_logloss: 0.123761 valid_1's auc: 0.84065 valid_1's binary_logloss: 0.139264 [37] valid_0's auc: 0.876362 valid_0's binary_logloss: 0.123518 valid_1's auc: 0.840594 valid_1's binary_logloss: 0.139233 [38] valid_0's auc: 0.877046 valid_0's binary_logloss: 0.123277 valid_1's auc: 0.840636 valid_1's binary_logloss: 0.13921 [39] valid_0's auc: 0.877864 valid_0's binary_logloss: 0.123016 valid_1's auc: 0.84039 valid_1's binary_logloss: 0.139263 [40] valid_0's auc: 0.878733 valid_0's binary_logloss: 0.122732 valid_1's auc: 0.840477 valid_1's binary_logloss: 0.139224 [41] valid_0's auc: 0.879367 valid_0's binary_logloss: 0.122507 valid_1's auc: 0.840187 valid_1's binary_logloss: 0.139246 [42] valid_0's auc: 0.879651 valid_0's binary_logloss: 0.12233 valid_1's auc: 0.840322 valid_1's binary_logloss: 0.139211 [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [44] valid_0's auc: 0.880662 valid_0's binary_logloss: 0.121892 valid_1's auc: 0.840688 valid_1's binary_logloss: 0.139125 [45] valid_0's auc: 0.881011 valid_0's binary_logloss: 0.12172 valid_1's auc: 0.840576 valid_1's binary_logloss: 0.139118 [46] valid_0's auc: 0.881457 valid_0's binary_logloss: 0.121546 valid_1's auc: 0.840392 valid_1's binary_logloss: 0.139171 [47] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.121351 valid_1's auc: 0.840325 valid_1's binary_logloss: 0.139198 [48] valid_0's auc: 0.882185 valid_0's binary_logloss: 0.121194 valid_1's auc: 0.840243 valid_1's binary_logloss: 0.139218 [49] valid_0's auc: 0.882639 valid_0's binary_logloss: 0.121025 valid_1's auc: 0.840033 valid_1's binary_logloss: 0.139243 [50] valid_0's auc: 0.883142 valid_0's binary_logloss: 0.12082 valid_1's auc: 0.839859 valid_1's binary_logloss: 0.139304 [51] valid_0's auc: 0.883689 valid_0's binary_logloss: 0.120596 valid_1's auc: 0.83987 valid_1's binary_logloss: 0.139401 [52] valid_0's auc: 0.884625 valid_0's binary_logloss: 0.120378 valid_1's auc: 0.84001 valid_1's binary_logloss: 0.139381 [53] valid_0's auc: 0.884747 valid_0's binary_logloss: 0.120251 valid_1's auc: 0.839909 valid_1's binary_logloss: 0.139418 [54] valid_0's auc: 0.885168 valid_0's binary_logloss: 0.120056 valid_1's auc: 0.839621 valid_1's binary_logloss: 0.139492 [55] valid_0's auc: 0.885394 valid_0's binary_logloss: 0.119933 valid_1's auc: 0.839738 valid_1's binary_logloss: 0.13947 [56] valid_0's auc: 0.886126 valid_0's binary_logloss: 0.11977 valid_1's auc: 0.839492 valid_1's binary_logloss: 0.139514 [57] valid_0's auc: 0.886356 valid_0's binary_logloss: 0.119627 valid_1's auc: 0.839204 valid_1's binary_logloss: 0.139618 [58] valid_0's auc: 0.886811 valid_0's binary_logloss: 0.119469 valid_1's auc: 0.8392 valid_1's binary_logloss: 0.139631 [59] valid_0's auc: 0.887133 valid_0's binary_logloss: 0.119295 valid_1's auc: 0.8395 valid_1's binary_logloss: 0.139586 [60] valid_0's auc: 0.887274 valid_0's binary_logloss: 0.119182 valid_1's auc: 0.839411 valid_1's binary_logloss: 0.139605 [61] valid_0's auc: 0.887473 valid_0's binary_logloss: 0.119062 valid_1's auc: 0.839186 valid_1's binary_logloss: 0.139666 [62] valid_0's auc: 0.887859 valid_0's binary_logloss: 0.118893 valid_1's auc: 0.839117 valid_1's binary_logloss: 0.139708 [63] valid_0's auc: 0.888332 valid_0's binary_logloss: 0.118722 valid_1's auc: 0.838873 valid_1's binary_logloss: 0.139755 [64] valid_0's auc: 0.888546 valid_0's binary_logloss: 0.118579 valid_1's auc: 0.83859 valid_1's binary_logloss: 0.139844 [65] valid_0's auc: 0.888827 valid_0's binary_logloss: 0.118438 valid_1's auc: 0.838485 valid_1's binary_logloss: 0.139834 [66] valid_0's auc: 0.889058 valid_0's binary_logloss: 0.118306 valid_1's auc: 0.83816 valid_1's binary_logloss: 0.139899 [67] valid_0's auc: 0.889389 valid_0's binary_logloss: 0.118168 valid_1's auc: 0.838169 valid_1's binary_logloss: 0.139908 [68] valid_0's auc: 0.889762 valid_0's binary_logloss: 0.118022 valid_1's auc: 0.837992 valid_1's binary_logloss: 0.139943 [69] valid_0's auc: 0.88993 valid_0's binary_logloss: 0.117901 valid_1's auc: 0.838063 valid_1's binary_logloss: 0.139957 [70] valid_0's auc: 0.890062 valid_0's binary_logloss: 0.117809 valid_1's auc: 0.837734 valid_1's binary_logloss: 0.140038 [71] valid_0's auc: 0.890192 valid_0's binary_logloss: 0.117694 valid_1's auc: 0.837613 valid_1's binary_logloss: 0.140094 [72] valid_0's auc: 0.890256 valid_0's binary_logloss: 0.117581 valid_1's auc: 0.837489 valid_1's binary_logloss: 0.140124 [73] valid_0's auc: 0.890422 valid_0's binary_logloss: 0.117455 valid_1's auc: 0.837351 valid_1's binary_logloss: 0.140161 Early stopping, best iteration is: [43] valid_0's auc: 0.880193 valid_0's binary_logloss: 0.122106 valid_1's auc: 0.840866 valid_1's binary_logloss: 0.139129 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] valid_0's auc: 0.835412 valid_0's binary_logloss: 0.155721 valid_1's auc: 0.81973 valid_1's binary_logloss: 0.164844 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.841188 valid_0's binary_logloss: 0.150354 valid_1's auc: 0.823402 valid_1's binary_logloss: 0.16006 [3] valid_0's auc: 0.846758 valid_0's binary_logloss: 0.146288 valid_1's auc: 0.824811 valid_1's binary_logloss: 0.15621 [4] valid_0's auc: 0.850398 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830278 valid_1's binary_logloss: 0.153352 [5] valid_0's auc: 0.853086 valid_0's binary_logloss: 0.140514 valid_1's auc: 0.833574 valid_1's binary_logloss: 0.151071 [6] valid_0's auc: 0.855915 valid_0's binary_logloss: 0.138329 valid_1's auc: 0.834881 valid_1's binary_logloss: 0.149277 [7] valid_0's auc: 0.858115 valid_0's binary_logloss: 0.136481 valid_1's auc: 0.833603 valid_1's binary_logloss: 0.14786 [8] valid_0's auc: 0.859479 valid_0's binary_logloss: 0.134947 valid_1's auc: 0.834093 valid_1's binary_logloss: 0.146607 [9] valid_0's auc: 0.86143 valid_0's binary_logloss: 0.133519 valid_1's auc: 0.833898 valid_1's binary_logloss: 0.14559 [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [11] valid_0's auc: 0.864277 valid_0's binary_logloss: 0.13126 valid_1's auc: 0.834957 valid_1's binary_logloss: 0.144152 [12] valid_0's auc: 0.865572 valid_0's binary_logloss: 0.130304 valid_1's auc: 0.833693 valid_1's binary_logloss: 0.143697 [13] valid_0's auc: 0.867519 valid_0's binary_logloss: 0.129385 valid_1's auc: 0.833158 valid_1's binary_logloss: 0.143184 [14] valid_0's auc: 0.869354 valid_0's binary_logloss: 0.128524 valid_1's auc: 0.833598 valid_1's binary_logloss: 0.142668 [15] valid_0's auc: 0.870553 valid_0's binary_logloss: 0.127746 valid_1's auc: 0.833467 valid_1's binary_logloss: 0.142302 [16] valid_0's auc: 0.871816 valid_0's binary_logloss: 0.126943 valid_1's auc: 0.83329 valid_1's binary_logloss: 0.142022 [17] valid_0's auc: 0.872964 valid_0's binary_logloss: 0.126266 valid_1's auc: 0.83279 valid_1's binary_logloss: 0.141891 [18] valid_0's auc: 0.874047 valid_0's binary_logloss: 0.125646 valid_1's auc: 0.831917 valid_1's binary_logloss: 0.141748 [19] valid_0's auc: 0.875336 valid_0's binary_logloss: 0.125072 valid_1's auc: 0.831274 valid_1's binary_logloss: 0.141658 [20] valid_0's auc: 0.876959 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.831275 valid_1's binary_logloss: 0.141511 [21] valid_0's auc: 0.878049 valid_0's binary_logloss: 0.123928 valid_1's auc: 0.830813 valid_1's binary_logloss: 0.141459 [22] valid_0's auc: 0.878905 valid_0's binary_logloss: 0.123447 valid_1's auc: 0.83012 valid_1's binary_logloss: 0.141449 [23] valid_0's auc: 0.879827 valid_0's binary_logloss: 0.12295 valid_1's auc: 0.829554 valid_1's binary_logloss: 0.141492 [24] valid_0's auc: 0.880692 valid_0's binary_logloss: 0.122479 valid_1's auc: 0.829256 valid_1's binary_logloss: 0.141487 [25] valid_0's auc: 0.881715 valid_0's binary_logloss: 0.121994 valid_1's auc: 0.829326 valid_1's binary_logloss: 0.141362 [26] valid_0's auc: 0.883014 valid_0's binary_logloss: 0.121527 valid_1's auc: 0.829553 valid_1's binary_logloss: 0.14132 [27] valid_0's auc: 0.884245 valid_0's binary_logloss: 0.121024 valid_1's auc: 0.829624 valid_1's binary_logloss: 0.14127 [28] valid_0's auc: 0.885238 valid_0's binary_logloss: 0.12058 valid_1's auc: 0.829417 valid_1's binary_logloss: 0.141237 [29] valid_0's auc: 0.88602 valid_0's binary_logloss: 0.120198 valid_1's auc: 0.82917 valid_1's binary_logloss: 0.141201 [30] valid_0's auc: 0.88684 valid_0's binary_logloss: 0.119831 valid_1's auc: 0.82962 valid_1's binary_logloss: 0.141121 [31] valid_0's auc: 0.887965 valid_0's binary_logloss: 0.119437 valid_1's auc: 0.83035 valid_1's binary_logloss: 0.14101 [32] valid_0's auc: 0.88868 valid_0's binary_logloss: 0.119086 valid_1's auc: 0.82975 valid_1's binary_logloss: 0.141093 [33] valid_0's auc: 0.889895 valid_0's binary_logloss: 0.118649 valid_1's auc: 0.829977 valid_1's binary_logloss: 0.141037 [34] valid_0's auc: 0.890745 valid_0's binary_logloss: 0.118301 valid_1's auc: 0.829596 valid_1's binary_logloss: 0.141153 [35] valid_0's auc: 0.891349 valid_0's binary_logloss: 0.117983 valid_1's auc: 0.829373 valid_1's binary_logloss: 0.141245 [36] valid_0's auc: 0.891927 valid_0's binary_logloss: 0.117655 valid_1's auc: 0.829014 valid_1's binary_logloss: 0.141322 [37] valid_0's auc: 0.892566 valid_0's binary_logloss: 0.117355 valid_1's auc: 0.828951 valid_1's binary_logloss: 0.141336 [38] valid_0's auc: 0.893191 valid_0's binary_logloss: 0.11705 valid_1's auc: 0.828854 valid_1's binary_logloss: 0.141387 [39] valid_0's auc: 0.893853 valid_0's binary_logloss: 0.116733 valid_1's auc: 0.828794 valid_1's binary_logloss: 0.14142 [40] valid_0's auc: 0.89448 valid_0's binary_logloss: 0.116428 valid_1's auc: 0.828894 valid_1's binary_logloss: 0.141431 Early stopping, best iteration is: [10] valid_0's auc: 0.862964 valid_0's binary_logloss: 0.132331 valid_1's auc: 0.835026 valid_1's binary_logloss: 0.144789 [1] valid_0's auc: 0.830474 valid_0's binary_logloss: 0.155928 valid_1's auc: 0.817343 valid_1's binary_logloss: 0.164928 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842931 valid_0's binary_logloss: 0.1503 valid_1's auc: 0.82699 valid_1's binary_logloss: 0.15948 [3] valid_0's auc: 0.850877 valid_0's binary_logloss: 0.14631 valid_1's auc: 0.832212 valid_1's binary_logloss: 0.155775 [4] valid_0's auc: 0.854431 valid_0's binary_logloss: 0.143104 valid_1's auc: 0.83392 valid_1's binary_logloss: 0.152698 [5] valid_0's auc: 0.85663 valid_0's binary_logloss: 0.140582 valid_1's auc: 0.835094 valid_1's binary_logloss: 0.150349 [6] valid_0's auc: 0.859142 valid_0's binary_logloss: 0.138289 valid_1's auc: 0.836166 valid_1's binary_logloss: 0.148424 [7] valid_0's auc: 0.861364 valid_0's binary_logloss: 0.136413 valid_1's auc: 0.837184 valid_1's binary_logloss: 0.146912 [8] valid_0's auc: 0.862199 valid_0's binary_logloss: 0.134841 valid_1's auc: 0.837545 valid_1's binary_logloss: 0.145726 [9] valid_0's auc: 0.864095 valid_0's binary_logloss: 0.133364 valid_1's auc: 0.837242 valid_1's binary_logloss: 0.144736 [10] valid_0's auc: 0.866024 valid_0's binary_logloss: 0.132096 valid_1's auc: 0.837719 valid_1's binary_logloss: 0.143766 [11] valid_0's auc: 0.867454 valid_0's binary_logloss: 0.131002 valid_1's auc: 0.837865 valid_1's binary_logloss: 0.143009 [12] valid_0's auc: 0.868329 valid_0's binary_logloss: 0.130024 valid_1's auc: 0.837259 valid_1's binary_logloss: 0.14244 [13] valid_0's auc: 0.869137 valid_0's binary_logloss: 0.129145 valid_1's auc: 0.837689 valid_1's binary_logloss: 0.141896 [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [15] valid_0's auc: 0.872273 valid_0's binary_logloss: 0.12745 valid_1's auc: 0.837906 valid_1's binary_logloss: 0.141019 [16] valid_0's auc: 0.873243 valid_0's binary_logloss: 0.12672 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140677 [17] valid_0's auc: 0.874251 valid_0's binary_logloss: 0.126044 valid_1's auc: 0.83701 valid_1's binary_logloss: 0.140582 [18] valid_0's auc: 0.875622 valid_0's binary_logloss: 0.125387 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.140485 [19] valid_0's auc: 0.877031 valid_0's binary_logloss: 0.124759 valid_1's auc: 0.836188 valid_1's binary_logloss: 0.14029 [20] valid_0's auc: 0.878046 valid_0's binary_logloss: 0.124156 valid_1's auc: 0.836531 valid_1's binary_logloss: 0.140133 [21] valid_0's auc: 0.879478 valid_0's binary_logloss: 0.123507 valid_1's auc: 0.837068 valid_1's binary_logloss: 0.13995 [22] valid_0's auc: 0.880423 valid_0's binary_logloss: 0.123029 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.139912 [23] valid_0's auc: 0.881684 valid_0's binary_logloss: 0.122492 valid_1's auc: 0.836983 valid_1's binary_logloss: 0.139762 [24] valid_0's auc: 0.882873 valid_0's binary_logloss: 0.121986 valid_1's auc: 0.837319 valid_1's binary_logloss: 0.139659 [25] valid_0's auc: 0.883597 valid_0's binary_logloss: 0.121566 valid_1's auc: 0.837154 valid_1's binary_logloss: 0.139623 [26] valid_0's auc: 0.884814 valid_0's binary_logloss: 0.121104 valid_1's auc: 0.836302 valid_1's binary_logloss: 0.139668 [27] valid_0's auc: 0.886026 valid_0's binary_logloss: 0.120635 valid_1's auc: 0.836521 valid_1's binary_logloss: 0.139601 [28] valid_0's auc: 0.887071 valid_0's binary_logloss: 0.120222 valid_1's auc: 0.836646 valid_1's binary_logloss: 0.139557 [29] valid_0's auc: 0.88798 valid_0's binary_logloss: 0.119772 valid_1's auc: 0.836667 valid_1's binary_logloss: 0.139519 [30] valid_0's auc: 0.889177 valid_0's binary_logloss: 0.119359 valid_1's auc: 0.836779 valid_1's binary_logloss: 0.139549 [31] valid_0's auc: 0.88983 valid_0's binary_logloss: 0.119027 valid_1's auc: 0.836542 valid_1's binary_logloss: 0.139557 [32] valid_0's auc: 0.890507 valid_0's binary_logloss: 0.118652 valid_1's auc: 0.836831 valid_1's binary_logloss: 0.139527 [33] valid_0's auc: 0.891378 valid_0's binary_logloss: 0.118281 valid_1's auc: 0.836202 valid_1's binary_logloss: 0.139625 [34] valid_0's auc: 0.892306 valid_0's binary_logloss: 0.117902 valid_1's auc: 0.836124 valid_1's binary_logloss: 0.139642 [35] valid_0's auc: 0.893119 valid_0's binary_logloss: 0.117569 valid_1's auc: 0.836241 valid_1's binary_logloss: 0.139691 [36] valid_0's auc: 0.89399 valid_0's binary_logloss: 0.117229 valid_1's auc: 0.836725 valid_1's binary_logloss: 0.139623 [37] valid_0's auc: 0.894593 valid_0's binary_logloss: 0.11692 valid_1's auc: 0.83651 valid_1's binary_logloss: 0.139687 [38] valid_0's auc: 0.895264 valid_0's binary_logloss: 0.116628 valid_1's auc: 0.836515 valid_1's binary_logloss: 0.139693 [39] valid_0's auc: 0.896026 valid_0's binary_logloss: 0.116282 valid_1's auc: 0.836614 valid_1's binary_logloss: 0.139705 [40] valid_0's auc: 0.896718 valid_0's binary_logloss: 0.115912 valid_1's auc: 0.836179 valid_1's binary_logloss: 0.139749 [41] valid_0's auc: 0.897615 valid_0's binary_logloss: 0.115555 valid_1's auc: 0.83622 valid_1's binary_logloss: 0.139813 [42] valid_0's auc: 0.898256 valid_0's binary_logloss: 0.115218 valid_1's auc: 0.835647 valid_1's binary_logloss: 0.139938 [43] valid_0's auc: 0.898724 valid_0's binary_logloss: 0.114931 valid_1's auc: 0.835633 valid_1's binary_logloss: 0.139949 [44] valid_0's auc: 0.899318 valid_0's binary_logloss: 0.1146 valid_1's auc: 0.835398 valid_1's binary_logloss: 0.139976 Early stopping, best iteration is: [14] valid_0's auc: 0.870957 valid_0's binary_logloss: 0.128226 valid_1's auc: 0.838226 valid_1's binary_logloss: 0.141392 [1] valid_0's auc: 0.834724 valid_0's binary_logloss: 0.15607 valid_1's auc: 0.822983 valid_1's binary_logloss: 0.165104 Training until validation scores don't improve for 30 rounds [2] valid_0's auc: 0.842835 valid_0's binary_logloss: 0.150494 valid_1's auc: 0.830472 valid_1's binary_logloss: 0.159671 [3] valid_0's auc: 0.847187 valid_0's binary_logloss: 0.146306 valid_1's auc: 0.830873 valid_1's binary_logloss: 0.155985 [4] valid_0's auc: 0.850394 valid_0's binary_logloss: 0.143088 valid_1's auc: 0.830975 valid_1's binary_logloss: 0.15321 [5] valid_0's auc: 0.853379 valid_0's binary_logloss: 0.140508 valid_1's auc: 0.832135 valid_1's binary_logloss: 0.150854 [6] valid_0's auc: 0.855463 valid_0's binary_logloss: 0.138297 valid_1's auc: 0.833116 valid_1's binary_logloss: 0.149013 [7] valid_0's auc: 0.856723 valid_0's binary_logloss: 0.136504 valid_1's auc: 0.833811 valid_1's binary_logloss: 0.147577 [8] valid_0's auc: 0.858076 valid_0's binary_logloss: 0.13495 valid_1's auc: 0.835315 valid_1's binary_logloss: 0.146273 [9] valid_0's auc: 0.861024 valid_0's binary_logloss: 0.133583 valid_1's auc: 0.835042 valid_1's binary_logloss: 0.145374 [10] valid_0's auc: 0.862281 valid_0's binary_logloss: 0.132357 valid_1's auc: 0.834154 valid_1's binary_logloss: 0.144649 [11] valid_0's auc: 0.864612 valid_0's binary_logloss: 0.131283 valid_1's auc: 0.834587 valid_1's binary_logloss: 0.143941 [12] valid_0's auc: 0.866377 valid_0's binary_logloss: 0.130299 valid_1's auc: 0.834242 valid_1's binary_logloss: 0.143366 [13] valid_0's auc: 0.868343 valid_0's binary_logloss: 0.129417 valid_1's auc: 0.833273 valid_1's binary_logloss: 0.142976 [14] valid_0's auc: 0.86957 valid_0's binary_logloss: 0.128593 valid_1's auc: 0.833783 valid_1's binary_logloss: 0.142567 [15] valid_0's auc: 0.871109 valid_0's binary_logloss: 0.127759 valid_1's auc: 0.834057 valid_1's binary_logloss: 0.142234 [16] valid_0's auc: 0.872893 valid_0's binary_logloss: 0.126996 valid_1's auc: 0.835329 valid_1's binary_logloss: 0.141809 [17] valid_0's auc: 0.874236 valid_0's binary_logloss: 0.12631 valid_1's auc: 0.834985 valid_1's binary_logloss: 0.141613 [18] valid_0's auc: 0.875324 valid_0's binary_logloss: 0.125725 valid_1's auc: 0.834942 valid_1's binary_logloss: 0.141363 [19] valid_0's auc: 0.876659 valid_0's binary_logloss: 0.125068 valid_1's auc: 0.835024 valid_1's binary_logloss: 0.141162 [20] valid_0's auc: 0.877885 valid_0's binary_logloss: 0.124484 valid_1's auc: 0.835893 valid_1's binary_logloss: 0.140933 [21] valid_0's auc: 0.879121 valid_0's binary_logloss: 0.12391 valid_1's auc: 0.837029 valid_1's binary_logloss: 0.140651 [22] valid_0's auc: 0.880116 valid_0's binary_logloss: 0.123339 valid_1's auc: 0.837366 valid_1's binary_logloss: 0.140547 [23] valid_0's auc: 0.881224 valid_0's binary_logloss: 0.12282 valid_1's auc: 0.837357 valid_1's binary_logloss: 0.140445 [24] valid_0's auc: 0.882014 valid_0's binary_logloss: 0.122386 valid_1's auc: 0.837343 valid_1's binary_logloss: 0.140371 [25] valid_0's auc: 0.88318 valid_0's binary_logloss: 0.121861 valid_1's auc: 0.83723 valid_1's binary_logloss: 0.140313 [26] valid_0's auc: 0.884008 valid_0's binary_logloss: 0.121441 valid_1's auc: 0.837761 valid_1's binary_logloss: 0.140173 [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [28] valid_0's auc: 0.885456 valid_0's binary_logloss: 0.120626 valid_1's auc: 0.8381 valid_1's binary_logloss: 0.140016 [29] valid_0's auc: 0.886143 valid_0's binary_logloss: 0.120215 valid_1's auc: 0.837539 valid_1's binary_logloss: 0.140081 [30] valid_0's auc: 0.887168 valid_0's binary_logloss: 0.119789 valid_1's auc: 0.837041 valid_1's binary_logloss: 0.140138 [31] valid_0's auc: 0.888049 valid_0's binary_logloss: 0.11938 valid_1's auc: 0.837002 valid_1's binary_logloss: 0.14016 [32] valid_0's auc: 0.889383 valid_0's binary_logloss: 0.11898 valid_1's auc: 0.837145 valid_1's binary_logloss: 0.140133 [33] valid_0's auc: 0.890218 valid_0's binary_logloss: 0.118615 valid_1's auc: 0.837034 valid_1's binary_logloss: 0.140161 [34] valid_0's auc: 0.890951 valid_0's binary_logloss: 0.118239 valid_1's auc: 0.836622 valid_1's binary_logloss: 0.140249 [35] valid_0's auc: 0.89193 valid_0's binary_logloss: 0.117845 valid_1's auc: 0.83721 valid_1's binary_logloss: 0.140142 [36] valid_0's auc: 0.89249 valid_0's binary_logloss: 0.117514 valid_1's auc: 0.837329 valid_1's binary_logloss: 0.140085 [37] valid_0's auc: 0.893153 valid_0's binary_logloss: 0.117162 valid_1's auc: 0.837726 valid_1's binary_logloss: 0.140025 [38] valid_0's auc: 0.893722 valid_0's binary_logloss: 0.116804 valid_1's auc: 0.837646 valid_1's binary_logloss: 0.140069 [39] valid_0's auc: 0.894287 valid_0's binary_logloss: 0.116502 valid_1's auc: 0.837467 valid_1's binary_logloss: 0.140116 [40] valid_0's auc: 0.894931 valid_0's binary_logloss: 0.116159 valid_1's auc: 0.837285 valid_1's binary_logloss: 0.140166 [41] valid_0's auc: 0.895478 valid_0's binary_logloss: 0.115855 valid_1's auc: 0.836817 valid_1's binary_logloss: 0.140278 [42] valid_0's auc: 0.89595 valid_0's binary_logloss: 0.115545 valid_1's auc: 0.836904 valid_1's binary_logloss: 0.140258 [43] valid_0's auc: 0.896577 valid_0's binary_logloss: 0.115235 valid_1's auc: 0.836632 valid_1's binary_logloss: 0.140316 [44] valid_0's auc: 0.897202 valid_0's binary_logloss: 0.114912 valid_1's auc: 0.836224 valid_1's binary_logloss: 0.140388 [45] valid_0's auc: 0.897568 valid_0's binary_logloss: 0.114642 valid_1's auc: 0.836 valid_1's binary_logloss: 0.140468 [46] valid_0's auc: 0.898191 valid_0's binary_logloss: 0.114371 valid_1's auc: 0.836172 valid_1's binary_logloss: 0.140475 [47] valid_0's auc: 0.898723 valid_0's binary_logloss: 0.114065 valid_1's auc: 0.835845 valid_1's binary_logloss: 0.140564 [48] valid_0's auc: 0.899328 valid_0's binary_logloss: 0.113773 valid_1's auc: 0.835506 valid_1's binary_logloss: 0.140705 [49] valid_0's auc: 0.899622 valid_0's binary_logloss: 0.11351 valid_1's auc: 0.835534 valid_1's binary_logloss: 0.14074 [50] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.113289 valid_1's auc: 0.835377 valid_1's binary_logloss: 0.140793 [51] valid_0's auc: 0.899982 valid_0's binary_logloss: 0.11309 valid_1's auc: 0.835316 valid_1's binary_logloss: 0.140842 [52] valid_0's auc: 0.900458 valid_0's binary_logloss: 0.112839 valid_1's auc: 0.834893 valid_1's binary_logloss: 0.140958 [53] valid_0's auc: 0.900599 valid_0's binary_logloss: 0.11265 valid_1's auc: 0.834842 valid_1's binary_logloss: 0.140974 [54] valid_0's auc: 0.900817 valid_0's binary_logloss: 0.112431 valid_1's auc: 0.834488 valid_1's binary_logloss: 0.14108 [55] valid_0's auc: 0.901171 valid_0's binary_logloss: 0.11219 valid_1's auc: 0.834569 valid_1's binary_logloss: 0.141078 [56] valid_0's auc: 0.901313 valid_0's binary_logloss: 0.111984 valid_1's auc: 0.83461 valid_1's binary_logloss: 0.141072 [57] valid_0's auc: 0.901434 valid_0's binary_logloss: 0.111814 valid_1's auc: 0.834406 valid_1's binary_logloss: 0.141149 Early stopping, best iteration is: [27] valid_0's auc: 0.884811 valid_0's binary_logloss: 0.120993 valid_1's auc: 0.838266 valid_1's binary_logloss: 0.140023 [1] training's auc: 0.83587 training's binary_logloss: 0.15528 valid_1's auc: 0.820192 valid_1's binary_logloss: 0.164812 Training until validation scores don't improve for 30 rounds [2] training's auc: 0.843305 training's binary_logloss: 0.149401 valid_1's auc: 0.826488 valid_1's binary_logloss: 0.159486 [3] training's auc: 0.850605 training's binary_logloss: 0.145058 valid_1's auc: 0.833867 valid_1's binary_logloss: 0.155607 [4] training's auc: 0.857473 training's binary_logloss: 0.141712 valid_1's auc: 0.835902 valid_1's binary_logloss: 0.15279 [5] training's auc: 0.862215 training's binary_logloss: 0.138906 valid_1's auc: 0.837887 valid_1's binary_logloss: 0.150685 [6] training's auc: 0.866046 training's binary_logloss: 0.136564 valid_1's auc: 0.83821 valid_1's binary_logloss: 0.148674 [7] training's auc: 0.867545 training's binary_logloss: 0.134563 valid_1's auc: 0.838396 valid_1's binary_logloss: 0.147187 [8] training's auc: 0.869699 training's binary_logloss: 0.132769 valid_1's auc: 0.839675 valid_1's binary_logloss: 0.145756 [9] training's auc: 0.871096 training's binary_logloss: 0.131237 valid_1's auc: 0.839506 valid_1's binary_logloss: 0.144762 [10] training's auc: 0.872226 training's binary_logloss: 0.129848 valid_1's auc: 0.839484 valid_1's binary_logloss: 0.143878 [11] training's auc: 0.874113 training's binary_logloss: 0.128628 valid_1's auc: 0.839971 valid_1's binary_logloss: 0.143068 [12] training's auc: 0.875949 training's binary_logloss: 0.127511 valid_1's auc: 0.84034 valid_1's binary_logloss: 0.142366 [13] training's auc: 0.877876 training's binary_logloss: 0.126429 valid_1's auc: 0.840786 valid_1's binary_logloss: 0.141853 [14] training's auc: 0.880154 training's binary_logloss: 0.125432 valid_1's auc: 0.840533 valid_1's binary_logloss: 0.14142 [15] training's auc: 0.882155 training's binary_logloss: 0.124507 valid_1's auc: 0.839717 valid_1's binary_logloss: 0.141168 [16] training's auc: 0.884454 training's binary_logloss: 0.12354 valid_1's auc: 0.840062 valid_1's binary_logloss: 0.140774 [17] training's auc: 0.885916 training's binary_logloss: 0.122705 valid_1's auc: 0.839837 valid_1's binary_logloss: 0.140555 [18] training's auc: 0.887078 training's binary_logloss: 0.12195 valid_1's auc: 0.840181 valid_1's binary_logloss: 0.140319 [19] training's auc: 0.888379 training's binary_logloss: 0.121254 valid_1's auc: 0.840055 valid_1's binary_logloss: 0.140124 [20] training's auc: 0.890736 training's binary_logloss: 0.12051 valid_1's auc: 0.840306 valid_1's binary_logloss: 0.139932 [21] training's auc: 0.892485 training's binary_logloss: 0.119832 valid_1's auc: 0.840197 valid_1's binary_logloss: 0.139759 [22] training's auc: 0.894547 training's binary_logloss: 0.119074 valid_1's auc: 0.83996 valid_1's binary_logloss: 0.13966 [23] training's auc: 0.896126 training's binary_logloss: 0.118461 valid_1's auc: 0.840082 valid_1's binary_logloss: 0.139573 [24] training's auc: 0.89747 training's binary_logloss: 0.117795 valid_1's auc: 0.840515 valid_1's binary_logloss: 0.139411 [25] training's auc: 0.898719 training's binary_logloss: 0.117244 valid_1's auc: 0.840297 valid_1's binary_logloss: 0.139374 [26] training's auc: 0.900144 training's binary_logloss: 0.11673 valid_1's auc: 0.840017 valid_1's binary_logloss: 0.139304 [27] training's auc: 0.901704 training's binary_logloss: 0.116143 valid_1's auc: 0.840002 valid_1's binary_logloss: 0.139217 [28] training's auc: 0.903071 training's binary_logloss: 0.115602 valid_1's auc: 0.840256 valid_1's binary_logloss: 0.13911 [29] training's auc: 0.904631 training's binary_logloss: 0.115093 valid_1's auc: 0.840593 valid_1's binary_logloss: 0.13902 [30] training's auc: 0.905997 training's binary_logloss: 0.114631 valid_1's auc: 0.840917 valid_1's binary_logloss: 0.138944 [31] training's auc: 0.90709 training's binary_logloss: 0.114146 valid_1's auc: 0.84057 valid_1's binary_logloss: 0.138957 [32] training's auc: 0.908336 training's binary_logloss: 0.11366 valid_1's auc: 0.841256 valid_1's binary_logloss: 0.13883 [33] training's auc: 0.910071 training's binary_logloss: 0.113216 valid_1's auc: 0.840751 valid_1's binary_logloss: 0.138855 [34] training's auc: 0.911293 training's binary_logloss: 0.112813 valid_1's auc: 0.840989 valid_1's binary_logloss: 0.13878 [35] training's auc: 0.912415 training's binary_logloss: 0.112382 valid_1's auc: 0.841281 valid_1's binary_logloss: 0.138686 [36] training's auc: 0.913538 training's binary_logloss: 0.111932 valid_1's auc: 0.841239 valid_1's binary_logloss: 0.138694 [37] training's auc: 0.914738 training's binary_logloss: 0.111522 valid_1's auc: 0.841142 valid_1's binary_logloss: 0.138717 [38] training's auc: 0.916115 training's binary_logloss: 0.111142 valid_1's auc: 0.841227 valid_1's binary_logloss: 0.138713 [39] training's auc: 0.917166 training's binary_logloss: 0.110663 valid_1's auc: 0.84114 valid_1's binary_logloss: 0.138719 [40] training's auc: 0.918039 training's binary_logloss: 0.110285 valid_1's auc: 0.840818 valid_1's binary_logloss: 0.138771 [41] training's auc: 0.919035 training's binary_logloss: 0.109843 valid_1's auc: 0.84092 valid_1's binary_logloss: 0.138744 [42] training's auc: 0.920098 training's binary_logloss: 0.109387 valid_1's auc: 0.841008 valid_1's binary_logloss: 0.138779 [43] training's auc: 0.920736 training's binary_logloss: 0.109044 valid_1's auc: 0.840732 valid_1's binary_logloss: 0.138855 [44] training's auc: 0.921582 training's binary_logloss: 0.108626 valid_1's auc: 0.840633 valid_1's binary_logloss: 0.138879 [45] training's auc: 0.922429 training's binary_logloss: 0.108244 valid_1's auc: 0.840448 valid_1's binary_logloss: 0.138932 [46] training's auc: 0.92324 training's binary_logloss: 0.107895 valid_1's auc: 0.840434 valid_1's binary_logloss: 0.138913 [47] training's auc: 0.923998 training's binary_logloss: 0.107597 valid_1's auc: 0.840571 valid_1's binary_logloss: 0.138912 [48] training's auc: 0.924811 training's binary_logloss: 0.107189 valid_1's auc: 0.840762 valid_1's binary_logloss: 0.138873 [49] training's auc: 0.925432 training's binary_logloss: 0.106842 valid_1's auc: 0.840655 valid_1's binary_logloss: 0.138886 [50] training's auc: 0.925843 training's binary_logloss: 0.106607 valid_1's auc: 0.840468 valid_1's binary_logloss: 0.138907 [51] training's auc: 0.926546 training's binary_logloss: 0.10624 valid_1's auc: 0.840081 valid_1's binary_logloss: 0.139024 [52] training's auc: 0.927087 training's binary_logloss: 0.105909 valid_1's auc: 0.839942 valid_1's binary_logloss: 0.139052 [53] training's auc: 0.927715 training's binary_logloss: 0.105617 valid_1's auc: 0.839681 valid_1's binary_logloss: 0.139088 [54] training's auc: 0.927964 training's binary_logloss: 0.10543 valid_1's auc: 0.839793 valid_1's binary_logloss: 0.139131 [55] training's auc: 0.928603 training's binary_logloss: 0.105172 valid_1's auc: 0.839698 valid_1's binary_logloss: 0.13916 [56] training's auc: 0.92937 training's binary_logloss: 0.104758 valid_1's auc: 0.839671 valid_1's binary_logloss: 0.139149 [57] training's auc: 0.929892 training's binary_logloss: 0.104474 valid_1's auc: 0.839599 valid_1's binary_logloss: 0.139205 [58] training's auc: 0.930358 training's binary_logloss: 0.104165 valid_1's auc: 0.839717 valid_1's binary_logloss: 0.139212 [59] training's auc: 0.930748 training's binary_logloss: 0.103894 valid_1's auc: 0.839444 valid_1's binary_logloss: 0.139302 [60] training's auc: 0.931166 training's binary_logloss: 0.103615 valid_1's auc: 0.839479 valid_1's binary_logloss: 0.139285 [61] training's auc: 0.931649 training's binary_logloss: 0.103325 valid_1's auc: 0.839345 valid_1's binary_logloss: 0.139354 [62] training's auc: 0.932069 training's binary_logloss: 0.103071 valid_1's auc: 0.839129 valid_1's binary_logloss: 0.139451 [63] training's auc: 0.93272 training's binary_logloss: 0.102789 valid_1's auc: 0.838834 valid_1's binary_logloss: 0.139536 [64] training's auc: 0.933538 training's binary_logloss: 0.102415 valid_1's auc: 0.838797 valid_1's binary_logloss: 0.13953 [65] training's auc: 0.934208 training's binary_logloss: 0.102134 valid_1's auc: 0.83874 valid_1's binary_logloss: 0.139559 Early stopping, best iteration is: [35] training's auc: 0.912415 training's binary_logloss: 0.112382 valid_1's auc: 0.841281 valid_1's binary_logloss: 0.138686 CPU times: user 19min 36s, sys: 1min 28s, total: 21min 4s Wall time: 6min 29s
GridSearchCV(cv=3, estimator=LGBMClassifier(n_estimators=500),
param_grid={'max_depth': [32, 64, 128, 160],
'min_child_samples': [60, 100], 'num_leaves': [32, 64],
'subsample': [0.6, 0.8, 1]})
print("GridSearchCV 최적 파라미터 : ", gridcv.best_params_ )
GridSearchCV 최적 파라미터 : {'max_depth': 32, 'min_child_samples': 60, 'num_leaves': 64, 'subsample': 0.6}
pred_prob = gridcv.predict_proba(X_test)[:, 1]
lgbm_roc_score = roc_auc_score(y_test, pred_prob, average='macro')
print("ROC AUC : {0:4f}".format(lgbm_roc_score))
ROC AUC : 0.841281
%%time
lgbm_model_l = LGBMClassifier(n_estimators=1000,
max_depth=32,
min_child_samples=60,
num_leaves=64,
subsamle=0.6)
evals = [(X_test, y_test)]
lgbm_model_l.fit(X_train, y_train, early_stopping_rounds=100,
eval_metric='auc', eval_set=evals,
verbose=True)
[LightGBM] [Warning] Unknown parameter: subsamle [1] valid_0's auc: 0.820192 valid_0's binary_logloss: 0.164812 Training until validation scores don't improve for 100 rounds [2] valid_0's auc: 0.826488 valid_0's binary_logloss: 0.159486 [3] valid_0's auc: 0.833867 valid_0's binary_logloss: 0.155607 [4] valid_0's auc: 0.835902 valid_0's binary_logloss: 0.15279 [5] valid_0's auc: 0.837887 valid_0's binary_logloss: 0.150685 [6] valid_0's auc: 0.83821 valid_0's binary_logloss: 0.148674 [7] valid_0's auc: 0.838396 valid_0's binary_logloss: 0.147187 [8] valid_0's auc: 0.839675 valid_0's binary_logloss: 0.145756 [9] valid_0's auc: 0.839506 valid_0's binary_logloss: 0.144762 [10] valid_0's auc: 0.839484 valid_0's binary_logloss: 0.143878 [11] valid_0's auc: 0.839971 valid_0's binary_logloss: 0.143068 [12] valid_0's auc: 0.84034 valid_0's binary_logloss: 0.142366 [13] valid_0's auc: 0.840786 valid_0's binary_logloss: 0.141853 [14] valid_0's auc: 0.840533 valid_0's binary_logloss: 0.14142 [15] valid_0's auc: 0.839717 valid_0's binary_logloss: 0.141168 [16] valid_0's auc: 0.840062 valid_0's binary_logloss: 0.140774 [17] valid_0's auc: 0.839837 valid_0's binary_logloss: 0.140555 [18] valid_0's auc: 0.840181 valid_0's binary_logloss: 0.140319 [19] valid_0's auc: 0.840055 valid_0's binary_logloss: 0.140124 [20] valid_0's auc: 0.840306 valid_0's binary_logloss: 0.139932 [21] valid_0's auc: 0.840197 valid_0's binary_logloss: 0.139759 [22] valid_0's auc: 0.83996 valid_0's binary_logloss: 0.13966 [23] valid_0's auc: 0.840082 valid_0's binary_logloss: 0.139573 [24] valid_0's auc: 0.840515 valid_0's binary_logloss: 0.139411 [25] valid_0's auc: 0.840297 valid_0's binary_logloss: 0.139374 [26] valid_0's auc: 0.840017 valid_0's binary_logloss: 0.139304 [27] valid_0's auc: 0.840002 valid_0's binary_logloss: 0.139217 [28] valid_0's auc: 0.840256 valid_0's binary_logloss: 0.13911 [29] valid_0's auc: 0.840593 valid_0's binary_logloss: 0.13902 [30] valid_0's auc: 0.840917 valid_0's binary_logloss: 0.138944 [31] valid_0's auc: 0.84057 valid_0's binary_logloss: 0.138957 [32] valid_0's auc: 0.841256 valid_0's binary_logloss: 0.13883 [33] valid_0's auc: 0.840751 valid_0's binary_logloss: 0.138855 [34] valid_0's auc: 0.840989 valid_0's binary_logloss: 0.13878 [35] valid_0's auc: 0.841281 valid_0's binary_logloss: 0.138686 [36] valid_0's auc: 0.841239 valid_0's binary_logloss: 0.138694 [37] valid_0's auc: 0.841142 valid_0's binary_logloss: 0.138717 [38] valid_0's auc: 0.841227 valid_0's binary_logloss: 0.138713 [39] valid_0's auc: 0.84114 valid_0's binary_logloss: 0.138719 [40] valid_0's auc: 0.840818 valid_0's binary_logloss: 0.138771 [41] valid_0's auc: 0.84092 valid_0's binary_logloss: 0.138744 [42] valid_0's auc: 0.841008 valid_0's binary_logloss: 0.138779 [43] valid_0's auc: 0.840732 valid_0's binary_logloss: 0.138855 [44] valid_0's auc: 0.840633 valid_0's binary_logloss: 0.138879 [45] valid_0's auc: 0.840448 valid_0's binary_logloss: 0.138932 [46] valid_0's auc: 0.840434 valid_0's binary_logloss: 0.138913 [47] valid_0's auc: 0.840571 valid_0's binary_logloss: 0.138912 [48] valid_0's auc: 0.840762 valid_0's binary_logloss: 0.138873 [49] valid_0's auc: 0.840655 valid_0's binary_logloss: 0.138886 [50] valid_0's auc: 0.840468 valid_0's binary_logloss: 0.138907 [51] valid_0's auc: 0.840081 valid_0's binary_logloss: 0.139024 [52] valid_0's auc: 0.839942 valid_0's binary_logloss: 0.139052 [53] valid_0's auc: 0.839681 valid_0's binary_logloss: 0.139088 [54] valid_0's auc: 0.839793 valid_0's binary_logloss: 0.139131 [55] valid_0's auc: 0.839698 valid_0's binary_logloss: 0.13916 [56] valid_0's auc: 0.839671 valid_0's binary_logloss: 0.139149 [57] valid_0's auc: 0.839599 valid_0's binary_logloss: 0.139205 [58] valid_0's auc: 0.839717 valid_0's binary_logloss: 0.139212 [59] valid_0's auc: 0.839444 valid_0's binary_logloss: 0.139302 [60] valid_0's auc: 0.839479 valid_0's binary_logloss: 0.139285 [61] valid_0's auc: 0.839345 valid_0's binary_logloss: 0.139354 [62] valid_0's auc: 0.839129 valid_0's binary_logloss: 0.139451 [63] valid_0's auc: 0.838834 valid_0's binary_logloss: 0.139536 [64] valid_0's auc: 0.838797 valid_0's binary_logloss: 0.13953 [65] valid_0's auc: 0.83874 valid_0's binary_logloss: 0.139559 [66] valid_0's auc: 0.838986 valid_0's binary_logloss: 0.139566 [67] valid_0's auc: 0.838701 valid_0's binary_logloss: 0.139687 [68] valid_0's auc: 0.83857 valid_0's binary_logloss: 0.139735 [69] valid_0's auc: 0.83894 valid_0's binary_logloss: 0.139683 [70] valid_0's auc: 0.839073 valid_0's binary_logloss: 0.139673 [71] valid_0's auc: 0.838771 valid_0's binary_logloss: 0.139748 [72] valid_0's auc: 0.838604 valid_0's binary_logloss: 0.139766 [73] valid_0's auc: 0.838471 valid_0's binary_logloss: 0.139825 [74] valid_0's auc: 0.838574 valid_0's binary_logloss: 0.139846 [75] valid_0's auc: 0.838378 valid_0's binary_logloss: 0.139901 [76] valid_0's auc: 0.838044 valid_0's binary_logloss: 0.139998 [77] valid_0's auc: 0.837855 valid_0's binary_logloss: 0.140042 [78] valid_0's auc: 0.837938 valid_0's binary_logloss: 0.140052 [79] valid_0's auc: 0.837707 valid_0's binary_logloss: 0.140134 [80] valid_0's auc: 0.837339 valid_0's binary_logloss: 0.140253 [81] valid_0's auc: 0.837315 valid_0's binary_logloss: 0.140317 [82] valid_0's auc: 0.837101 valid_0's binary_logloss: 0.140387 [83] valid_0's auc: 0.837084 valid_0's binary_logloss: 0.140441 [84] valid_0's auc: 0.83703 valid_0's binary_logloss: 0.1405 [85] valid_0's auc: 0.836973 valid_0's binary_logloss: 0.140554 [86] valid_0's auc: 0.837074 valid_0's binary_logloss: 0.140576 [87] valid_0's auc: 0.836694 valid_0's binary_logloss: 0.140695 [88] valid_0's auc: 0.836525 valid_0's binary_logloss: 0.140741 [89] valid_0's auc: 0.836222 valid_0's binary_logloss: 0.140825 [90] valid_0's auc: 0.836186 valid_0's binary_logloss: 0.140852 [91] valid_0's auc: 0.83622 valid_0's binary_logloss: 0.140849 [92] valid_0's auc: 0.836188 valid_0's binary_logloss: 0.140884 [93] valid_0's auc: 0.836199 valid_0's binary_logloss: 0.140904 [94] valid_0's auc: 0.836098 valid_0's binary_logloss: 0.140932 [95] valid_0's auc: 0.835978 valid_0's binary_logloss: 0.14097 [96] valid_0's auc: 0.835912 valid_0's binary_logloss: 0.141034 [97] valid_0's auc: 0.835824 valid_0's binary_logloss: 0.141069 [98] valid_0's auc: 0.835736 valid_0's binary_logloss: 0.141127 [99] valid_0's auc: 0.835668 valid_0's binary_logloss: 0.141207 [100] valid_0's auc: 0.835545 valid_0's binary_logloss: 0.14128 [101] valid_0's auc: 0.83533 valid_0's binary_logloss: 0.141356 [102] valid_0's auc: 0.834957 valid_0's binary_logloss: 0.141476 [103] valid_0's auc: 0.834839 valid_0's binary_logloss: 0.141517 [104] valid_0's auc: 0.834542 valid_0's binary_logloss: 0.141616 [105] valid_0's auc: 0.834628 valid_0's binary_logloss: 0.141646 [106] valid_0's auc: 0.834732 valid_0's binary_logloss: 0.14163 [107] valid_0's auc: 0.83452 valid_0's binary_logloss: 0.14173 [108] valid_0's auc: 0.834549 valid_0's binary_logloss: 0.141745 [109] valid_0's auc: 0.834557 valid_0's binary_logloss: 0.141793 [110] valid_0's auc: 0.834861 valid_0's binary_logloss: 0.141803 [111] valid_0's auc: 0.834793 valid_0's binary_logloss: 0.141845 [112] valid_0's auc: 0.834632 valid_0's binary_logloss: 0.141914 [113] valid_0's auc: 0.834575 valid_0's binary_logloss: 0.141967 [114] valid_0's auc: 0.834348 valid_0's binary_logloss: 0.142001 [115] valid_0's auc: 0.833984 valid_0's binary_logloss: 0.14211 [116] valid_0's auc: 0.833899 valid_0's binary_logloss: 0.142177 [117] valid_0's auc: 0.83372 valid_0's binary_logloss: 0.142231 [118] valid_0's auc: 0.833593 valid_0's binary_logloss: 0.142312 [119] valid_0's auc: 0.833437 valid_0's binary_logloss: 0.142375 [120] valid_0's auc: 0.833389 valid_0's binary_logloss: 0.14239 [121] valid_0's auc: 0.833165 valid_0's binary_logloss: 0.142495 [122] valid_0's auc: 0.832885 valid_0's binary_logloss: 0.142591 [123] valid_0's auc: 0.832737 valid_0's binary_logloss: 0.142684 [124] valid_0's auc: 0.832848 valid_0's binary_logloss: 0.142716 [125] valid_0's auc: 0.832809 valid_0's binary_logloss: 0.142727 [126] valid_0's auc: 0.83291 valid_0's binary_logloss: 0.142737 [127] valid_0's auc: 0.83286 valid_0's binary_logloss: 0.142804 [128] valid_0's auc: 0.832814 valid_0's binary_logloss: 0.142828 [129] valid_0's auc: 0.832631 valid_0's binary_logloss: 0.142895 [130] valid_0's auc: 0.832796 valid_0's binary_logloss: 0.142864 [131] valid_0's auc: 0.832859 valid_0's binary_logloss: 0.142873 [132] valid_0's auc: 0.832781 valid_0's binary_logloss: 0.142942 [133] valid_0's auc: 0.832541 valid_0's binary_logloss: 0.143056 [134] valid_0's auc: 0.832237 valid_0's binary_logloss: 0.143214 [135] valid_0's auc: 0.832156 valid_0's binary_logloss: 0.143261 Early stopping, best iteration is: [35] valid_0's auc: 0.841281 valid_0's binary_logloss: 0.138686 CPU times: user 8.33 s, sys: 390 ms, total: 8.72 s Wall time: 2.8 s
LGBMClassifier(max_depth=32, min_child_samples=60, n_estimators=1000,
num_leaves=64, subsamle=0.6)
pred_prob = lgbm_model_l.predict_proba(X_test)[:, 1]
lgbm_roc_score = roc_auc_score(y_test, pred_prob, average='macro')
print("ROC AUC : {0:4f}".format(lgbm_roc_score))
ROC AUC : 0.841281