[ECC DS 9주차] 분류1_캐글 산단테르 고객 만족 예측

2023-05-13

0. 대회 소개

370개의 피처로 주어진 데이터 세트를 기반으로 고객 만족 여부를 예측하는 문제
피처 이름의 경우 모두 익명 처리됨 -> 이름만을 가지고 어떤 속성인지는 추정할 수 x
클래스 레이블: TARGET
- 1: 불만족
- 0: 만족
성능 평가 지표: ROC-AUC
- 대부분이 만족이고 불만족인 데이터는 일부일 것이기 때문
데이터 출처: https://www.kaggle.com/competitions/santander-customer-satisfaction/data

1. 데이터 전처리

1-1. 라이브러리 import & 데이터 로딩

import numpy as np 
import pandas as pd 
import matplotlib.pyplot as plt
import matplotlib

cust_df = pd.read_csv("/content/drive/MyDrive/Colab Notebooks/ESAA 8기/YB/10주차/data/train_santander.csv",encoding = 'latin-1')
print('dataset shape:', cust_df.shape)
cust_df.head(3)

dataset shape: (76020, 371)

	ID	var3	var15	...	var38
0	1	2	23	...	39205.17
1	3	2	34	...	49278.03
2	4	2	23	...	67333.77

3 rows × 371 columns

클래스 값 컬럼을 포함하여 피처가 371개 존재함

1-2. EDA

### 데이터 정보 확인

cust_df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 76020 entries, 0 to 76019
Columns: 371 entries, ID to TARGET
dtypes: float64(111), int64(260)
memory usage: 215.2 MB

111개의 피처가 float형, 260개의 피처가 int형
모든 피처가 숫자형임
Null 값은 없음

### target 속성값의 분포

print(cust_df['TARGET'].value_counts())
unsatisfied_cnt = cust_df[cust_df['TARGET'] == 1].TARGET.count()
total_cnt = cust_df.TARGET.count()

print()
print('unsatisfied 비율은 {0:.2f}'.format((unsatisfied_cnt / total_cnt)))

0    73012
1     3008
Name: TARGET, dtype: int64

unsatisfied 비율은 0.04

대부분이 만족(0)이며, 불만족인 고객은 얼마 되지 않는 4%에 불과

### 각 피처의 값 분포

cust_df.describe( )

	ID	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	...	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
count	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	...	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	76020.000000	7.602000e+04	76020.000000
mean	75964.050723	-1523.199277	33.212865	86.208265	72.363067	119.529632	3.559130	6.472698	0.412946	0.567352	...	7.935824	1.365146	12.215580	8.784074	31.505324	1.858575	76.026165	56.614351	1.172358e+05	0.039569
std	43781.947379	39033.462364	12.956486	1614.757313	339.315831	546.266294	93.155749	153.737066	30.604864	36.513513	...	455.887218	113.959637	783.207399	538.439211	2013.125393	147.786584	4040.337842	2852.579397	1.826646e+05	0.194945
min	1.000000	-999999.000000	5.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	...	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	5.163750e+03	0.000000
25%	38104.750000	2.000000	23.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	...	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	6.787061e+04	0.000000
50%	76043.000000	2.000000	28.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	...	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	1.064092e+05	0.000000
75%	113748.750000	2.000000	40.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	...	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	1.187563e+05	0.000000
max	151838.000000	238.000000	105.000000	210000.000000	12888.030000	21024.810000	8237.820000	11073.570000	6600.000000	6600.000000	...	50003.880000	20385.720000	138831.630000	91778.730000	438329.220000	24650.010000	681462.900000	397884.300000	2.203474e+07	1.000000

8 rows × 371 columns

var3 컬럼의 경우 min 값이 -999999임
- NaN이나 특정 예외 값을 -999999로 변환했을 것이라고 예상할 수 있음
- print(cust_df, var3.value_counts()[:10])으로 조사 결과 -999999 값이 116개나 있음을 확인할 수 있음

var3의 이상치를 최빈값인 2로 변환

cust_df['var3'].replace(-999999, 2, inplace = True) # 이상치 변환
cust_df.drop('ID', axis = 1, inplace = True) # 불필요한 컬럼 제거

1-3. 데이터 구성하기

### 피처 세트와 레이블 세트 분리
# 레이블 컬럼은 DataFrame의 맨 마지막에 위치해 컬럼 위치 -1로 분리

X_features = cust_df.iloc[:, :-1]
y_labels = cust_df.iloc[:, -1]

print('피처 데이터 shape:{0}'.format(X_features.shape))

피처 데이터 shape:(76020, 369)

from sklearn.model_selection import train_test_split

X_train, X_test, y_train, y_test = train_test_split(X_features, y_labels,
                                                    test_size = 0.2, random_state = 0)
train_cnt = y_train.count()
test_cnt = y_test.count()
print('학습 세트 Shape:{0}, 테스트 세트 Shape:{1}'.format(X_train.shape , X_test.shape))

학습 세트 Shape:(60816, 369), 테스트 세트 Shape:(15204, 369)

# 비대칭한 데이터 세트이므로 클래스인 Target 값 분포도가 train과 test에 모두 비슷한지 확인

print('학습 세트 레이블 값 분포 비율')
print(y_train.value_counts()/train_cnt)

print('\n 테스트 세트 레이블 값 분포 비율')
print(y_test.value_counts()/test_cnt)

학습 세트 레이블 값 분포 비율
0    0.960964
1    0.039036
Name: TARGET, dtype: float64

 테스트 세트 레이블 값 분포 비율
0    0.9583
1    0.0417
Name: TARGET, dtype: float64

train과 test 모두 TARGET 값의 분포가 원본 데이터와 유사하게 전체 4% 정도의 불만족 값(= 1)으로 만들어짐

2. 모델링(Modeling)

XGBoost 와 LightGBM 활용

2-1. XGBoost

from xgboost import XGBClassifier
from sklearn.metrics import roc_auc_score

※ 테스트 데이터 세트를 XGBoost의 평가 데이터 세트로 사용하면 과적합의 가능성을 증가시킬 수 있음

a) 기본 모델 생성/학습/예측

### 모델 객체 생성
xgb_clf = XGBClassifier(n_estimators = 500, random_state = 156)

### 모델 학습
# 성능 평가 지표를 auc로, 조기 중단 파라미터는 100으로 설정
xgb_clf.fit(X_train, y_train, early_stopping_rounds = 100,
            eval_metric = "auc", eval_set = [(X_train, y_train), (X_test, y_test)])

### 모델 성능 평가
xgb_roc_score = roc_auc_score(y_test, xgb_clf.predict_proba(X_test)[:,1], average = 'macro')
print('ROC AUC: {0:.4f}'.format(xgb_roc_score))

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.82005	validation_1-auc:0.81157
[1]	validation_0-auc:0.83400	validation_1-auc:0.82452
[2]	validation_0-auc:0.83870	validation_1-auc:0.82745
[3]	validation_0-auc:0.84419	validation_1-auc:0.82922
[4]	validation_0-auc:0.84783	validation_1-auc:0.83298
[5]	validation_0-auc:0.85125	validation_1-auc:0.83500
[6]	validation_0-auc:0.85501	validation_1-auc:0.83653
[7]	validation_0-auc:0.85831	validation_1-auc:0.83782
[8]	validation_0-auc:0.86143	validation_1-auc:0.83802
[9]	validation_0-auc:0.86452	validation_1-auc:0.83914
[10]	validation_0-auc:0.86717	validation_1-auc:0.83954
[11]	validation_0-auc:0.87013	validation_1-auc:0.83983
[12]	validation_0-auc:0.87369	validation_1-auc:0.84033
[13]	validation_0-auc:0.87620	validation_1-auc:0.84055
[14]	validation_0-auc:0.87799	validation_1-auc:0.84135
[15]	validation_0-auc:0.88071	validation_1-auc:0.84117
[16]	validation_0-auc:0.88237	validation_1-auc:0.84101
[17]	validation_0-auc:0.88352	validation_1-auc:0.84071
[18]	validation_0-auc:0.88457	validation_1-auc:0.84052
[19]	validation_0-auc:0.88592	validation_1-auc:0.84023
[20]	validation_0-auc:0.88788	validation_1-auc:0.84012
[21]	validation_0-auc:0.88845	validation_1-auc:0.84022
[22]	validation_0-auc:0.88980	validation_1-auc:0.84007
[23]	validation_0-auc:0.89019	validation_1-auc:0.84009
[24]	validation_0-auc:0.89193	validation_1-auc:0.83974
[25]	validation_0-auc:0.89253	validation_1-auc:0.84015
[26]	validation_0-auc:0.89329	validation_1-auc:0.84101
[27]	validation_0-auc:0.89386	validation_1-auc:0.84087
[28]	validation_0-auc:0.89416	validation_1-auc:0.84074
[29]	validation_0-auc:0.89660	validation_1-auc:0.83999
[30]	validation_0-auc:0.89737	validation_1-auc:0.83959
[31]	validation_0-auc:0.89911	validation_1-auc:0.83952
[32]	validation_0-auc:0.90103	validation_1-auc:0.83901
[33]	validation_0-auc:0.90250	validation_1-auc:0.83885
[34]	validation_0-auc:0.90275	validation_1-auc:0.83887
[35]	validation_0-auc:0.90290	validation_1-auc:0.83864
[36]	validation_0-auc:0.90460	validation_1-auc:0.83834
[37]	validation_0-auc:0.90497	validation_1-auc:0.83810
[38]	validation_0-auc:0.90515	validation_1-auc:0.83811
[39]	validation_0-auc:0.90533	validation_1-auc:0.83813
[40]	validation_0-auc:0.90574	validation_1-auc:0.83776
[41]	validation_0-auc:0.90690	validation_1-auc:0.83720
[42]	validation_0-auc:0.90715	validation_1-auc:0.83684
[43]	validation_0-auc:0.90736	validation_1-auc:0.83672
[44]	validation_0-auc:0.90758	validation_1-auc:0.83674
[45]	validation_0-auc:0.90767	validation_1-auc:0.83694
[46]	validation_0-auc:0.90778	validation_1-auc:0.83687
[47]	validation_0-auc:0.90791	validation_1-auc:0.83678
[48]	validation_0-auc:0.90829	validation_1-auc:0.83694
[49]	validation_0-auc:0.90869	validation_1-auc:0.83676
[50]	validation_0-auc:0.90890	validation_1-auc:0.83655
[51]	validation_0-auc:0.91067	validation_1-auc:0.83669
[52]	validation_0-auc:0.91238	validation_1-auc:0.83641
[53]	validation_0-auc:0.91352	validation_1-auc:0.83690
[54]	validation_0-auc:0.91386	validation_1-auc:0.83693
[55]	validation_0-auc:0.91406	validation_1-auc:0.83681
[56]	validation_0-auc:0.91545	validation_1-auc:0.83680
[57]	validation_0-auc:0.91556	validation_1-auc:0.83667
[58]	validation_0-auc:0.91628	validation_1-auc:0.83665
[59]	validation_0-auc:0.91725	validation_1-auc:0.83591
[60]	validation_0-auc:0.91762	validation_1-auc:0.83576
[61]	validation_0-auc:0.91784	validation_1-auc:0.83534
[62]	validation_0-auc:0.91872	validation_1-auc:0.83513
[63]	validation_0-auc:0.91892	validation_1-auc:0.83510
[64]	validation_0-auc:0.91896	validation_1-auc:0.83508
[65]	validation_0-auc:0.91907	validation_1-auc:0.83519
[66]	validation_0-auc:0.91970	validation_1-auc:0.83510
[67]	validation_0-auc:0.91982	validation_1-auc:0.83523
[68]	validation_0-auc:0.92007	validation_1-auc:0.83457
[69]	validation_0-auc:0.92015	validation_1-auc:0.83460
[70]	validation_0-auc:0.92024	validation_1-auc:0.83446
[71]	validation_0-auc:0.92037	validation_1-auc:0.83462
[72]	validation_0-auc:0.92087	validation_1-auc:0.83394
[73]	validation_0-auc:0.92094	validation_1-auc:0.83410
[74]	validation_0-auc:0.92133	validation_1-auc:0.83394
[75]	validation_0-auc:0.92141	validation_1-auc:0.83368
[76]	validation_0-auc:0.92321	validation_1-auc:0.83413
[77]	validation_0-auc:0.92415	validation_1-auc:0.83359
[78]	validation_0-auc:0.92503	validation_1-auc:0.83353
[79]	validation_0-auc:0.92539	validation_1-auc:0.83293
[80]	validation_0-auc:0.92577	validation_1-auc:0.83253
[81]	validation_0-auc:0.92677	validation_1-auc:0.83187
[82]	validation_0-auc:0.92706	validation_1-auc:0.83230
[83]	validation_0-auc:0.92800	validation_1-auc:0.83216
[84]	validation_0-auc:0.92822	validation_1-auc:0.83206
[85]	validation_0-auc:0.92870	validation_1-auc:0.83196
[86]	validation_0-auc:0.92875	validation_1-auc:0.83200
[87]	validation_0-auc:0.92881	validation_1-auc:0.83208
[88]	validation_0-auc:0.92919	validation_1-auc:0.83174
[89]	validation_0-auc:0.92940	validation_1-auc:0.83160
[90]	validation_0-auc:0.92948	validation_1-auc:0.83155
[91]	validation_0-auc:0.92959	validation_1-auc:0.83165
[92]	validation_0-auc:0.92964	validation_1-auc:0.83172
[93]	validation_0-auc:0.93031	validation_1-auc:0.83160
[94]	validation_0-auc:0.93032	validation_1-auc:0.83150
[95]	validation_0-auc:0.93037	validation_1-auc:0.83132
[96]	validation_0-auc:0.93084	validation_1-auc:0.83090
[97]	validation_0-auc:0.93091	validation_1-auc:0.83091
[98]	validation_0-auc:0.93168	validation_1-auc:0.83066
[99]	validation_0-auc:0.93245	validation_1-auc:0.83058
[100]	validation_0-auc:0.93286	validation_1-auc:0.83029
[101]	validation_0-auc:0.93361	validation_1-auc:0.82955
[102]	validation_0-auc:0.93359	validation_1-auc:0.82962
[103]	validation_0-auc:0.93435	validation_1-auc:0.82893
[104]	validation_0-auc:0.93446	validation_1-auc:0.82837
[105]	validation_0-auc:0.93480	validation_1-auc:0.82815
[106]	validation_0-auc:0.93579	validation_1-auc:0.82744
[107]	validation_0-auc:0.93583	validation_1-auc:0.82728
[108]	validation_0-auc:0.93610	validation_1-auc:0.82651
[109]	validation_0-auc:0.93617	validation_1-auc:0.82650
[110]	validation_0-auc:0.93659	validation_1-auc:0.82621
[111]	validation_0-auc:0.93663	validation_1-auc:0.82620
[112]	validation_0-auc:0.93710	validation_1-auc:0.82591
[113]	validation_0-auc:0.93781	validation_1-auc:0.82498
ROC AUC: 0.8413

b) Hyper Parameter Tuning

칼럼의 개수가 많음 -> 과적합 가능성

max_depth, min_child_weight, colsample_bytree 하이퍼 파라미터만 일차 튜닝 대상으로 튜닝

학습 시간이 많이 필요한 ML 모델인 경우 처음에는 먼저 2 ~ 3개 정도의 파라미터를 결합해 최적 파라미터를 찾아낸 뒤에 해당 최적 파라미터를 기반으로 다시 1 ~ 2개의 파라미터를 결합하여 파라미터 튜닝을 수행하는 방법도 존재
다음 코드는 8개의 하이퍼 파라미터 경우의 수를 가짐
- 수행 시간이 오래 걸림
- n_estimator = 100, early_stopping_rounds = 30으로 하여 테스트 한 뒤 나중에 하이퍼 파라미터 튜닝이 완료되면 다시 증가시키자.

from sklearn.model_selection import GridSearchCV

# 하이퍼 파라미터 테스트의 수행 속도를 향상시키기 위해 n_estimators를 100으로 감소
xgb_clf = XGBClassifier(n_estimators = 100)


### 하이퍼 파라미터 튜닝
params = {'max_depth':[5, 7] , 
          'min_child_weight':[1,3] ,
          'colsample_bytree':[0.5, 0.75] }

### 교차 검증
# cv는 3으로 지정 
gridcv = GridSearchCV(xgb_clf, 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)])
print('GridSearchCV 최적 파라미터:',gridcv.best_params_) 

### 성능 평가
xgb_roc_score = roc_auc_score(y_test, gridcv.predict_proba(X_test)[:,1], average = 'macro')
print('ROC AUC: {0:.4f}'.format(xgb_roc_score))

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80289	validation_1-auc:0.80420
[1]	validation_0-auc:0.80677	validation_1-auc:0.80892
[2]	validation_0-auc:0.82161	validation_1-auc:0.81979
[3]	validation_0-auc:0.82877	validation_1-auc:0.82509
[4]	validation_0-auc:0.83227	validation_1-auc:0.82868
[5]	validation_0-auc:0.83179	validation_1-auc:0.82649
[6]	validation_0-auc:0.82662	validation_1-auc:0.81879
[7]	validation_0-auc:0.83687	validation_1-auc:0.82901
[8]	validation_0-auc:0.84136	validation_1-auc:0.83545
[9]	validation_0-auc:0.84304	validation_1-auc:0.83301
[10]	validation_0-auc:0.84221	validation_1-auc:0.83210
[11]	validation_0-auc:0.84723	validation_1-auc:0.83457
[12]	validation_0-auc:0.85187	validation_1-auc:0.83740
[13]	validation_0-auc:0.85373	validation_1-auc:0.83434
[14]	validation_0-auc:0.85631	validation_1-auc:0.83641
[15]	validation_0-auc:0.85719	validation_1-auc:0.83617
[16]	validation_0-auc:0.85906	validation_1-auc:0.83443
[17]	validation_0-auc:0.86100	validation_1-auc:0.83417
[18]	validation_0-auc:0.86275	validation_1-auc:0.83579
[19]	validation_0-auc:0.86439	validation_1-auc:0.83680
[20]	validation_0-auc:0.86511	validation_1-auc:0.83633
[21]	validation_0-auc:0.86619	validation_1-auc:0.83515
[22]	validation_0-auc:0.86671	validation_1-auc:0.83481
[23]	validation_0-auc:0.86748	validation_1-auc:0.83488
[24]	validation_0-auc:0.86861	validation_1-auc:0.83440
[25]	validation_0-auc:0.86928	validation_1-auc:0.83477
[26]	validation_0-auc:0.86955	validation_1-auc:0.83447
[27]	validation_0-auc:0.86969	validation_1-auc:0.83420
[28]	validation_0-auc:0.87033	validation_1-auc:0.83437
[29]	validation_0-auc:0.87109	validation_1-auc:0.83385
[30]	validation_0-auc:0.87112	validation_1-auc:0.83374
[31]	validation_0-auc:0.87144	validation_1-auc:0.83318
[32]	validation_0-auc:0.87162	validation_1-auc:0.83293
[33]	validation_0-auc:0.87226	validation_1-auc:0.83267
[34]	validation_0-auc:0.87256	validation_1-auc:0.83229
[35]	validation_0-auc:0.87290	validation_1-auc:0.83248
[36]	validation_0-auc:0.87326	validation_1-auc:0.83255
[37]	validation_0-auc:0.87348	validation_1-auc:0.83267
[38]	validation_0-auc:0.87418	validation_1-auc:0.83279
[39]	validation_0-auc:0.87460	validation_1-auc:0.83252
[40]	validation_0-auc:0.87483	validation_1-auc:0.83230
[41]	validation_0-auc:0.87490	validation_1-auc:0.83221

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80699	validation_1-auc:0.80599
[1]	validation_0-auc:0.81029	validation_1-auc:0.81309
[2]	validation_0-auc:0.82504	validation_1-auc:0.82148
[3]	validation_0-auc:0.83183	validation_1-auc:0.82497
[4]	validation_0-auc:0.83585	validation_1-auc:0.82786
[5]	validation_0-auc:0.83864	validation_1-auc:0.83222
[6]	validation_0-auc:0.83483	validation_1-auc:0.83054
[7]	validation_0-auc:0.84061	validation_1-auc:0.83365
[8]	validation_0-auc:0.84451	validation_1-auc:0.83729
[9]	validation_0-auc:0.84411	validation_1-auc:0.83520
[10]	validation_0-auc:0.84329	validation_1-auc:0.83367
[11]	validation_0-auc:0.84914	validation_1-auc:0.83676
[12]	validation_0-auc:0.85414	validation_1-auc:0.83983
[13]	validation_0-auc:0.85569	validation_1-auc:0.83826
[14]	validation_0-auc:0.85887	validation_1-auc:0.83916
[15]	validation_0-auc:0.85987	validation_1-auc:0.84004
[16]	validation_0-auc:0.86042	validation_1-auc:0.84034
[17]	validation_0-auc:0.86156	validation_1-auc:0.84030
[18]	validation_0-auc:0.86302	validation_1-auc:0.84172
[19]	validation_0-auc:0.86434	validation_1-auc:0.84223
[20]	validation_0-auc:0.86568	validation_1-auc:0.84250
[21]	validation_0-auc:0.86605	validation_1-auc:0.84272
[22]	validation_0-auc:0.86705	validation_1-auc:0.84268
[23]	validation_0-auc:0.86850	validation_1-auc:0.84327
[24]	validation_0-auc:0.86954	validation_1-auc:0.84271
[25]	validation_0-auc:0.87027	validation_1-auc:0.84226
[26]	validation_0-auc:0.87095	validation_1-auc:0.84241
[27]	validation_0-auc:0.87150	validation_1-auc:0.84239
[28]	validation_0-auc:0.87169	validation_1-auc:0.84245
[29]	validation_0-auc:0.87285	validation_1-auc:0.84238
[30]	validation_0-auc:0.87363	validation_1-auc:0.84227
[31]	validation_0-auc:0.87384	validation_1-auc:0.84226
[32]	validation_0-auc:0.87479	validation_1-auc:0.84213
[33]	validation_0-auc:0.87543	validation_1-auc:0.84204
[34]	validation_0-auc:0.87578	validation_1-auc:0.84186
[35]	validation_0-auc:0.87612	validation_1-auc:0.84176
[36]	validation_0-auc:0.87654	validation_1-auc:0.84157
[37]	validation_0-auc:0.87698	validation_1-auc:0.84108
[38]	validation_0-auc:0.87713	validation_1-auc:0.84137
[39]	validation_0-auc:0.87756	validation_1-auc:0.84143
[40]	validation_0-auc:0.87780	validation_1-auc:0.84092
[41]	validation_0-auc:0.87789	validation_1-auc:0.84109
[42]	validation_0-auc:0.87835	validation_1-auc:0.84125
[43]	validation_0-auc:0.87964	validation_1-auc:0.84079
[44]	validation_0-auc:0.87993	validation_1-auc:0.84053
[45]	validation_0-auc:0.88044	validation_1-auc:0.84021
[46]	validation_0-auc:0.88062	validation_1-auc:0.83972
[47]	validation_0-auc:0.88088	validation_1-auc:0.83934
[48]	validation_0-auc:0.88092	validation_1-auc:0.83930
[49]	validation_0-auc:0.88111	validation_1-auc:0.83903
[50]	validation_0-auc:0.88121	validation_1-auc:0.83876
[51]	validation_0-auc:0.88145	validation_1-auc:0.83816
[52]	validation_0-auc:0.88161	validation_1-auc:0.83800

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81203	validation_1-auc:0.80951
[1]	validation_0-auc:0.81450	validation_1-auc:0.81585
[2]	validation_0-auc:0.82678	validation_1-auc:0.82141
[3]	validation_0-auc:0.82958	validation_1-auc:0.82431
[4]	validation_0-auc:0.83590	validation_1-auc:0.82659
[5]	validation_0-auc:0.83743	validation_1-auc:0.82696
[6]	validation_0-auc:0.83508	validation_1-auc:0.82420
[7]	validation_0-auc:0.84130	validation_1-auc:0.82966
[8]	validation_0-auc:0.84500	validation_1-auc:0.83477
[9]	validation_0-auc:0.84551	validation_1-auc:0.83453
[10]	validation_0-auc:0.84494	validation_1-auc:0.83201
[11]	validation_0-auc:0.85031	validation_1-auc:0.83706
[12]	validation_0-auc:0.85489	validation_1-auc:0.83832
[13]	validation_0-auc:0.85636	validation_1-auc:0.83727
[14]	validation_0-auc:0.85873	validation_1-auc:0.83913
[15]	validation_0-auc:0.85979	validation_1-auc:0.83969
[16]	validation_0-auc:0.86059	validation_1-auc:0.83876
[17]	validation_0-auc:0.86171	validation_1-auc:0.83857
[18]	validation_0-auc:0.86319	validation_1-auc:0.83998
[19]	validation_0-auc:0.86468	validation_1-auc:0.84007
[20]	validation_0-auc:0.86530	validation_1-auc:0.83958
[21]	validation_0-auc:0.86518	validation_1-auc:0.83915
[22]	validation_0-auc:0.86705	validation_1-auc:0.84024
[23]	validation_0-auc:0.86779	validation_1-auc:0.84019
[24]	validation_0-auc:0.86845	validation_1-auc:0.83978
[25]	validation_0-auc:0.86932	validation_1-auc:0.83934
[26]	validation_0-auc:0.87042	validation_1-auc:0.83894
[27]	validation_0-auc:0.87131	validation_1-auc:0.83872
[28]	validation_0-auc:0.87186	validation_1-auc:0.83869
[29]	validation_0-auc:0.87253	validation_1-auc:0.83839
[30]	validation_0-auc:0.87319	validation_1-auc:0.83821
[31]	validation_0-auc:0.87335	validation_1-auc:0.83813
[32]	validation_0-auc:0.87371	validation_1-auc:0.83779
[33]	validation_0-auc:0.87403	validation_1-auc:0.83776
[34]	validation_0-auc:0.87413	validation_1-auc:0.83795
[35]	validation_0-auc:0.87489	validation_1-auc:0.83786
[36]	validation_0-auc:0.87566	validation_1-auc:0.83761
[37]	validation_0-auc:0.87603	validation_1-auc:0.83823
[38]	validation_0-auc:0.87664	validation_1-auc:0.83826
[39]	validation_0-auc:0.87714	validation_1-auc:0.83797
[40]	validation_0-auc:0.87757	validation_1-auc:0.83761
[41]	validation_0-auc:0.87773	validation_1-auc:0.83762
[42]	validation_0-auc:0.87793	validation_1-auc:0.83730
[43]	validation_0-auc:0.87820	validation_1-auc:0.83743
[44]	validation_0-auc:0.87859	validation_1-auc:0.83740
[45]	validation_0-auc:0.87926	validation_1-auc:0.83654
[46]	validation_0-auc:0.87939	validation_1-auc:0.83637
[47]	validation_0-auc:0.87958	validation_1-auc:0.83568
[48]	validation_0-auc:0.87991	validation_1-auc:0.83543
[49]	validation_0-auc:0.88008	validation_1-auc:0.83578
[50]	validation_0-auc:0.88098	validation_1-auc:0.83606
[51]	validation_0-auc:0.88118	validation_1-auc:0.83609
[52]	validation_0-auc:0.88161	validation_1-auc:0.83581

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80246	validation_1-auc:0.80463
[1]	validation_0-auc:0.80769	validation_1-auc:0.80995
[2]	validation_0-auc:0.82216	validation_1-auc:0.82059
[3]	validation_0-auc:0.82983	validation_1-auc:0.82797
[4]	validation_0-auc:0.83294	validation_1-auc:0.82964
[5]	validation_0-auc:0.83289	validation_1-auc:0.82807
[6]	validation_0-auc:0.82913	validation_1-auc:0.82282
[7]	validation_0-auc:0.83623	validation_1-auc:0.82949
[8]	validation_0-auc:0.84169	validation_1-auc:0.83424
[9]	validation_0-auc:0.84276	validation_1-auc:0.83206
[10]	validation_0-auc:0.84290	validation_1-auc:0.83209
[11]	validation_0-auc:0.84726	validation_1-auc:0.83490
[12]	validation_0-auc:0.85185	validation_1-auc:0.83765
[13]	validation_0-auc:0.85354	validation_1-auc:0.83497
[14]	validation_0-auc:0.85519	validation_1-auc:0.83661
[15]	validation_0-auc:0.85551	validation_1-auc:0.83619
[16]	validation_0-auc:0.85658	validation_1-auc:0.83520
[17]	validation_0-auc:0.85731	validation_1-auc:0.83493
[18]	validation_0-auc:0.85941	validation_1-auc:0.83637
[19]	validation_0-auc:0.86073	validation_1-auc:0.83734
[20]	validation_0-auc:0.86157	validation_1-auc:0.83716
[21]	validation_0-auc:0.86194	validation_1-auc:0.83656
[22]	validation_0-auc:0.86311	validation_1-auc:0.83636
[23]	validation_0-auc:0.86348	validation_1-auc:0.83664
[24]	validation_0-auc:0.86439	validation_1-auc:0.83728
[25]	validation_0-auc:0.86552	validation_1-auc:0.83601
[26]	validation_0-auc:0.86573	validation_1-auc:0.83583
[27]	validation_0-auc:0.86633	validation_1-auc:0.83558
[28]	validation_0-auc:0.86674	validation_1-auc:0.83562
[29]	validation_0-auc:0.86736	validation_1-auc:0.83573
[30]	validation_0-auc:0.86746	validation_1-auc:0.83562
[31]	validation_0-auc:0.86771	validation_1-auc:0.83550
[32]	validation_0-auc:0.86803	validation_1-auc:0.83440
[33]	validation_0-auc:0.86825	validation_1-auc:0.83457
[34]	validation_0-auc:0.86835	validation_1-auc:0.83427
[35]	validation_0-auc:0.86835	validation_1-auc:0.83423
[36]	validation_0-auc:0.86872	validation_1-auc:0.83430
[37]	validation_0-auc:0.86910	validation_1-auc:0.83374
[38]	validation_0-auc:0.86924	validation_1-auc:0.83396
[39]	validation_0-auc:0.86930	validation_1-auc:0.83367
[40]	validation_0-auc:0.86965	validation_1-auc:0.83269
[41]	validation_0-auc:0.86998	validation_1-auc:0.83297

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80418	validation_1-auc:0.81169
[1]	validation_0-auc:0.81174	validation_1-auc:0.81122
[2]	validation_0-auc:0.82946	validation_1-auc:0.82272
[3]	validation_0-auc:0.83495	validation_1-auc:0.82851
[4]	validation_0-auc:0.83721	validation_1-auc:0.82887
[5]	validation_0-auc:0.83847	validation_1-auc:0.83206
[6]	validation_0-auc:0.83511	validation_1-auc:0.83097
[7]	validation_0-auc:0.84116	validation_1-auc:0.83427
[8]	validation_0-auc:0.84533	validation_1-auc:0.83959
[9]	validation_0-auc:0.84475	validation_1-auc:0.83715
[10]	validation_0-auc:0.84396	validation_1-auc:0.83646
[11]	validation_0-auc:0.84838	validation_1-auc:0.83860
[12]	validation_0-auc:0.85328	validation_1-auc:0.84141
[13]	validation_0-auc:0.85385	validation_1-auc:0.83952
[14]	validation_0-auc:0.85744	validation_1-auc:0.84166
[15]	validation_0-auc:0.85825	validation_1-auc:0.84222
[16]	validation_0-auc:0.85867	validation_1-auc:0.84194
[17]	validation_0-auc:0.85911	validation_1-auc:0.84171
[18]	validation_0-auc:0.86072	validation_1-auc:0.84333
[19]	validation_0-auc:0.86168	validation_1-auc:0.84403
[20]	validation_0-auc:0.86273	validation_1-auc:0.84473
[21]	validation_0-auc:0.86330	validation_1-auc:0.84493
[22]	validation_0-auc:0.86370	validation_1-auc:0.84488
[23]	validation_0-auc:0.86444	validation_1-auc:0.84467
[24]	validation_0-auc:0.86512	validation_1-auc:0.84399
[25]	validation_0-auc:0.86602	validation_1-auc:0.84429
[26]	validation_0-auc:0.86702	validation_1-auc:0.84386
[27]	validation_0-auc:0.86718	validation_1-auc:0.84389
[28]	validation_0-auc:0.86744	validation_1-auc:0.84382
[29]	validation_0-auc:0.86878	validation_1-auc:0.84331
[30]	validation_0-auc:0.86953	validation_1-auc:0.84300
[31]	validation_0-auc:0.86968	validation_1-auc:0.84289
[32]	validation_0-auc:0.87033	validation_1-auc:0.84275
[33]	validation_0-auc:0.87049	validation_1-auc:0.84252
[34]	validation_0-auc:0.87068	validation_1-auc:0.84259
[35]	validation_0-auc:0.87119	validation_1-auc:0.84231
[36]	validation_0-auc:0.87249	validation_1-auc:0.84221
[37]	validation_0-auc:0.87261	validation_1-auc:0.84213
[38]	validation_0-auc:0.87335	validation_1-auc:0.84278
[39]	validation_0-auc:0.87373	validation_1-auc:0.84275
[40]	validation_0-auc:0.87403	validation_1-auc:0.84327
[41]	validation_0-auc:0.87425	validation_1-auc:0.84291
[42]	validation_0-auc:0.87434	validation_1-auc:0.84252
[43]	validation_0-auc:0.87496	validation_1-auc:0.84230
[44]	validation_0-auc:0.87507	validation_1-auc:0.84221
[45]	validation_0-auc:0.87596	validation_1-auc:0.84185
[46]	validation_0-auc:0.87641	validation_1-auc:0.84240
[47]	validation_0-auc:0.87666	validation_1-auc:0.84239
[48]	validation_0-auc:0.87674	validation_1-auc:0.84242
[49]	validation_0-auc:0.87750	validation_1-auc:0.84146
[50]	validation_0-auc:0.87773	validation_1-auc:0.84133

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81098	validation_1-auc:0.80916
[1]	validation_0-auc:0.81358	validation_1-auc:0.81313
[2]	validation_0-auc:0.82606	validation_1-auc:0.82075
[3]	validation_0-auc:0.83126	validation_1-auc:0.82413
[4]	validation_0-auc:0.83431	validation_1-auc:0.82739
[5]	validation_0-auc:0.83669	validation_1-auc:0.82762
[6]	validation_0-auc:0.83388	validation_1-auc:0.82326
[7]	validation_0-auc:0.83882	validation_1-auc:0.82781
[8]	validation_0-auc:0.84310	validation_1-auc:0.83488
[9]	validation_0-auc:0.84383	validation_1-auc:0.83609
[10]	validation_0-auc:0.84300	validation_1-auc:0.83454
[11]	validation_0-auc:0.84807	validation_1-auc:0.83811
[12]	validation_0-auc:0.85239	validation_1-auc:0.84034
[13]	validation_0-auc:0.85437	validation_1-auc:0.83857
[14]	validation_0-auc:0.85624	validation_1-auc:0.83976
[15]	validation_0-auc:0.85747	validation_1-auc:0.83981
[16]	validation_0-auc:0.85828	validation_1-auc:0.83989
[17]	validation_0-auc:0.85956	validation_1-auc:0.83887
[18]	validation_0-auc:0.86130	validation_1-auc:0.84004
[19]	validation_0-auc:0.86217	validation_1-auc:0.84007
[20]	validation_0-auc:0.86326	validation_1-auc:0.84087
[21]	validation_0-auc:0.86345	validation_1-auc:0.84050
[22]	validation_0-auc:0.86461	validation_1-auc:0.84070
[23]	validation_0-auc:0.86511	validation_1-auc:0.84144
[24]	validation_0-auc:0.86593	validation_1-auc:0.84165
[25]	validation_0-auc:0.86742	validation_1-auc:0.84260
[26]	validation_0-auc:0.86788	validation_1-auc:0.84219
[27]	validation_0-auc:0.86837	validation_1-auc:0.84252
[28]	validation_0-auc:0.86907	validation_1-auc:0.84149
[29]	validation_0-auc:0.87030	validation_1-auc:0.84211
[30]	validation_0-auc:0.87049	validation_1-auc:0.84191
[31]	validation_0-auc:0.87085	validation_1-auc:0.84221
[32]	validation_0-auc:0.87159	validation_1-auc:0.84200
[33]	validation_0-auc:0.87168	validation_1-auc:0.84175
[34]	validation_0-auc:0.87189	validation_1-auc:0.84138
[35]	validation_0-auc:0.87226	validation_1-auc:0.84093
[36]	validation_0-auc:0.87252	validation_1-auc:0.84096
[37]	validation_0-auc:0.87273	validation_1-auc:0.84114
[38]	validation_0-auc:0.87290	validation_1-auc:0.84116
[39]	validation_0-auc:0.87358	validation_1-auc:0.84104
[40]	validation_0-auc:0.87408	validation_1-auc:0.84014
[41]	validation_0-auc:0.87440	validation_1-auc:0.84087
[42]	validation_0-auc:0.87511	validation_1-auc:0.84141
[43]	validation_0-auc:0.87539	validation_1-auc:0.84138
[44]	validation_0-auc:0.87551	validation_1-auc:0.84102
[45]	validation_0-auc:0.87605	validation_1-auc:0.84065
[46]	validation_0-auc:0.87596	validation_1-auc:0.84070
[47]	validation_0-auc:0.87660	validation_1-auc:0.84067
[48]	validation_0-auc:0.87690	validation_1-auc:0.84070
[49]	validation_0-auc:0.87697	validation_1-auc:0.84027
[50]	validation_0-auc:0.87744	validation_1-auc:0.84041
[51]	validation_0-auc:0.87813	validation_1-auc:0.83980
[52]	validation_0-auc:0.87852	validation_1-auc:0.83997
[53]	validation_0-auc:0.87858	validation_1-auc:0.83974
[54]	validation_0-auc:0.87878	validation_1-auc:0.83966

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80902	validation_1-auc:0.80594
[1]	validation_0-auc:0.80814	validation_1-auc:0.80463
[2]	validation_0-auc:0.82929	validation_1-auc:0.82254
[3]	validation_0-auc:0.83621	validation_1-auc:0.82625
[4]	validation_0-auc:0.83964	validation_1-auc:0.82813
[5]	validation_0-auc:0.84237	validation_1-auc:0.82614
[6]	validation_0-auc:0.84139	validation_1-auc:0.82316
[7]	validation_0-auc:0.84976	validation_1-auc:0.82936
[8]	validation_0-auc:0.85363	validation_1-auc:0.83274
[9]	validation_0-auc:0.85616	validation_1-auc:0.82987
[10]	validation_0-auc:0.85494	validation_1-auc:0.82878
[11]	validation_0-auc:0.86353	validation_1-auc:0.83263
[12]	validation_0-auc:0.86904	validation_1-auc:0.83413
[13]	validation_0-auc:0.87058	validation_1-auc:0.83155
[14]	validation_0-auc:0.87381	validation_1-auc:0.83338
[15]	validation_0-auc:0.87435	validation_1-auc:0.83100
[16]	validation_0-auc:0.87537	validation_1-auc:0.83110
[17]	validation_0-auc:0.87745	validation_1-auc:0.82964
[18]	validation_0-auc:0.87937	validation_1-auc:0.83110
[19]	validation_0-auc:0.88050	validation_1-auc:0.83177
[20]	validation_0-auc:0.88231	validation_1-auc:0.83124
[21]	validation_0-auc:0.88279	validation_1-auc:0.83070
[22]	validation_0-auc:0.88427	validation_1-auc:0.83181
[23]	validation_0-auc:0.88508	validation_1-auc:0.83200
[24]	validation_0-auc:0.88601	validation_1-auc:0.83232
[25]	validation_0-auc:0.88695	validation_1-auc:0.83234
[26]	validation_0-auc:0.88704	validation_1-auc:0.83209
[27]	validation_0-auc:0.88695	validation_1-auc:0.83143
[28]	validation_0-auc:0.88713	validation_1-auc:0.83145
[29]	validation_0-auc:0.88756	validation_1-auc:0.83132
[30]	validation_0-auc:0.88828	validation_1-auc:0.83070
[31]	validation_0-auc:0.88847	validation_1-auc:0.83061
[32]	validation_0-auc:0.89001	validation_1-auc:0.82997
[33]	validation_0-auc:0.89022	validation_1-auc:0.83029
[34]	validation_0-auc:0.89046	validation_1-auc:0.83034
[35]	validation_0-auc:0.89048	validation_1-auc:0.83034
[36]	validation_0-auc:0.89095	validation_1-auc:0.83025
[37]	validation_0-auc:0.89116	validation_1-auc:0.82992
[38]	validation_0-auc:0.89208	validation_1-auc:0.82934
[39]	validation_0-auc:0.89214	validation_1-auc:0.82947
[40]	validation_0-auc:0.89232	validation_1-auc:0.82920
[41]	validation_0-auc:0.89219	validation_1-auc:0.82938
[42]	validation_0-auc:0.89215	validation_1-auc:0.82918

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80941	validation_1-auc:0.80686
[1]	validation_0-auc:0.81556	validation_1-auc:0.81361
[2]	validation_0-auc:0.83096	validation_1-auc:0.82315
[3]	validation_0-auc:0.83933	validation_1-auc:0.82851
[4]	validation_0-auc:0.84416	validation_1-auc:0.83167
[5]	validation_0-auc:0.84872	validation_1-auc:0.83320
[6]	validation_0-auc:0.84648	validation_1-auc:0.82990
[7]	validation_0-auc:0.85307	validation_1-auc:0.83396
[8]	validation_0-auc:0.85680	validation_1-auc:0.83723
[9]	validation_0-auc:0.85902	validation_1-auc:0.83808
[10]	validation_0-auc:0.85868	validation_1-auc:0.83643
[11]	validation_0-auc:0.86500	validation_1-auc:0.83869
[12]	validation_0-auc:0.87073	validation_1-auc:0.84082
[13]	validation_0-auc:0.87241	validation_1-auc:0.83814
[14]	validation_0-auc:0.87685	validation_1-auc:0.84077
[15]	validation_0-auc:0.87782	validation_1-auc:0.84085
[16]	validation_0-auc:0.87873	validation_1-auc:0.83983
[17]	validation_0-auc:0.87990	validation_1-auc:0.83837
[18]	validation_0-auc:0.88157	validation_1-auc:0.83933
[19]	validation_0-auc:0.88369	validation_1-auc:0.84017
[20]	validation_0-auc:0.88632	validation_1-auc:0.83959
[21]	validation_0-auc:0.88679	validation_1-auc:0.83942
[22]	validation_0-auc:0.88774	validation_1-auc:0.83931
[23]	validation_0-auc:0.88957	validation_1-auc:0.83775
[24]	validation_0-auc:0.89009	validation_1-auc:0.83695
[25]	validation_0-auc:0.89144	validation_1-auc:0.83624
[26]	validation_0-auc:0.89167	validation_1-auc:0.83623
[27]	validation_0-auc:0.89187	validation_1-auc:0.83593
[28]	validation_0-auc:0.89200	validation_1-auc:0.83571
[29]	validation_0-auc:0.89291	validation_1-auc:0.83684
[30]	validation_0-auc:0.89339	validation_1-auc:0.83775
[31]	validation_0-auc:0.89391	validation_1-auc:0.83791
[32]	validation_0-auc:0.89486	validation_1-auc:0.83760
[33]	validation_0-auc:0.89506	validation_1-auc:0.83720
[34]	validation_0-auc:0.89503	validation_1-auc:0.83710
[35]	validation_0-auc:0.89507	validation_1-auc:0.83697
[36]	validation_0-auc:0.89515	validation_1-auc:0.83723
[37]	validation_0-auc:0.89528	validation_1-auc:0.83679
[38]	validation_0-auc:0.89543	validation_1-auc:0.83675
[39]	validation_0-auc:0.89565	validation_1-auc:0.83689
[40]	validation_0-auc:0.89623	validation_1-auc:0.83681
[41]	validation_0-auc:0.89693	validation_1-auc:0.83614
[42]	validation_0-auc:0.89682	validation_1-auc:0.83621
[43]	validation_0-auc:0.89687	validation_1-auc:0.83620
[44]	validation_0-auc:0.89704	validation_1-auc:0.83620

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81702	validation_1-auc:0.81220
[1]	validation_0-auc:0.82046	validation_1-auc:0.81514
[2]	validation_0-auc:0.83453	validation_1-auc:0.82323
[3]	validation_0-auc:0.83849	validation_1-auc:0.82737
[4]	validation_0-auc:0.84346	validation_1-auc:0.82934
[5]	validation_0-auc:0.84713	validation_1-auc:0.83083
[6]	validation_0-auc:0.84430	validation_1-auc:0.82628
[7]	validation_0-auc:0.85255	validation_1-auc:0.83025
[8]	validation_0-auc:0.85662	validation_1-auc:0.83387
[9]	validation_0-auc:0.85863	validation_1-auc:0.83446
[10]	validation_0-auc:0.85883	validation_1-auc:0.83329
[11]	validation_0-auc:0.86666	validation_1-auc:0.83528
[12]	validation_0-auc:0.87216	validation_1-auc:0.83776
[13]	validation_0-auc:0.87498	validation_1-auc:0.83590
[14]	validation_0-auc:0.87717	validation_1-auc:0.83829
[15]	validation_0-auc:0.87780	validation_1-auc:0.83772
[16]	validation_0-auc:0.87851	validation_1-auc:0.83749
[17]	validation_0-auc:0.88025	validation_1-auc:0.83555
[18]	validation_0-auc:0.88120	validation_1-auc:0.83778
[19]	validation_0-auc:0.88283	validation_1-auc:0.83794
[20]	validation_0-auc:0.88426	validation_1-auc:0.83717
[21]	validation_0-auc:0.88470	validation_1-auc:0.83607
[22]	validation_0-auc:0.88607	validation_1-auc:0.83626
[23]	validation_0-auc:0.88681	validation_1-auc:0.83728
[24]	validation_0-auc:0.88772	validation_1-auc:0.83696
[25]	validation_0-auc:0.88896	validation_1-auc:0.83704
[26]	validation_0-auc:0.89040	validation_1-auc:0.83579
[27]	validation_0-auc:0.89050	validation_1-auc:0.83515
[28]	validation_0-auc:0.89076	validation_1-auc:0.83454
[29]	validation_0-auc:0.89237	validation_1-auc:0.83393
[30]	validation_0-auc:0.89325	validation_1-auc:0.83474
[31]	validation_0-auc:0.89338	validation_1-auc:0.83483
[32]	validation_0-auc:0.89376	validation_1-auc:0.83487
[33]	validation_0-auc:0.89379	validation_1-auc:0.83532
[34]	validation_0-auc:0.89386	validation_1-auc:0.83511
[35]	validation_0-auc:0.89388	validation_1-auc:0.83448
[36]	validation_0-auc:0.89480	validation_1-auc:0.83427
[37]	validation_0-auc:0.89515	validation_1-auc:0.83394
[38]	validation_0-auc:0.89520	validation_1-auc:0.83383
[39]	validation_0-auc:0.89518	validation_1-auc:0.83341
[40]	validation_0-auc:0.89532	validation_1-auc:0.83310
[41]	validation_0-auc:0.89573	validation_1-auc:0.83306
[42]	validation_0-auc:0.89584	validation_1-auc:0.83301
[43]	validation_0-auc:0.89601	validation_1-auc:0.83272

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80956	validation_1-auc:0.80714
[1]	validation_0-auc:0.81193	validation_1-auc:0.80854
[2]	validation_0-auc:0.82506	validation_1-auc:0.81970
[3]	validation_0-auc:0.83477	validation_1-auc:0.82709
[4]	validation_0-auc:0.83821	validation_1-auc:0.82847
[5]	validation_0-auc:0.84212	validation_1-auc:0.82840
[6]	validation_0-auc:0.83981	validation_1-auc:0.82187
[7]	validation_0-auc:0.84643	validation_1-auc:0.82964
[8]	validation_0-auc:0.85106	validation_1-auc:0.83246
[9]	validation_0-auc:0.85265	validation_1-auc:0.83022
[10]	validation_0-auc:0.85202	validation_1-auc:0.82886
[11]	validation_0-auc:0.85929	validation_1-auc:0.83305
[12]	validation_0-auc:0.86421	validation_1-auc:0.83632
[13]	validation_0-auc:0.86580	validation_1-auc:0.83527
[14]	validation_0-auc:0.86836	validation_1-auc:0.83751
[15]	validation_0-auc:0.86917	validation_1-auc:0.83644
[16]	validation_0-auc:0.86964	validation_1-auc:0.83589
[17]	validation_0-auc:0.87138	validation_1-auc:0.83500
[18]	validation_0-auc:0.87334	validation_1-auc:0.83720
[19]	validation_0-auc:0.87495	validation_1-auc:0.83866
[20]	validation_0-auc:0.87628	validation_1-auc:0.83891
[21]	validation_0-auc:0.87623	validation_1-auc:0.83803
[22]	validation_0-auc:0.87796	validation_1-auc:0.83851
[23]	validation_0-auc:0.87830	validation_1-auc:0.83796
[24]	validation_0-auc:0.87964	validation_1-auc:0.83699
[25]	validation_0-auc:0.88010	validation_1-auc:0.83691
[26]	validation_0-auc:0.88121	validation_1-auc:0.83606
[27]	validation_0-auc:0.88186	validation_1-auc:0.83456
[28]	validation_0-auc:0.88208	validation_1-auc:0.83477
[29]	validation_0-auc:0.88224	validation_1-auc:0.83469
[30]	validation_0-auc:0.88357	validation_1-auc:0.83484
[31]	validation_0-auc:0.88396	validation_1-auc:0.83445
[32]	validation_0-auc:0.88414	validation_1-auc:0.83445
[33]	validation_0-auc:0.88423	validation_1-auc:0.83429
[34]	validation_0-auc:0.88451	validation_1-auc:0.83355
[35]	validation_0-auc:0.88482	validation_1-auc:0.83345
[36]	validation_0-auc:0.88503	validation_1-auc:0.83251
[37]	validation_0-auc:0.88608	validation_1-auc:0.83220
[38]	validation_0-auc:0.88619	validation_1-auc:0.83167
[39]	validation_0-auc:0.88643	validation_1-auc:0.83142
[40]	validation_0-auc:0.88673	validation_1-auc:0.83086
[41]	validation_0-auc:0.88682	validation_1-auc:0.83056
[42]	validation_0-auc:0.88683	validation_1-auc:0.83060
[43]	validation_0-auc:0.88697	validation_1-auc:0.83031
[44]	validation_0-auc:0.88705	validation_1-auc:0.83048
[45]	validation_0-auc:0.88751	validation_1-auc:0.83085
[46]	validation_0-auc:0.88820	validation_1-auc:0.83037
[47]	validation_0-auc:0.88821	validation_1-auc:0.83055
[48]	validation_0-auc:0.88864	validation_1-auc:0.83022
[49]	validation_0-auc:0.88880	validation_1-auc:0.83001

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80761	validation_1-auc:0.81297
[1]	validation_0-auc:0.81426	validation_1-auc:0.81464
[2]	validation_0-auc:0.83333	validation_1-auc:0.82937
[3]	validation_0-auc:0.83932	validation_1-auc:0.83359
[4]	validation_0-auc:0.84334	validation_1-auc:0.83390
[5]	validation_0-auc:0.84685	validation_1-auc:0.83404
[6]	validation_0-auc:0.84426	validation_1-auc:0.83247
[7]	validation_0-auc:0.84963	validation_1-auc:0.83651
[8]	validation_0-auc:0.85390	validation_1-auc:0.84200
[9]	validation_0-auc:0.85566	validation_1-auc:0.84119
[10]	validation_0-auc:0.85553	validation_1-auc:0.83994
[11]	validation_0-auc:0.86125	validation_1-auc:0.84109
[12]	validation_0-auc:0.86665	validation_1-auc:0.84226
[13]	validation_0-auc:0.86779	validation_1-auc:0.84071
[14]	validation_0-auc:0.87189	validation_1-auc:0.84338
[15]	validation_0-auc:0.87286	validation_1-auc:0.84417
[16]	validation_0-auc:0.87300	validation_1-auc:0.84269
[17]	validation_0-auc:0.87369	validation_1-auc:0.84204
[18]	validation_0-auc:0.87513	validation_1-auc:0.84383
[19]	validation_0-auc:0.87658	validation_1-auc:0.84430
[20]	validation_0-auc:0.87874	validation_1-auc:0.84447
[21]	validation_0-auc:0.87942	validation_1-auc:0.84448
[22]	validation_0-auc:0.88042	validation_1-auc:0.84426
[23]	validation_0-auc:0.88118	validation_1-auc:0.84371
[24]	validation_0-auc:0.88234	validation_1-auc:0.84268
[25]	validation_0-auc:0.88340	validation_1-auc:0.84221
[26]	validation_0-auc:0.88386	validation_1-auc:0.84182
[27]	validation_0-auc:0.88412	validation_1-auc:0.84124
[28]	validation_0-auc:0.88415	validation_1-auc:0.84149
[29]	validation_0-auc:0.88433	validation_1-auc:0.84107
[30]	validation_0-auc:0.88466	validation_1-auc:0.84142
[31]	validation_0-auc:0.88484	validation_1-auc:0.84150
[32]	validation_0-auc:0.88568	validation_1-auc:0.84190
[33]	validation_0-auc:0.88596	validation_1-auc:0.84186
[34]	validation_0-auc:0.88708	validation_1-auc:0.84122
[35]	validation_0-auc:0.88747	validation_1-auc:0.84035
[36]	validation_0-auc:0.88797	validation_1-auc:0.83999
[37]	validation_0-auc:0.88837	validation_1-auc:0.83991
[38]	validation_0-auc:0.88845	validation_1-auc:0.83952
[39]	validation_0-auc:0.88860	validation_1-auc:0.83968
[40]	validation_0-auc:0.88902	validation_1-auc:0.83928
[41]	validation_0-auc:0.88904	validation_1-auc:0.83914
[42]	validation_0-auc:0.88986	validation_1-auc:0.83941
[43]	validation_0-auc:0.89016	validation_1-auc:0.83914
[44]	validation_0-auc:0.89020	validation_1-auc:0.83878
[45]	validation_0-auc:0.89032	validation_1-auc:0.83835
[46]	validation_0-auc:0.89047	validation_1-auc:0.83831
[47]	validation_0-auc:0.89129	validation_1-auc:0.83823
[48]	validation_0-auc:0.89246	validation_1-auc:0.83784
[49]	validation_0-auc:0.89287	validation_1-auc:0.83787
[50]	validation_0-auc:0.89304	validation_1-auc:0.83772

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81604	validation_1-auc:0.81235
[1]	validation_0-auc:0.82253	validation_1-auc:0.81400
[2]	validation_0-auc:0.83498	validation_1-auc:0.82366
[3]	validation_0-auc:0.84183	validation_1-auc:0.82843
[4]	validation_0-auc:0.84412	validation_1-auc:0.82954
[5]	validation_0-auc:0.84630	validation_1-auc:0.82708
[6]	validation_0-auc:0.84502	validation_1-auc:0.82381
[7]	validation_0-auc:0.85257	validation_1-auc:0.82814
[8]	validation_0-auc:0.85582	validation_1-auc:0.83553
[9]	validation_0-auc:0.85747	validation_1-auc:0.83650
[10]	validation_0-auc:0.85660	validation_1-auc:0.83364
[11]	validation_0-auc:0.86296	validation_1-auc:0.83958
[12]	validation_0-auc:0.86754	validation_1-auc:0.84099
[13]	validation_0-auc:0.86875	validation_1-auc:0.83850
[14]	validation_0-auc:0.87078	validation_1-auc:0.84079
[15]	validation_0-auc:0.87244	validation_1-auc:0.84106
[16]	validation_0-auc:0.87329	validation_1-auc:0.83940
[17]	validation_0-auc:0.87409	validation_1-auc:0.83849
[18]	validation_0-auc:0.87675	validation_1-auc:0.83885
[19]	validation_0-auc:0.87832	validation_1-auc:0.83891
[20]	validation_0-auc:0.87964	validation_1-auc:0.83841
[21]	validation_0-auc:0.87980	validation_1-auc:0.83807
[22]	validation_0-auc:0.88082	validation_1-auc:0.83794
[23]	validation_0-auc:0.88101	validation_1-auc:0.83832
[24]	validation_0-auc:0.88205	validation_1-auc:0.83779
[25]	validation_0-auc:0.88319	validation_1-auc:0.83835
[26]	validation_0-auc:0.88435	validation_1-auc:0.83902
[27]	validation_0-auc:0.88475	validation_1-auc:0.83897
[28]	validation_0-auc:0.88505	validation_1-auc:0.83825
[29]	validation_0-auc:0.88624	validation_1-auc:0.83658
[30]	validation_0-auc:0.88669	validation_1-auc:0.83637
[31]	validation_0-auc:0.88701	validation_1-auc:0.83654
[32]	validation_0-auc:0.88724	validation_1-auc:0.83621
[33]	validation_0-auc:0.88758	validation_1-auc:0.83656
[34]	validation_0-auc:0.88769	validation_1-auc:0.83656
[35]	validation_0-auc:0.88812	validation_1-auc:0.83592
[36]	validation_0-auc:0.88823	validation_1-auc:0.83557
[37]	validation_0-auc:0.88861	validation_1-auc:0.83561
[38]	validation_0-auc:0.88872	validation_1-auc:0.83449
[39]	validation_0-auc:0.88902	validation_1-auc:0.83423
[40]	validation_0-auc:0.89022	validation_1-auc:0.83465
[41]	validation_0-auc:0.89038	validation_1-auc:0.83434
[42]	validation_0-auc:0.89041	validation_1-auc:0.83390
[43]	validation_0-auc:0.89095	validation_1-auc:0.83365
[44]	validation_0-auc:0.89104	validation_1-auc:0.83275
[45]	validation_0-auc:0.89108	validation_1-auc:0.83254

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80593	validation_1-auc:0.80898
[1]	validation_0-auc:0.80943	validation_1-auc:0.80802
[2]	validation_0-auc:0.82441	validation_1-auc:0.82007
[3]	validation_0-auc:0.83164	validation_1-auc:0.82390
[4]	validation_0-auc:0.83772	validation_1-auc:0.82921
[5]	validation_0-auc:0.83842	validation_1-auc:0.83047
[6]	validation_0-auc:0.84104	validation_1-auc:0.83226
[7]	validation_0-auc:0.84469	validation_1-auc:0.83537
[8]	validation_0-auc:0.84683	validation_1-auc:0.83548
[9]	validation_0-auc:0.84814	validation_1-auc:0.83619
[10]	validation_0-auc:0.84998	validation_1-auc:0.83683
[11]	validation_0-auc:0.85144	validation_1-auc:0.83648
[12]	validation_0-auc:0.85391	validation_1-auc:0.83602
[13]	validation_0-auc:0.85621	validation_1-auc:0.83614
[14]	validation_0-auc:0.85711	validation_1-auc:0.83651
[15]	validation_0-auc:0.85910	validation_1-auc:0.83675
[16]	validation_0-auc:0.86083	validation_1-auc:0.83563
[17]	validation_0-auc:0.86138	validation_1-auc:0.83521
[18]	validation_0-auc:0.86217	validation_1-auc:0.83553
[19]	validation_0-auc:0.86277	validation_1-auc:0.83468
[20]	validation_0-auc:0.86429	validation_1-auc:0.83389
[21]	validation_0-auc:0.86521	validation_1-auc:0.83337
[22]	validation_0-auc:0.86556	validation_1-auc:0.83346
[23]	validation_0-auc:0.86612	validation_1-auc:0.83304
[24]	validation_0-auc:0.86641	validation_1-auc:0.83371
[25]	validation_0-auc:0.86666	validation_1-auc:0.83331
[26]	validation_0-auc:0.86741	validation_1-auc:0.83306
[27]	validation_0-auc:0.86773	validation_1-auc:0.83277
[28]	validation_0-auc:0.86801	validation_1-auc:0.83259
[29]	validation_0-auc:0.86801	validation_1-auc:0.83250
[30]	validation_0-auc:0.86866	validation_1-auc:0.83234
[31]	validation_0-auc:0.86964	validation_1-auc:0.83222
[32]	validation_0-auc:0.87137	validation_1-auc:0.83277
[33]	validation_0-auc:0.87222	validation_1-auc:0.83281
[34]	validation_0-auc:0.87254	validation_1-auc:0.83300
[35]	validation_0-auc:0.87342	validation_1-auc:0.83264
[36]	validation_0-auc:0.87366	validation_1-auc:0.83223
[37]	validation_0-auc:0.87397	validation_1-auc:0.83247
[38]	validation_0-auc:0.87426	validation_1-auc:0.83302
[39]	validation_0-auc:0.87454	validation_1-auc:0.83187
[40]	validation_0-auc:0.87481	validation_1-auc:0.83193

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80863	validation_1-auc:0.80011
[1]	validation_0-auc:0.80571	validation_1-auc:0.80437
[2]	validation_0-auc:0.82796	validation_1-auc:0.82018
[3]	validation_0-auc:0.83445	validation_1-auc:0.82662
[4]	validation_0-auc:0.83787	validation_1-auc:0.82864
[5]	validation_0-auc:0.84117	validation_1-auc:0.83429
[6]	validation_0-auc:0.84465	validation_1-auc:0.83836
[7]	validation_0-auc:0.84676	validation_1-auc:0.83896
[8]	validation_0-auc:0.84853	validation_1-auc:0.83854
[9]	validation_0-auc:0.85047	validation_1-auc:0.83875
[10]	validation_0-auc:0.85238	validation_1-auc:0.83996
[11]	validation_0-auc:0.85450	validation_1-auc:0.83884
[12]	validation_0-auc:0.85576	validation_1-auc:0.84019
[13]	validation_0-auc:0.85703	validation_1-auc:0.84096
[14]	validation_0-auc:0.85943	validation_1-auc:0.84124
[15]	validation_0-auc:0.86088	validation_1-auc:0.84081
[16]	validation_0-auc:0.86188	validation_1-auc:0.84113
[17]	validation_0-auc:0.86250	validation_1-auc:0.84169
[18]	validation_0-auc:0.86372	validation_1-auc:0.84212
[19]	validation_0-auc:0.86530	validation_1-auc:0.84257
[20]	validation_0-auc:0.86633	validation_1-auc:0.84221
[21]	validation_0-auc:0.86695	validation_1-auc:0.84267
[22]	validation_0-auc:0.86752	validation_1-auc:0.84307
[23]	validation_0-auc:0.86781	validation_1-auc:0.84318
[24]	validation_0-auc:0.86879	validation_1-auc:0.84368
[25]	validation_0-auc:0.86911	validation_1-auc:0.84397
[26]	validation_0-auc:0.86973	validation_1-auc:0.84365
[27]	validation_0-auc:0.87007	validation_1-auc:0.84368
[28]	validation_0-auc:0.87031	validation_1-auc:0.84414
[29]	validation_0-auc:0.87098	validation_1-auc:0.84442
[30]	validation_0-auc:0.87178	validation_1-auc:0.84452
[31]	validation_0-auc:0.87200	validation_1-auc:0.84428
[32]	validation_0-auc:0.87239	validation_1-auc:0.84424
[33]	validation_0-auc:0.87282	validation_1-auc:0.84353
[34]	validation_0-auc:0.87332	validation_1-auc:0.84315
[35]	validation_0-auc:0.87339	validation_1-auc:0.84293
[36]	validation_0-auc:0.87369	validation_1-auc:0.84312
[37]	validation_0-auc:0.87406	validation_1-auc:0.84332
[38]	validation_0-auc:0.87417	validation_1-auc:0.84355
[39]	validation_0-auc:0.87447	validation_1-auc:0.84348
[40]	validation_0-auc:0.87487	validation_1-auc:0.84267
[41]	validation_0-auc:0.87560	validation_1-auc:0.84227
[42]	validation_0-auc:0.87584	validation_1-auc:0.84230
[43]	validation_0-auc:0.87643	validation_1-auc:0.84230
[44]	validation_0-auc:0.87714	validation_1-auc:0.84183
[45]	validation_0-auc:0.87746	validation_1-auc:0.84178
[46]	validation_0-auc:0.87768	validation_1-auc:0.84155
[47]	validation_0-auc:0.87800	validation_1-auc:0.84126
[48]	validation_0-auc:0.87831	validation_1-auc:0.84108
[49]	validation_0-auc:0.87876	validation_1-auc:0.84056
[50]	validation_0-auc:0.87896	validation_1-auc:0.84038
[51]	validation_0-auc:0.87932	validation_1-auc:0.83964
[52]	validation_0-auc:0.87947	validation_1-auc:0.83961
[53]	validation_0-auc:0.87968	validation_1-auc:0.83957
[54]	validation_0-auc:0.87976	validation_1-auc:0.83944
[55]	validation_0-auc:0.87992	validation_1-auc:0.83952
[56]	validation_0-auc:0.88011	validation_1-auc:0.83974
[57]	validation_0-auc:0.88042	validation_1-auc:0.84042
[58]	validation_0-auc:0.88054	validation_1-auc:0.84027
[59]	validation_0-auc:0.88062	validation_1-auc:0.84035

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.82051	validation_1-auc:0.81706
[1]	validation_0-auc:0.81489	validation_1-auc:0.81463
[2]	validation_0-auc:0.82613	validation_1-auc:0.82392
[3]	validation_0-auc:0.83159	validation_1-auc:0.82687
[4]	validation_0-auc:0.83529	validation_1-auc:0.82743
[5]	validation_0-auc:0.84072	validation_1-auc:0.83137
[6]	validation_0-auc:0.84302	validation_1-auc:0.83442
[7]	validation_0-auc:0.84511	validation_1-auc:0.83555
[8]	validation_0-auc:0.84587	validation_1-auc:0.83638
[9]	validation_0-auc:0.84812	validation_1-auc:0.83673
[10]	validation_0-auc:0.85143	validation_1-auc:0.83526
[11]	validation_0-auc:0.85397	validation_1-auc:0.83620
[12]	validation_0-auc:0.85616	validation_1-auc:0.83763
[13]	validation_0-auc:0.85783	validation_1-auc:0.83704
[14]	validation_0-auc:0.85973	validation_1-auc:0.83846
[15]	validation_0-auc:0.86155	validation_1-auc:0.83830
[16]	validation_0-auc:0.86278	validation_1-auc:0.83844
[17]	validation_0-auc:0.86419	validation_1-auc:0.83895
[18]	validation_0-auc:0.86488	validation_1-auc:0.83874
[19]	validation_0-auc:0.86616	validation_1-auc:0.83966
[20]	validation_0-auc:0.86668	validation_1-auc:0.83973
[21]	validation_0-auc:0.86747	validation_1-auc:0.83954
[22]	validation_0-auc:0.86830	validation_1-auc:0.84018
[23]	validation_0-auc:0.86902	validation_1-auc:0.83987
[24]	validation_0-auc:0.86929	validation_1-auc:0.83983
[25]	validation_0-auc:0.86938	validation_1-auc:0.83959
[26]	validation_0-auc:0.86970	validation_1-auc:0.83898
[27]	validation_0-auc:0.87019	validation_1-auc:0.83939
[28]	validation_0-auc:0.87097	validation_1-auc:0.83947
[29]	validation_0-auc:0.87104	validation_1-auc:0.83980
[30]	validation_0-auc:0.87112	validation_1-auc:0.83968
[31]	validation_0-auc:0.87148	validation_1-auc:0.83949
[32]	validation_0-auc:0.87202	validation_1-auc:0.83963
[33]	validation_0-auc:0.87219	validation_1-auc:0.83981
[34]	validation_0-auc:0.87369	validation_1-auc:0.83896
[35]	validation_0-auc:0.87390	validation_1-auc:0.83899
[36]	validation_0-auc:0.87403	validation_1-auc:0.83903
[37]	validation_0-auc:0.87436	validation_1-auc:0.83901
[38]	validation_0-auc:0.87455	validation_1-auc:0.83884
[39]	validation_0-auc:0.87532	validation_1-auc:0.83887
[40]	validation_0-auc:0.87636	validation_1-auc:0.83877
[41]	validation_0-auc:0.87660	validation_1-auc:0.83889
[42]	validation_0-auc:0.87782	validation_1-auc:0.83865
[43]	validation_0-auc:0.87821	validation_1-auc:0.83833
[44]	validation_0-auc:0.87862	validation_1-auc:0.83833
[45]	validation_0-auc:0.87869	validation_1-auc:0.83843
[46]	validation_0-auc:0.87908	validation_1-auc:0.83817
[47]	validation_0-auc:0.87924	validation_1-auc:0.83787
[48]	validation_0-auc:0.87956	validation_1-auc:0.83809
[49]	validation_0-auc:0.87973	validation_1-auc:0.83826
[50]	validation_0-auc:0.87980	validation_1-auc:0.83813
[51]	validation_0-auc:0.88012	validation_1-auc:0.83836

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80803	validation_1-auc:0.80806
[1]	validation_0-auc:0.80888	validation_1-auc:0.80894
[2]	validation_0-auc:0.82405	validation_1-auc:0.81945
[3]	validation_0-auc:0.83156	validation_1-auc:0.82609
[4]	validation_0-auc:0.83401	validation_1-auc:0.82772
[5]	validation_0-auc:0.83658	validation_1-auc:0.82950
[6]	validation_0-auc:0.84047	validation_1-auc:0.83059
[7]	validation_0-auc:0.84358	validation_1-auc:0.83185
[8]	validation_0-auc:0.84541	validation_1-auc:0.83323
[9]	validation_0-auc:0.84653	validation_1-auc:0.83440
[10]	validation_0-auc:0.84920	validation_1-auc:0.83548
[11]	validation_0-auc:0.85030	validation_1-auc:0.83627
[12]	validation_0-auc:0.85268	validation_1-auc:0.83664
[13]	validation_0-auc:0.85483	validation_1-auc:0.83676
[14]	validation_0-auc:0.85628	validation_1-auc:0.83643
[15]	validation_0-auc:0.85783	validation_1-auc:0.83561
[16]	validation_0-auc:0.85833	validation_1-auc:0.83599
[17]	validation_0-auc:0.85876	validation_1-auc:0.83658
[18]	validation_0-auc:0.85988	validation_1-auc:0.83665
[19]	validation_0-auc:0.86047	validation_1-auc:0.83641
[20]	validation_0-auc:0.86213	validation_1-auc:0.83672
[21]	validation_0-auc:0.86221	validation_1-auc:0.83658
[22]	validation_0-auc:0.86260	validation_1-auc:0.83668
[23]	validation_0-auc:0.86371	validation_1-auc:0.83622
[24]	validation_0-auc:0.86459	validation_1-auc:0.83612
[25]	validation_0-auc:0.86483	validation_1-auc:0.83655
[26]	validation_0-auc:0.86517	validation_1-auc:0.83589
[27]	validation_0-auc:0.86547	validation_1-auc:0.83557
[28]	validation_0-auc:0.86581	validation_1-auc:0.83558
[29]	validation_0-auc:0.86586	validation_1-auc:0.83583
[30]	validation_0-auc:0.86616	validation_1-auc:0.83515
[31]	validation_0-auc:0.86638	validation_1-auc:0.83521
[32]	validation_0-auc:0.86697	validation_1-auc:0.83518
[33]	validation_0-auc:0.86719	validation_1-auc:0.83535
[34]	validation_0-auc:0.86757	validation_1-auc:0.83520
[35]	validation_0-auc:0.86812	validation_1-auc:0.83506
[36]	validation_0-auc:0.86869	validation_1-auc:0.83428
[37]	validation_0-auc:0.86935	validation_1-auc:0.83442
[38]	validation_0-auc:0.86997	validation_1-auc:0.83406
[39]	validation_0-auc:0.87001	validation_1-auc:0.83394
[40]	validation_0-auc:0.87003	validation_1-auc:0.83399
[41]	validation_0-auc:0.87011	validation_1-auc:0.83382
[42]	validation_0-auc:0.87020	validation_1-auc:0.83370
[43]	validation_0-auc:0.87117	validation_1-auc:0.83317

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.80906	validation_1-auc:0.80435
[1]	validation_0-auc:0.80610	validation_1-auc:0.80703
[2]	validation_0-auc:0.82829	validation_1-auc:0.82098
[3]	validation_0-auc:0.83657	validation_1-auc:0.82669
[4]	validation_0-auc:0.83911	validation_1-auc:0.82849
[5]	validation_0-auc:0.84163	validation_1-auc:0.83122
[6]	validation_0-auc:0.84566	validation_1-auc:0.83619
[7]	validation_0-auc:0.84720	validation_1-auc:0.83653
[8]	validation_0-auc:0.84844	validation_1-auc:0.83526
[9]	validation_0-auc:0.84960	validation_1-auc:0.83672
[10]	validation_0-auc:0.85155	validation_1-auc:0.83775
[11]	validation_0-auc:0.85323	validation_1-auc:0.83779
[12]	validation_0-auc:0.85457	validation_1-auc:0.83858
[13]	validation_0-auc:0.85554	validation_1-auc:0.83864
[14]	validation_0-auc:0.85653	validation_1-auc:0.83865
[15]	validation_0-auc:0.85860	validation_1-auc:0.83784
[16]	validation_0-auc:0.85972	validation_1-auc:0.83823
[17]	validation_0-auc:0.86067	validation_1-auc:0.83797
[18]	validation_0-auc:0.86144	validation_1-auc:0.83898
[19]	validation_0-auc:0.86230	validation_1-auc:0.83909
[20]	validation_0-auc:0.86313	validation_1-auc:0.83899
[21]	validation_0-auc:0.86356	validation_1-auc:0.83833
[22]	validation_0-auc:0.86385	validation_1-auc:0.83846
[23]	validation_0-auc:0.86472	validation_1-auc:0.83755
[24]	validation_0-auc:0.86502	validation_1-auc:0.83757
[25]	validation_0-auc:0.86617	validation_1-auc:0.83725
[26]	validation_0-auc:0.86736	validation_1-auc:0.83663
[27]	validation_0-auc:0.86768	validation_1-auc:0.83683
[28]	validation_0-auc:0.86785	validation_1-auc:0.83707
[29]	validation_0-auc:0.86868	validation_1-auc:0.83690
[30]	validation_0-auc:0.86924	validation_1-auc:0.83645
[31]	validation_0-auc:0.86947	validation_1-auc:0.83698
[32]	validation_0-auc:0.86992	validation_1-auc:0.83699
[33]	validation_0-auc:0.87008	validation_1-auc:0.83722
[34]	validation_0-auc:0.87030	validation_1-auc:0.83671
[35]	validation_0-auc:0.87040	validation_1-auc:0.83635
[36]	validation_0-auc:0.87083	validation_1-auc:0.83606
[37]	validation_0-auc:0.87100	validation_1-auc:0.83600
[38]	validation_0-auc:0.87123	validation_1-auc:0.83581
[39]	validation_0-auc:0.87191	validation_1-auc:0.83518
[40]	validation_0-auc:0.87261	validation_1-auc:0.83526
[41]	validation_0-auc:0.87289	validation_1-auc:0.83530
[42]	validation_0-auc:0.87363	validation_1-auc:0.83549
[43]	validation_0-auc:0.87382	validation_1-auc:0.83527
[44]	validation_0-auc:0.87395	validation_1-auc:0.83509
[45]	validation_0-auc:0.87422	validation_1-auc:0.83512
[46]	validation_0-auc:0.87461	validation_1-auc:0.83508
[47]	validation_0-auc:0.87471	validation_1-auc:0.83492
[48]	validation_0-auc:0.87482	validation_1-auc:0.83531
[49]	validation_0-auc:0.87589	validation_1-auc:0.83511

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81882	validation_1-auc:0.81739
[1]	validation_0-auc:0.81386	validation_1-auc:0.81337
[2]	validation_0-auc:0.82661	validation_1-auc:0.82334
[3]	validation_0-auc:0.83557	validation_1-auc:0.82907
[4]	validation_0-auc:0.83892	validation_1-auc:0.83167
[5]	validation_0-auc:0.84144	validation_1-auc:0.83105
[6]	validation_0-auc:0.84403	validation_1-auc:0.83360
[7]	validation_0-auc:0.84648	validation_1-auc:0.83417
[8]	validation_0-auc:0.84841	validation_1-auc:0.83581
[9]	validation_0-auc:0.84876	validation_1-auc:0.83592
[10]	validation_0-auc:0.85065	validation_1-auc:0.83624
[11]	validation_0-auc:0.85204	validation_1-auc:0.83676
[12]	validation_0-auc:0.85449	validation_1-auc:0.83495
[13]	validation_0-auc:0.85519	validation_1-auc:0.83583
[14]	validation_0-auc:0.85682	validation_1-auc:0.83720
[15]	validation_0-auc:0.85847	validation_1-auc:0.83743
[16]	validation_0-auc:0.85930	validation_1-auc:0.83756
[17]	validation_0-auc:0.86089	validation_1-auc:0.83841
[18]	validation_0-auc:0.86188	validation_1-auc:0.83752
[19]	validation_0-auc:0.86281	validation_1-auc:0.83698
[20]	validation_0-auc:0.86303	validation_1-auc:0.83774
[21]	validation_0-auc:0.86344	validation_1-auc:0.83706
[22]	validation_0-auc:0.86436	validation_1-auc:0.83797
[23]	validation_0-auc:0.86510	validation_1-auc:0.83779
[24]	validation_0-auc:0.86599	validation_1-auc:0.83699
[25]	validation_0-auc:0.86622	validation_1-auc:0.83717
[26]	validation_0-auc:0.86666	validation_1-auc:0.83686
[27]	validation_0-auc:0.86676	validation_1-auc:0.83677
[28]	validation_0-auc:0.86725	validation_1-auc:0.83654
[29]	validation_0-auc:0.86801	validation_1-auc:0.83721
[30]	validation_0-auc:0.86835	validation_1-auc:0.83702
[31]	validation_0-auc:0.86855	validation_1-auc:0.83695
[32]	validation_0-auc:0.86923	validation_1-auc:0.83718
[33]	validation_0-auc:0.86939	validation_1-auc:0.83721
[34]	validation_0-auc:0.86989	validation_1-auc:0.83775
[35]	validation_0-auc:0.87036	validation_1-auc:0.83726
[36]	validation_0-auc:0.87093	validation_1-auc:0.83715
[37]	validation_0-auc:0.87206	validation_1-auc:0.83741
[38]	validation_0-auc:0.87238	validation_1-auc:0.83684
[39]	validation_0-auc:0.87238	validation_1-auc:0.83715
[40]	validation_0-auc:0.87273	validation_1-auc:0.83752
[41]	validation_0-auc:0.87301	validation_1-auc:0.83752
[42]	validation_0-auc:0.87315	validation_1-auc:0.83757
[43]	validation_0-auc:0.87336	validation_1-auc:0.83705
[44]	validation_0-auc:0.87348	validation_1-auc:0.83684
[45]	validation_0-auc:0.87353	validation_1-auc:0.83677
[46]	validation_0-auc:0.87404	validation_1-auc:0.83655
[47]	validation_0-auc:0.87446	validation_1-auc:0.83642

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81573	validation_1-auc:0.81067
[1]	validation_0-auc:0.81402	validation_1-auc:0.80774
[2]	validation_0-auc:0.82912	validation_1-auc:0.81864
[3]	validation_0-auc:0.83834	validation_1-auc:0.82490
[4]	validation_0-auc:0.84340	validation_1-auc:0.82924
[5]	validation_0-auc:0.84800	validation_1-auc:0.83252
[6]	validation_0-auc:0.85152	validation_1-auc:0.83472
[7]	validation_0-auc:0.85737	validation_1-auc:0.83466
[8]	validation_0-auc:0.86002	validation_1-auc:0.83343
[9]	validation_0-auc:0.86333	validation_1-auc:0.83595
[10]	validation_0-auc:0.86764	validation_1-auc:0.83618
[11]	validation_0-auc:0.87055	validation_1-auc:0.83591
[12]	validation_0-auc:0.87303	validation_1-auc:0.83511
[13]	validation_0-auc:0.87531	validation_1-auc:0.83573
[14]	validation_0-auc:0.87644	validation_1-auc:0.83532
[15]	validation_0-auc:0.87864	validation_1-auc:0.83346
[16]	validation_0-auc:0.87995	validation_1-auc:0.83380
[17]	validation_0-auc:0.88099	validation_1-auc:0.83336
[18]	validation_0-auc:0.88257	validation_1-auc:0.83356
[19]	validation_0-auc:0.88371	validation_1-auc:0.83321
[20]	validation_0-auc:0.88439	validation_1-auc:0.83356
[21]	validation_0-auc:0.88586	validation_1-auc:0.83317
[22]	validation_0-auc:0.88709	validation_1-auc:0.83316
[23]	validation_0-auc:0.88830	validation_1-auc:0.83373
[24]	validation_0-auc:0.88935	validation_1-auc:0.83351
[25]	validation_0-auc:0.88952	validation_1-auc:0.83307
[26]	validation_0-auc:0.89008	validation_1-auc:0.83344
[27]	validation_0-auc:0.89029	validation_1-auc:0.83254
[28]	validation_0-auc:0.89092	validation_1-auc:0.83229
[29]	validation_0-auc:0.89101	validation_1-auc:0.83245
[30]	validation_0-auc:0.89101	validation_1-auc:0.83259
[31]	validation_0-auc:0.89140	validation_1-auc:0.83219
[32]	validation_0-auc:0.89238	validation_1-auc:0.83116
[33]	validation_0-auc:0.89233	validation_1-auc:0.83080
[34]	validation_0-auc:0.89242	validation_1-auc:0.83077
[35]	validation_0-auc:0.89254	validation_1-auc:0.83114
[36]	validation_0-auc:0.89271	validation_1-auc:0.83110
[37]	validation_0-auc:0.89290	validation_1-auc:0.83083
[38]	validation_0-auc:0.89336	validation_1-auc:0.83049
[39]	validation_0-auc:0.89530	validation_1-auc:0.82890

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81428	validation_1-auc:0.80541
[1]	validation_0-auc:0.81563	validation_1-auc:0.81177
[2]	validation_0-auc:0.83592	validation_1-auc:0.82066
[3]	validation_0-auc:0.84379	validation_1-auc:0.82740
[4]	validation_0-auc:0.85017	validation_1-auc:0.83233
[5]	validation_0-auc:0.85384	validation_1-auc:0.83517
[6]	validation_0-auc:0.85918	validation_1-auc:0.83931
[7]	validation_0-auc:0.86245	validation_1-auc:0.83779
[8]	validation_0-auc:0.86419	validation_1-auc:0.83818
[9]	validation_0-auc:0.86613	validation_1-auc:0.83712
[10]	validation_0-auc:0.86933	validation_1-auc:0.83600
[11]	validation_0-auc:0.87184	validation_1-auc:0.83711
[12]	validation_0-auc:0.87415	validation_1-auc:0.83710
[13]	validation_0-auc:0.87716	validation_1-auc:0.83639
[14]	validation_0-auc:0.87865	validation_1-auc:0.83795
[15]	validation_0-auc:0.88110	validation_1-auc:0.83841
[16]	validation_0-auc:0.88358	validation_1-auc:0.83779
[17]	validation_0-auc:0.88461	validation_1-auc:0.83794
[18]	validation_0-auc:0.88528	validation_1-auc:0.83693
[19]	validation_0-auc:0.88665	validation_1-auc:0.83657
[20]	validation_0-auc:0.88726	validation_1-auc:0.83669
[21]	validation_0-auc:0.88784	validation_1-auc:0.83639
[22]	validation_0-auc:0.88877	validation_1-auc:0.83675
[23]	validation_0-auc:0.88977	validation_1-auc:0.83683
[24]	validation_0-auc:0.89106	validation_1-auc:0.83613
[25]	validation_0-auc:0.89126	validation_1-auc:0.83660
[26]	validation_0-auc:0.89187	validation_1-auc:0.83647
[27]	validation_0-auc:0.89194	validation_1-auc:0.83668
[28]	validation_0-auc:0.89241	validation_1-auc:0.83639
[29]	validation_0-auc:0.89287	validation_1-auc:0.83627
[30]	validation_0-auc:0.89301	validation_1-auc:0.83632
[31]	validation_0-auc:0.89311	validation_1-auc:0.83618
[32]	validation_0-auc:0.89323	validation_1-auc:0.83561
[33]	validation_0-auc:0.89324	validation_1-auc:0.83535
[34]	validation_0-auc:0.89379	validation_1-auc:0.83478
[35]	validation_0-auc:0.89558	validation_1-auc:0.83419
[36]	validation_0-auc:0.89575	validation_1-auc:0.83435

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.82448	validation_1-auc:0.81823
[1]	validation_0-auc:0.82212	validation_1-auc:0.81592
[2]	validation_0-auc:0.83464	validation_1-auc:0.82639
[3]	validation_0-auc:0.84121	validation_1-auc:0.82994
[4]	validation_0-auc:0.84804	validation_1-auc:0.83439
[5]	validation_0-auc:0.85362	validation_1-auc:0.83314
[6]	validation_0-auc:0.85620	validation_1-auc:0.83629
[7]	validation_0-auc:0.86025	validation_1-auc:0.83581
[8]	validation_0-auc:0.86252	validation_1-auc:0.83743
[9]	validation_0-auc:0.86649	validation_1-auc:0.83646
[10]	validation_0-auc:0.87101	validation_1-auc:0.83606
[11]	validation_0-auc:0.87345	validation_1-auc:0.83743
[12]	validation_0-auc:0.87701	validation_1-auc:0.83809
[13]	validation_0-auc:0.88044	validation_1-auc:0.83779
[14]	validation_0-auc:0.88136	validation_1-auc:0.83869
[15]	validation_0-auc:0.88292	validation_1-auc:0.83977
[16]	validation_0-auc:0.88460	validation_1-auc:0.83955
[17]	validation_0-auc:0.88560	validation_1-auc:0.83952
[18]	validation_0-auc:0.88737	validation_1-auc:0.83966
[19]	validation_0-auc:0.88791	validation_1-auc:0.83902
[20]	validation_0-auc:0.88921	validation_1-auc:0.83812
[21]	validation_0-auc:0.88990	validation_1-auc:0.83808
[22]	validation_0-auc:0.89119	validation_1-auc:0.83848
[23]	validation_0-auc:0.89132	validation_1-auc:0.83821
[24]	validation_0-auc:0.89151	validation_1-auc:0.83836
[25]	validation_0-auc:0.89218	validation_1-auc:0.83825
[26]	validation_0-auc:0.89259	validation_1-auc:0.83789
[27]	validation_0-auc:0.89286	validation_1-auc:0.83822
[28]	validation_0-auc:0.89339	validation_1-auc:0.83884
[29]	validation_0-auc:0.89368	validation_1-auc:0.83923
[30]	validation_0-auc:0.89400	validation_1-auc:0.83906
[31]	validation_0-auc:0.89461	validation_1-auc:0.83875
[32]	validation_0-auc:0.89599	validation_1-auc:0.83829
[33]	validation_0-auc:0.89637	validation_1-auc:0.83835
[34]	validation_0-auc:0.89658	validation_1-auc:0.83826
[35]	validation_0-auc:0.89678	validation_1-auc:0.83787
[36]	validation_0-auc:0.89722	validation_1-auc:0.83755
[37]	validation_0-auc:0.89733	validation_1-auc:0.83735
[38]	validation_0-auc:0.89809	validation_1-auc:0.83710
[39]	validation_0-auc:0.89978	validation_1-auc:0.83646
[40]	validation_0-auc:0.89994	validation_1-auc:0.83517
[41]	validation_0-auc:0.90029	validation_1-auc:0.83466
[42]	validation_0-auc:0.90106	validation_1-auc:0.83394
[43]	validation_0-auc:0.90121	validation_1-auc:0.83358
[44]	validation_0-auc:0.90189	validation_1-auc:0.83272

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81642	validation_1-auc:0.81216
[1]	validation_0-auc:0.81467	validation_1-auc:0.81133
[2]	validation_0-auc:0.82902	validation_1-auc:0.82239
[3]	validation_0-auc:0.83775	validation_1-auc:0.82795
[4]	validation_0-auc:0.84354	validation_1-auc:0.83096
[5]	validation_0-auc:0.84790	validation_1-auc:0.83441
[6]	validation_0-auc:0.85080	validation_1-auc:0.83508
[7]	validation_0-auc:0.85454	validation_1-auc:0.83765
[8]	validation_0-auc:0.85680	validation_1-auc:0.83712
[9]	validation_0-auc:0.85991	validation_1-auc:0.83639
[10]	validation_0-auc:0.86257	validation_1-auc:0.83788
[11]	validation_0-auc:0.86486	validation_1-auc:0.83696
[12]	validation_0-auc:0.86742	validation_1-auc:0.83751
[13]	validation_0-auc:0.86908	validation_1-auc:0.83692
[14]	validation_0-auc:0.87015	validation_1-auc:0.83647
[15]	validation_0-auc:0.87203	validation_1-auc:0.83610
[16]	validation_0-auc:0.87312	validation_1-auc:0.83591
[17]	validation_0-auc:0.87401	validation_1-auc:0.83522
[18]	validation_0-auc:0.87530	validation_1-auc:0.83620
[19]	validation_0-auc:0.87557	validation_1-auc:0.83593
[20]	validation_0-auc:0.87615	validation_1-auc:0.83572
[21]	validation_0-auc:0.87654	validation_1-auc:0.83491
[22]	validation_0-auc:0.87686	validation_1-auc:0.83470
[23]	validation_0-auc:0.87802	validation_1-auc:0.83387
[24]	validation_0-auc:0.87833	validation_1-auc:0.83389
[25]	validation_0-auc:0.87844	validation_1-auc:0.83418
[26]	validation_0-auc:0.87823	validation_1-auc:0.83352
[27]	validation_0-auc:0.87835	validation_1-auc:0.83349
[28]	validation_0-auc:0.87917	validation_1-auc:0.83296
[29]	validation_0-auc:0.87943	validation_1-auc:0.83221
[30]	validation_0-auc:0.88058	validation_1-auc:0.83157
[31]	validation_0-auc:0.88095	validation_1-auc:0.83166
[32]	validation_0-auc:0.88121	validation_1-auc:0.83150
[33]	validation_0-auc:0.88151	validation_1-auc:0.83233
[34]	validation_0-auc:0.88173	validation_1-auc:0.83203
[35]	validation_0-auc:0.88230	validation_1-auc:0.83163
[36]	validation_0-auc:0.88239	validation_1-auc:0.83148
[37]	validation_0-auc:0.88300	validation_1-auc:0.83086
[38]	validation_0-auc:0.88390	validation_1-auc:0.83043
[39]	validation_0-auc:0.88482	validation_1-auc:0.83050

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81195	validation_1-auc:0.80615
[1]	validation_0-auc:0.81510	validation_1-auc:0.81289
[2]	validation_0-auc:0.83475	validation_1-auc:0.82645
[3]	validation_0-auc:0.84423	validation_1-auc:0.83140
[4]	validation_0-auc:0.84952	validation_1-auc:0.83408
[5]	validation_0-auc:0.85317	validation_1-auc:0.83493
[6]	validation_0-auc:0.85713	validation_1-auc:0.83850
[7]	validation_0-auc:0.85924	validation_1-auc:0.83793
[8]	validation_0-auc:0.86016	validation_1-auc:0.83809
[9]	validation_0-auc:0.86307	validation_1-auc:0.83816
[10]	validation_0-auc:0.86572	validation_1-auc:0.83931
[11]	validation_0-auc:0.86748	validation_1-auc:0.83981
[12]	validation_0-auc:0.87020	validation_1-auc:0.83906
[13]	validation_0-auc:0.87270	validation_1-auc:0.84018
[14]	validation_0-auc:0.87371	validation_1-auc:0.84127
[15]	validation_0-auc:0.87558	validation_1-auc:0.84117
[16]	validation_0-auc:0.87630	validation_1-auc:0.84078
[17]	validation_0-auc:0.87673	validation_1-auc:0.84143
[18]	validation_0-auc:0.87773	validation_1-auc:0.84117
[19]	validation_0-auc:0.87853	validation_1-auc:0.84073
[20]	validation_0-auc:0.87944	validation_1-auc:0.84043
[21]	validation_0-auc:0.88031	validation_1-auc:0.84016
[22]	validation_0-auc:0.88152	validation_1-auc:0.84011
[23]	validation_0-auc:0.88229	validation_1-auc:0.84037
[24]	validation_0-auc:0.88302	validation_1-auc:0.84030
[25]	validation_0-auc:0.88319	validation_1-auc:0.84035
[26]	validation_0-auc:0.88331	validation_1-auc:0.84042
[27]	validation_0-auc:0.88374	validation_1-auc:0.83981
[28]	validation_0-auc:0.88437	validation_1-auc:0.83969
[29]	validation_0-auc:0.88430	validation_1-auc:0.83984
[30]	validation_0-auc:0.88448	validation_1-auc:0.83927
[31]	validation_0-auc:0.88478	validation_1-auc:0.83854
[32]	validation_0-auc:0.88527	validation_1-auc:0.83809
[33]	validation_0-auc:0.88527	validation_1-auc:0.83816
[34]	validation_0-auc:0.88573	validation_1-auc:0.83816
[35]	validation_0-auc:0.88579	validation_1-auc:0.83781
[36]	validation_0-auc:0.88615	validation_1-auc:0.83815
[37]	validation_0-auc:0.88632	validation_1-auc:0.83822
[38]	validation_0-auc:0.88677	validation_1-auc:0.83768
[39]	validation_0-auc:0.88687	validation_1-auc:0.83777
[40]	validation_0-auc:0.88806	validation_1-auc:0.83728
[41]	validation_0-auc:0.88826	validation_1-auc:0.83720
[42]	validation_0-auc:0.88844	validation_1-auc:0.83717
[43]	validation_0-auc:0.88903	validation_1-auc:0.83634
[44]	validation_0-auc:0.88944	validation_1-auc:0.83652
[45]	validation_0-auc:0.88957	validation_1-auc:0.83666
[46]	validation_0-auc:0.88969	validation_1-auc:0.83630

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.82218	validation_1-auc:0.81819
[1]	validation_0-auc:0.82120	validation_1-auc:0.81682
[2]	validation_0-auc:0.83459	validation_1-auc:0.82497
[3]	validation_0-auc:0.84312	validation_1-auc:0.82940
[4]	validation_0-auc:0.84793	validation_1-auc:0.83178
[5]	validation_0-auc:0.85339	validation_1-auc:0.83203
[6]	validation_0-auc:0.85638	validation_1-auc:0.83512
[7]	validation_0-auc:0.86082	validation_1-auc:0.83538
[8]	validation_0-auc:0.86250	validation_1-auc:0.83772
[9]	validation_0-auc:0.86569	validation_1-auc:0.83589
[10]	validation_0-auc:0.86855	validation_1-auc:0.83342
[11]	validation_0-auc:0.87103	validation_1-auc:0.83398
[12]	validation_0-auc:0.87268	validation_1-auc:0.83472
[13]	validation_0-auc:0.87475	validation_1-auc:0.83576
[14]	validation_0-auc:0.87519	validation_1-auc:0.83642
[15]	validation_0-auc:0.87568	validation_1-auc:0.83708
[16]	validation_0-auc:0.87705	validation_1-auc:0.83742
[17]	validation_0-auc:0.87816	validation_1-auc:0.83725
[18]	validation_0-auc:0.87960	validation_1-auc:0.83748
[19]	validation_0-auc:0.88066	validation_1-auc:0.83743
[20]	validation_0-auc:0.88106	validation_1-auc:0.83706
[21]	validation_0-auc:0.88130	validation_1-auc:0.83685
[22]	validation_0-auc:0.88181	validation_1-auc:0.83701
[23]	validation_0-auc:0.88268	validation_1-auc:0.83760
[24]	validation_0-auc:0.88287	validation_1-auc:0.83759
[25]	validation_0-auc:0.88349	validation_1-auc:0.83769
[26]	validation_0-auc:0.88356	validation_1-auc:0.83738
[27]	validation_0-auc:0.88422	validation_1-auc:0.83697
[28]	validation_0-auc:0.88470	validation_1-auc:0.83692
[29]	validation_0-auc:0.88499	validation_1-auc:0.83655
[30]	validation_0-auc:0.88605	validation_1-auc:0.83731
[31]	validation_0-auc:0.88616	validation_1-auc:0.83742
[32]	validation_0-auc:0.88634	validation_1-auc:0.83749
[33]	validation_0-auc:0.88638	validation_1-auc:0.83769
[34]	validation_0-auc:0.88647	validation_1-auc:0.83766
[35]	validation_0-auc:0.88742	validation_1-auc:0.83784
[36]	validation_0-auc:0.88772	validation_1-auc:0.83717
[37]	validation_0-auc:0.88800	validation_1-auc:0.83703
[38]	validation_0-auc:0.88804	validation_1-auc:0.83704
[39]	validation_0-auc:0.88806	validation_1-auc:0.83733
[40]	validation_0-auc:0.88820	validation_1-auc:0.83711
[41]	validation_0-auc:0.88864	validation_1-auc:0.83711
[42]	validation_0-auc:0.88884	validation_1-auc:0.83691
[43]	validation_0-auc:0.88959	validation_1-auc:0.83599
[44]	validation_0-auc:0.89049	validation_1-auc:0.83564
[45]	validation_0-auc:0.89064	validation_1-auc:0.83583
[46]	validation_0-auc:0.89090	validation_1-auc:0.83548
[47]	validation_0-auc:0.89094	validation_1-auc:0.83519
[48]	validation_0-auc:0.89103	validation_1-auc:0.83547
[49]	validation_0-auc:0.89242	validation_1-auc:0.83543
[50]	validation_0-auc:0.89263	validation_1-auc:0.83518
[51]	validation_0-auc:0.89269	validation_1-auc:0.83503
[52]	validation_0-auc:0.89305	validation_1-auc:0.83429
[53]	validation_0-auc:0.89313	validation_1-auc:0.83395
[54]	validation_0-auc:0.89387	validation_1-auc:0.83441
[55]	validation_0-auc:0.89434	validation_1-auc:0.83376
[56]	validation_0-auc:0.89461	validation_1-auc:0.83378
[57]	validation_0-auc:0.89464	validation_1-auc:0.83355
[58]	validation_0-auc:0.89499	validation_1-auc:0.83349
[59]	validation_0-auc:0.89506	validation_1-auc:0.83337
[60]	validation_0-auc:0.89596	validation_1-auc:0.83275
[61]	validation_0-auc:0.89625	validation_1-auc:0.83229
[62]	validation_0-auc:0.89658	validation_1-auc:0.83240
[63]	validation_0-auc:0.89643	validation_1-auc:0.83233
[64]	validation_0-auc:0.89645	validation_1-auc:0.83215

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.81270	validation_1-auc:0.81076
[1]	validation_0-auc:0.81820	validation_1-auc:0.81360
[2]	validation_0-auc:0.83353	validation_1-auc:0.83010
[3]	validation_0-auc:0.83823	validation_1-auc:0.83429
[4]	validation_0-auc:0.84125	validation_1-auc:0.83363
[5]	validation_0-auc:0.83979	validation_1-auc:0.83299
[6]	validation_0-auc:0.83796	validation_1-auc:0.83148
[7]	validation_0-auc:0.84384	validation_1-auc:0.83526
[8]	validation_0-auc:0.84676	validation_1-auc:0.83677
[9]	validation_0-auc:0.84731	validation_1-auc:0.83538
[10]	validation_0-auc:0.84726	validation_1-auc:0.83485
[11]	validation_0-auc:0.85253	validation_1-auc:0.84007
[12]	validation_0-auc:0.85678	validation_1-auc:0.84255
[13]	validation_0-auc:0.85821	validation_1-auc:0.84121
[14]	validation_0-auc:0.86100	validation_1-auc:0.84394
[15]	validation_0-auc:0.86250	validation_1-auc:0.84436
[16]	validation_0-auc:0.86371	validation_1-auc:0.84416
[17]	validation_0-auc:0.86531	validation_1-auc:0.84329
[18]	validation_0-auc:0.86661	validation_1-auc:0.84514
[19]	validation_0-auc:0.86843	validation_1-auc:0.84475
[20]	validation_0-auc:0.86982	validation_1-auc:0.84504
[21]	validation_0-auc:0.87086	validation_1-auc:0.84455
[22]	validation_0-auc:0.87217	validation_1-auc:0.84348
[23]	validation_0-auc:0.87245	validation_1-auc:0.84353
[24]	validation_0-auc:0.87288	validation_1-auc:0.84332
[25]	validation_0-auc:0.87357	validation_1-auc:0.84280
[26]	validation_0-auc:0.87415	validation_1-auc:0.84256
[27]	validation_0-auc:0.87457	validation_1-auc:0.84236
[28]	validation_0-auc:0.87480	validation_1-auc:0.84238
[29]	validation_0-auc:0.87526	validation_1-auc:0.84256
[30]	validation_0-auc:0.87542	validation_1-auc:0.84259
[31]	validation_0-auc:0.87579	validation_1-auc:0.84232
[32]	validation_0-auc:0.87651	validation_1-auc:0.84209
[33]	validation_0-auc:0.87710	validation_1-auc:0.84197
[34]	validation_0-auc:0.87786	validation_1-auc:0.84234
[35]	validation_0-auc:0.87852	validation_1-auc:0.84190
[36]	validation_0-auc:0.87900	validation_1-auc:0.84162
[37]	validation_0-auc:0.87939	validation_1-auc:0.84191
[38]	validation_0-auc:0.87975	validation_1-auc:0.84166
[39]	validation_0-auc:0.88029	validation_1-auc:0.84169
[40]	validation_0-auc:0.88142	validation_1-auc:0.84133
[41]	validation_0-auc:0.88153	validation_1-auc:0.84140
[42]	validation_0-auc:0.88231	validation_1-auc:0.84144
[43]	validation_0-auc:0.88254	validation_1-auc:0.84134
[44]	validation_0-auc:0.88291	validation_1-auc:0.84132
[45]	validation_0-auc:0.88334	validation_1-auc:0.84159
[46]	validation_0-auc:0.88343	validation_1-auc:0.84149
[47]	validation_0-auc:0.88391	validation_1-auc:0.84161
GridSearchCV 최적 파라미터: {'colsample_bytree': 0.5, 'max_depth': 5, 'min_child_weight': 3}
ROC AUC: 0.8451

성능은 약 0.8451 정도

### 하이퍼 파라미터 튜닝(2)
# n_estimators는 1000으로 증가시키고, learning_rate = 0.02로 감소, reg_alpha = 0.03으로 추가 

xgb_clf = XGBClassifier(n_estimators = 1000, random_state = 156, 
                        learning_rate = 0.02, max_depth = 7,\
                        min_child_weight = 1, colsample_bytree = 0.75, reg_alpha = 0.03)

# evaluation metric을 auc로, early_stopping은 200 으로 설정하고 학습 수행 
# 학습
xgb_clf.fit(X_train, y_train, early_stopping_rounds = 200, 
            eval_metric = "auc", eval_set = [(X_train, y_train), (X_test, y_test)])

# 예측 & 평가
xgb_roc_score = roc_auc_score(y_test, xgb_clf.predict_proba(X_test)[:,1], average = 'macro')
print('ROC AUC: {0:.4f}'.format(xgb_roc_score))

/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `eval_metric` in `fit` method is deprecated for better compatibility with scikit-learn, use `eval_metric` in constructor or`set_params` instead.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/xgboost/sklearn.py:835: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.
  warnings.warn(

[0]	validation_0-auc:0.82311	validation_1-auc:0.81793
[1]	validation_0-auc:0.82585	validation_1-auc:0.81766
[2]	validation_0-auc:0.82950	validation_1-auc:0.81846
[3]	validation_0-auc:0.83162	validation_1-auc:0.82051
[4]	validation_0-auc:0.83561	validation_1-auc:0.82587
[5]	validation_0-auc:0.83569	validation_1-auc:0.82566
[6]	validation_0-auc:0.83635	validation_1-auc:0.82582
[7]	validation_0-auc:0.83757	validation_1-auc:0.82763
[8]	validation_0-auc:0.83873	validation_1-auc:0.82945
[9]	validation_0-auc:0.83986	validation_1-auc:0.83072
[10]	validation_0-auc:0.84036	validation_1-auc:0.83039
[11]	validation_0-auc:0.84071	validation_1-auc:0.83051
[12]	validation_0-auc:0.84064	validation_1-auc:0.82997
[13]	validation_0-auc:0.84098	validation_1-auc:0.82958
[14]	validation_0-auc:0.84174	validation_1-auc:0.83016
[15]	validation_0-auc:0.84223	validation_1-auc:0.83103
[16]	validation_0-auc:0.84262	validation_1-auc:0.83055
[17]	validation_0-auc:0.84302	validation_1-auc:0.83020
[18]	validation_0-auc:0.84539	validation_1-auc:0.83365
[19]	validation_0-auc:0.84552	validation_1-auc:0.83365
[20]	validation_0-auc:0.84602	validation_1-auc:0.83425
[21]	validation_0-auc:0.84638	validation_1-auc:0.83417
[22]	validation_0-auc:0.84674	validation_1-auc:0.83410
[23]	validation_0-auc:0.84709	validation_1-auc:0.83411
[24]	validation_0-auc:0.84733	validation_1-auc:0.83414
[25]	validation_0-auc:0.84748	validation_1-auc:0.83433
[26]	validation_0-auc:0.84773	validation_1-auc:0.83412
[27]	validation_0-auc:0.84851	validation_1-auc:0.83440
[28]	validation_0-auc:0.84845	validation_1-auc:0.83438
[29]	validation_0-auc:0.84997	validation_1-auc:0.83507
[30]	validation_0-auc:0.84927	validation_1-auc:0.83379
[31]	validation_0-auc:0.84984	validation_1-auc:0.83457
[32]	validation_0-auc:0.85048	validation_1-auc:0.83473
[33]	validation_0-auc:0.85068	validation_1-auc:0.83501
[34]	validation_0-auc:0.85075	validation_1-auc:0.83495
[35]	validation_0-auc:0.85103	validation_1-auc:0.83530
[36]	validation_0-auc:0.85164	validation_1-auc:0.83564
[37]	validation_0-auc:0.85178	validation_1-auc:0.83554
[38]	validation_0-auc:0.85234	validation_1-auc:0.83545
[39]	validation_0-auc:0.85237	validation_1-auc:0.83567
[40]	validation_0-auc:0.85311	validation_1-auc:0.83620
[41]	validation_0-auc:0.85368	validation_1-auc:0.83621
[42]	validation_0-auc:0.85389	validation_1-auc:0.83596
[43]	validation_0-auc:0.85433	validation_1-auc:0.83682
[44]	validation_0-auc:0.85522	validation_1-auc:0.83704
[45]	validation_0-auc:0.85467	validation_1-auc:0.83725
[46]	validation_0-auc:0.85488	validation_1-auc:0.83704
[47]	validation_0-auc:0.85532	validation_1-auc:0.83738
[48]	validation_0-auc:0.85549	validation_1-auc:0.83757
[49]	validation_0-auc:0.85594	validation_1-auc:0.83784
[50]	validation_0-auc:0.85634	validation_1-auc:0.83812
[51]	validation_0-auc:0.85657	validation_1-auc:0.83801
[52]	validation_0-auc:0.85697	validation_1-auc:0.83844
[53]	validation_0-auc:0.85723	validation_1-auc:0.83852
[54]	validation_0-auc:0.85742	validation_1-auc:0.83858
[55]	validation_0-auc:0.85812	validation_1-auc:0.83872
[56]	validation_0-auc:0.85866	validation_1-auc:0.83871
[57]	validation_0-auc:0.85912	validation_1-auc:0.83880
[58]	validation_0-auc:0.85923	validation_1-auc:0.83909
[59]	validation_0-auc:0.85954	validation_1-auc:0.83934
[60]	validation_0-auc:0.85967	validation_1-auc:0.83949
[61]	validation_0-auc:0.86005	validation_1-auc:0.83945
[62]	validation_0-auc:0.86043	validation_1-auc:0.83996
[63]	validation_0-auc:0.86012	validation_1-auc:0.83966
[64]	validation_0-auc:0.86063	validation_1-auc:0.83984
[65]	validation_0-auc:0.86082	validation_1-auc:0.83975
[66]	validation_0-auc:0.86093	validation_1-auc:0.83895
[67]	validation_0-auc:0.86136	validation_1-auc:0.83965
[68]	validation_0-auc:0.86149	validation_1-auc:0.83962
[69]	validation_0-auc:0.86173	validation_1-auc:0.83958
[70]	validation_0-auc:0.86199	validation_1-auc:0.83980
[71]	validation_0-auc:0.86218	validation_1-auc:0.83973
[72]	validation_0-auc:0.86248	validation_1-auc:0.83983
[73]	validation_0-auc:0.86276	validation_1-auc:0.83996
[74]	validation_0-auc:0.86285	validation_1-auc:0.83998
[75]	validation_0-auc:0.86294	validation_1-auc:0.83973
[76]	validation_0-auc:0.86316	validation_1-auc:0.83976
[77]	validation_0-auc:0.86358	validation_1-auc:0.83968
[78]	validation_0-auc:0.86369	validation_1-auc:0.83982
[79]	validation_0-auc:0.86398	validation_1-auc:0.83987
[80]	validation_0-auc:0.86432	validation_1-auc:0.84005
[81]	validation_0-auc:0.86476	validation_1-auc:0.84042
[82]	validation_0-auc:0.86498	validation_1-auc:0.84035
[83]	validation_0-auc:0.86530	validation_1-auc:0.84019
[84]	validation_0-auc:0.86578	validation_1-auc:0.84093
[85]	validation_0-auc:0.86592	validation_1-auc:0.84102
[86]	validation_0-auc:0.86611	validation_1-auc:0.84108
[87]	validation_0-auc:0.86618	validation_1-auc:0.84116
[88]	validation_0-auc:0.86644	validation_1-auc:0.84116
[89]	validation_0-auc:0.86686	validation_1-auc:0.84144
[90]	validation_0-auc:0.86707	validation_1-auc:0.84125
[91]	validation_0-auc:0.86721	validation_1-auc:0.84144
[92]	validation_0-auc:0.86743	validation_1-auc:0.84143
[93]	validation_0-auc:0.86771	validation_1-auc:0.84160
[94]	validation_0-auc:0.86807	validation_1-auc:0.84154
[95]	validation_0-auc:0.86823	validation_1-auc:0.84149
[96]	validation_0-auc:0.86843	validation_1-auc:0.84156
[97]	validation_0-auc:0.86860	validation_1-auc:0.84159
[98]	validation_0-auc:0.86881	validation_1-auc:0.84167
[99]	validation_0-auc:0.86902	validation_1-auc:0.84168
[100]	validation_0-auc:0.86919	validation_1-auc:0.84163
[101]	validation_0-auc:0.86925	validation_1-auc:0.84163
[102]	validation_0-auc:0.86960	validation_1-auc:0.84177
[103]	validation_0-auc:0.86976	validation_1-auc:0.84180
[104]	validation_0-auc:0.86996	validation_1-auc:0.84189
[105]	validation_0-auc:0.87023	validation_1-auc:0.84202
[106]	validation_0-auc:0.87045	validation_1-auc:0.84195
[107]	validation_0-auc:0.87078	validation_1-auc:0.84188
[108]	validation_0-auc:0.87092	validation_1-auc:0.84199
[109]	validation_0-auc:0.87112	validation_1-auc:0.84217
[110]	validation_0-auc:0.87141	validation_1-auc:0.84213
[111]	validation_0-auc:0.87192	validation_1-auc:0.84244
[112]	validation_0-auc:0.87232	validation_1-auc:0.84243
[113]	validation_0-auc:0.87242	validation_1-auc:0.84232
[114]	validation_0-auc:0.87252	validation_1-auc:0.84229
[115]	validation_0-auc:0.87279	validation_1-auc:0.84238
[116]	validation_0-auc:0.87282	validation_1-auc:0.84228
[117]	validation_0-auc:0.87282	validation_1-auc:0.84234
[118]	validation_0-auc:0.87274	validation_1-auc:0.84222
[119]	validation_0-auc:0.87291	validation_1-auc:0.84231
[120]	validation_0-auc:0.87319	validation_1-auc:0.84241
[121]	validation_0-auc:0.87352	validation_1-auc:0.84235
[122]	validation_0-auc:0.87383	validation_1-auc:0.84233
[123]	validation_0-auc:0.87422	validation_1-auc:0.84236
[124]	validation_0-auc:0.87438	validation_1-auc:0.84269
[125]	validation_0-auc:0.87444	validation_1-auc:0.84250
[126]	validation_0-auc:0.87460	validation_1-auc:0.84279
[127]	validation_0-auc:0.87495	validation_1-auc:0.84275
[128]	validation_0-auc:0.87543	validation_1-auc:0.84248
[129]	validation_0-auc:0.87577	validation_1-auc:0.84236
[130]	validation_0-auc:0.87601	validation_1-auc:0.84235
[131]	validation_0-auc:0.87627	validation_1-auc:0.84224
[132]	validation_0-auc:0.87640	validation_1-auc:0.84255
[133]	validation_0-auc:0.87656	validation_1-auc:0.84265
[134]	validation_0-auc:0.87688	validation_1-auc:0.84274
[135]	validation_0-auc:0.87708	validation_1-auc:0.84283
[136]	validation_0-auc:0.87711	validation_1-auc:0.84300
[137]	validation_0-auc:0.87728	validation_1-auc:0.84307
[138]	validation_0-auc:0.87767	validation_1-auc:0.84305
[139]	validation_0-auc:0.87803	validation_1-auc:0.84299
[140]	validation_0-auc:0.87816	validation_1-auc:0.84308
[141]	validation_0-auc:0.87825	validation_1-auc:0.84306
[142]	validation_0-auc:0.87861	validation_1-auc:0.84288
[143]	validation_0-auc:0.87879	validation_1-auc:0.84282
[144]	validation_0-auc:0.87896	validation_1-auc:0.84296
[145]	validation_0-auc:0.87911	validation_1-auc:0.84314
[146]	validation_0-auc:0.87940	validation_1-auc:0.84316
[147]	validation_0-auc:0.87956	validation_1-auc:0.84323
[148]	validation_0-auc:0.87977	validation_1-auc:0.84337
[149]	validation_0-auc:0.88011	validation_1-auc:0.84347
[150]	validation_0-auc:0.88016	validation_1-auc:0.84351
[151]	validation_0-auc:0.88036	validation_1-auc:0.84368
[152]	validation_0-auc:0.88043	validation_1-auc:0.84369
[153]	validation_0-auc:0.88086	validation_1-auc:0.84372
[154]	validation_0-auc:0.88116	validation_1-auc:0.84389
[155]	validation_0-auc:0.88139	validation_1-auc:0.84393
[156]	validation_0-auc:0.88165	validation_1-auc:0.84387
[157]	validation_0-auc:0.88188	validation_1-auc:0.84389
[158]	validation_0-auc:0.88209	validation_1-auc:0.84390
[159]	validation_0-auc:0.88219	validation_1-auc:0.84396
[160]	validation_0-auc:0.88243	validation_1-auc:0.84418
[161]	validation_0-auc:0.88281	validation_1-auc:0.84436
[162]	validation_0-auc:0.88284	validation_1-auc:0.84432
[163]	validation_0-auc:0.88293	validation_1-auc:0.84461
[164]	validation_0-auc:0.88323	validation_1-auc:0.84463
[165]	validation_0-auc:0.88352	validation_1-auc:0.84467
[166]	validation_0-auc:0.88386	validation_1-auc:0.84495
[167]	validation_0-auc:0.88421	validation_1-auc:0.84493
[168]	validation_0-auc:0.88450	validation_1-auc:0.84497
[169]	validation_0-auc:0.88477	validation_1-auc:0.84497
[170]	validation_0-auc:0.88510	validation_1-auc:0.84503
[171]	validation_0-auc:0.88526	validation_1-auc:0.84505
[172]	validation_0-auc:0.88553	validation_1-auc:0.84502
[173]	validation_0-auc:0.88575	validation_1-auc:0.84502
[174]	validation_0-auc:0.88598	validation_1-auc:0.84505
[175]	validation_0-auc:0.88622	validation_1-auc:0.84508
[176]	validation_0-auc:0.88635	validation_1-auc:0.84517
[177]	validation_0-auc:0.88663	validation_1-auc:0.84514
[178]	validation_0-auc:0.88676	validation_1-auc:0.84510
[179]	validation_0-auc:0.88695	validation_1-auc:0.84513
[180]	validation_0-auc:0.88711	validation_1-auc:0.84525
[181]	validation_0-auc:0.88735	validation_1-auc:0.84534
[182]	validation_0-auc:0.88771	validation_1-auc:0.84527
[183]	validation_0-auc:0.88804	validation_1-auc:0.84529
[184]	validation_0-auc:0.88842	validation_1-auc:0.84538
[185]	validation_0-auc:0.88862	validation_1-auc:0.84526
[186]	validation_0-auc:0.88875	validation_1-auc:0.84521
[187]	validation_0-auc:0.88899	validation_1-auc:0.84531
[188]	validation_0-auc:0.88918	validation_1-auc:0.84538
[189]	validation_0-auc:0.88950	validation_1-auc:0.84530
[190]	validation_0-auc:0.88973	validation_1-auc:0.84513
[191]	validation_0-auc:0.88990	validation_1-auc:0.84525
[192]	validation_0-auc:0.89009	validation_1-auc:0.84528
[193]	validation_0-auc:0.89033	validation_1-auc:0.84525
[194]	validation_0-auc:0.89049	validation_1-auc:0.84522
[195]	validation_0-auc:0.89063	validation_1-auc:0.84529
[196]	validation_0-auc:0.89082	validation_1-auc:0.84541
[197]	validation_0-auc:0.89096	validation_1-auc:0.84531
[198]	validation_0-auc:0.89123	validation_1-auc:0.84544
[199]	validation_0-auc:0.89135	validation_1-auc:0.84557
[200]	validation_0-auc:0.89146	validation_1-auc:0.84557
[201]	validation_0-auc:0.89176	validation_1-auc:0.84560
[202]	validation_0-auc:0.89197	validation_1-auc:0.84568
[203]	validation_0-auc:0.89227	validation_1-auc:0.84576
[204]	validation_0-auc:0.89253	validation_1-auc:0.84571
[205]	validation_0-auc:0.89269	validation_1-auc:0.84576
[206]	validation_0-auc:0.89288	validation_1-auc:0.84578
[207]	validation_0-auc:0.89307	validation_1-auc:0.84584
[208]	validation_0-auc:0.89325	validation_1-auc:0.84590
[209]	validation_0-auc:0.89344	validation_1-auc:0.84598
[210]	validation_0-auc:0.89364	validation_1-auc:0.84598
[211]	validation_0-auc:0.89381	validation_1-auc:0.84591
[212]	validation_0-auc:0.89400	validation_1-auc:0.84591
[213]	validation_0-auc:0.89420	validation_1-auc:0.84590
[214]	validation_0-auc:0.89443	validation_1-auc:0.84589
[215]	validation_0-auc:0.89456	validation_1-auc:0.84585
[216]	validation_0-auc:0.89472	validation_1-auc:0.84582
[217]	validation_0-auc:0.89490	validation_1-auc:0.84577
[218]	validation_0-auc:0.89510	validation_1-auc:0.84579
[219]	validation_0-auc:0.89534	validation_1-auc:0.84582
[220]	validation_0-auc:0.89549	validation_1-auc:0.84580
[221]	validation_0-auc:0.89570	validation_1-auc:0.84588
[222]	validation_0-auc:0.89597	validation_1-auc:0.84581
[223]	validation_0-auc:0.89619	validation_1-auc:0.84583
[224]	validation_0-auc:0.89631	validation_1-auc:0.84582
[225]	validation_0-auc:0.89648	validation_1-auc:0.84574
[226]	validation_0-auc:0.89665	validation_1-auc:0.84569
[227]	validation_0-auc:0.89684	validation_1-auc:0.84571
[228]	validation_0-auc:0.89707	validation_1-auc:0.84562
[229]	validation_0-auc:0.89720	validation_1-auc:0.84559
[230]	validation_0-auc:0.89739	validation_1-auc:0.84546
[231]	validation_0-auc:0.89756	validation_1-auc:0.84540
[232]	validation_0-auc:0.89779	validation_1-auc:0.84534
[233]	validation_0-auc:0.89790	validation_1-auc:0.84528
[234]	validation_0-auc:0.89806	validation_1-auc:0.84528
[235]	validation_0-auc:0.89819	validation_1-auc:0.84530
[236]	validation_0-auc:0.89832	validation_1-auc:0.84528
[237]	validation_0-auc:0.89841	validation_1-auc:0.84526
[238]	validation_0-auc:0.89856	validation_1-auc:0.84523
[239]	validation_0-auc:0.89873	validation_1-auc:0.84516
[240]	validation_0-auc:0.89896	validation_1-auc:0.84512
[241]	validation_0-auc:0.89912	validation_1-auc:0.84505
[242]	validation_0-auc:0.89926	validation_1-auc:0.84501
[243]	validation_0-auc:0.89943	validation_1-auc:0.84494
[244]	validation_0-auc:0.89957	validation_1-auc:0.84486
[245]	validation_0-auc:0.89969	validation_1-auc:0.84489
[246]	validation_0-auc:0.89984	validation_1-auc:0.84491
[247]	validation_0-auc:0.89997	validation_1-auc:0.84499
[248]	validation_0-auc:0.90013	validation_1-auc:0.84494
[249]	validation_0-auc:0.90024	validation_1-auc:0.84497
[250]	validation_0-auc:0.90037	validation_1-auc:0.84501
[251]	validation_0-auc:0.90046	validation_1-auc:0.84497
[252]	validation_0-auc:0.90059	validation_1-auc:0.84494
[253]	validation_0-auc:0.90065	validation_1-auc:0.84493
[254]	validation_0-auc:0.90076	validation_1-auc:0.84495
[255]	validation_0-auc:0.90093	validation_1-auc:0.84500
[256]	validation_0-auc:0.90097	validation_1-auc:0.84491
[257]	validation_0-auc:0.90107	validation_1-auc:0.84487
[258]	validation_0-auc:0.90115	validation_1-auc:0.84484
[259]	validation_0-auc:0.90129	validation_1-auc:0.84478
[260]	validation_0-auc:0.90133	validation_1-auc:0.84473
[261]	validation_0-auc:0.90144	validation_1-auc:0.84468
[262]	validation_0-auc:0.90160	validation_1-auc:0.84472
[263]	validation_0-auc:0.90177	validation_1-auc:0.84465
[264]	validation_0-auc:0.90188	validation_1-auc:0.84466
[265]	validation_0-auc:0.90210	validation_1-auc:0.84468
[266]	validation_0-auc:0.90222	validation_1-auc:0.84467
[267]	validation_0-auc:0.90226	validation_1-auc:0.84469
[268]	validation_0-auc:0.90241	validation_1-auc:0.84464
[269]	validation_0-auc:0.90245	validation_1-auc:0.84456
[270]	validation_0-auc:0.90258	validation_1-auc:0.84463
[271]	validation_0-auc:0.90268	validation_1-auc:0.84464
[272]	validation_0-auc:0.90274	validation_1-auc:0.84459
[273]	validation_0-auc:0.90286	validation_1-auc:0.84461
[274]	validation_0-auc:0.90296	validation_1-auc:0.84468
[275]	validation_0-auc:0.90305	validation_1-auc:0.84475
[276]	validation_0-auc:0.90315	validation_1-auc:0.84471
[277]	validation_0-auc:0.90325	validation_1-auc:0.84471
[278]	validation_0-auc:0.90339	validation_1-auc:0.84465
[279]	validation_0-auc:0.90351	validation_1-auc:0.84459
[280]	validation_0-auc:0.90359	validation_1-auc:0.84464
[281]	validation_0-auc:0.90366	validation_1-auc:0.84465
[282]	validation_0-auc:0.90373	validation_1-auc:0.84465
[283]	validation_0-auc:0.90384	validation_1-auc:0.84461
[284]	validation_0-auc:0.90388	validation_1-auc:0.84460
[285]	validation_0-auc:0.90397	validation_1-auc:0.84455
[286]	validation_0-auc:0.90416	validation_1-auc:0.84450
[287]	validation_0-auc:0.90421	validation_1-auc:0.84450
[288]	validation_0-auc:0.90425	validation_1-auc:0.84454
[289]	validation_0-auc:0.90431	validation_1-auc:0.84450
[290]	validation_0-auc:0.90440	validation_1-auc:0.84443
[291]	validation_0-auc:0.90457	validation_1-auc:0.84440
[292]	validation_0-auc:0.90476	validation_1-auc:0.84436
[293]	validation_0-auc:0.90492	validation_1-auc:0.84442
[294]	validation_0-auc:0.90506	validation_1-auc:0.84443
[295]	validation_0-auc:0.90516	validation_1-auc:0.84450
[296]	validation_0-auc:0.90523	validation_1-auc:0.84449
[297]	validation_0-auc:0.90542	validation_1-auc:0.84444
[298]	validation_0-auc:0.90550	validation_1-auc:0.84440
[299]	validation_0-auc:0.90555	validation_1-auc:0.84439
[300]	validation_0-auc:0.90562	validation_1-auc:0.84433
[301]	validation_0-auc:0.90564	validation_1-auc:0.84436
[302]	validation_0-auc:0.90581	validation_1-auc:0.84440
[303]	validation_0-auc:0.90588	validation_1-auc:0.84434
[304]	validation_0-auc:0.90602	validation_1-auc:0.84429
[305]	validation_0-auc:0.90623	validation_1-auc:0.84427
[306]	validation_0-auc:0.90629	validation_1-auc:0.84428
[307]	validation_0-auc:0.90639	validation_1-auc:0.84432
[308]	validation_0-auc:0.90646	validation_1-auc:0.84432
[309]	validation_0-auc:0.90651	validation_1-auc:0.84438
[310]	validation_0-auc:0.90658	validation_1-auc:0.84431
[311]	validation_0-auc:0.90664	validation_1-auc:0.84432
[312]	validation_0-auc:0.90678	validation_1-auc:0.84433
[313]	validation_0-auc:0.90684	validation_1-auc:0.84428
[314]	validation_0-auc:0.90689	validation_1-auc:0.84438
[315]	validation_0-auc:0.90694	validation_1-auc:0.84442
[316]	validation_0-auc:0.90702	validation_1-auc:0.84433
[317]	validation_0-auc:0.90708	validation_1-auc:0.84431
[318]	validation_0-auc:0.90713	validation_1-auc:0.84428
[319]	validation_0-auc:0.90719	validation_1-auc:0.84424
[320]	validation_0-auc:0.90725	validation_1-auc:0.84423
[321]	validation_0-auc:0.90732	validation_1-auc:0.84424
[322]	validation_0-auc:0.90737	validation_1-auc:0.84423
[323]	validation_0-auc:0.90740	validation_1-auc:0.84429
[324]	validation_0-auc:0.90752	validation_1-auc:0.84426
[325]	validation_0-auc:0.90755	validation_1-auc:0.84429
[326]	validation_0-auc:0.90759	validation_1-auc:0.84429
[327]	validation_0-auc:0.90774	validation_1-auc:0.84434
[328]	validation_0-auc:0.90791	validation_1-auc:0.84434
[329]	validation_0-auc:0.90800	validation_1-auc:0.84430
[330]	validation_0-auc:0.90802	validation_1-auc:0.84432
[331]	validation_0-auc:0.90809	validation_1-auc:0.84429
[332]	validation_0-auc:0.90819	validation_1-auc:0.84426
[333]	validation_0-auc:0.90823	validation_1-auc:0.84427
[334]	validation_0-auc:0.90825	validation_1-auc:0.84428
[335]	validation_0-auc:0.90841	validation_1-auc:0.84425
[336]	validation_0-auc:0.90848	validation_1-auc:0.84424
[337]	validation_0-auc:0.90858	validation_1-auc:0.84417
[338]	validation_0-auc:0.90870	validation_1-auc:0.84422
[339]	validation_0-auc:0.90882	validation_1-auc:0.84424
[340]	validation_0-auc:0.90899	validation_1-auc:0.84431
[341]	validation_0-auc:0.90905	validation_1-auc:0.84430
[342]	validation_0-auc:0.90907	validation_1-auc:0.84432
[343]	validation_0-auc:0.90919	validation_1-auc:0.84439
[344]	validation_0-auc:0.90926	validation_1-auc:0.84442
[345]	validation_0-auc:0.90928	validation_1-auc:0.84443
[346]	validation_0-auc:0.90943	validation_1-auc:0.84443
[347]	validation_0-auc:0.90947	validation_1-auc:0.84442
[348]	validation_0-auc:0.90955	validation_1-auc:0.84441
[349]	validation_0-auc:0.90957	validation_1-auc:0.84443
[350]	validation_0-auc:0.90962	validation_1-auc:0.84442
[351]	validation_0-auc:0.90977	validation_1-auc:0.84441
[352]	validation_0-auc:0.90982	validation_1-auc:0.84439
[353]	validation_0-auc:0.90995	validation_1-auc:0.84440
[354]	validation_0-auc:0.90998	validation_1-auc:0.84440
[355]	validation_0-auc:0.91000	validation_1-auc:0.84436
[356]	validation_0-auc:0.91002	validation_1-auc:0.84436
[357]	validation_0-auc:0.91009	validation_1-auc:0.84436
[358]	validation_0-auc:0.91021	validation_1-auc:0.84434
[359]	validation_0-auc:0.91025	validation_1-auc:0.84433
[360]	validation_0-auc:0.91035	validation_1-auc:0.84437
[361]	validation_0-auc:0.91045	validation_1-auc:0.84431
[362]	validation_0-auc:0.91048	validation_1-auc:0.84435
[363]	validation_0-auc:0.91064	validation_1-auc:0.84437
[364]	validation_0-auc:0.91065	validation_1-auc:0.84436
[365]	validation_0-auc:0.91076	validation_1-auc:0.84433
[366]	validation_0-auc:0.91087	validation_1-auc:0.84428
[367]	validation_0-auc:0.91091	validation_1-auc:0.84427
[368]	validation_0-auc:0.91094	validation_1-auc:0.84428
[369]	validation_0-auc:0.91095	validation_1-auc:0.84427
[370]	validation_0-auc:0.91097	validation_1-auc:0.84430
[371]	validation_0-auc:0.91103	validation_1-auc:0.84433
[372]	validation_0-auc:0.91112	validation_1-auc:0.84426
[373]	validation_0-auc:0.91125	validation_1-auc:0.84426
[374]	validation_0-auc:0.91138	validation_1-auc:0.84424
[375]	validation_0-auc:0.91141	validation_1-auc:0.84422
[376]	validation_0-auc:0.91145	validation_1-auc:0.84418
[377]	validation_0-auc:0.91156	validation_1-auc:0.84416
[378]	validation_0-auc:0.91166	validation_1-auc:0.84420
[379]	validation_0-auc:0.91170	validation_1-auc:0.84417
[380]	validation_0-auc:0.91181	validation_1-auc:0.84414
[381]	validation_0-auc:0.91184	validation_1-auc:0.84416
[382]	validation_0-auc:0.91188	validation_1-auc:0.84414
[383]	validation_0-auc:0.91200	validation_1-auc:0.84408
[384]	validation_0-auc:0.91207	validation_1-auc:0.84407
[385]	validation_0-auc:0.91218	validation_1-auc:0.84403
[386]	validation_0-auc:0.91221	validation_1-auc:0.84401
[387]	validation_0-auc:0.91223	validation_1-auc:0.84400
[388]	validation_0-auc:0.91229	validation_1-auc:0.84398
[389]	validation_0-auc:0.91233	validation_1-auc:0.84402
[390]	validation_0-auc:0.91236	validation_1-auc:0.84405
[391]	validation_0-auc:0.91239	validation_1-auc:0.84404
[392]	validation_0-auc:0.91243	validation_1-auc:0.84404
[393]	validation_0-auc:0.91246	validation_1-auc:0.84405
[394]	validation_0-auc:0.91250	validation_1-auc:0.84404
[395]	validation_0-auc:0.91250	validation_1-auc:0.84402
[396]	validation_0-auc:0.91257	validation_1-auc:0.84401
[397]	validation_0-auc:0.91260	validation_1-auc:0.84400
[398]	validation_0-auc:0.91261	validation_1-auc:0.84399
[399]	validation_0-auc:0.91269	validation_1-auc:0.84398
[400]	validation_0-auc:0.91269	validation_1-auc:0.84398
[401]	validation_0-auc:0.91273	validation_1-auc:0.84396
[402]	validation_0-auc:0.91276	validation_1-auc:0.84394
[403]	validation_0-auc:0.91276	validation_1-auc:0.84396
[404]	validation_0-auc:0.91280	validation_1-auc:0.84394
[405]	validation_0-auc:0.91289	validation_1-auc:0.84396
[406]	validation_0-auc:0.91290	validation_1-auc:0.84396
[407]	validation_0-auc:0.91292	validation_1-auc:0.84395
[408]	validation_0-auc:0.91293	validation_1-auc:0.84396
[409]	validation_0-auc:0.91295	validation_1-auc:0.84395
[410]	validation_0-auc:0.91296	validation_1-auc:0.84398
ROC AUC: 0.8460

ROC-AUC가 0.8460으로 이전보다 성능이 더 향상됨

### 피처 중요도 시각화

from xgboost import plot_importance
import matplotlib.pyplot as plt
%matplotlib inline

fig, ax = plt.subplots(1, 1, figsize = (10,8))
plot_importance(xgb_clf, ax = ax , max_num_features = 20, height = 0.4)

<Axes: title={'center': 'Feature importance'}, xlabel='F score', ylabel='Features'>

2-2. LightGBM

a) 기본 모델 생성/학습/예측

from lightgbm import LGBMClassifier

### 모델 객체 생성
lgbm_clf = LGBMClassifier(n_estimators = 500)

evals = [(X_test, y_test)]

### 학습
lgbm_clf.fit(X_train, y_train, early_stopping_rounds = 100, 
             eval_metric = "auc", eval_set = evals, verbose = True)

### 평가
lgbm_roc_score = roc_auc_score(y_test, lgbm_clf.predict_proba(X_test)[:,1],average = 'macro')
print('ROC AUC: {0:.4f}'.format(lgbm_roc_score))

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "
/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:736: UserWarning: 'verbose' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.
  _log_warning("'verbose' argument is deprecated and will be removed in a future release of LightGBM. "

[1]	valid_0's auc: 0.817384	valid_0's binary_logloss: 0.165046
[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: 0.834093	valid_0's binary_logloss: 0.149427
[7]	valid_0's auc: 0.837046	valid_0's binary_logloss: 0.147961
[8]	valid_0's auc: 0.837838	valid_0's binary_logloss: 0.146591
[9]	valid_0's auc: 0.839435	valid_0's binary_logloss: 0.145455
[10]	valid_0's auc: 0.83973	valid_0's binary_logloss: 0.144486
[11]	valid_0's auc: 0.839799	valid_0's binary_logloss: 0.143769
[12]	valid_0's auc: 0.840034	valid_0's binary_logloss: 0.143146
[13]	valid_0's auc: 0.840271	valid_0's binary_logloss: 0.142533
[14]	valid_0's auc: 0.840342	valid_0's binary_logloss: 0.142036
[15]	valid_0's auc: 0.840928	valid_0's binary_logloss: 0.14161
[16]	valid_0's auc: 0.840337	valid_0's binary_logloss: 0.141307
[17]	valid_0's auc: 0.839901	valid_0's binary_logloss: 0.141152
[18]	valid_0's auc: 0.839742	valid_0's binary_logloss: 0.141018
[19]	valid_0's auc: 0.839818	valid_0's binary_logloss: 0.14068
[20]	valid_0's auc: 0.839307	valid_0's binary_logloss: 0.140562
[21]	valid_0's auc: 0.839662	valid_0's binary_logloss: 0.140353
[22]	valid_0's auc: 0.840411	valid_0's binary_logloss: 0.140144
[23]	valid_0's auc: 0.840522	valid_0's binary_logloss: 0.139983
[24]	valid_0's auc: 0.840208	valid_0's binary_logloss: 0.139943
[25]	valid_0's auc: 0.839578	valid_0's binary_logloss: 0.139898
[26]	valid_0's auc: 0.83975	valid_0's binary_logloss: 0.139814
[27]	valid_0's auc: 0.83988	valid_0's binary_logloss: 0.139711
[28]	valid_0's auc: 0.839704	valid_0's binary_logloss: 0.139681
[29]	valid_0's auc: 0.839432	valid_0's binary_logloss: 0.139662
[30]	valid_0's auc: 0.839196	valid_0's binary_logloss: 0.139641
[31]	valid_0's auc: 0.838891	valid_0's binary_logloss: 0.139654
[32]	valid_0's auc: 0.838943	valid_0's binary_logloss: 0.1396
[33]	valid_0's auc: 0.838632	valid_0's binary_logloss: 0.139642
[34]	valid_0's auc: 0.838314	valid_0's binary_logloss: 0.139687
[35]	valid_0's auc: 0.83844	valid_0's binary_logloss: 0.139668
[36]	valid_0's auc: 0.839074	valid_0's binary_logloss: 0.139562
[37]	valid_0's auc: 0.838806	valid_0's binary_logloss: 0.139594
[38]	valid_0's auc: 0.839041	valid_0's binary_logloss: 0.139574
[39]	valid_0's auc: 0.839081	valid_0's binary_logloss: 0.139587
[40]	valid_0's auc: 0.839276	valid_0's binary_logloss: 0.139504
[41]	valid_0's auc: 0.83951	valid_0's binary_logloss: 0.139481
[42]	valid_0's auc: 0.839544	valid_0's binary_logloss: 0.139487
[43]	valid_0's auc: 0.839673	valid_0's binary_logloss: 0.139478
[44]	valid_0's auc: 0.839677	valid_0's binary_logloss: 0.139453
[45]	valid_0's auc: 0.839703	valid_0's binary_logloss: 0.139445
[46]	valid_0's auc: 0.839601	valid_0's binary_logloss: 0.139468
[47]	valid_0's auc: 0.839318	valid_0's binary_logloss: 0.139529
[48]	valid_0's auc: 0.839462	valid_0's binary_logloss: 0.139486
[49]	valid_0's auc: 0.839288	valid_0's binary_logloss: 0.139492
[50]	valid_0's auc: 0.838987	valid_0's binary_logloss: 0.139572
[51]	valid_0's auc: 0.838845	valid_0's binary_logloss: 0.139603
[52]	valid_0's auc: 0.838655	valid_0's binary_logloss: 0.139623
[53]	valid_0's auc: 0.838783	valid_0's binary_logloss: 0.139609
[54]	valid_0's auc: 0.838695	valid_0's binary_logloss: 0.139638
[55]	valid_0's auc: 0.838868	valid_0's binary_logloss: 0.139625
[56]	valid_0's auc: 0.838653	valid_0's binary_logloss: 0.139645
[57]	valid_0's auc: 0.83856	valid_0's binary_logloss: 0.139688
[58]	valid_0's auc: 0.838475	valid_0's binary_logloss: 0.139694
[59]	valid_0's auc: 0.8384	valid_0's binary_logloss: 0.139682
[60]	valid_0's auc: 0.838319	valid_0's binary_logloss: 0.13969
[61]	valid_0's auc: 0.838209	valid_0's binary_logloss: 0.13973
[62]	valid_0's auc: 0.83806	valid_0's binary_logloss: 0.139765
[63]	valid_0's auc: 0.838096	valid_0's binary_logloss: 0.139749
[64]	valid_0's auc: 0.838163	valid_0's binary_logloss: 0.139746
[65]	valid_0's auc: 0.838183	valid_0's binary_logloss: 0.139805
[66]	valid_0's auc: 0.838215	valid_0's binary_logloss: 0.139815
[67]	valid_0's auc: 0.838268	valid_0's binary_logloss: 0.139822
[68]	valid_0's auc: 0.83836	valid_0's binary_logloss: 0.139816
[69]	valid_0's auc: 0.838114	valid_0's binary_logloss: 0.139874
[70]	valid_0's auc: 0.83832	valid_0's binary_logloss: 0.139816
[71]	valid_0's auc: 0.838256	valid_0's binary_logloss: 0.139818
[72]	valid_0's auc: 0.838231	valid_0's binary_logloss: 0.139845
[73]	valid_0's auc: 0.838028	valid_0's binary_logloss: 0.139888
[74]	valid_0's auc: 0.837912	valid_0's binary_logloss: 0.139905
[75]	valid_0's auc: 0.83772	valid_0's binary_logloss: 0.13992
[76]	valid_0's auc: 0.837606	valid_0's binary_logloss: 0.139899
[77]	valid_0's auc: 0.837521	valid_0's binary_logloss: 0.139925
[78]	valid_0's auc: 0.837462	valid_0's binary_logloss: 0.139957
[79]	valid_0's auc: 0.837541	valid_0's binary_logloss: 0.139944
[80]	valid_0's auc: 0.838013	valid_0's binary_logloss: 0.13983
[81]	valid_0's auc: 0.83789	valid_0's binary_logloss: 0.139874
[82]	valid_0's auc: 0.837671	valid_0's binary_logloss: 0.139975
[83]	valid_0's auc: 0.837707	valid_0's binary_logloss: 0.139972
[84]	valid_0's auc: 0.837631	valid_0's binary_logloss: 0.140011
[85]	valid_0's auc: 0.837496	valid_0's binary_logloss: 0.140023
[86]	valid_0's auc: 0.83757	valid_0's binary_logloss: 0.140021
[87]	valid_0's auc: 0.837284	valid_0's binary_logloss: 0.140099
[88]	valid_0's auc: 0.837228	valid_0's binary_logloss: 0.140115
[89]	valid_0's auc: 0.836964	valid_0's binary_logloss: 0.140172
[90]	valid_0's auc: 0.836752	valid_0's binary_logloss: 0.140225
[91]	valid_0's auc: 0.836833	valid_0's binary_logloss: 0.140221
[92]	valid_0's auc: 0.836648	valid_0's binary_logloss: 0.140277
[93]	valid_0's auc: 0.836648	valid_0's binary_logloss: 0.140315
[94]	valid_0's auc: 0.836677	valid_0's binary_logloss: 0.140321
[95]	valid_0's auc: 0.836729	valid_0's binary_logloss: 0.140307
[96]	valid_0's auc: 0.8368	valid_0's binary_logloss: 0.140313
[97]	valid_0's auc: 0.836797	valid_0's binary_logloss: 0.140331
[98]	valid_0's auc: 0.836675	valid_0's binary_logloss: 0.140361
[99]	valid_0's auc: 0.83655	valid_0's binary_logloss: 0.14039
[100]	valid_0's auc: 0.836518	valid_0's binary_logloss: 0.1404
[101]	valid_0's auc: 0.836998	valid_0's binary_logloss: 0.140294
[102]	valid_0's auc: 0.836778	valid_0's binary_logloss: 0.140366
[103]	valid_0's auc: 0.83694	valid_0's binary_logloss: 0.140333
[104]	valid_0's auc: 0.836749	valid_0's binary_logloss: 0.14039
[105]	valid_0's auc: 0.836752	valid_0's binary_logloss: 0.140391
[106]	valid_0's auc: 0.837197	valid_0's binary_logloss: 0.140305
[107]	valid_0's auc: 0.837141	valid_0's binary_logloss: 0.140329
[108]	valid_0's auc: 0.8371	valid_0's binary_logloss: 0.140344
[109]	valid_0's auc: 0.837136	valid_0's binary_logloss: 0.14033
[110]	valid_0's auc: 0.837102	valid_0's binary_logloss: 0.140388
[111]	valid_0's auc: 0.836957	valid_0's binary_logloss: 0.140426
[112]	valid_0's auc: 0.836779	valid_0's binary_logloss: 0.14051
[113]	valid_0's auc: 0.836831	valid_0's binary_logloss: 0.140526
[114]	valid_0's auc: 0.836783	valid_0's binary_logloss: 0.14055
[115]	valid_0's auc: 0.836672	valid_0's binary_logloss: 0.140585
ROC AUC: 0.8409

ROC AUC: 0.8409
LightGBM이 XGBoost에 비해 학습에 걸리는 시간이 좀 더 단축됨

b) Hyper Parameter Tuning

GridSearchCV 활용
튜닝 대상: num_leaves, max_depth, min_child_samples, subsample

from sklearn.model_selection import GridSearchCV

# 하이퍼 파라미터 테스트의 수행 속도를 향상시키기 위해 n_estimators를 200으로 감소
lgbm_clf = LGBMClassifier(n_estimators = 200)

# tuning 할 파라미터 목록
params = {'num_leaves': [32, 64 ],
          'max_depth':[128, 160],
          'min_child_samples':[60, 100],
          'subsample':[0.8, 1]}

gridcv = GridSearchCV(lgbm_clf, 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)])

print('GridSearchCV 최적 파라미터:', gridcv.best_params_)
lgbm_roc_score = roc_auc_score(y_test, gridcv.predict_proba(X_test)[:,1], average = 'macro')
print('ROC AUC: {0:.4f}'.format(lgbm_roc_score))

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.872431	valid_0's binary_logloss: 0.124766	valid_1's auc: 0.832826	valid_1's binary_logloss: 0.140685
[29]	valid_0's auc: 0.873397	valid_0's binary_logloss: 0.124495	valid_1's auc: 0.833175	valid_1's binary_logloss: 0.140604
[30]	valid_0's auc: 0.87475	valid_0's binary_logloss: 0.12417	valid_1's auc: 0.833614	valid_1's binary_logloss: 0.140497
[31]	valid_0's auc: 0.875407	valid_0's binary_logloss: 0.12389	valid_1's auc: 0.833706	valid_1's binary_logloss: 0.140428
[32]	valid_0's auc: 0.876136	valid_0's binary_logloss: 0.123637	valid_1's auc: 0.833458	valid_1's binary_logloss: 0.140448
[33]	valid_0's auc: 0.876575	valid_0's binary_logloss: 0.123421	valid_1's auc: 0.832965	valid_1's binary_logloss: 0.140498
[34]	valid_0's auc: 0.877224	valid_0's binary_logloss: 0.123219	valid_1's auc: 0.832659	valid_1's binary_logloss: 0.140537
[35]	valid_0's auc: 0.877898	valid_0's binary_logloss: 0.122947	valid_1's auc: 0.832787	valid_1's binary_logloss: 0.140536
[36]	valid_0's auc: 0.878334	valid_0's binary_logloss: 0.122724	valid_1's auc: 0.832724	valid_1's binary_logloss: 0.14053
[37]	valid_0's auc: 0.878762	valid_0's binary_logloss: 0.122514	valid_1's auc: 0.832581	valid_1's binary_logloss: 0.140533

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.866925	valid_0's binary_logloss: 0.126772	valid_1's auc: 0.838268	valid_1's binary_logloss: 0.139927
[23]	valid_0's auc: 0.867727	valid_0's binary_logloss: 0.126369	valid_1's auc: 0.838482	valid_1's binary_logloss: 0.139787
[24]	valid_0's auc: 0.868239	valid_0's binary_logloss: 0.126013	valid_1's auc: 0.838767	valid_1's binary_logloss: 0.13964
[25]	valid_0's auc: 0.869304	valid_0's binary_logloss: 0.125622	valid_1's auc: 0.838562	valid_1's binary_logloss: 0.139648
[26]	valid_0's auc: 0.870347	valid_0's binary_logloss: 0.125288	valid_1's auc: 0.838228	valid_1's binary_logloss: 0.139618
[27]	valid_0's auc: 0.871198	valid_0's binary_logloss: 0.124953	valid_1's auc: 0.838403	valid_1's binary_logloss: 0.139594
[28]	valid_0's auc: 0.872024	valid_0's binary_logloss: 0.124672	valid_1's auc: 0.838405	valid_1's binary_logloss: 0.139526
[29]	valid_0's auc: 0.873184	valid_0's binary_logloss: 0.124303	valid_1's auc: 0.838211	valid_1's binary_logloss: 0.139531
[30]	valid_0's auc: 0.874076	valid_0's binary_logloss: 0.12403	valid_1's auc: 0.838983	valid_1's binary_logloss: 0.139411
[31]	valid_0's auc: 0.874768	valid_0's binary_logloss: 0.123745	valid_1's auc: 0.839314	valid_1's binary_logloss: 0.139314
[32]	valid_0's auc: 0.875593	valid_0's binary_logloss: 0.123486	valid_1's auc: 0.838875	valid_1's binary_logloss: 0.139322
[33]	valid_0's auc: 0.8767	valid_0's binary_logloss: 0.123182	valid_1's auc: 0.838809	valid_1's binary_logloss: 0.139329
[34]	valid_0's auc: 0.87774	valid_0's binary_logloss: 0.122892	valid_1's auc: 0.838376	valid_1's binary_logloss: 0.139342
[35]	valid_0's auc: 0.878372	valid_0's binary_logloss: 0.122634	valid_1's auc: 0.838454	valid_1's binary_logloss: 0.13931
[36]	valid_0's auc: 0.879098	valid_0's binary_logloss: 0.122414	valid_1's auc: 0.838895	valid_1's binary_logloss: 0.13925
[37]	valid_0's auc: 0.879502	valid_0's binary_logloss: 0.122216	valid_1's auc: 0.838441	valid_1's binary_logloss: 0.139302
[38]	valid_0's auc: 0.880036	valid_0's binary_logloss: 0.121998	valid_1's auc: 0.838582	valid_1's binary_logloss: 0.139306
[39]	valid_0's auc: 0.880641	valid_0's binary_logloss: 0.121716	valid_1's auc: 0.838787	valid_1's binary_logloss: 0.139269
[40]	valid_0's auc: 0.881249	valid_0's binary_logloss: 0.121482	valid_1's auc: 0.838906	valid_1's binary_logloss: 0.139223
[41]	valid_0's auc: 0.881919	valid_0's binary_logloss: 0.121223	valid_1's auc: 0.838567	valid_1's binary_logloss: 0.13926

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.87235	valid_0's binary_logloss: 0.12484	valid_1's auc: 0.840114	valid_1's binary_logloss: 0.139236
[29]	valid_0's auc: 0.872991	valid_0's binary_logloss: 0.124593	valid_1's auc: 0.839491	valid_1's binary_logloss: 0.139271
[30]	valid_0's auc: 0.874129	valid_0's binary_logloss: 0.124312	valid_1's auc: 0.839589	valid_1's binary_logloss: 0.13918
[31]	valid_0's auc: 0.875305	valid_0's binary_logloss: 0.123988	valid_1's auc: 0.839441	valid_1's binary_logloss: 0.139184
[32]	valid_0's auc: 0.875943	valid_0's binary_logloss: 0.123748	valid_1's auc: 0.839268	valid_1's binary_logloss: 0.13919
[33]	valid_0's auc: 0.876575	valid_0's binary_logloss: 0.123484	valid_1's auc: 0.839549	valid_1's binary_logloss: 0.139075
[34]	valid_0's auc: 0.877426	valid_0's binary_logloss: 0.123156	valid_1's auc: 0.839087	valid_1's binary_logloss: 0.139148
[35]	valid_0's auc: 0.87822	valid_0's binary_logloss: 0.122873	valid_1's auc: 0.8389	valid_1's binary_logloss: 0.139187
[36]	valid_0's auc: 0.878932	valid_0's binary_logloss: 0.12259	valid_1's auc: 0.838921	valid_1's binary_logloss: 0.139194
[37]	valid_0's auc: 0.879842	valid_0's binary_logloss: 0.12233	valid_1's auc: 0.839133	valid_1's binary_logloss: 0.139161
[38]	valid_0's auc: 0.880497	valid_0's binary_logloss: 0.12208	valid_1's auc: 0.838975	valid_1's binary_logloss: 0.139143
[39]	valid_0's auc: 0.881056	valid_0's binary_logloss: 0.121827	valid_1's auc: 0.839037	valid_1's binary_logloss: 0.139138
[40]	valid_0's auc: 0.881604	valid_0's binary_logloss: 0.121603	valid_1's auc: 0.839204	valid_1's binary_logloss: 0.139119
[41]	valid_0's auc: 0.882159	valid_0's binary_logloss: 0.121355	valid_1's auc: 0.839277	valid_1's binary_logloss: 0.139091
[42]	valid_0's auc: 0.882757	valid_0's binary_logloss: 0.121116	valid_1's auc: 0.838964	valid_1's binary_logloss: 0.139133
[43]	valid_0's auc: 0.883143	valid_0's binary_logloss: 0.120918	valid_1's auc: 0.839024	valid_1's binary_logloss: 0.139124
[44]	valid_0's auc: 0.883697	valid_0's binary_logloss: 0.12072	valid_1's auc: 0.838652	valid_1's binary_logloss: 0.139203
[45]	valid_0's auc: 0.884292	valid_0's binary_logloss: 0.120482	valid_1's auc: 0.839016	valid_1's binary_logloss: 0.139124
[46]	valid_0's auc: 0.884969	valid_0's binary_logloss: 0.120266	valid_1's auc: 0.838683	valid_1's binary_logloss: 0.139184
[47]	valid_0's auc: 0.8853	valid_0's binary_logloss: 0.120089	valid_1's auc: 0.838624	valid_1's binary_logloss: 0.139193
[48]	valid_0's auc: 0.885876	valid_0's binary_logloss: 0.11993	valid_1's auc: 0.838569	valid_1's binary_logloss: 0.139212
[49]	valid_0's auc: 0.886141	valid_0's binary_logloss: 0.119757	valid_1's auc: 0.838345	valid_1's binary_logloss: 0.139288
[50]	valid_0's auc: 0.886433	valid_0's binary_logloss: 0.119595	valid_1's auc: 0.838342	valid_1's binary_logloss: 0.139332
[51]	valid_0's auc: 0.886975	valid_0's binary_logloss: 0.119377	valid_1's auc: 0.838335	valid_1's binary_logloss: 0.139331
[52]	valid_0's auc: 0.887568	valid_0's binary_logloss: 0.119161	valid_1's auc: 0.838204	valid_1's binary_logloss: 0.139331
[53]	valid_0's auc: 0.887867	valid_0's binary_logloss: 0.118974	valid_1's auc: 0.838044	valid_1's binary_logloss: 0.13936
[54]	valid_0's auc: 0.888093	valid_0's binary_logloss: 0.118834	valid_1's auc: 0.838137	valid_1's binary_logloss: 0.13935
[55]	valid_0's auc: 0.888289	valid_0's binary_logloss: 0.118675	valid_1's auc: 0.837878	valid_1's binary_logloss: 0.139392
[56]	valid_0's auc: 0.888615	valid_0's binary_logloss: 0.118561	valid_1's auc: 0.837776	valid_1's binary_logloss: 0.139418
[57]	valid_0's auc: 0.889157	valid_0's binary_logloss: 0.118369	valid_1's auc: 0.837585	valid_1's binary_logloss: 0.139447
[58]	valid_0's auc: 0.889659	valid_0's binary_logloss: 0.11819	valid_1's auc: 0.837789	valid_1's binary_logloss: 0.139431

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.872431	valid_0's binary_logloss: 0.124766	valid_1's auc: 0.832826	valid_1's binary_logloss: 0.140685
[29]	valid_0's auc: 0.873397	valid_0's binary_logloss: 0.124495	valid_1's auc: 0.833175	valid_1's binary_logloss: 0.140604
[30]	valid_0's auc: 0.87475	valid_0's binary_logloss: 0.12417	valid_1's auc: 0.833614	valid_1's binary_logloss: 0.140497
[31]	valid_0's auc: 0.875407	valid_0's binary_logloss: 0.12389	valid_1's auc: 0.833706	valid_1's binary_logloss: 0.140428
[32]	valid_0's auc: 0.876136	valid_0's binary_logloss: 0.123637	valid_1's auc: 0.833458	valid_1's binary_logloss: 0.140448
[33]	valid_0's auc: 0.876575	valid_0's binary_logloss: 0.123421	valid_1's auc: 0.832965	valid_1's binary_logloss: 0.140498
[34]	valid_0's auc: 0.877224	valid_0's binary_logloss: 0.123219	valid_1's auc: 0.832659	valid_1's binary_logloss: 0.140537
[35]	valid_0's auc: 0.877898	valid_0's binary_logloss: 0.122947	valid_1's auc: 0.832787	valid_1's binary_logloss: 0.140536
[36]	valid_0's auc: 0.878334	valid_0's binary_logloss: 0.122724	valid_1's auc: 0.832724	valid_1's binary_logloss: 0.14053
[37]	valid_0's auc: 0.878762	valid_0's binary_logloss: 0.122514	valid_1's auc: 0.832581	valid_1's binary_logloss: 0.140533

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.866925	valid_0's binary_logloss: 0.126772	valid_1's auc: 0.838268	valid_1's binary_logloss: 0.139927
[23]	valid_0's auc: 0.867727	valid_0's binary_logloss: 0.126369	valid_1's auc: 0.838482	valid_1's binary_logloss: 0.139787
[24]	valid_0's auc: 0.868239	valid_0's binary_logloss: 0.126013	valid_1's auc: 0.838767	valid_1's binary_logloss: 0.13964
[25]	valid_0's auc: 0.869304	valid_0's binary_logloss: 0.125622	valid_1's auc: 0.838562	valid_1's binary_logloss: 0.139648
[26]	valid_0's auc: 0.870347	valid_0's binary_logloss: 0.125288	valid_1's auc: 0.838228	valid_1's binary_logloss: 0.139618
[27]	valid_0's auc: 0.871198	valid_0's binary_logloss: 0.124953	valid_1's auc: 0.838403	valid_1's binary_logloss: 0.139594
[28]	valid_0's auc: 0.872024	valid_0's binary_logloss: 0.124672	valid_1's auc: 0.838405	valid_1's binary_logloss: 0.139526
[29]	valid_0's auc: 0.873184	valid_0's binary_logloss: 0.124303	valid_1's auc: 0.838211	valid_1's binary_logloss: 0.139531
[30]	valid_0's auc: 0.874076	valid_0's binary_logloss: 0.12403	valid_1's auc: 0.838983	valid_1's binary_logloss: 0.139411
[31]	valid_0's auc: 0.874768	valid_0's binary_logloss: 0.123745	valid_1's auc: 0.839314	valid_1's binary_logloss: 0.139314
[32]	valid_0's auc: 0.875593	valid_0's binary_logloss: 0.123486	valid_1's auc: 0.838875	valid_1's binary_logloss: 0.139322
[33]	valid_0's auc: 0.8767	valid_0's binary_logloss: 0.123182	valid_1's auc: 0.838809	valid_1's binary_logloss: 0.139329
[34]	valid_0's auc: 0.87774	valid_0's binary_logloss: 0.122892	valid_1's auc: 0.838376	valid_1's binary_logloss: 0.139342
[35]	valid_0's auc: 0.878372	valid_0's binary_logloss: 0.122634	valid_1's auc: 0.838454	valid_1's binary_logloss: 0.13931
[36]	valid_0's auc: 0.879098	valid_0's binary_logloss: 0.122414	valid_1's auc: 0.838895	valid_1's binary_logloss: 0.13925
[37]	valid_0's auc: 0.879502	valid_0's binary_logloss: 0.122216	valid_1's auc: 0.838441	valid_1's binary_logloss: 0.139302
[38]	valid_0's auc: 0.880036	valid_0's binary_logloss: 0.121998	valid_1's auc: 0.838582	valid_1's binary_logloss: 0.139306
[39]	valid_0's auc: 0.880641	valid_0's binary_logloss: 0.121716	valid_1's auc: 0.838787	valid_1's binary_logloss: 0.139269
[40]	valid_0's auc: 0.881249	valid_0's binary_logloss: 0.121482	valid_1's auc: 0.838906	valid_1's binary_logloss: 0.139223
[41]	valid_0's auc: 0.881919	valid_0's binary_logloss: 0.121223	valid_1's auc: 0.838567	valid_1's binary_logloss: 0.13926

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.87235	valid_0's binary_logloss: 0.12484	valid_1's auc: 0.840114	valid_1's binary_logloss: 0.139236
[29]	valid_0's auc: 0.872991	valid_0's binary_logloss: 0.124593	valid_1's auc: 0.839491	valid_1's binary_logloss: 0.139271
[30]	valid_0's auc: 0.874129	valid_0's binary_logloss: 0.124312	valid_1's auc: 0.839589	valid_1's binary_logloss: 0.13918
[31]	valid_0's auc: 0.875305	valid_0's binary_logloss: 0.123988	valid_1's auc: 0.839441	valid_1's binary_logloss: 0.139184
[32]	valid_0's auc: 0.875943	valid_0's binary_logloss: 0.123748	valid_1's auc: 0.839268	valid_1's binary_logloss: 0.13919
[33]	valid_0's auc: 0.876575	valid_0's binary_logloss: 0.123484	valid_1's auc: 0.839549	valid_1's binary_logloss: 0.139075
[34]	valid_0's auc: 0.877426	valid_0's binary_logloss: 0.123156	valid_1's auc: 0.839087	valid_1's binary_logloss: 0.139148
[35]	valid_0's auc: 0.87822	valid_0's binary_logloss: 0.122873	valid_1's auc: 0.8389	valid_1's binary_logloss: 0.139187
[36]	valid_0's auc: 0.878932	valid_0's binary_logloss: 0.12259	valid_1's auc: 0.838921	valid_1's binary_logloss: 0.139194
[37]	valid_0's auc: 0.879842	valid_0's binary_logloss: 0.12233	valid_1's auc: 0.839133	valid_1's binary_logloss: 0.139161
[38]	valid_0's auc: 0.880497	valid_0's binary_logloss: 0.12208	valid_1's auc: 0.838975	valid_1's binary_logloss: 0.139143
[39]	valid_0's auc: 0.881056	valid_0's binary_logloss: 0.121827	valid_1's auc: 0.839037	valid_1's binary_logloss: 0.139138
[40]	valid_0's auc: 0.881604	valid_0's binary_logloss: 0.121603	valid_1's auc: 0.839204	valid_1's binary_logloss: 0.139119
[41]	valid_0's auc: 0.882159	valid_0's binary_logloss: 0.121355	valid_1's auc: 0.839277	valid_1's binary_logloss: 0.139091
[42]	valid_0's auc: 0.882757	valid_0's binary_logloss: 0.121116	valid_1's auc: 0.838964	valid_1's binary_logloss: 0.139133
[43]	valid_0's auc: 0.883143	valid_0's binary_logloss: 0.120918	valid_1's auc: 0.839024	valid_1's binary_logloss: 0.139124
[44]	valid_0's auc: 0.883697	valid_0's binary_logloss: 0.12072	valid_1's auc: 0.838652	valid_1's binary_logloss: 0.139203
[45]	valid_0's auc: 0.884292	valid_0's binary_logloss: 0.120482	valid_1's auc: 0.839016	valid_1's binary_logloss: 0.139124
[46]	valid_0's auc: 0.884969	valid_0's binary_logloss: 0.120266	valid_1's auc: 0.838683	valid_1's binary_logloss: 0.139184
[47]	valid_0's auc: 0.8853	valid_0's binary_logloss: 0.120089	valid_1's auc: 0.838624	valid_1's binary_logloss: 0.139193
[48]	valid_0's auc: 0.885876	valid_0's binary_logloss: 0.11993	valid_1's auc: 0.838569	valid_1's binary_logloss: 0.139212
[49]	valid_0's auc: 0.886141	valid_0's binary_logloss: 0.119757	valid_1's auc: 0.838345	valid_1's binary_logloss: 0.139288
[50]	valid_0's auc: 0.886433	valid_0's binary_logloss: 0.119595	valid_1's auc: 0.838342	valid_1's binary_logloss: 0.139332
[51]	valid_0's auc: 0.886975	valid_0's binary_logloss: 0.119377	valid_1's auc: 0.838335	valid_1's binary_logloss: 0.139331
[52]	valid_0's auc: 0.887568	valid_0's binary_logloss: 0.119161	valid_1's auc: 0.838204	valid_1's binary_logloss: 0.139331
[53]	valid_0's auc: 0.887867	valid_0's binary_logloss: 0.118974	valid_1's auc: 0.838044	valid_1's binary_logloss: 0.13936
[54]	valid_0's auc: 0.888093	valid_0's binary_logloss: 0.118834	valid_1's auc: 0.838137	valid_1's binary_logloss: 0.13935
[55]	valid_0's auc: 0.888289	valid_0's binary_logloss: 0.118675	valid_1's auc: 0.837878	valid_1's binary_logloss: 0.139392
[56]	valid_0's auc: 0.888615	valid_0's binary_logloss: 0.118561	valid_1's auc: 0.837776	valid_1's binary_logloss: 0.139418
[57]	valid_0's auc: 0.889157	valid_0's binary_logloss: 0.118369	valid_1's auc: 0.837585	valid_1's binary_logloss: 0.139447
[58]	valid_0's auc: 0.889659	valid_0's binary_logloss: 0.11819	valid_1's auc: 0.837789	valid_1's binary_logloss: 0.139431

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.877885	valid_0's binary_logloss: 0.123709	valid_1's auc: 0.830572	valid_1's binary_logloss: 0.14196
[20]	valid_0's auc: 0.879378	valid_0's binary_logloss: 0.123088	valid_1's auc: 0.830076	valid_1's binary_logloss: 0.14196
[21]	valid_0's auc: 0.880647	valid_0's binary_logloss: 0.122488	valid_1's auc: 0.830109	valid_1's binary_logloss: 0.141858
[22]	valid_0's auc: 0.881614	valid_0's binary_logloss: 0.121973	valid_1's auc: 0.829735	valid_1's binary_logloss: 0.141822
[23]	valid_0's auc: 0.882402	valid_0's binary_logloss: 0.121554	valid_1's auc: 0.829254	valid_1's binary_logloss: 0.141805
[24]	valid_0's auc: 0.883011	valid_0's binary_logloss: 0.121078	valid_1's auc: 0.829054	valid_1's binary_logloss: 0.14178
[25]	valid_0's auc: 0.884627	valid_0's binary_logloss: 0.120587	valid_1's auc: 0.82942	valid_1's binary_logloss: 0.141653
[26]	valid_0's auc: 0.885304	valid_0's binary_logloss: 0.120169	valid_1's auc: 0.828716	valid_1's binary_logloss: 0.141755
[27]	valid_0's auc: 0.88664	valid_0's binary_logloss: 0.119673	valid_1's auc: 0.828869	valid_1's binary_logloss: 0.141682
[28]	valid_0's auc: 0.887143	valid_0's binary_logloss: 0.119308	valid_1's auc: 0.828987	valid_1's binary_logloss: 0.141649
[29]	valid_0's auc: 0.88825	valid_0's binary_logloss: 0.1189	valid_1's auc: 0.829075	valid_1's binary_logloss: 0.141601
[30]	valid_0's auc: 0.889081	valid_0's binary_logloss: 0.118531	valid_1's auc: 0.828871	valid_1's binary_logloss: 0.141605
[31]	valid_0's auc: 0.890195	valid_0's binary_logloss: 0.118117	valid_1's auc: 0.828972	valid_1's binary_logloss: 0.141605
[32]	valid_0's auc: 0.890928	valid_0's binary_logloss: 0.117735	valid_1's auc: 0.827969	valid_1's binary_logloss: 0.141796
[33]	valid_0's auc: 0.891505	valid_0's binary_logloss: 0.117389	valid_1's auc: 0.827611	valid_1's binary_logloss: 0.141916
[34]	valid_0's auc: 0.892223	valid_0's binary_logloss: 0.11707	valid_1's auc: 0.827019	valid_1's binary_logloss: 0.142051
[35]	valid_0's auc: 0.892825	valid_0's binary_logloss: 0.116751	valid_1's auc: 0.826865	valid_1's binary_logloss: 0.142116
[36]	valid_0's auc: 0.893984	valid_0's binary_logloss: 0.116353	valid_1's auc: 0.827203	valid_1's binary_logloss: 0.14207
[37]	valid_0's auc: 0.89456	valid_0's binary_logloss: 0.11603	valid_1's auc: 0.827292	valid_1's binary_logloss: 0.142005
[38]	valid_0's auc: 0.89511	valid_0's binary_logloss: 0.115713	valid_1's auc: 0.827214	valid_1's binary_logloss: 0.14206
[39]	valid_0's auc: 0.895738	valid_0's binary_logloss: 0.115415	valid_1's auc: 0.82695	valid_1's binary_logloss: 0.142162

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.886266	valid_0's binary_logloss: 0.120437	valid_1's auc: 0.835728	valid_1's binary_logloss: 0.140094
[25]	valid_0's auc: 0.88755	valid_0's binary_logloss: 0.119931	valid_1's auc: 0.836199	valid_1's binary_logloss: 0.140076
[26]	valid_0's auc: 0.888525	valid_0's binary_logloss: 0.119473	valid_1's auc: 0.836708	valid_1's binary_logloss: 0.139945
[27]	valid_0's auc: 0.889589	valid_0's binary_logloss: 0.119012	valid_1's auc: 0.836951	valid_1's binary_logloss: 0.139843
[28]	valid_0's auc: 0.890552	valid_0's binary_logloss: 0.118602	valid_1's auc: 0.836524	valid_1's binary_logloss: 0.139871
[29]	valid_0's auc: 0.891402	valid_0's binary_logloss: 0.118166	valid_1's auc: 0.836264	valid_1's binary_logloss: 0.139884
[30]	valid_0's auc: 0.891982	valid_0's binary_logloss: 0.117805	valid_1's auc: 0.835959	valid_1's binary_logloss: 0.139937
[31]	valid_0's auc: 0.893185	valid_0's binary_logloss: 0.117392	valid_1's auc: 0.836384	valid_1's binary_logloss: 0.13992
[32]	valid_0's auc: 0.894065	valid_0's binary_logloss: 0.117017	valid_1's auc: 0.836341	valid_1's binary_logloss: 0.139888
[33]	valid_0's auc: 0.894791	valid_0's binary_logloss: 0.116671	valid_1's auc: 0.836753	valid_1's binary_logloss: 0.139812
[34]	valid_0's auc: 0.895313	valid_0's binary_logloss: 0.116321	valid_1's auc: 0.836733	valid_1's binary_logloss: 0.139826
[35]	valid_0's auc: 0.895876	valid_0's binary_logloss: 0.116039	valid_1's auc: 0.836245	valid_1's binary_logloss: 0.139883
[36]	valid_0's auc: 0.896909	valid_0's binary_logloss: 0.115684	valid_1's auc: 0.836079	valid_1's binary_logloss: 0.139912
[37]	valid_0's auc: 0.897427	valid_0's binary_logloss: 0.115388	valid_1's auc: 0.835564	valid_1's binary_logloss: 0.140024
[38]	valid_0's auc: 0.898442	valid_0's binary_logloss: 0.115006	valid_1's auc: 0.835612	valid_1's binary_logloss: 0.140075
[39]	valid_0's auc: 0.899304	valid_0's binary_logloss: 0.114592	valid_1's auc: 0.836273	valid_1's binary_logloss: 0.139974
[40]	valid_0's auc: 0.89974	valid_0's binary_logloss: 0.11432	valid_1's auc: 0.836096	valid_1's binary_logloss: 0.140042

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.883635	valid_0's binary_logloss: 0.121206	valid_1's auc: 0.836223	valid_1's binary_logloss: 0.140607
[24]	valid_0's auc: 0.884533	valid_0's binary_logloss: 0.120734	valid_1's auc: 0.836473	valid_1's binary_logloss: 0.14049
[25]	valid_0's auc: 0.885234	valid_0's binary_logloss: 0.120268	valid_1's auc: 0.836722	valid_1's binary_logloss: 0.140403
[26]	valid_0's auc: 0.886292	valid_0's binary_logloss: 0.119794	valid_1's auc: 0.836549	valid_1's binary_logloss: 0.140423
[27]	valid_0's auc: 0.887064	valid_0's binary_logloss: 0.119366	valid_1's auc: 0.836155	valid_1's binary_logloss: 0.140447
[28]	valid_0's auc: 0.887621	valid_0's binary_logloss: 0.119008	valid_1's auc: 0.835594	valid_1's binary_logloss: 0.140532
[29]	valid_0's auc: 0.888965	valid_0's binary_logloss: 0.118547	valid_1's auc: 0.835464	valid_1's binary_logloss: 0.140508
[30]	valid_0's auc: 0.889898	valid_0's binary_logloss: 0.118139	valid_1's auc: 0.83577	valid_1's binary_logloss: 0.140461
[31]	valid_0's auc: 0.890896	valid_0's binary_logloss: 0.117734	valid_1's auc: 0.835475	valid_1's binary_logloss: 0.140463
[32]	valid_0's auc: 0.892374	valid_0's binary_logloss: 0.1173	valid_1's auc: 0.835364	valid_1's binary_logloss: 0.140506
[33]	valid_0's auc: 0.893164	valid_0's binary_logloss: 0.116978	valid_1's auc: 0.835865	valid_1's binary_logloss: 0.14041
[34]	valid_0's auc: 0.893848	valid_0's binary_logloss: 0.11662	valid_1's auc: 0.836021	valid_1's binary_logloss: 0.140353
[35]	valid_0's auc: 0.894232	valid_0's binary_logloss: 0.116323	valid_1's auc: 0.8359	valid_1's binary_logloss: 0.140396
[36]	valid_0's auc: 0.895003	valid_0's binary_logloss: 0.115986	valid_1's auc: 0.835855	valid_1's binary_logloss: 0.140416
[37]	valid_0's auc: 0.895898	valid_0's binary_logloss: 0.115609	valid_1's auc: 0.836185	valid_1's binary_logloss: 0.140369
[38]	valid_0's auc: 0.896459	valid_0's binary_logloss: 0.11527	valid_1's auc: 0.835754	valid_1's binary_logloss: 0.140443
[39]	valid_0's auc: 0.897377	valid_0's binary_logloss: 0.114873	valid_1's auc: 0.835638	valid_1's binary_logloss: 0.140474
[40]	valid_0's auc: 0.89776	valid_0's binary_logloss: 0.114588	valid_1's auc: 0.835639	valid_1's binary_logloss: 0.140491
[41]	valid_0's auc: 0.898583	valid_0's binary_logloss: 0.114302	valid_1's auc: 0.835705	valid_1's binary_logloss: 0.140506
[42]	valid_0's auc: 0.899197	valid_0's binary_logloss: 0.113975	valid_1's auc: 0.835052	valid_1's binary_logloss: 0.14064
[43]	valid_0's auc: 0.899803	valid_0's binary_logloss: 0.113654	valid_1's auc: 0.835035	valid_1's binary_logloss: 0.140691
[44]	valid_0's auc: 0.900641	valid_0's binary_logloss: 0.113388	valid_1's auc: 0.835214	valid_1's binary_logloss: 0.140703
[45]	valid_0's auc: 0.900962	valid_0's binary_logloss: 0.113098	valid_1's auc: 0.835276	valid_1's binary_logloss: 0.140695
[46]	valid_0's auc: 0.901584	valid_0's binary_logloss: 0.112771	valid_1's auc: 0.83495	valid_1's binary_logloss: 0.140754
[47]	valid_0's auc: 0.902256	valid_0's binary_logloss: 0.112493	valid_1's auc: 0.835639	valid_1's binary_logloss: 0.14064
[48]	valid_0's auc: 0.902688	valid_0's binary_logloss: 0.112198	valid_1's auc: 0.835495	valid_1's binary_logloss: 0.140691
[49]	valid_0's auc: 0.902922	valid_0's binary_logloss: 0.111944	valid_1's auc: 0.835281	valid_1's binary_logloss: 0.140819
[50]	valid_0's auc: 0.903747	valid_0's binary_logloss: 0.111595	valid_1's auc: 0.835359	valid_1's binary_logloss: 0.140811
[51]	valid_0's auc: 0.904427	valid_0's binary_logloss: 0.111354	valid_1's auc: 0.835245	valid_1's binary_logloss: 0.140873
[52]	valid_0's auc: 0.90467	valid_0's binary_logloss: 0.111111	valid_1's auc: 0.835057	valid_1's binary_logloss: 0.140993
[53]	valid_0's auc: 0.904868	valid_0's binary_logloss: 0.110853	valid_1's auc: 0.834751	valid_1's binary_logloss: 0.14108
[54]	valid_0's auc: 0.905166	valid_0's binary_logloss: 0.110627	valid_1's auc: 0.83411	valid_1's binary_logloss: 0.141282
[55]	valid_0's auc: 0.905665	valid_0's binary_logloss: 0.110375	valid_1's auc: 0.833739	valid_1's binary_logloss: 0.141413

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.877885	valid_0's binary_logloss: 0.123709	valid_1's auc: 0.830572	valid_1's binary_logloss: 0.14196
[20]	valid_0's auc: 0.879378	valid_0's binary_logloss: 0.123088	valid_1's auc: 0.830076	valid_1's binary_logloss: 0.14196
[21]	valid_0's auc: 0.880647	valid_0's binary_logloss: 0.122488	valid_1's auc: 0.830109	valid_1's binary_logloss: 0.141858
[22]	valid_0's auc: 0.881614	valid_0's binary_logloss: 0.121973	valid_1's auc: 0.829735	valid_1's binary_logloss: 0.141822
[23]	valid_0's auc: 0.882402	valid_0's binary_logloss: 0.121554	valid_1's auc: 0.829254	valid_1's binary_logloss: 0.141805
[24]	valid_0's auc: 0.883011	valid_0's binary_logloss: 0.121078	valid_1's auc: 0.829054	valid_1's binary_logloss: 0.14178
[25]	valid_0's auc: 0.884627	valid_0's binary_logloss: 0.120587	valid_1's auc: 0.82942	valid_1's binary_logloss: 0.141653
[26]	valid_0's auc: 0.885304	valid_0's binary_logloss: 0.120169	valid_1's auc: 0.828716	valid_1's binary_logloss: 0.141755
[27]	valid_0's auc: 0.88664	valid_0's binary_logloss: 0.119673	valid_1's auc: 0.828869	valid_1's binary_logloss: 0.141682
[28]	valid_0's auc: 0.887143	valid_0's binary_logloss: 0.119308	valid_1's auc: 0.828987	valid_1's binary_logloss: 0.141649
[29]	valid_0's auc: 0.88825	valid_0's binary_logloss: 0.1189	valid_1's auc: 0.829075	valid_1's binary_logloss: 0.141601
[30]	valid_0's auc: 0.889081	valid_0's binary_logloss: 0.118531	valid_1's auc: 0.828871	valid_1's binary_logloss: 0.141605
[31]	valid_0's auc: 0.890195	valid_0's binary_logloss: 0.118117	valid_1's auc: 0.828972	valid_1's binary_logloss: 0.141605
[32]	valid_0's auc: 0.890928	valid_0's binary_logloss: 0.117735	valid_1's auc: 0.827969	valid_1's binary_logloss: 0.141796
[33]	valid_0's auc: 0.891505	valid_0's binary_logloss: 0.117389	valid_1's auc: 0.827611	valid_1's binary_logloss: 0.141916
[34]	valid_0's auc: 0.892223	valid_0's binary_logloss: 0.11707	valid_1's auc: 0.827019	valid_1's binary_logloss: 0.142051
[35]	valid_0's auc: 0.892825	valid_0's binary_logloss: 0.116751	valid_1's auc: 0.826865	valid_1's binary_logloss: 0.142116
[36]	valid_0's auc: 0.893984	valid_0's binary_logloss: 0.116353	valid_1's auc: 0.827203	valid_1's binary_logloss: 0.14207
[37]	valid_0's auc: 0.89456	valid_0's binary_logloss: 0.11603	valid_1's auc: 0.827292	valid_1's binary_logloss: 0.142005
[38]	valid_0's auc: 0.89511	valid_0's binary_logloss: 0.115713	valid_1's auc: 0.827214	valid_1's binary_logloss: 0.14206
[39]	valid_0's auc: 0.895738	valid_0's binary_logloss: 0.115415	valid_1's auc: 0.82695	valid_1's binary_logloss: 0.142162

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.886266	valid_0's binary_logloss: 0.120437	valid_1's auc: 0.835728	valid_1's binary_logloss: 0.140094
[25]	valid_0's auc: 0.88755	valid_0's binary_logloss: 0.119931	valid_1's auc: 0.836199	valid_1's binary_logloss: 0.140076
[26]	valid_0's auc: 0.888525	valid_0's binary_logloss: 0.119473	valid_1's auc: 0.836708	valid_1's binary_logloss: 0.139945
[27]	valid_0's auc: 0.889589	valid_0's binary_logloss: 0.119012	valid_1's auc: 0.836951	valid_1's binary_logloss: 0.139843
[28]	valid_0's auc: 0.890552	valid_0's binary_logloss: 0.118602	valid_1's auc: 0.836524	valid_1's binary_logloss: 0.139871
[29]	valid_0's auc: 0.891402	valid_0's binary_logloss: 0.118166	valid_1's auc: 0.836264	valid_1's binary_logloss: 0.139884
[30]	valid_0's auc: 0.891982	valid_0's binary_logloss: 0.117805	valid_1's auc: 0.835959	valid_1's binary_logloss: 0.139937
[31]	valid_0's auc: 0.893185	valid_0's binary_logloss: 0.117392	valid_1's auc: 0.836384	valid_1's binary_logloss: 0.13992
[32]	valid_0's auc: 0.894065	valid_0's binary_logloss: 0.117017	valid_1's auc: 0.836341	valid_1's binary_logloss: 0.139888
[33]	valid_0's auc: 0.894791	valid_0's binary_logloss: 0.116671	valid_1's auc: 0.836753	valid_1's binary_logloss: 0.139812
[34]	valid_0's auc: 0.895313	valid_0's binary_logloss: 0.116321	valid_1's auc: 0.836733	valid_1's binary_logloss: 0.139826
[35]	valid_0's auc: 0.895876	valid_0's binary_logloss: 0.116039	valid_1's auc: 0.836245	valid_1's binary_logloss: 0.139883
[36]	valid_0's auc: 0.896909	valid_0's binary_logloss: 0.115684	valid_1's auc: 0.836079	valid_1's binary_logloss: 0.139912
[37]	valid_0's auc: 0.897427	valid_0's binary_logloss: 0.115388	valid_1's auc: 0.835564	valid_1's binary_logloss: 0.140024
[38]	valid_0's auc: 0.898442	valid_0's binary_logloss: 0.115006	valid_1's auc: 0.835612	valid_1's binary_logloss: 0.140075
[39]	valid_0's auc: 0.899304	valid_0's binary_logloss: 0.114592	valid_1's auc: 0.836273	valid_1's binary_logloss: 0.139974
[40]	valid_0's auc: 0.89974	valid_0's binary_logloss: 0.11432	valid_1's auc: 0.836096	valid_1's binary_logloss: 0.140042

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.883635	valid_0's binary_logloss: 0.121206	valid_1's auc: 0.836223	valid_1's binary_logloss: 0.140607
[24]	valid_0's auc: 0.884533	valid_0's binary_logloss: 0.120734	valid_1's auc: 0.836473	valid_1's binary_logloss: 0.14049
[25]	valid_0's auc: 0.885234	valid_0's binary_logloss: 0.120268	valid_1's auc: 0.836722	valid_1's binary_logloss: 0.140403
[26]	valid_0's auc: 0.886292	valid_0's binary_logloss: 0.119794	valid_1's auc: 0.836549	valid_1's binary_logloss: 0.140423
[27]	valid_0's auc: 0.887064	valid_0's binary_logloss: 0.119366	valid_1's auc: 0.836155	valid_1's binary_logloss: 0.140447
[28]	valid_0's auc: 0.887621	valid_0's binary_logloss: 0.119008	valid_1's auc: 0.835594	valid_1's binary_logloss: 0.140532
[29]	valid_0's auc: 0.888965	valid_0's binary_logloss: 0.118547	valid_1's auc: 0.835464	valid_1's binary_logloss: 0.140508
[30]	valid_0's auc: 0.889898	valid_0's binary_logloss: 0.118139	valid_1's auc: 0.83577	valid_1's binary_logloss: 0.140461
[31]	valid_0's auc: 0.890896	valid_0's binary_logloss: 0.117734	valid_1's auc: 0.835475	valid_1's binary_logloss: 0.140463
[32]	valid_0's auc: 0.892374	valid_0's binary_logloss: 0.1173	valid_1's auc: 0.835364	valid_1's binary_logloss: 0.140506
[33]	valid_0's auc: 0.893164	valid_0's binary_logloss: 0.116978	valid_1's auc: 0.835865	valid_1's binary_logloss: 0.14041
[34]	valid_0's auc: 0.893848	valid_0's binary_logloss: 0.11662	valid_1's auc: 0.836021	valid_1's binary_logloss: 0.140353
[35]	valid_0's auc: 0.894232	valid_0's binary_logloss: 0.116323	valid_1's auc: 0.8359	valid_1's binary_logloss: 0.140396
[36]	valid_0's auc: 0.895003	valid_0's binary_logloss: 0.115986	valid_1's auc: 0.835855	valid_1's binary_logloss: 0.140416
[37]	valid_0's auc: 0.895898	valid_0's binary_logloss: 0.115609	valid_1's auc: 0.836185	valid_1's binary_logloss: 0.140369
[38]	valid_0's auc: 0.896459	valid_0's binary_logloss: 0.11527	valid_1's auc: 0.835754	valid_1's binary_logloss: 0.140443
[39]	valid_0's auc: 0.897377	valid_0's binary_logloss: 0.114873	valid_1's auc: 0.835638	valid_1's binary_logloss: 0.140474
[40]	valid_0's auc: 0.89776	valid_0's binary_logloss: 0.114588	valid_1's auc: 0.835639	valid_1's binary_logloss: 0.140491
[41]	valid_0's auc: 0.898583	valid_0's binary_logloss: 0.114302	valid_1's auc: 0.835705	valid_1's binary_logloss: 0.140506
[42]	valid_0's auc: 0.899197	valid_0's binary_logloss: 0.113975	valid_1's auc: 0.835052	valid_1's binary_logloss: 0.14064
[43]	valid_0's auc: 0.899803	valid_0's binary_logloss: 0.113654	valid_1's auc: 0.835035	valid_1's binary_logloss: 0.140691
[44]	valid_0's auc: 0.900641	valid_0's binary_logloss: 0.113388	valid_1's auc: 0.835214	valid_1's binary_logloss: 0.140703
[45]	valid_0's auc: 0.900962	valid_0's binary_logloss: 0.113098	valid_1's auc: 0.835276	valid_1's binary_logloss: 0.140695
[46]	valid_0's auc: 0.901584	valid_0's binary_logloss: 0.112771	valid_1's auc: 0.83495	valid_1's binary_logloss: 0.140754
[47]	valid_0's auc: 0.902256	valid_0's binary_logloss: 0.112493	valid_1's auc: 0.835639	valid_1's binary_logloss: 0.14064
[48]	valid_0's auc: 0.902688	valid_0's binary_logloss: 0.112198	valid_1's auc: 0.835495	valid_1's binary_logloss: 0.140691
[49]	valid_0's auc: 0.902922	valid_0's binary_logloss: 0.111944	valid_1's auc: 0.835281	valid_1's binary_logloss: 0.140819
[50]	valid_0's auc: 0.903747	valid_0's binary_logloss: 0.111595	valid_1's auc: 0.835359	valid_1's binary_logloss: 0.140811
[51]	valid_0's auc: 0.904427	valid_0's binary_logloss: 0.111354	valid_1's auc: 0.835245	valid_1's binary_logloss: 0.140873
[52]	valid_0's auc: 0.90467	valid_0's binary_logloss: 0.111111	valid_1's auc: 0.835057	valid_1's binary_logloss: 0.140993
[53]	valid_0's auc: 0.904868	valid_0's binary_logloss: 0.110853	valid_1's auc: 0.834751	valid_1's binary_logloss: 0.14108
[54]	valid_0's auc: 0.905166	valid_0's binary_logloss: 0.110627	valid_1's auc: 0.83411	valid_1's binary_logloss: 0.141282
[55]	valid_0's auc: 0.905665	valid_0's binary_logloss: 0.110375	valid_1's auc: 0.833739	valid_1's binary_logloss: 0.141413

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.874869	valid_0's binary_logloss: 0.123982	valid_1's auc: 0.834045	valid_1's binary_logloss: 0.140151
[36]	valid_0's auc: 0.875446	valid_0's binary_logloss: 0.123753	valid_1's auc: 0.834073	valid_1's binary_logloss: 0.140125
[37]	valid_0's auc: 0.875763	valid_0's binary_logloss: 0.123587	valid_1's auc: 0.833611	valid_1's binary_logloss: 0.140201
[38]	valid_0's auc: 0.876603	valid_0's binary_logloss: 0.123335	valid_1's auc: 0.833805	valid_1's binary_logloss: 0.140159
[39]	valid_0's auc: 0.877126	valid_0's binary_logloss: 0.123134	valid_1's auc: 0.834422	valid_1's binary_logloss: 0.140048
[40]	valid_0's auc: 0.877575	valid_0's binary_logloss: 0.123013	valid_1's auc: 0.834343	valid_1's binary_logloss: 0.140069
[41]	valid_0's auc: 0.87809	valid_0's binary_logloss: 0.122813	valid_1's auc: 0.834199	valid_1's binary_logloss: 0.140085

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.872606	valid_0's binary_logloss: 0.124561	valid_1's auc: 0.837662	valid_1's binary_logloss: 0.139274
[33]	valid_0's auc: 0.873337	valid_0's binary_logloss: 0.124346	valid_1's auc: 0.837661	valid_1's binary_logloss: 0.139284
[34]	valid_0's auc: 0.873965	valid_0's binary_logloss: 0.124108	valid_1's auc: 0.837639	valid_1's binary_logloss: 0.139263
[35]	valid_0's auc: 0.87457	valid_0's binary_logloss: 0.123857	valid_1's auc: 0.838159	valid_1's binary_logloss: 0.139137
[36]	valid_0's auc: 0.874973	valid_0's binary_logloss: 0.123651	valid_1's auc: 0.838114	valid_1's binary_logloss: 0.139148
[37]	valid_0's auc: 0.875657	valid_0's binary_logloss: 0.123447	valid_1's auc: 0.838519	valid_1's binary_logloss: 0.139109

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.87105	valid_0's binary_logloss: 0.125405	valid_1's auc: 0.838216	valid_1's binary_logloss: 0.13986
[30]	valid_0's auc: 0.871749	valid_0's binary_logloss: 0.125147	valid_1's auc: 0.838898	valid_1's binary_logloss: 0.139742
[31]	valid_0's auc: 0.87247	valid_0's binary_logloss: 0.124907	valid_1's auc: 0.838959	valid_1's binary_logloss: 0.139727
[32]	valid_0's auc: 0.87282	valid_0's binary_logloss: 0.124724	valid_1's auc: 0.838675	valid_1's binary_logloss: 0.139761
[33]	valid_0's auc: 0.874106	valid_0's binary_logloss: 0.124412	valid_1's auc: 0.838893	valid_1's binary_logloss: 0.139687
[34]	valid_0's auc: 0.874887	valid_0's binary_logloss: 0.124169	valid_1's auc: 0.838801	valid_1's binary_logloss: 0.139672
[35]	valid_0's auc: 0.875447	valid_0's binary_logloss: 0.123934	valid_1's auc: 0.838835	valid_1's binary_logloss: 0.139667
[36]	valid_0's auc: 0.87617	valid_0's binary_logloss: 0.123693	valid_1's auc: 0.838505	valid_1's binary_logloss: 0.139699
[37]	valid_0's auc: 0.876793	valid_0's binary_logloss: 0.12346	valid_1's auc: 0.838104	valid_1's binary_logloss: 0.139783
[38]	valid_0's auc: 0.877265	valid_0's binary_logloss: 0.123251	valid_1's auc: 0.838267	valid_1's binary_logloss: 0.139787
[39]	valid_0's auc: 0.877869	valid_0's binary_logloss: 0.123018	valid_1's auc: 0.838004	valid_1's binary_logloss: 0.139806
[40]	valid_0's auc: 0.878509	valid_0's binary_logloss: 0.122803	valid_1's auc: 0.838086	valid_1's binary_logloss: 0.139745
[41]	valid_0's auc: 0.879077	valid_0's binary_logloss: 0.122585	valid_1's auc: 0.838538	valid_1's binary_logloss: 0.139694
[42]	valid_0's auc: 0.879515	valid_0's binary_logloss: 0.122368	valid_1's auc: 0.838647	valid_1's binary_logloss: 0.139655
[43]	valid_0's auc: 0.879985	valid_0's binary_logloss: 0.122166	valid_1's auc: 0.838495	valid_1's binary_logloss: 0.139653
[44]	valid_0's auc: 0.88041	valid_0's binary_logloss: 0.121985	valid_1's auc: 0.838221	valid_1's binary_logloss: 0.139755
[45]	valid_0's auc: 0.880907	valid_0's binary_logloss: 0.121777	valid_1's auc: 0.837981	valid_1's binary_logloss: 0.139769
[46]	valid_0's auc: 0.881216	valid_0's binary_logloss: 0.121594	valid_1's auc: 0.838471	valid_1's binary_logloss: 0.139693
[47]	valid_0's auc: 0.881591	valid_0's binary_logloss: 0.121422	valid_1's auc: 0.83861	valid_1's binary_logloss: 0.139687
[48]	valid_0's auc: 0.881867	valid_0's binary_logloss: 0.121266	valid_1's auc: 0.838593	valid_1's binary_logloss: 0.139682
[49]	valid_0's auc: 0.882285	valid_0's binary_logloss: 0.121041	valid_1's auc: 0.838317	valid_1's binary_logloss: 0.139741
[50]	valid_0's auc: 0.882828	valid_0's binary_logloss: 0.120853	valid_1's auc: 0.838244	valid_1's binary_logloss: 0.139759
[51]	valid_0's auc: 0.883154	valid_0's binary_logloss: 0.120688	valid_1's auc: 0.838222	valid_1's binary_logloss: 0.139803
[52]	valid_0's auc: 0.883348	valid_0's binary_logloss: 0.120567	valid_1's auc: 0.838064	valid_1's binary_logloss: 0.139824
[53]	valid_0's auc: 0.883583	valid_0's binary_logloss: 0.120424	valid_1's auc: 0.83788	valid_1's binary_logloss: 0.139844
[54]	valid_0's auc: 0.884106	valid_0's binary_logloss: 0.120208	valid_1's auc: 0.837625	valid_1's binary_logloss: 0.139886
[55]	valid_0's auc: 0.884777	valid_0's binary_logloss: 0.120039	valid_1's auc: 0.837585	valid_1's binary_logloss: 0.139902
[56]	valid_0's auc: 0.88511	valid_0's binary_logloss: 0.11989	valid_1's auc: 0.837646	valid_1's binary_logloss: 0.139926
[57]	valid_0's auc: 0.885365	valid_0's binary_logloss: 0.11975	valid_1's auc: 0.837639	valid_1's binary_logloss: 0.139934
[58]	valid_0's auc: 0.885606	valid_0's binary_logloss: 0.119595	valid_1's auc: 0.837726	valid_1's binary_logloss: 0.139938
[59]	valid_0's auc: 0.885965	valid_0's binary_logloss: 0.119403	valid_1's auc: 0.837558	valid_1's binary_logloss: 0.140007
[60]	valid_0's auc: 0.886208	valid_0's binary_logloss: 0.119263	valid_1's auc: 0.83744	valid_1's binary_logloss: 0.140079
[61]	valid_0's auc: 0.886458	valid_0's binary_logloss: 0.119118	valid_1's auc: 0.837349	valid_1's binary_logloss: 0.140059

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.874869	valid_0's binary_logloss: 0.123982	valid_1's auc: 0.834045	valid_1's binary_logloss: 0.140151
[36]	valid_0's auc: 0.875446	valid_0's binary_logloss: 0.123753	valid_1's auc: 0.834073	valid_1's binary_logloss: 0.140125
[37]	valid_0's auc: 0.875763	valid_0's binary_logloss: 0.123587	valid_1's auc: 0.833611	valid_1's binary_logloss: 0.140201
[38]	valid_0's auc: 0.876603	valid_0's binary_logloss: 0.123335	valid_1's auc: 0.833805	valid_1's binary_logloss: 0.140159
[39]	valid_0's auc: 0.877126	valid_0's binary_logloss: 0.123134	valid_1's auc: 0.834422	valid_1's binary_logloss: 0.140048
[40]	valid_0's auc: 0.877575	valid_0's binary_logloss: 0.123013	valid_1's auc: 0.834343	valid_1's binary_logloss: 0.140069
[41]	valid_0's auc: 0.87809	valid_0's binary_logloss: 0.122813	valid_1's auc: 0.834199	valid_1's binary_logloss: 0.140085

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.872606	valid_0's binary_logloss: 0.124561	valid_1's auc: 0.837662	valid_1's binary_logloss: 0.139274
[33]	valid_0's auc: 0.873337	valid_0's binary_logloss: 0.124346	valid_1's auc: 0.837661	valid_1's binary_logloss: 0.139284
[34]	valid_0's auc: 0.873965	valid_0's binary_logloss: 0.124108	valid_1's auc: 0.837639	valid_1's binary_logloss: 0.139263
[35]	valid_0's auc: 0.87457	valid_0's binary_logloss: 0.123857	valid_1's auc: 0.838159	valid_1's binary_logloss: 0.139137
[36]	valid_0's auc: 0.874973	valid_0's binary_logloss: 0.123651	valid_1's auc: 0.838114	valid_1's binary_logloss: 0.139148
[37]	valid_0's auc: 0.875657	valid_0's binary_logloss: 0.123447	valid_1's auc: 0.838519	valid_1's binary_logloss: 0.139109

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.87105	valid_0's binary_logloss: 0.125405	valid_1's auc: 0.838216	valid_1's binary_logloss: 0.13986
[30]	valid_0's auc: 0.871749	valid_0's binary_logloss: 0.125147	valid_1's auc: 0.838898	valid_1's binary_logloss: 0.139742
[31]	valid_0's auc: 0.87247	valid_0's binary_logloss: 0.124907	valid_1's auc: 0.838959	valid_1's binary_logloss: 0.139727
[32]	valid_0's auc: 0.87282	valid_0's binary_logloss: 0.124724	valid_1's auc: 0.838675	valid_1's binary_logloss: 0.139761
[33]	valid_0's auc: 0.874106	valid_0's binary_logloss: 0.124412	valid_1's auc: 0.838893	valid_1's binary_logloss: 0.139687
[34]	valid_0's auc: 0.874887	valid_0's binary_logloss: 0.124169	valid_1's auc: 0.838801	valid_1's binary_logloss: 0.139672
[35]	valid_0's auc: 0.875447	valid_0's binary_logloss: 0.123934	valid_1's auc: 0.838835	valid_1's binary_logloss: 0.139667
[36]	valid_0's auc: 0.87617	valid_0's binary_logloss: 0.123693	valid_1's auc: 0.838505	valid_1's binary_logloss: 0.139699
[37]	valid_0's auc: 0.876793	valid_0's binary_logloss: 0.12346	valid_1's auc: 0.838104	valid_1's binary_logloss: 0.139783
[38]	valid_0's auc: 0.877265	valid_0's binary_logloss: 0.123251	valid_1's auc: 0.838267	valid_1's binary_logloss: 0.139787
[39]	valid_0's auc: 0.877869	valid_0's binary_logloss: 0.123018	valid_1's auc: 0.838004	valid_1's binary_logloss: 0.139806
[40]	valid_0's auc: 0.878509	valid_0's binary_logloss: 0.122803	valid_1's auc: 0.838086	valid_1's binary_logloss: 0.139745
[41]	valid_0's auc: 0.879077	valid_0's binary_logloss: 0.122585	valid_1's auc: 0.838538	valid_1's binary_logloss: 0.139694
[42]	valid_0's auc: 0.879515	valid_0's binary_logloss: 0.122368	valid_1's auc: 0.838647	valid_1's binary_logloss: 0.139655
[43]	valid_0's auc: 0.879985	valid_0's binary_logloss: 0.122166	valid_1's auc: 0.838495	valid_1's binary_logloss: 0.139653
[44]	valid_0's auc: 0.88041	valid_0's binary_logloss: 0.121985	valid_1's auc: 0.838221	valid_1's binary_logloss: 0.139755
[45]	valid_0's auc: 0.880907	valid_0's binary_logloss: 0.121777	valid_1's auc: 0.837981	valid_1's binary_logloss: 0.139769
[46]	valid_0's auc: 0.881216	valid_0's binary_logloss: 0.121594	valid_1's auc: 0.838471	valid_1's binary_logloss: 0.139693
[47]	valid_0's auc: 0.881591	valid_0's binary_logloss: 0.121422	valid_1's auc: 0.83861	valid_1's binary_logloss: 0.139687
[48]	valid_0's auc: 0.881867	valid_0's binary_logloss: 0.121266	valid_1's auc: 0.838593	valid_1's binary_logloss: 0.139682
[49]	valid_0's auc: 0.882285	valid_0's binary_logloss: 0.121041	valid_1's auc: 0.838317	valid_1's binary_logloss: 0.139741
[50]	valid_0's auc: 0.882828	valid_0's binary_logloss: 0.120853	valid_1's auc: 0.838244	valid_1's binary_logloss: 0.139759
[51]	valid_0's auc: 0.883154	valid_0's binary_logloss: 0.120688	valid_1's auc: 0.838222	valid_1's binary_logloss: 0.139803
[52]	valid_0's auc: 0.883348	valid_0's binary_logloss: 0.120567	valid_1's auc: 0.838064	valid_1's binary_logloss: 0.139824
[53]	valid_0's auc: 0.883583	valid_0's binary_logloss: 0.120424	valid_1's auc: 0.83788	valid_1's binary_logloss: 0.139844
[54]	valid_0's auc: 0.884106	valid_0's binary_logloss: 0.120208	valid_1's auc: 0.837625	valid_1's binary_logloss: 0.139886
[55]	valid_0's auc: 0.884777	valid_0's binary_logloss: 0.120039	valid_1's auc: 0.837585	valid_1's binary_logloss: 0.139902
[56]	valid_0's auc: 0.88511	valid_0's binary_logloss: 0.11989	valid_1's auc: 0.837646	valid_1's binary_logloss: 0.139926
[57]	valid_0's auc: 0.885365	valid_0's binary_logloss: 0.11975	valid_1's auc: 0.837639	valid_1's binary_logloss: 0.139934
[58]	valid_0's auc: 0.885606	valid_0's binary_logloss: 0.119595	valid_1's auc: 0.837726	valid_1's binary_logloss: 0.139938
[59]	valid_0's auc: 0.885965	valid_0's binary_logloss: 0.119403	valid_1's auc: 0.837558	valid_1's binary_logloss: 0.140007
[60]	valid_0's auc: 0.886208	valid_0's binary_logloss: 0.119263	valid_1's auc: 0.83744	valid_1's binary_logloss: 0.140079
[61]	valid_0's auc: 0.886458	valid_0's binary_logloss: 0.119118	valid_1's auc: 0.837349	valid_1's binary_logloss: 0.140059

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.890626	valid_0's binary_logloss: 0.118328	valid_1's auc: 0.829368	valid_1's binary_logloss: 0.141161
[35]	valid_0's auc: 0.89116	valid_0's binary_logloss: 0.11806	valid_1's auc: 0.829262	valid_1's binary_logloss: 0.141183
[36]	valid_0's auc: 0.891999	valid_0's binary_logloss: 0.11775	valid_1's auc: 0.828947	valid_1's binary_logloss: 0.14129
[37]	valid_0's auc: 0.892306	valid_0's binary_logloss: 0.117477	valid_1's auc: 0.828544	valid_1's binary_logloss: 0.141389
[38]	valid_0's auc: 0.892937	valid_0's binary_logloss: 0.117192	valid_1's auc: 0.827983	valid_1's binary_logloss: 0.141516
[39]	valid_0's auc: 0.893563	valid_0's binary_logloss: 0.116869	valid_1's auc: 0.828068	valid_1's binary_logloss: 0.141517
[40]	valid_0's auc: 0.893942	valid_0's binary_logloss: 0.11662	valid_1's auc: 0.827852	valid_1's binary_logloss: 0.141621

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.887946	valid_0's binary_logloss: 0.119804	valid_1's auc: 0.836735	valid_1's binary_logloss: 0.139518
[30]	valid_0's auc: 0.88898	valid_0's binary_logloss: 0.119416	valid_1's auc: 0.836858	valid_1's binary_logloss: 0.139499
[31]	valid_0's auc: 0.889792	valid_0's binary_logloss: 0.119058	valid_1's auc: 0.836917	valid_1's binary_logloss: 0.139463
[32]	valid_0's auc: 0.890876	valid_0's binary_logloss: 0.118631	valid_1's auc: 0.836346	valid_1's binary_logloss: 0.139532
[33]	valid_0's auc: 0.891629	valid_0's binary_logloss: 0.118259	valid_1's auc: 0.836206	valid_1's binary_logloss: 0.139603
[34]	valid_0's auc: 0.892446	valid_0's binary_logloss: 0.117893	valid_1's auc: 0.836005	valid_1's binary_logloss: 0.139603
[35]	valid_0's auc: 0.893407	valid_0's binary_logloss: 0.11752	valid_1's auc: 0.8361	valid_1's binary_logloss: 0.139574
[36]	valid_0's auc: 0.893836	valid_0's binary_logloss: 0.117247	valid_1's auc: 0.836147	valid_1's binary_logloss: 0.139608
[37]	valid_0's auc: 0.894774	valid_0's binary_logloss: 0.116913	valid_1's auc: 0.836601	valid_1's binary_logloss: 0.139569
[38]	valid_0's auc: 0.895494	valid_0's binary_logloss: 0.116611	valid_1's auc: 0.836232	valid_1's binary_logloss: 0.139645
[39]	valid_0's auc: 0.896102	valid_0's binary_logloss: 0.116275	valid_1's auc: 0.836415	valid_1's binary_logloss: 0.139653
[40]	valid_0's auc: 0.896715	valid_0's binary_logloss: 0.115934	valid_1's auc: 0.836463	valid_1's binary_logloss: 0.139671
[41]	valid_0's auc: 0.897232	valid_0's binary_logloss: 0.115612	valid_1's auc: 0.836223	valid_1's binary_logloss: 0.139762
[42]	valid_0's auc: 0.897875	valid_0's binary_logloss: 0.11528	valid_1's auc: 0.836151	valid_1's binary_logloss: 0.139777
[43]	valid_0's auc: 0.898493	valid_0's binary_logloss: 0.114999	valid_1's auc: 0.836216	valid_1's binary_logloss: 0.139761
[44]	valid_0's auc: 0.899179	valid_0's binary_logloss: 0.114703	valid_1's auc: 0.836328	valid_1's binary_logloss: 0.139755

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.884676	valid_0's binary_logloss: 0.121001	valid_1's auc: 0.838046	valid_1's binary_logloss: 0.140086
[28]	valid_0's auc: 0.885524	valid_0's binary_logloss: 0.120598	valid_1's auc: 0.838029	valid_1's binary_logloss: 0.140051
[29]	valid_0's auc: 0.886461	valid_0's binary_logloss: 0.120157	valid_1's auc: 0.837775	valid_1's binary_logloss: 0.140057
[30]	valid_0's auc: 0.887053	valid_0's binary_logloss: 0.119807	valid_1's auc: 0.837472	valid_1's binary_logloss: 0.140111
[31]	valid_0's auc: 0.888177	valid_0's binary_logloss: 0.119425	valid_1's auc: 0.837575	valid_1's binary_logloss: 0.140093
[32]	valid_0's auc: 0.889072	valid_0's binary_logloss: 0.119055	valid_1's auc: 0.837158	valid_1's binary_logloss: 0.140195
[33]	valid_0's auc: 0.889782	valid_0's binary_logloss: 0.118676	valid_1's auc: 0.837296	valid_1's binary_logloss: 0.140221
[34]	valid_0's auc: 0.890876	valid_0's binary_logloss: 0.118304	valid_1's auc: 0.837481	valid_1's binary_logloss: 0.140165
[35]	valid_0's auc: 0.891448	valid_0's binary_logloss: 0.11798	valid_1's auc: 0.837953	valid_1's binary_logloss: 0.140085
[36]	valid_0's auc: 0.892165	valid_0's binary_logloss: 0.11764	valid_1's auc: 0.837794	valid_1's binary_logloss: 0.140112
[37]	valid_0's auc: 0.892798	valid_0's binary_logloss: 0.117321	valid_1's auc: 0.837291	valid_1's binary_logloss: 0.140221
[38]	valid_0's auc: 0.893318	valid_0's binary_logloss: 0.117028	valid_1's auc: 0.837278	valid_1's binary_logloss: 0.140221
[39]	valid_0's auc: 0.894018	valid_0's binary_logloss: 0.116742	valid_1's auc: 0.83724	valid_1's binary_logloss: 0.140232
[40]	valid_0's auc: 0.894781	valid_0's binary_logloss: 0.116373	valid_1's auc: 0.836901	valid_1's binary_logloss: 0.140328
[41]	valid_0's auc: 0.895222	valid_0's binary_logloss: 0.116075	valid_1's auc: 0.836655	valid_1's binary_logloss: 0.140422
[42]	valid_0's auc: 0.895842	valid_0's binary_logloss: 0.115755	valid_1's auc: 0.836383	valid_1's binary_logloss: 0.140503
[43]	valid_0's auc: 0.896389	valid_0's binary_logloss: 0.115503	valid_1's auc: 0.836348	valid_1's binary_logloss: 0.140505
[44]	valid_0's auc: 0.896843	valid_0's binary_logloss: 0.115204	valid_1's auc: 0.836521	valid_1's binary_logloss: 0.140518
[45]	valid_0's auc: 0.897272	valid_0's binary_logloss: 0.114886	valid_1's auc: 0.836311	valid_1's binary_logloss: 0.140581
[46]	valid_0's auc: 0.898034	valid_0's binary_logloss: 0.114544	valid_1's auc: 0.835871	valid_1's binary_logloss: 0.140663
[47]	valid_0's auc: 0.898562	valid_0's binary_logloss: 0.114262	valid_1's auc: 0.835926	valid_1's binary_logloss: 0.140642
[48]	valid_0's auc: 0.898919	valid_0's binary_logloss: 0.114006	valid_1's auc: 0.835849	valid_1's binary_logloss: 0.140687
[49]	valid_0's auc: 0.899111	valid_0's binary_logloss: 0.113791	valid_1's auc: 0.835874	valid_1's binary_logloss: 0.140728
[50]	valid_0's auc: 0.89987	valid_0's binary_logloss: 0.113543	valid_1's auc: 0.835915	valid_1's binary_logloss: 0.14075
[51]	valid_0's auc: 0.90004	valid_0's binary_logloss: 0.113342	valid_1's auc: 0.835947	valid_1's binary_logloss: 0.140748
[52]	valid_0's auc: 0.900405	valid_0's binary_logloss: 0.113087	valid_1's auc: 0.836011	valid_1's binary_logloss: 0.140767
[53]	valid_0's auc: 0.900828	valid_0's binary_logloss: 0.112831	valid_1's auc: 0.836259	valid_1's binary_logloss: 0.140771
[54]	valid_0's auc: 0.901597	valid_0's binary_logloss: 0.112604	valid_1's auc: 0.836296	valid_1's binary_logloss: 0.14078
[55]	valid_0's auc: 0.901645	valid_0's binary_logloss: 0.112429	valid_1's auc: 0.836095	valid_1's binary_logloss: 0.140822
[56]	valid_0's auc: 0.902162	valid_0's binary_logloss: 0.112169	valid_1's auc: 0.835965	valid_1's binary_logloss: 0.14086
[57]	valid_0's auc: 0.902422	valid_0's binary_logloss: 0.111944	valid_1's auc: 0.835493	valid_1's binary_logloss: 0.140993

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.890626	valid_0's binary_logloss: 0.118328	valid_1's auc: 0.829368	valid_1's binary_logloss: 0.141161
[35]	valid_0's auc: 0.89116	valid_0's binary_logloss: 0.11806	valid_1's auc: 0.829262	valid_1's binary_logloss: 0.141183
[36]	valid_0's auc: 0.891999	valid_0's binary_logloss: 0.11775	valid_1's auc: 0.828947	valid_1's binary_logloss: 0.14129
[37]	valid_0's auc: 0.892306	valid_0's binary_logloss: 0.117477	valid_1's auc: 0.828544	valid_1's binary_logloss: 0.141389
[38]	valid_0's auc: 0.892937	valid_0's binary_logloss: 0.117192	valid_1's auc: 0.827983	valid_1's binary_logloss: 0.141516
[39]	valid_0's auc: 0.893563	valid_0's binary_logloss: 0.116869	valid_1's auc: 0.828068	valid_1's binary_logloss: 0.141517
[40]	valid_0's auc: 0.893942	valid_0's binary_logloss: 0.11662	valid_1's auc: 0.827852	valid_1's binary_logloss: 0.141621

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.887946	valid_0's binary_logloss: 0.119804	valid_1's auc: 0.836735	valid_1's binary_logloss: 0.139518
[30]	valid_0's auc: 0.88898	valid_0's binary_logloss: 0.119416	valid_1's auc: 0.836858	valid_1's binary_logloss: 0.139499
[31]	valid_0's auc: 0.889792	valid_0's binary_logloss: 0.119058	valid_1's auc: 0.836917	valid_1's binary_logloss: 0.139463
[32]	valid_0's auc: 0.890876	valid_0's binary_logloss: 0.118631	valid_1's auc: 0.836346	valid_1's binary_logloss: 0.139532
[33]	valid_0's auc: 0.891629	valid_0's binary_logloss: 0.118259	valid_1's auc: 0.836206	valid_1's binary_logloss: 0.139603
[34]	valid_0's auc: 0.892446	valid_0's binary_logloss: 0.117893	valid_1's auc: 0.836005	valid_1's binary_logloss: 0.139603
[35]	valid_0's auc: 0.893407	valid_0's binary_logloss: 0.11752	valid_1's auc: 0.8361	valid_1's binary_logloss: 0.139574
[36]	valid_0's auc: 0.893836	valid_0's binary_logloss: 0.117247	valid_1's auc: 0.836147	valid_1's binary_logloss: 0.139608
[37]	valid_0's auc: 0.894774	valid_0's binary_logloss: 0.116913	valid_1's auc: 0.836601	valid_1's binary_logloss: 0.139569
[38]	valid_0's auc: 0.895494	valid_0's binary_logloss: 0.116611	valid_1's auc: 0.836232	valid_1's binary_logloss: 0.139645
[39]	valid_0's auc: 0.896102	valid_0's binary_logloss: 0.116275	valid_1's auc: 0.836415	valid_1's binary_logloss: 0.139653
[40]	valid_0's auc: 0.896715	valid_0's binary_logloss: 0.115934	valid_1's auc: 0.836463	valid_1's binary_logloss: 0.139671
[41]	valid_0's auc: 0.897232	valid_0's binary_logloss: 0.115612	valid_1's auc: 0.836223	valid_1's binary_logloss: 0.139762
[42]	valid_0's auc: 0.897875	valid_0's binary_logloss: 0.11528	valid_1's auc: 0.836151	valid_1's binary_logloss: 0.139777
[43]	valid_0's auc: 0.898493	valid_0's binary_logloss: 0.114999	valid_1's auc: 0.836216	valid_1's binary_logloss: 0.139761
[44]	valid_0's auc: 0.899179	valid_0's binary_logloss: 0.114703	valid_1's auc: 0.836328	valid_1's binary_logloss: 0.139755

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.884676	valid_0's binary_logloss: 0.121001	valid_1's auc: 0.838046	valid_1's binary_logloss: 0.140086
[28]	valid_0's auc: 0.885524	valid_0's binary_logloss: 0.120598	valid_1's auc: 0.838029	valid_1's binary_logloss: 0.140051
[29]	valid_0's auc: 0.886461	valid_0's binary_logloss: 0.120157	valid_1's auc: 0.837775	valid_1's binary_logloss: 0.140057
[30]	valid_0's auc: 0.887053	valid_0's binary_logloss: 0.119807	valid_1's auc: 0.837472	valid_1's binary_logloss: 0.140111
[31]	valid_0's auc: 0.888177	valid_0's binary_logloss: 0.119425	valid_1's auc: 0.837575	valid_1's binary_logloss: 0.140093
[32]	valid_0's auc: 0.889072	valid_0's binary_logloss: 0.119055	valid_1's auc: 0.837158	valid_1's binary_logloss: 0.140195
[33]	valid_0's auc: 0.889782	valid_0's binary_logloss: 0.118676	valid_1's auc: 0.837296	valid_1's binary_logloss: 0.140221
[34]	valid_0's auc: 0.890876	valid_0's binary_logloss: 0.118304	valid_1's auc: 0.837481	valid_1's binary_logloss: 0.140165
[35]	valid_0's auc: 0.891448	valid_0's binary_logloss: 0.11798	valid_1's auc: 0.837953	valid_1's binary_logloss: 0.140085
[36]	valid_0's auc: 0.892165	valid_0's binary_logloss: 0.11764	valid_1's auc: 0.837794	valid_1's binary_logloss: 0.140112
[37]	valid_0's auc: 0.892798	valid_0's binary_logloss: 0.117321	valid_1's auc: 0.837291	valid_1's binary_logloss: 0.140221
[38]	valid_0's auc: 0.893318	valid_0's binary_logloss: 0.117028	valid_1's auc: 0.837278	valid_1's binary_logloss: 0.140221
[39]	valid_0's auc: 0.894018	valid_0's binary_logloss: 0.116742	valid_1's auc: 0.83724	valid_1's binary_logloss: 0.140232
[40]	valid_0's auc: 0.894781	valid_0's binary_logloss: 0.116373	valid_1's auc: 0.836901	valid_1's binary_logloss: 0.140328
[41]	valid_0's auc: 0.895222	valid_0's binary_logloss: 0.116075	valid_1's auc: 0.836655	valid_1's binary_logloss: 0.140422
[42]	valid_0's auc: 0.895842	valid_0's binary_logloss: 0.115755	valid_1's auc: 0.836383	valid_1's binary_logloss: 0.140503
[43]	valid_0's auc: 0.896389	valid_0's binary_logloss: 0.115503	valid_1's auc: 0.836348	valid_1's binary_logloss: 0.140505
[44]	valid_0's auc: 0.896843	valid_0's binary_logloss: 0.115204	valid_1's auc: 0.836521	valid_1's binary_logloss: 0.140518
[45]	valid_0's auc: 0.897272	valid_0's binary_logloss: 0.114886	valid_1's auc: 0.836311	valid_1's binary_logloss: 0.140581
[46]	valid_0's auc: 0.898034	valid_0's binary_logloss: 0.114544	valid_1's auc: 0.835871	valid_1's binary_logloss: 0.140663
[47]	valid_0's auc: 0.898562	valid_0's binary_logloss: 0.114262	valid_1's auc: 0.835926	valid_1's binary_logloss: 0.140642
[48]	valid_0's auc: 0.898919	valid_0's binary_logloss: 0.114006	valid_1's auc: 0.835849	valid_1's binary_logloss: 0.140687
[49]	valid_0's auc: 0.899111	valid_0's binary_logloss: 0.113791	valid_1's auc: 0.835874	valid_1's binary_logloss: 0.140728
[50]	valid_0's auc: 0.89987	valid_0's binary_logloss: 0.113543	valid_1's auc: 0.835915	valid_1's binary_logloss: 0.14075
[51]	valid_0's auc: 0.90004	valid_0's binary_logloss: 0.113342	valid_1's auc: 0.835947	valid_1's binary_logloss: 0.140748
[52]	valid_0's auc: 0.900405	valid_0's binary_logloss: 0.113087	valid_1's auc: 0.836011	valid_1's binary_logloss: 0.140767
[53]	valid_0's auc: 0.900828	valid_0's binary_logloss: 0.112831	valid_1's auc: 0.836259	valid_1's binary_logloss: 0.140771
[54]	valid_0's auc: 0.901597	valid_0's binary_logloss: 0.112604	valid_1's auc: 0.836296	valid_1's binary_logloss: 0.14078
[55]	valid_0's auc: 0.901645	valid_0's binary_logloss: 0.112429	valid_1's auc: 0.836095	valid_1's binary_logloss: 0.140822
[56]	valid_0's auc: 0.902162	valid_0's binary_logloss: 0.112169	valid_1's auc: 0.835965	valid_1's binary_logloss: 0.14086
[57]	valid_0's auc: 0.902422	valid_0's binary_logloss: 0.111944	valid_1's auc: 0.835493	valid_1's binary_logloss: 0.140993

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.872431	valid_0's binary_logloss: 0.124766	valid_1's auc: 0.832826	valid_1's binary_logloss: 0.140685
[29]	valid_0's auc: 0.873397	valid_0's binary_logloss: 0.124495	valid_1's auc: 0.833175	valid_1's binary_logloss: 0.140604
[30]	valid_0's auc: 0.87475	valid_0's binary_logloss: 0.12417	valid_1's auc: 0.833614	valid_1's binary_logloss: 0.140497
[31]	valid_0's auc: 0.875407	valid_0's binary_logloss: 0.12389	valid_1's auc: 0.833706	valid_1's binary_logloss: 0.140428
[32]	valid_0's auc: 0.876136	valid_0's binary_logloss: 0.123637	valid_1's auc: 0.833458	valid_1's binary_logloss: 0.140448
[33]	valid_0's auc: 0.876575	valid_0's binary_logloss: 0.123421	valid_1's auc: 0.832965	valid_1's binary_logloss: 0.140498
[34]	valid_0's auc: 0.877224	valid_0's binary_logloss: 0.123219	valid_1's auc: 0.832659	valid_1's binary_logloss: 0.140537
[35]	valid_0's auc: 0.877898	valid_0's binary_logloss: 0.122947	valid_1's auc: 0.832787	valid_1's binary_logloss: 0.140536
[36]	valid_0's auc: 0.878334	valid_0's binary_logloss: 0.122724	valid_1's auc: 0.832724	valid_1's binary_logloss: 0.14053
[37]	valid_0's auc: 0.878762	valid_0's binary_logloss: 0.122514	valid_1's auc: 0.832581	valid_1's binary_logloss: 0.140533

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.866925	valid_0's binary_logloss: 0.126772	valid_1's auc: 0.838268	valid_1's binary_logloss: 0.139927
[23]	valid_0's auc: 0.867727	valid_0's binary_logloss: 0.126369	valid_1's auc: 0.838482	valid_1's binary_logloss: 0.139787
[24]	valid_0's auc: 0.868239	valid_0's binary_logloss: 0.126013	valid_1's auc: 0.838767	valid_1's binary_logloss: 0.13964
[25]	valid_0's auc: 0.869304	valid_0's binary_logloss: 0.125622	valid_1's auc: 0.838562	valid_1's binary_logloss: 0.139648
[26]	valid_0's auc: 0.870347	valid_0's binary_logloss: 0.125288	valid_1's auc: 0.838228	valid_1's binary_logloss: 0.139618
[27]	valid_0's auc: 0.871198	valid_0's binary_logloss: 0.124953	valid_1's auc: 0.838403	valid_1's binary_logloss: 0.139594
[28]	valid_0's auc: 0.872024	valid_0's binary_logloss: 0.124672	valid_1's auc: 0.838405	valid_1's binary_logloss: 0.139526
[29]	valid_0's auc: 0.873184	valid_0's binary_logloss: 0.124303	valid_1's auc: 0.838211	valid_1's binary_logloss: 0.139531
[30]	valid_0's auc: 0.874076	valid_0's binary_logloss: 0.12403	valid_1's auc: 0.838983	valid_1's binary_logloss: 0.139411
[31]	valid_0's auc: 0.874768	valid_0's binary_logloss: 0.123745	valid_1's auc: 0.839314	valid_1's binary_logloss: 0.139314
[32]	valid_0's auc: 0.875593	valid_0's binary_logloss: 0.123486	valid_1's auc: 0.838875	valid_1's binary_logloss: 0.139322
[33]	valid_0's auc: 0.8767	valid_0's binary_logloss: 0.123182	valid_1's auc: 0.838809	valid_1's binary_logloss: 0.139329
[34]	valid_0's auc: 0.87774	valid_0's binary_logloss: 0.122892	valid_1's auc: 0.838376	valid_1's binary_logloss: 0.139342
[35]	valid_0's auc: 0.878372	valid_0's binary_logloss: 0.122634	valid_1's auc: 0.838454	valid_1's binary_logloss: 0.13931
[36]	valid_0's auc: 0.879098	valid_0's binary_logloss: 0.122414	valid_1's auc: 0.838895	valid_1's binary_logloss: 0.13925
[37]	valid_0's auc: 0.879502	valid_0's binary_logloss: 0.122216	valid_1's auc: 0.838441	valid_1's binary_logloss: 0.139302
[38]	valid_0's auc: 0.880036	valid_0's binary_logloss: 0.121998	valid_1's auc: 0.838582	valid_1's binary_logloss: 0.139306
[39]	valid_0's auc: 0.880641	valid_0's binary_logloss: 0.121716	valid_1's auc: 0.838787	valid_1's binary_logloss: 0.139269
[40]	valid_0's auc: 0.881249	valid_0's binary_logloss: 0.121482	valid_1's auc: 0.838906	valid_1's binary_logloss: 0.139223
[41]	valid_0's auc: 0.881919	valid_0's binary_logloss: 0.121223	valid_1's auc: 0.838567	valid_1's binary_logloss: 0.13926

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.87235	valid_0's binary_logloss: 0.12484	valid_1's auc: 0.840114	valid_1's binary_logloss: 0.139236
[29]	valid_0's auc: 0.872991	valid_0's binary_logloss: 0.124593	valid_1's auc: 0.839491	valid_1's binary_logloss: 0.139271
[30]	valid_0's auc: 0.874129	valid_0's binary_logloss: 0.124312	valid_1's auc: 0.839589	valid_1's binary_logloss: 0.13918
[31]	valid_0's auc: 0.875305	valid_0's binary_logloss: 0.123988	valid_1's auc: 0.839441	valid_1's binary_logloss: 0.139184
[32]	valid_0's auc: 0.875943	valid_0's binary_logloss: 0.123748	valid_1's auc: 0.839268	valid_1's binary_logloss: 0.13919
[33]	valid_0's auc: 0.876575	valid_0's binary_logloss: 0.123484	valid_1's auc: 0.839549	valid_1's binary_logloss: 0.139075
[34]	valid_0's auc: 0.877426	valid_0's binary_logloss: 0.123156	valid_1's auc: 0.839087	valid_1's binary_logloss: 0.139148
[35]	valid_0's auc: 0.87822	valid_0's binary_logloss: 0.122873	valid_1's auc: 0.8389	valid_1's binary_logloss: 0.139187
[36]	valid_0's auc: 0.878932	valid_0's binary_logloss: 0.12259	valid_1's auc: 0.838921	valid_1's binary_logloss: 0.139194
[37]	valid_0's auc: 0.879842	valid_0's binary_logloss: 0.12233	valid_1's auc: 0.839133	valid_1's binary_logloss: 0.139161
[38]	valid_0's auc: 0.880497	valid_0's binary_logloss: 0.12208	valid_1's auc: 0.838975	valid_1's binary_logloss: 0.139143
[39]	valid_0's auc: 0.881056	valid_0's binary_logloss: 0.121827	valid_1's auc: 0.839037	valid_1's binary_logloss: 0.139138
[40]	valid_0's auc: 0.881604	valid_0's binary_logloss: 0.121603	valid_1's auc: 0.839204	valid_1's binary_logloss: 0.139119
[41]	valid_0's auc: 0.882159	valid_0's binary_logloss: 0.121355	valid_1's auc: 0.839277	valid_1's binary_logloss: 0.139091
[42]	valid_0's auc: 0.882757	valid_0's binary_logloss: 0.121116	valid_1's auc: 0.838964	valid_1's binary_logloss: 0.139133
[43]	valid_0's auc: 0.883143	valid_0's binary_logloss: 0.120918	valid_1's auc: 0.839024	valid_1's binary_logloss: 0.139124
[44]	valid_0's auc: 0.883697	valid_0's binary_logloss: 0.12072	valid_1's auc: 0.838652	valid_1's binary_logloss: 0.139203
[45]	valid_0's auc: 0.884292	valid_0's binary_logloss: 0.120482	valid_1's auc: 0.839016	valid_1's binary_logloss: 0.139124
[46]	valid_0's auc: 0.884969	valid_0's binary_logloss: 0.120266	valid_1's auc: 0.838683	valid_1's binary_logloss: 0.139184
[47]	valid_0's auc: 0.8853	valid_0's binary_logloss: 0.120089	valid_1's auc: 0.838624	valid_1's binary_logloss: 0.139193
[48]	valid_0's auc: 0.885876	valid_0's binary_logloss: 0.11993	valid_1's auc: 0.838569	valid_1's binary_logloss: 0.139212
[49]	valid_0's auc: 0.886141	valid_0's binary_logloss: 0.119757	valid_1's auc: 0.838345	valid_1's binary_logloss: 0.139288
[50]	valid_0's auc: 0.886433	valid_0's binary_logloss: 0.119595	valid_1's auc: 0.838342	valid_1's binary_logloss: 0.139332
[51]	valid_0's auc: 0.886975	valid_0's binary_logloss: 0.119377	valid_1's auc: 0.838335	valid_1's binary_logloss: 0.139331
[52]	valid_0's auc: 0.887568	valid_0's binary_logloss: 0.119161	valid_1's auc: 0.838204	valid_1's binary_logloss: 0.139331
[53]	valid_0's auc: 0.887867	valid_0's binary_logloss: 0.118974	valid_1's auc: 0.838044	valid_1's binary_logloss: 0.13936
[54]	valid_0's auc: 0.888093	valid_0's binary_logloss: 0.118834	valid_1's auc: 0.838137	valid_1's binary_logloss: 0.13935
[55]	valid_0's auc: 0.888289	valid_0's binary_logloss: 0.118675	valid_1's auc: 0.837878	valid_1's binary_logloss: 0.139392
[56]	valid_0's auc: 0.888615	valid_0's binary_logloss: 0.118561	valid_1's auc: 0.837776	valid_1's binary_logloss: 0.139418
[57]	valid_0's auc: 0.889157	valid_0's binary_logloss: 0.118369	valid_1's auc: 0.837585	valid_1's binary_logloss: 0.139447
[58]	valid_0's auc: 0.889659	valid_0's binary_logloss: 0.11819	valid_1's auc: 0.837789	valid_1's binary_logloss: 0.139431

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.872431	valid_0's binary_logloss: 0.124766	valid_1's auc: 0.832826	valid_1's binary_logloss: 0.140685
[29]	valid_0's auc: 0.873397	valid_0's binary_logloss: 0.124495	valid_1's auc: 0.833175	valid_1's binary_logloss: 0.140604
[30]	valid_0's auc: 0.87475	valid_0's binary_logloss: 0.12417	valid_1's auc: 0.833614	valid_1's binary_logloss: 0.140497
[31]	valid_0's auc: 0.875407	valid_0's binary_logloss: 0.12389	valid_1's auc: 0.833706	valid_1's binary_logloss: 0.140428
[32]	valid_0's auc: 0.876136	valid_0's binary_logloss: 0.123637	valid_1's auc: 0.833458	valid_1's binary_logloss: 0.140448
[33]	valid_0's auc: 0.876575	valid_0's binary_logloss: 0.123421	valid_1's auc: 0.832965	valid_1's binary_logloss: 0.140498
[34]	valid_0's auc: 0.877224	valid_0's binary_logloss: 0.123219	valid_1's auc: 0.832659	valid_1's binary_logloss: 0.140537
[35]	valid_0's auc: 0.877898	valid_0's binary_logloss: 0.122947	valid_1's auc: 0.832787	valid_1's binary_logloss: 0.140536
[36]	valid_0's auc: 0.878334	valid_0's binary_logloss: 0.122724	valid_1's auc: 0.832724	valid_1's binary_logloss: 0.14053
[37]	valid_0's auc: 0.878762	valid_0's binary_logloss: 0.122514	valid_1's auc: 0.832581	valid_1's binary_logloss: 0.140533

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.866925	valid_0's binary_logloss: 0.126772	valid_1's auc: 0.838268	valid_1's binary_logloss: 0.139927
[23]	valid_0's auc: 0.867727	valid_0's binary_logloss: 0.126369	valid_1's auc: 0.838482	valid_1's binary_logloss: 0.139787
[24]	valid_0's auc: 0.868239	valid_0's binary_logloss: 0.126013	valid_1's auc: 0.838767	valid_1's binary_logloss: 0.13964
[25]	valid_0's auc: 0.869304	valid_0's binary_logloss: 0.125622	valid_1's auc: 0.838562	valid_1's binary_logloss: 0.139648
[26]	valid_0's auc: 0.870347	valid_0's binary_logloss: 0.125288	valid_1's auc: 0.838228	valid_1's binary_logloss: 0.139618
[27]	valid_0's auc: 0.871198	valid_0's binary_logloss: 0.124953	valid_1's auc: 0.838403	valid_1's binary_logloss: 0.139594
[28]	valid_0's auc: 0.872024	valid_0's binary_logloss: 0.124672	valid_1's auc: 0.838405	valid_1's binary_logloss: 0.139526
[29]	valid_0's auc: 0.873184	valid_0's binary_logloss: 0.124303	valid_1's auc: 0.838211	valid_1's binary_logloss: 0.139531
[30]	valid_0's auc: 0.874076	valid_0's binary_logloss: 0.12403	valid_1's auc: 0.838983	valid_1's binary_logloss: 0.139411
[31]	valid_0's auc: 0.874768	valid_0's binary_logloss: 0.123745	valid_1's auc: 0.839314	valid_1's binary_logloss: 0.139314
[32]	valid_0's auc: 0.875593	valid_0's binary_logloss: 0.123486	valid_1's auc: 0.838875	valid_1's binary_logloss: 0.139322
[33]	valid_0's auc: 0.8767	valid_0's binary_logloss: 0.123182	valid_1's auc: 0.838809	valid_1's binary_logloss: 0.139329
[34]	valid_0's auc: 0.87774	valid_0's binary_logloss: 0.122892	valid_1's auc: 0.838376	valid_1's binary_logloss: 0.139342
[35]	valid_0's auc: 0.878372	valid_0's binary_logloss: 0.122634	valid_1's auc: 0.838454	valid_1's binary_logloss: 0.13931
[36]	valid_0's auc: 0.879098	valid_0's binary_logloss: 0.122414	valid_1's auc: 0.838895	valid_1's binary_logloss: 0.13925
[37]	valid_0's auc: 0.879502	valid_0's binary_logloss: 0.122216	valid_1's auc: 0.838441	valid_1's binary_logloss: 0.139302
[38]	valid_0's auc: 0.880036	valid_0's binary_logloss: 0.121998	valid_1's auc: 0.838582	valid_1's binary_logloss: 0.139306
[39]	valid_0's auc: 0.880641	valid_0's binary_logloss: 0.121716	valid_1's auc: 0.838787	valid_1's binary_logloss: 0.139269
[40]	valid_0's auc: 0.881249	valid_0's binary_logloss: 0.121482	valid_1's auc: 0.838906	valid_1's binary_logloss: 0.139223
[41]	valid_0's auc: 0.881919	valid_0's binary_logloss: 0.121223	valid_1's auc: 0.838567	valid_1's binary_logloss: 0.13926

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.87235	valid_0's binary_logloss: 0.12484	valid_1's auc: 0.840114	valid_1's binary_logloss: 0.139236
[29]	valid_0's auc: 0.872991	valid_0's binary_logloss: 0.124593	valid_1's auc: 0.839491	valid_1's binary_logloss: 0.139271
[30]	valid_0's auc: 0.874129	valid_0's binary_logloss: 0.124312	valid_1's auc: 0.839589	valid_1's binary_logloss: 0.13918
[31]	valid_0's auc: 0.875305	valid_0's binary_logloss: 0.123988	valid_1's auc: 0.839441	valid_1's binary_logloss: 0.139184
[32]	valid_0's auc: 0.875943	valid_0's binary_logloss: 0.123748	valid_1's auc: 0.839268	valid_1's binary_logloss: 0.13919
[33]	valid_0's auc: 0.876575	valid_0's binary_logloss: 0.123484	valid_1's auc: 0.839549	valid_1's binary_logloss: 0.139075
[34]	valid_0's auc: 0.877426	valid_0's binary_logloss: 0.123156	valid_1's auc: 0.839087	valid_1's binary_logloss: 0.139148
[35]	valid_0's auc: 0.87822	valid_0's binary_logloss: 0.122873	valid_1's auc: 0.8389	valid_1's binary_logloss: 0.139187
[36]	valid_0's auc: 0.878932	valid_0's binary_logloss: 0.12259	valid_1's auc: 0.838921	valid_1's binary_logloss: 0.139194
[37]	valid_0's auc: 0.879842	valid_0's binary_logloss: 0.12233	valid_1's auc: 0.839133	valid_1's binary_logloss: 0.139161
[38]	valid_0's auc: 0.880497	valid_0's binary_logloss: 0.12208	valid_1's auc: 0.838975	valid_1's binary_logloss: 0.139143
[39]	valid_0's auc: 0.881056	valid_0's binary_logloss: 0.121827	valid_1's auc: 0.839037	valid_1's binary_logloss: 0.139138
[40]	valid_0's auc: 0.881604	valid_0's binary_logloss: 0.121603	valid_1's auc: 0.839204	valid_1's binary_logloss: 0.139119
[41]	valid_0's auc: 0.882159	valid_0's binary_logloss: 0.121355	valid_1's auc: 0.839277	valid_1's binary_logloss: 0.139091
[42]	valid_0's auc: 0.882757	valid_0's binary_logloss: 0.121116	valid_1's auc: 0.838964	valid_1's binary_logloss: 0.139133
[43]	valid_0's auc: 0.883143	valid_0's binary_logloss: 0.120918	valid_1's auc: 0.839024	valid_1's binary_logloss: 0.139124
[44]	valid_0's auc: 0.883697	valid_0's binary_logloss: 0.12072	valid_1's auc: 0.838652	valid_1's binary_logloss: 0.139203
[45]	valid_0's auc: 0.884292	valid_0's binary_logloss: 0.120482	valid_1's auc: 0.839016	valid_1's binary_logloss: 0.139124
[46]	valid_0's auc: 0.884969	valid_0's binary_logloss: 0.120266	valid_1's auc: 0.838683	valid_1's binary_logloss: 0.139184
[47]	valid_0's auc: 0.8853	valid_0's binary_logloss: 0.120089	valid_1's auc: 0.838624	valid_1's binary_logloss: 0.139193
[48]	valid_0's auc: 0.885876	valid_0's binary_logloss: 0.11993	valid_1's auc: 0.838569	valid_1's binary_logloss: 0.139212
[49]	valid_0's auc: 0.886141	valid_0's binary_logloss: 0.119757	valid_1's auc: 0.838345	valid_1's binary_logloss: 0.139288
[50]	valid_0's auc: 0.886433	valid_0's binary_logloss: 0.119595	valid_1's auc: 0.838342	valid_1's binary_logloss: 0.139332
[51]	valid_0's auc: 0.886975	valid_0's binary_logloss: 0.119377	valid_1's auc: 0.838335	valid_1's binary_logloss: 0.139331
[52]	valid_0's auc: 0.887568	valid_0's binary_logloss: 0.119161	valid_1's auc: 0.838204	valid_1's binary_logloss: 0.139331
[53]	valid_0's auc: 0.887867	valid_0's binary_logloss: 0.118974	valid_1's auc: 0.838044	valid_1's binary_logloss: 0.13936
[54]	valid_0's auc: 0.888093	valid_0's binary_logloss: 0.118834	valid_1's auc: 0.838137	valid_1's binary_logloss: 0.13935
[55]	valid_0's auc: 0.888289	valid_0's binary_logloss: 0.118675	valid_1's auc: 0.837878	valid_1's binary_logloss: 0.139392
[56]	valid_0's auc: 0.888615	valid_0's binary_logloss: 0.118561	valid_1's auc: 0.837776	valid_1's binary_logloss: 0.139418
[57]	valid_0's auc: 0.889157	valid_0's binary_logloss: 0.118369	valid_1's auc: 0.837585	valid_1's binary_logloss: 0.139447
[58]	valid_0's auc: 0.889659	valid_0's binary_logloss: 0.11819	valid_1's auc: 0.837789	valid_1's binary_logloss: 0.139431

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.877885	valid_0's binary_logloss: 0.123709	valid_1's auc: 0.830572	valid_1's binary_logloss: 0.14196
[20]	valid_0's auc: 0.879378	valid_0's binary_logloss: 0.123088	valid_1's auc: 0.830076	valid_1's binary_logloss: 0.14196
[21]	valid_0's auc: 0.880647	valid_0's binary_logloss: 0.122488	valid_1's auc: 0.830109	valid_1's binary_logloss: 0.141858
[22]	valid_0's auc: 0.881614	valid_0's binary_logloss: 0.121973	valid_1's auc: 0.829735	valid_1's binary_logloss: 0.141822
[23]	valid_0's auc: 0.882402	valid_0's binary_logloss: 0.121554	valid_1's auc: 0.829254	valid_1's binary_logloss: 0.141805
[24]	valid_0's auc: 0.883011	valid_0's binary_logloss: 0.121078	valid_1's auc: 0.829054	valid_1's binary_logloss: 0.14178
[25]	valid_0's auc: 0.884627	valid_0's binary_logloss: 0.120587	valid_1's auc: 0.82942	valid_1's binary_logloss: 0.141653
[26]	valid_0's auc: 0.885304	valid_0's binary_logloss: 0.120169	valid_1's auc: 0.828716	valid_1's binary_logloss: 0.141755
[27]	valid_0's auc: 0.88664	valid_0's binary_logloss: 0.119673	valid_1's auc: 0.828869	valid_1's binary_logloss: 0.141682
[28]	valid_0's auc: 0.887143	valid_0's binary_logloss: 0.119308	valid_1's auc: 0.828987	valid_1's binary_logloss: 0.141649
[29]	valid_0's auc: 0.88825	valid_0's binary_logloss: 0.1189	valid_1's auc: 0.829075	valid_1's binary_logloss: 0.141601
[30]	valid_0's auc: 0.889081	valid_0's binary_logloss: 0.118531	valid_1's auc: 0.828871	valid_1's binary_logloss: 0.141605
[31]	valid_0's auc: 0.890195	valid_0's binary_logloss: 0.118117	valid_1's auc: 0.828972	valid_1's binary_logloss: 0.141605
[32]	valid_0's auc: 0.890928	valid_0's binary_logloss: 0.117735	valid_1's auc: 0.827969	valid_1's binary_logloss: 0.141796
[33]	valid_0's auc: 0.891505	valid_0's binary_logloss: 0.117389	valid_1's auc: 0.827611	valid_1's binary_logloss: 0.141916
[34]	valid_0's auc: 0.892223	valid_0's binary_logloss: 0.11707	valid_1's auc: 0.827019	valid_1's binary_logloss: 0.142051
[35]	valid_0's auc: 0.892825	valid_0's binary_logloss: 0.116751	valid_1's auc: 0.826865	valid_1's binary_logloss: 0.142116
[36]	valid_0's auc: 0.893984	valid_0's binary_logloss: 0.116353	valid_1's auc: 0.827203	valid_1's binary_logloss: 0.14207
[37]	valid_0's auc: 0.89456	valid_0's binary_logloss: 0.11603	valid_1's auc: 0.827292	valid_1's binary_logloss: 0.142005
[38]	valid_0's auc: 0.89511	valid_0's binary_logloss: 0.115713	valid_1's auc: 0.827214	valid_1's binary_logloss: 0.14206
[39]	valid_0's auc: 0.895738	valid_0's binary_logloss: 0.115415	valid_1's auc: 0.82695	valid_1's binary_logloss: 0.142162

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.886266	valid_0's binary_logloss: 0.120437	valid_1's auc: 0.835728	valid_1's binary_logloss: 0.140094
[25]	valid_0's auc: 0.88755	valid_0's binary_logloss: 0.119931	valid_1's auc: 0.836199	valid_1's binary_logloss: 0.140076
[26]	valid_0's auc: 0.888525	valid_0's binary_logloss: 0.119473	valid_1's auc: 0.836708	valid_1's binary_logloss: 0.139945
[27]	valid_0's auc: 0.889589	valid_0's binary_logloss: 0.119012	valid_1's auc: 0.836951	valid_1's binary_logloss: 0.139843
[28]	valid_0's auc: 0.890552	valid_0's binary_logloss: 0.118602	valid_1's auc: 0.836524	valid_1's binary_logloss: 0.139871
[29]	valid_0's auc: 0.891402	valid_0's binary_logloss: 0.118166	valid_1's auc: 0.836264	valid_1's binary_logloss: 0.139884
[30]	valid_0's auc: 0.891982	valid_0's binary_logloss: 0.117805	valid_1's auc: 0.835959	valid_1's binary_logloss: 0.139937
[31]	valid_0's auc: 0.893185	valid_0's binary_logloss: 0.117392	valid_1's auc: 0.836384	valid_1's binary_logloss: 0.13992
[32]	valid_0's auc: 0.894065	valid_0's binary_logloss: 0.117017	valid_1's auc: 0.836341	valid_1's binary_logloss: 0.139888
[33]	valid_0's auc: 0.894791	valid_0's binary_logloss: 0.116671	valid_1's auc: 0.836753	valid_1's binary_logloss: 0.139812
[34]	valid_0's auc: 0.895313	valid_0's binary_logloss: 0.116321	valid_1's auc: 0.836733	valid_1's binary_logloss: 0.139826
[35]	valid_0's auc: 0.895876	valid_0's binary_logloss: 0.116039	valid_1's auc: 0.836245	valid_1's binary_logloss: 0.139883
[36]	valid_0's auc: 0.896909	valid_0's binary_logloss: 0.115684	valid_1's auc: 0.836079	valid_1's binary_logloss: 0.139912
[37]	valid_0's auc: 0.897427	valid_0's binary_logloss: 0.115388	valid_1's auc: 0.835564	valid_1's binary_logloss: 0.140024
[38]	valid_0's auc: 0.898442	valid_0's binary_logloss: 0.115006	valid_1's auc: 0.835612	valid_1's binary_logloss: 0.140075
[39]	valid_0's auc: 0.899304	valid_0's binary_logloss: 0.114592	valid_1's auc: 0.836273	valid_1's binary_logloss: 0.139974
[40]	valid_0's auc: 0.89974	valid_0's binary_logloss: 0.11432	valid_1's auc: 0.836096	valid_1's binary_logloss: 0.140042

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.883635	valid_0's binary_logloss: 0.121206	valid_1's auc: 0.836223	valid_1's binary_logloss: 0.140607
[24]	valid_0's auc: 0.884533	valid_0's binary_logloss: 0.120734	valid_1's auc: 0.836473	valid_1's binary_logloss: 0.14049
[25]	valid_0's auc: 0.885234	valid_0's binary_logloss: 0.120268	valid_1's auc: 0.836722	valid_1's binary_logloss: 0.140403
[26]	valid_0's auc: 0.886292	valid_0's binary_logloss: 0.119794	valid_1's auc: 0.836549	valid_1's binary_logloss: 0.140423
[27]	valid_0's auc: 0.887064	valid_0's binary_logloss: 0.119366	valid_1's auc: 0.836155	valid_1's binary_logloss: 0.140447
[28]	valid_0's auc: 0.887621	valid_0's binary_logloss: 0.119008	valid_1's auc: 0.835594	valid_1's binary_logloss: 0.140532
[29]	valid_0's auc: 0.888965	valid_0's binary_logloss: 0.118547	valid_1's auc: 0.835464	valid_1's binary_logloss: 0.140508
[30]	valid_0's auc: 0.889898	valid_0's binary_logloss: 0.118139	valid_1's auc: 0.83577	valid_1's binary_logloss: 0.140461
[31]	valid_0's auc: 0.890896	valid_0's binary_logloss: 0.117734	valid_1's auc: 0.835475	valid_1's binary_logloss: 0.140463
[32]	valid_0's auc: 0.892374	valid_0's binary_logloss: 0.1173	valid_1's auc: 0.835364	valid_1's binary_logloss: 0.140506
[33]	valid_0's auc: 0.893164	valid_0's binary_logloss: 0.116978	valid_1's auc: 0.835865	valid_1's binary_logloss: 0.14041
[34]	valid_0's auc: 0.893848	valid_0's binary_logloss: 0.11662	valid_1's auc: 0.836021	valid_1's binary_logloss: 0.140353
[35]	valid_0's auc: 0.894232	valid_0's binary_logloss: 0.116323	valid_1's auc: 0.8359	valid_1's binary_logloss: 0.140396
[36]	valid_0's auc: 0.895003	valid_0's binary_logloss: 0.115986	valid_1's auc: 0.835855	valid_1's binary_logloss: 0.140416
[37]	valid_0's auc: 0.895898	valid_0's binary_logloss: 0.115609	valid_1's auc: 0.836185	valid_1's binary_logloss: 0.140369
[38]	valid_0's auc: 0.896459	valid_0's binary_logloss: 0.11527	valid_1's auc: 0.835754	valid_1's binary_logloss: 0.140443
[39]	valid_0's auc: 0.897377	valid_0's binary_logloss: 0.114873	valid_1's auc: 0.835638	valid_1's binary_logloss: 0.140474
[40]	valid_0's auc: 0.89776	valid_0's binary_logloss: 0.114588	valid_1's auc: 0.835639	valid_1's binary_logloss: 0.140491
[41]	valid_0's auc: 0.898583	valid_0's binary_logloss: 0.114302	valid_1's auc: 0.835705	valid_1's binary_logloss: 0.140506
[42]	valid_0's auc: 0.899197	valid_0's binary_logloss: 0.113975	valid_1's auc: 0.835052	valid_1's binary_logloss: 0.14064
[43]	valid_0's auc: 0.899803	valid_0's binary_logloss: 0.113654	valid_1's auc: 0.835035	valid_1's binary_logloss: 0.140691
[44]	valid_0's auc: 0.900641	valid_0's binary_logloss: 0.113388	valid_1's auc: 0.835214	valid_1's binary_logloss: 0.140703
[45]	valid_0's auc: 0.900962	valid_0's binary_logloss: 0.113098	valid_1's auc: 0.835276	valid_1's binary_logloss: 0.140695
[46]	valid_0's auc: 0.901584	valid_0's binary_logloss: 0.112771	valid_1's auc: 0.83495	valid_1's binary_logloss: 0.140754
[47]	valid_0's auc: 0.902256	valid_0's binary_logloss: 0.112493	valid_1's auc: 0.835639	valid_1's binary_logloss: 0.14064
[48]	valid_0's auc: 0.902688	valid_0's binary_logloss: 0.112198	valid_1's auc: 0.835495	valid_1's binary_logloss: 0.140691
[49]	valid_0's auc: 0.902922	valid_0's binary_logloss: 0.111944	valid_1's auc: 0.835281	valid_1's binary_logloss: 0.140819
[50]	valid_0's auc: 0.903747	valid_0's binary_logloss: 0.111595	valid_1's auc: 0.835359	valid_1's binary_logloss: 0.140811
[51]	valid_0's auc: 0.904427	valid_0's binary_logloss: 0.111354	valid_1's auc: 0.835245	valid_1's binary_logloss: 0.140873
[52]	valid_0's auc: 0.90467	valid_0's binary_logloss: 0.111111	valid_1's auc: 0.835057	valid_1's binary_logloss: 0.140993
[53]	valid_0's auc: 0.904868	valid_0's binary_logloss: 0.110853	valid_1's auc: 0.834751	valid_1's binary_logloss: 0.14108
[54]	valid_0's auc: 0.905166	valid_0's binary_logloss: 0.110627	valid_1's auc: 0.83411	valid_1's binary_logloss: 0.141282
[55]	valid_0's auc: 0.905665	valid_0's binary_logloss: 0.110375	valid_1's auc: 0.833739	valid_1's binary_logloss: 0.141413

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.877885	valid_0's binary_logloss: 0.123709	valid_1's auc: 0.830572	valid_1's binary_logloss: 0.14196
[20]	valid_0's auc: 0.879378	valid_0's binary_logloss: 0.123088	valid_1's auc: 0.830076	valid_1's binary_logloss: 0.14196
[21]	valid_0's auc: 0.880647	valid_0's binary_logloss: 0.122488	valid_1's auc: 0.830109	valid_1's binary_logloss: 0.141858
[22]	valid_0's auc: 0.881614	valid_0's binary_logloss: 0.121973	valid_1's auc: 0.829735	valid_1's binary_logloss: 0.141822
[23]	valid_0's auc: 0.882402	valid_0's binary_logloss: 0.121554	valid_1's auc: 0.829254	valid_1's binary_logloss: 0.141805
[24]	valid_0's auc: 0.883011	valid_0's binary_logloss: 0.121078	valid_1's auc: 0.829054	valid_1's binary_logloss: 0.14178
[25]	valid_0's auc: 0.884627	valid_0's binary_logloss: 0.120587	valid_1's auc: 0.82942	valid_1's binary_logloss: 0.141653
[26]	valid_0's auc: 0.885304	valid_0's binary_logloss: 0.120169	valid_1's auc: 0.828716	valid_1's binary_logloss: 0.141755
[27]	valid_0's auc: 0.88664	valid_0's binary_logloss: 0.119673	valid_1's auc: 0.828869	valid_1's binary_logloss: 0.141682
[28]	valid_0's auc: 0.887143	valid_0's binary_logloss: 0.119308	valid_1's auc: 0.828987	valid_1's binary_logloss: 0.141649
[29]	valid_0's auc: 0.88825	valid_0's binary_logloss: 0.1189	valid_1's auc: 0.829075	valid_1's binary_logloss: 0.141601
[30]	valid_0's auc: 0.889081	valid_0's binary_logloss: 0.118531	valid_1's auc: 0.828871	valid_1's binary_logloss: 0.141605
[31]	valid_0's auc: 0.890195	valid_0's binary_logloss: 0.118117	valid_1's auc: 0.828972	valid_1's binary_logloss: 0.141605
[32]	valid_0's auc: 0.890928	valid_0's binary_logloss: 0.117735	valid_1's auc: 0.827969	valid_1's binary_logloss: 0.141796
[33]	valid_0's auc: 0.891505	valid_0's binary_logloss: 0.117389	valid_1's auc: 0.827611	valid_1's binary_logloss: 0.141916
[34]	valid_0's auc: 0.892223	valid_0's binary_logloss: 0.11707	valid_1's auc: 0.827019	valid_1's binary_logloss: 0.142051
[35]	valid_0's auc: 0.892825	valid_0's binary_logloss: 0.116751	valid_1's auc: 0.826865	valid_1's binary_logloss: 0.142116
[36]	valid_0's auc: 0.893984	valid_0's binary_logloss: 0.116353	valid_1's auc: 0.827203	valid_1's binary_logloss: 0.14207
[37]	valid_0's auc: 0.89456	valid_0's binary_logloss: 0.11603	valid_1's auc: 0.827292	valid_1's binary_logloss: 0.142005
[38]	valid_0's auc: 0.89511	valid_0's binary_logloss: 0.115713	valid_1's auc: 0.827214	valid_1's binary_logloss: 0.14206
[39]	valid_0's auc: 0.895738	valid_0's binary_logloss: 0.115415	valid_1's auc: 0.82695	valid_1's binary_logloss: 0.142162

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.886266	valid_0's binary_logloss: 0.120437	valid_1's auc: 0.835728	valid_1's binary_logloss: 0.140094
[25]	valid_0's auc: 0.88755	valid_0's binary_logloss: 0.119931	valid_1's auc: 0.836199	valid_1's binary_logloss: 0.140076
[26]	valid_0's auc: 0.888525	valid_0's binary_logloss: 0.119473	valid_1's auc: 0.836708	valid_1's binary_logloss: 0.139945
[27]	valid_0's auc: 0.889589	valid_0's binary_logloss: 0.119012	valid_1's auc: 0.836951	valid_1's binary_logloss: 0.139843
[28]	valid_0's auc: 0.890552	valid_0's binary_logloss: 0.118602	valid_1's auc: 0.836524	valid_1's binary_logloss: 0.139871
[29]	valid_0's auc: 0.891402	valid_0's binary_logloss: 0.118166	valid_1's auc: 0.836264	valid_1's binary_logloss: 0.139884
[30]	valid_0's auc: 0.891982	valid_0's binary_logloss: 0.117805	valid_1's auc: 0.835959	valid_1's binary_logloss: 0.139937
[31]	valid_0's auc: 0.893185	valid_0's binary_logloss: 0.117392	valid_1's auc: 0.836384	valid_1's binary_logloss: 0.13992
[32]	valid_0's auc: 0.894065	valid_0's binary_logloss: 0.117017	valid_1's auc: 0.836341	valid_1's binary_logloss: 0.139888
[33]	valid_0's auc: 0.894791	valid_0's binary_logloss: 0.116671	valid_1's auc: 0.836753	valid_1's binary_logloss: 0.139812
[34]	valid_0's auc: 0.895313	valid_0's binary_logloss: 0.116321	valid_1's auc: 0.836733	valid_1's binary_logloss: 0.139826
[35]	valid_0's auc: 0.895876	valid_0's binary_logloss: 0.116039	valid_1's auc: 0.836245	valid_1's binary_logloss: 0.139883
[36]	valid_0's auc: 0.896909	valid_0's binary_logloss: 0.115684	valid_1's auc: 0.836079	valid_1's binary_logloss: 0.139912
[37]	valid_0's auc: 0.897427	valid_0's binary_logloss: 0.115388	valid_1's auc: 0.835564	valid_1's binary_logloss: 0.140024
[38]	valid_0's auc: 0.898442	valid_0's binary_logloss: 0.115006	valid_1's auc: 0.835612	valid_1's binary_logloss: 0.140075
[39]	valid_0's auc: 0.899304	valid_0's binary_logloss: 0.114592	valid_1's auc: 0.836273	valid_1's binary_logloss: 0.139974
[40]	valid_0's auc: 0.89974	valid_0's binary_logloss: 0.11432	valid_1's auc: 0.836096	valid_1's binary_logloss: 0.140042

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.883635	valid_0's binary_logloss: 0.121206	valid_1's auc: 0.836223	valid_1's binary_logloss: 0.140607
[24]	valid_0's auc: 0.884533	valid_0's binary_logloss: 0.120734	valid_1's auc: 0.836473	valid_1's binary_logloss: 0.14049
[25]	valid_0's auc: 0.885234	valid_0's binary_logloss: 0.120268	valid_1's auc: 0.836722	valid_1's binary_logloss: 0.140403
[26]	valid_0's auc: 0.886292	valid_0's binary_logloss: 0.119794	valid_1's auc: 0.836549	valid_1's binary_logloss: 0.140423
[27]	valid_0's auc: 0.887064	valid_0's binary_logloss: 0.119366	valid_1's auc: 0.836155	valid_1's binary_logloss: 0.140447
[28]	valid_0's auc: 0.887621	valid_0's binary_logloss: 0.119008	valid_1's auc: 0.835594	valid_1's binary_logloss: 0.140532
[29]	valid_0's auc: 0.888965	valid_0's binary_logloss: 0.118547	valid_1's auc: 0.835464	valid_1's binary_logloss: 0.140508
[30]	valid_0's auc: 0.889898	valid_0's binary_logloss: 0.118139	valid_1's auc: 0.83577	valid_1's binary_logloss: 0.140461
[31]	valid_0's auc: 0.890896	valid_0's binary_logloss: 0.117734	valid_1's auc: 0.835475	valid_1's binary_logloss: 0.140463
[32]	valid_0's auc: 0.892374	valid_0's binary_logloss: 0.1173	valid_1's auc: 0.835364	valid_1's binary_logloss: 0.140506
[33]	valid_0's auc: 0.893164	valid_0's binary_logloss: 0.116978	valid_1's auc: 0.835865	valid_1's binary_logloss: 0.14041
[34]	valid_0's auc: 0.893848	valid_0's binary_logloss: 0.11662	valid_1's auc: 0.836021	valid_1's binary_logloss: 0.140353
[35]	valid_0's auc: 0.894232	valid_0's binary_logloss: 0.116323	valid_1's auc: 0.8359	valid_1's binary_logloss: 0.140396
[36]	valid_0's auc: 0.895003	valid_0's binary_logloss: 0.115986	valid_1's auc: 0.835855	valid_1's binary_logloss: 0.140416
[37]	valid_0's auc: 0.895898	valid_0's binary_logloss: 0.115609	valid_1's auc: 0.836185	valid_1's binary_logloss: 0.140369
[38]	valid_0's auc: 0.896459	valid_0's binary_logloss: 0.11527	valid_1's auc: 0.835754	valid_1's binary_logloss: 0.140443
[39]	valid_0's auc: 0.897377	valid_0's binary_logloss: 0.114873	valid_1's auc: 0.835638	valid_1's binary_logloss: 0.140474
[40]	valid_0's auc: 0.89776	valid_0's binary_logloss: 0.114588	valid_1's auc: 0.835639	valid_1's binary_logloss: 0.140491
[41]	valid_0's auc: 0.898583	valid_0's binary_logloss: 0.114302	valid_1's auc: 0.835705	valid_1's binary_logloss: 0.140506
[42]	valid_0's auc: 0.899197	valid_0's binary_logloss: 0.113975	valid_1's auc: 0.835052	valid_1's binary_logloss: 0.14064
[43]	valid_0's auc: 0.899803	valid_0's binary_logloss: 0.113654	valid_1's auc: 0.835035	valid_1's binary_logloss: 0.140691
[44]	valid_0's auc: 0.900641	valid_0's binary_logloss: 0.113388	valid_1's auc: 0.835214	valid_1's binary_logloss: 0.140703
[45]	valid_0's auc: 0.900962	valid_0's binary_logloss: 0.113098	valid_1's auc: 0.835276	valid_1's binary_logloss: 0.140695
[46]	valid_0's auc: 0.901584	valid_0's binary_logloss: 0.112771	valid_1's auc: 0.83495	valid_1's binary_logloss: 0.140754
[47]	valid_0's auc: 0.902256	valid_0's binary_logloss: 0.112493	valid_1's auc: 0.835639	valid_1's binary_logloss: 0.14064
[48]	valid_0's auc: 0.902688	valid_0's binary_logloss: 0.112198	valid_1's auc: 0.835495	valid_1's binary_logloss: 0.140691
[49]	valid_0's auc: 0.902922	valid_0's binary_logloss: 0.111944	valid_1's auc: 0.835281	valid_1's binary_logloss: 0.140819
[50]	valid_0's auc: 0.903747	valid_0's binary_logloss: 0.111595	valid_1's auc: 0.835359	valid_1's binary_logloss: 0.140811
[51]	valid_0's auc: 0.904427	valid_0's binary_logloss: 0.111354	valid_1's auc: 0.835245	valid_1's binary_logloss: 0.140873
[52]	valid_0's auc: 0.90467	valid_0's binary_logloss: 0.111111	valid_1's auc: 0.835057	valid_1's binary_logloss: 0.140993
[53]	valid_0's auc: 0.904868	valid_0's binary_logloss: 0.110853	valid_1's auc: 0.834751	valid_1's binary_logloss: 0.14108
[54]	valid_0's auc: 0.905166	valid_0's binary_logloss: 0.110627	valid_1's auc: 0.83411	valid_1's binary_logloss: 0.141282
[55]	valid_0's auc: 0.905665	valid_0's binary_logloss: 0.110375	valid_1's auc: 0.833739	valid_1's binary_logloss: 0.141413

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.874869	valid_0's binary_logloss: 0.123982	valid_1's auc: 0.834045	valid_1's binary_logloss: 0.140151
[36]	valid_0's auc: 0.875446	valid_0's binary_logloss: 0.123753	valid_1's auc: 0.834073	valid_1's binary_logloss: 0.140125
[37]	valid_0's auc: 0.875763	valid_0's binary_logloss: 0.123587	valid_1's auc: 0.833611	valid_1's binary_logloss: 0.140201
[38]	valid_0's auc: 0.876603	valid_0's binary_logloss: 0.123335	valid_1's auc: 0.833805	valid_1's binary_logloss: 0.140159
[39]	valid_0's auc: 0.877126	valid_0's binary_logloss: 0.123134	valid_1's auc: 0.834422	valid_1's binary_logloss: 0.140048
[40]	valid_0's auc: 0.877575	valid_0's binary_logloss: 0.123013	valid_1's auc: 0.834343	valid_1's binary_logloss: 0.140069
[41]	valid_0's auc: 0.87809	valid_0's binary_logloss: 0.122813	valid_1's auc: 0.834199	valid_1's binary_logloss: 0.140085

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.872606	valid_0's binary_logloss: 0.124561	valid_1's auc: 0.837662	valid_1's binary_logloss: 0.139274
[33]	valid_0's auc: 0.873337	valid_0's binary_logloss: 0.124346	valid_1's auc: 0.837661	valid_1's binary_logloss: 0.139284
[34]	valid_0's auc: 0.873965	valid_0's binary_logloss: 0.124108	valid_1's auc: 0.837639	valid_1's binary_logloss: 0.139263
[35]	valid_0's auc: 0.87457	valid_0's binary_logloss: 0.123857	valid_1's auc: 0.838159	valid_1's binary_logloss: 0.139137
[36]	valid_0's auc: 0.874973	valid_0's binary_logloss: 0.123651	valid_1's auc: 0.838114	valid_1's binary_logloss: 0.139148
[37]	valid_0's auc: 0.875657	valid_0's binary_logloss: 0.123447	valid_1's auc: 0.838519	valid_1's binary_logloss: 0.139109

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.87105	valid_0's binary_logloss: 0.125405	valid_1's auc: 0.838216	valid_1's binary_logloss: 0.13986
[30]	valid_0's auc: 0.871749	valid_0's binary_logloss: 0.125147	valid_1's auc: 0.838898	valid_1's binary_logloss: 0.139742
[31]	valid_0's auc: 0.87247	valid_0's binary_logloss: 0.124907	valid_1's auc: 0.838959	valid_1's binary_logloss: 0.139727
[32]	valid_0's auc: 0.87282	valid_0's binary_logloss: 0.124724	valid_1's auc: 0.838675	valid_1's binary_logloss: 0.139761
[33]	valid_0's auc: 0.874106	valid_0's binary_logloss: 0.124412	valid_1's auc: 0.838893	valid_1's binary_logloss: 0.139687
[34]	valid_0's auc: 0.874887	valid_0's binary_logloss: 0.124169	valid_1's auc: 0.838801	valid_1's binary_logloss: 0.139672
[35]	valid_0's auc: 0.875447	valid_0's binary_logloss: 0.123934	valid_1's auc: 0.838835	valid_1's binary_logloss: 0.139667
[36]	valid_0's auc: 0.87617	valid_0's binary_logloss: 0.123693	valid_1's auc: 0.838505	valid_1's binary_logloss: 0.139699
[37]	valid_0's auc: 0.876793	valid_0's binary_logloss: 0.12346	valid_1's auc: 0.838104	valid_1's binary_logloss: 0.139783
[38]	valid_0's auc: 0.877265	valid_0's binary_logloss: 0.123251	valid_1's auc: 0.838267	valid_1's binary_logloss: 0.139787
[39]	valid_0's auc: 0.877869	valid_0's binary_logloss: 0.123018	valid_1's auc: 0.838004	valid_1's binary_logloss: 0.139806
[40]	valid_0's auc: 0.878509	valid_0's binary_logloss: 0.122803	valid_1's auc: 0.838086	valid_1's binary_logloss: 0.139745
[41]	valid_0's auc: 0.879077	valid_0's binary_logloss: 0.122585	valid_1's auc: 0.838538	valid_1's binary_logloss: 0.139694
[42]	valid_0's auc: 0.879515	valid_0's binary_logloss: 0.122368	valid_1's auc: 0.838647	valid_1's binary_logloss: 0.139655
[43]	valid_0's auc: 0.879985	valid_0's binary_logloss: 0.122166	valid_1's auc: 0.838495	valid_1's binary_logloss: 0.139653
[44]	valid_0's auc: 0.88041	valid_0's binary_logloss: 0.121985	valid_1's auc: 0.838221	valid_1's binary_logloss: 0.139755
[45]	valid_0's auc: 0.880907	valid_0's binary_logloss: 0.121777	valid_1's auc: 0.837981	valid_1's binary_logloss: 0.139769
[46]	valid_0's auc: 0.881216	valid_0's binary_logloss: 0.121594	valid_1's auc: 0.838471	valid_1's binary_logloss: 0.139693
[47]	valid_0's auc: 0.881591	valid_0's binary_logloss: 0.121422	valid_1's auc: 0.83861	valid_1's binary_logloss: 0.139687
[48]	valid_0's auc: 0.881867	valid_0's binary_logloss: 0.121266	valid_1's auc: 0.838593	valid_1's binary_logloss: 0.139682
[49]	valid_0's auc: 0.882285	valid_0's binary_logloss: 0.121041	valid_1's auc: 0.838317	valid_1's binary_logloss: 0.139741
[50]	valid_0's auc: 0.882828	valid_0's binary_logloss: 0.120853	valid_1's auc: 0.838244	valid_1's binary_logloss: 0.139759
[51]	valid_0's auc: 0.883154	valid_0's binary_logloss: 0.120688	valid_1's auc: 0.838222	valid_1's binary_logloss: 0.139803
[52]	valid_0's auc: 0.883348	valid_0's binary_logloss: 0.120567	valid_1's auc: 0.838064	valid_1's binary_logloss: 0.139824
[53]	valid_0's auc: 0.883583	valid_0's binary_logloss: 0.120424	valid_1's auc: 0.83788	valid_1's binary_logloss: 0.139844
[54]	valid_0's auc: 0.884106	valid_0's binary_logloss: 0.120208	valid_1's auc: 0.837625	valid_1's binary_logloss: 0.139886
[55]	valid_0's auc: 0.884777	valid_0's binary_logloss: 0.120039	valid_1's auc: 0.837585	valid_1's binary_logloss: 0.139902
[56]	valid_0's auc: 0.88511	valid_0's binary_logloss: 0.11989	valid_1's auc: 0.837646	valid_1's binary_logloss: 0.139926
[57]	valid_0's auc: 0.885365	valid_0's binary_logloss: 0.11975	valid_1's auc: 0.837639	valid_1's binary_logloss: 0.139934
[58]	valid_0's auc: 0.885606	valid_0's binary_logloss: 0.119595	valid_1's auc: 0.837726	valid_1's binary_logloss: 0.139938
[59]	valid_0's auc: 0.885965	valid_0's binary_logloss: 0.119403	valid_1's auc: 0.837558	valid_1's binary_logloss: 0.140007
[60]	valid_0's auc: 0.886208	valid_0's binary_logloss: 0.119263	valid_1's auc: 0.83744	valid_1's binary_logloss: 0.140079
[61]	valid_0's auc: 0.886458	valid_0's binary_logloss: 0.119118	valid_1's auc: 0.837349	valid_1's binary_logloss: 0.140059

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.874869	valid_0's binary_logloss: 0.123982	valid_1's auc: 0.834045	valid_1's binary_logloss: 0.140151
[36]	valid_0's auc: 0.875446	valid_0's binary_logloss: 0.123753	valid_1's auc: 0.834073	valid_1's binary_logloss: 0.140125
[37]	valid_0's auc: 0.875763	valid_0's binary_logloss: 0.123587	valid_1's auc: 0.833611	valid_1's binary_logloss: 0.140201
[38]	valid_0's auc: 0.876603	valid_0's binary_logloss: 0.123335	valid_1's auc: 0.833805	valid_1's binary_logloss: 0.140159
[39]	valid_0's auc: 0.877126	valid_0's binary_logloss: 0.123134	valid_1's auc: 0.834422	valid_1's binary_logloss: 0.140048
[40]	valid_0's auc: 0.877575	valid_0's binary_logloss: 0.123013	valid_1's auc: 0.834343	valid_1's binary_logloss: 0.140069
[41]	valid_0's auc: 0.87809	valid_0's binary_logloss: 0.122813	valid_1's auc: 0.834199	valid_1's binary_logloss: 0.140085

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.872606	valid_0's binary_logloss: 0.124561	valid_1's auc: 0.837662	valid_1's binary_logloss: 0.139274
[33]	valid_0's auc: 0.873337	valid_0's binary_logloss: 0.124346	valid_1's auc: 0.837661	valid_1's binary_logloss: 0.139284
[34]	valid_0's auc: 0.873965	valid_0's binary_logloss: 0.124108	valid_1's auc: 0.837639	valid_1's binary_logloss: 0.139263
[35]	valid_0's auc: 0.87457	valid_0's binary_logloss: 0.123857	valid_1's auc: 0.838159	valid_1's binary_logloss: 0.139137
[36]	valid_0's auc: 0.874973	valid_0's binary_logloss: 0.123651	valid_1's auc: 0.838114	valid_1's binary_logloss: 0.139148
[37]	valid_0's auc: 0.875657	valid_0's binary_logloss: 0.123447	valid_1's auc: 0.838519	valid_1's binary_logloss: 0.139109

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.87105	valid_0's binary_logloss: 0.125405	valid_1's auc: 0.838216	valid_1's binary_logloss: 0.13986
[30]	valid_0's auc: 0.871749	valid_0's binary_logloss: 0.125147	valid_1's auc: 0.838898	valid_1's binary_logloss: 0.139742
[31]	valid_0's auc: 0.87247	valid_0's binary_logloss: 0.124907	valid_1's auc: 0.838959	valid_1's binary_logloss: 0.139727
[32]	valid_0's auc: 0.87282	valid_0's binary_logloss: 0.124724	valid_1's auc: 0.838675	valid_1's binary_logloss: 0.139761
[33]	valid_0's auc: 0.874106	valid_0's binary_logloss: 0.124412	valid_1's auc: 0.838893	valid_1's binary_logloss: 0.139687
[34]	valid_0's auc: 0.874887	valid_0's binary_logloss: 0.124169	valid_1's auc: 0.838801	valid_1's binary_logloss: 0.139672
[35]	valid_0's auc: 0.875447	valid_0's binary_logloss: 0.123934	valid_1's auc: 0.838835	valid_1's binary_logloss: 0.139667
[36]	valid_0's auc: 0.87617	valid_0's binary_logloss: 0.123693	valid_1's auc: 0.838505	valid_1's binary_logloss: 0.139699
[37]	valid_0's auc: 0.876793	valid_0's binary_logloss: 0.12346	valid_1's auc: 0.838104	valid_1's binary_logloss: 0.139783
[38]	valid_0's auc: 0.877265	valid_0's binary_logloss: 0.123251	valid_1's auc: 0.838267	valid_1's binary_logloss: 0.139787
[39]	valid_0's auc: 0.877869	valid_0's binary_logloss: 0.123018	valid_1's auc: 0.838004	valid_1's binary_logloss: 0.139806
[40]	valid_0's auc: 0.878509	valid_0's binary_logloss: 0.122803	valid_1's auc: 0.838086	valid_1's binary_logloss: 0.139745
[41]	valid_0's auc: 0.879077	valid_0's binary_logloss: 0.122585	valid_1's auc: 0.838538	valid_1's binary_logloss: 0.139694
[42]	valid_0's auc: 0.879515	valid_0's binary_logloss: 0.122368	valid_1's auc: 0.838647	valid_1's binary_logloss: 0.139655
[43]	valid_0's auc: 0.879985	valid_0's binary_logloss: 0.122166	valid_1's auc: 0.838495	valid_1's binary_logloss: 0.139653
[44]	valid_0's auc: 0.88041	valid_0's binary_logloss: 0.121985	valid_1's auc: 0.838221	valid_1's binary_logloss: 0.139755
[45]	valid_0's auc: 0.880907	valid_0's binary_logloss: 0.121777	valid_1's auc: 0.837981	valid_1's binary_logloss: 0.139769
[46]	valid_0's auc: 0.881216	valid_0's binary_logloss: 0.121594	valid_1's auc: 0.838471	valid_1's binary_logloss: 0.139693
[47]	valid_0's auc: 0.881591	valid_0's binary_logloss: 0.121422	valid_1's auc: 0.83861	valid_1's binary_logloss: 0.139687
[48]	valid_0's auc: 0.881867	valid_0's binary_logloss: 0.121266	valid_1's auc: 0.838593	valid_1's binary_logloss: 0.139682
[49]	valid_0's auc: 0.882285	valid_0's binary_logloss: 0.121041	valid_1's auc: 0.838317	valid_1's binary_logloss: 0.139741
[50]	valid_0's auc: 0.882828	valid_0's binary_logloss: 0.120853	valid_1's auc: 0.838244	valid_1's binary_logloss: 0.139759
[51]	valid_0's auc: 0.883154	valid_0's binary_logloss: 0.120688	valid_1's auc: 0.838222	valid_1's binary_logloss: 0.139803
[52]	valid_0's auc: 0.883348	valid_0's binary_logloss: 0.120567	valid_1's auc: 0.838064	valid_1's binary_logloss: 0.139824
[53]	valid_0's auc: 0.883583	valid_0's binary_logloss: 0.120424	valid_1's auc: 0.83788	valid_1's binary_logloss: 0.139844
[54]	valid_0's auc: 0.884106	valid_0's binary_logloss: 0.120208	valid_1's auc: 0.837625	valid_1's binary_logloss: 0.139886
[55]	valid_0's auc: 0.884777	valid_0's binary_logloss: 0.120039	valid_1's auc: 0.837585	valid_1's binary_logloss: 0.139902
[56]	valid_0's auc: 0.88511	valid_0's binary_logloss: 0.11989	valid_1's auc: 0.837646	valid_1's binary_logloss: 0.139926
[57]	valid_0's auc: 0.885365	valid_0's binary_logloss: 0.11975	valid_1's auc: 0.837639	valid_1's binary_logloss: 0.139934
[58]	valid_0's auc: 0.885606	valid_0's binary_logloss: 0.119595	valid_1's auc: 0.837726	valid_1's binary_logloss: 0.139938
[59]	valid_0's auc: 0.885965	valid_0's binary_logloss: 0.119403	valid_1's auc: 0.837558	valid_1's binary_logloss: 0.140007
[60]	valid_0's auc: 0.886208	valid_0's binary_logloss: 0.119263	valid_1's auc: 0.83744	valid_1's binary_logloss: 0.140079
[61]	valid_0's auc: 0.886458	valid_0's binary_logloss: 0.119118	valid_1's auc: 0.837349	valid_1's binary_logloss: 0.140059

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.890626	valid_0's binary_logloss: 0.118328	valid_1's auc: 0.829368	valid_1's binary_logloss: 0.141161
[35]	valid_0's auc: 0.89116	valid_0's binary_logloss: 0.11806	valid_1's auc: 0.829262	valid_1's binary_logloss: 0.141183
[36]	valid_0's auc: 0.891999	valid_0's binary_logloss: 0.11775	valid_1's auc: 0.828947	valid_1's binary_logloss: 0.14129
[37]	valid_0's auc: 0.892306	valid_0's binary_logloss: 0.117477	valid_1's auc: 0.828544	valid_1's binary_logloss: 0.141389
[38]	valid_0's auc: 0.892937	valid_0's binary_logloss: 0.117192	valid_1's auc: 0.827983	valid_1's binary_logloss: 0.141516
[39]	valid_0's auc: 0.893563	valid_0's binary_logloss: 0.116869	valid_1's auc: 0.828068	valid_1's binary_logloss: 0.141517
[40]	valid_0's auc: 0.893942	valid_0's binary_logloss: 0.11662	valid_1's auc: 0.827852	valid_1's binary_logloss: 0.141621

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.887946	valid_0's binary_logloss: 0.119804	valid_1's auc: 0.836735	valid_1's binary_logloss: 0.139518
[30]	valid_0's auc: 0.88898	valid_0's binary_logloss: 0.119416	valid_1's auc: 0.836858	valid_1's binary_logloss: 0.139499
[31]	valid_0's auc: 0.889792	valid_0's binary_logloss: 0.119058	valid_1's auc: 0.836917	valid_1's binary_logloss: 0.139463
[32]	valid_0's auc: 0.890876	valid_0's binary_logloss: 0.118631	valid_1's auc: 0.836346	valid_1's binary_logloss: 0.139532
[33]	valid_0's auc: 0.891629	valid_0's binary_logloss: 0.118259	valid_1's auc: 0.836206	valid_1's binary_logloss: 0.139603
[34]	valid_0's auc: 0.892446	valid_0's binary_logloss: 0.117893	valid_1's auc: 0.836005	valid_1's binary_logloss: 0.139603
[35]	valid_0's auc: 0.893407	valid_0's binary_logloss: 0.11752	valid_1's auc: 0.8361	valid_1's binary_logloss: 0.139574
[36]	valid_0's auc: 0.893836	valid_0's binary_logloss: 0.117247	valid_1's auc: 0.836147	valid_1's binary_logloss: 0.139608
[37]	valid_0's auc: 0.894774	valid_0's binary_logloss: 0.116913	valid_1's auc: 0.836601	valid_1's binary_logloss: 0.139569
[38]	valid_0's auc: 0.895494	valid_0's binary_logloss: 0.116611	valid_1's auc: 0.836232	valid_1's binary_logloss: 0.139645
[39]	valid_0's auc: 0.896102	valid_0's binary_logloss: 0.116275	valid_1's auc: 0.836415	valid_1's binary_logloss: 0.139653
[40]	valid_0's auc: 0.896715	valid_0's binary_logloss: 0.115934	valid_1's auc: 0.836463	valid_1's binary_logloss: 0.139671
[41]	valid_0's auc: 0.897232	valid_0's binary_logloss: 0.115612	valid_1's auc: 0.836223	valid_1's binary_logloss: 0.139762
[42]	valid_0's auc: 0.897875	valid_0's binary_logloss: 0.11528	valid_1's auc: 0.836151	valid_1's binary_logloss: 0.139777
[43]	valid_0's auc: 0.898493	valid_0's binary_logloss: 0.114999	valid_1's auc: 0.836216	valid_1's binary_logloss: 0.139761
[44]	valid_0's auc: 0.899179	valid_0's binary_logloss: 0.114703	valid_1's auc: 0.836328	valid_1's binary_logloss: 0.139755

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.884676	valid_0's binary_logloss: 0.121001	valid_1's auc: 0.838046	valid_1's binary_logloss: 0.140086
[28]	valid_0's auc: 0.885524	valid_0's binary_logloss: 0.120598	valid_1's auc: 0.838029	valid_1's binary_logloss: 0.140051
[29]	valid_0's auc: 0.886461	valid_0's binary_logloss: 0.120157	valid_1's auc: 0.837775	valid_1's binary_logloss: 0.140057
[30]	valid_0's auc: 0.887053	valid_0's binary_logloss: 0.119807	valid_1's auc: 0.837472	valid_1's binary_logloss: 0.140111
[31]	valid_0's auc: 0.888177	valid_0's binary_logloss: 0.119425	valid_1's auc: 0.837575	valid_1's binary_logloss: 0.140093
[32]	valid_0's auc: 0.889072	valid_0's binary_logloss: 0.119055	valid_1's auc: 0.837158	valid_1's binary_logloss: 0.140195
[33]	valid_0's auc: 0.889782	valid_0's binary_logloss: 0.118676	valid_1's auc: 0.837296	valid_1's binary_logloss: 0.140221
[34]	valid_0's auc: 0.890876	valid_0's binary_logloss: 0.118304	valid_1's auc: 0.837481	valid_1's binary_logloss: 0.140165
[35]	valid_0's auc: 0.891448	valid_0's binary_logloss: 0.11798	valid_1's auc: 0.837953	valid_1's binary_logloss: 0.140085
[36]	valid_0's auc: 0.892165	valid_0's binary_logloss: 0.11764	valid_1's auc: 0.837794	valid_1's binary_logloss: 0.140112
[37]	valid_0's auc: 0.892798	valid_0's binary_logloss: 0.117321	valid_1's auc: 0.837291	valid_1's binary_logloss: 0.140221
[38]	valid_0's auc: 0.893318	valid_0's binary_logloss: 0.117028	valid_1's auc: 0.837278	valid_1's binary_logloss: 0.140221
[39]	valid_0's auc: 0.894018	valid_0's binary_logloss: 0.116742	valid_1's auc: 0.83724	valid_1's binary_logloss: 0.140232
[40]	valid_0's auc: 0.894781	valid_0's binary_logloss: 0.116373	valid_1's auc: 0.836901	valid_1's binary_logloss: 0.140328
[41]	valid_0's auc: 0.895222	valid_0's binary_logloss: 0.116075	valid_1's auc: 0.836655	valid_1's binary_logloss: 0.140422
[42]	valid_0's auc: 0.895842	valid_0's binary_logloss: 0.115755	valid_1's auc: 0.836383	valid_1's binary_logloss: 0.140503
[43]	valid_0's auc: 0.896389	valid_0's binary_logloss: 0.115503	valid_1's auc: 0.836348	valid_1's binary_logloss: 0.140505
[44]	valid_0's auc: 0.896843	valid_0's binary_logloss: 0.115204	valid_1's auc: 0.836521	valid_1's binary_logloss: 0.140518
[45]	valid_0's auc: 0.897272	valid_0's binary_logloss: 0.114886	valid_1's auc: 0.836311	valid_1's binary_logloss: 0.140581
[46]	valid_0's auc: 0.898034	valid_0's binary_logloss: 0.114544	valid_1's auc: 0.835871	valid_1's binary_logloss: 0.140663
[47]	valid_0's auc: 0.898562	valid_0's binary_logloss: 0.114262	valid_1's auc: 0.835926	valid_1's binary_logloss: 0.140642
[48]	valid_0's auc: 0.898919	valid_0's binary_logloss: 0.114006	valid_1's auc: 0.835849	valid_1's binary_logloss: 0.140687
[49]	valid_0's auc: 0.899111	valid_0's binary_logloss: 0.113791	valid_1's auc: 0.835874	valid_1's binary_logloss: 0.140728
[50]	valid_0's auc: 0.89987	valid_0's binary_logloss: 0.113543	valid_1's auc: 0.835915	valid_1's binary_logloss: 0.14075
[51]	valid_0's auc: 0.90004	valid_0's binary_logloss: 0.113342	valid_1's auc: 0.835947	valid_1's binary_logloss: 0.140748
[52]	valid_0's auc: 0.900405	valid_0's binary_logloss: 0.113087	valid_1's auc: 0.836011	valid_1's binary_logloss: 0.140767
[53]	valid_0's auc: 0.900828	valid_0's binary_logloss: 0.112831	valid_1's auc: 0.836259	valid_1's binary_logloss: 0.140771
[54]	valid_0's auc: 0.901597	valid_0's binary_logloss: 0.112604	valid_1's auc: 0.836296	valid_1's binary_logloss: 0.14078
[55]	valid_0's auc: 0.901645	valid_0's binary_logloss: 0.112429	valid_1's auc: 0.836095	valid_1's binary_logloss: 0.140822
[56]	valid_0's auc: 0.902162	valid_0's binary_logloss: 0.112169	valid_1's auc: 0.835965	valid_1's binary_logloss: 0.14086
[57]	valid_0's auc: 0.902422	valid_0's binary_logloss: 0.111944	valid_1's auc: 0.835493	valid_1's binary_logloss: 0.140993

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.890626	valid_0's binary_logloss: 0.118328	valid_1's auc: 0.829368	valid_1's binary_logloss: 0.141161
[35]	valid_0's auc: 0.89116	valid_0's binary_logloss: 0.11806	valid_1's auc: 0.829262	valid_1's binary_logloss: 0.141183
[36]	valid_0's auc: 0.891999	valid_0's binary_logloss: 0.11775	valid_1's auc: 0.828947	valid_1's binary_logloss: 0.14129
[37]	valid_0's auc: 0.892306	valid_0's binary_logloss: 0.117477	valid_1's auc: 0.828544	valid_1's binary_logloss: 0.141389
[38]	valid_0's auc: 0.892937	valid_0's binary_logloss: 0.117192	valid_1's auc: 0.827983	valid_1's binary_logloss: 0.141516
[39]	valid_0's auc: 0.893563	valid_0's binary_logloss: 0.116869	valid_1's auc: 0.828068	valid_1's binary_logloss: 0.141517
[40]	valid_0's auc: 0.893942	valid_0's binary_logloss: 0.11662	valid_1's auc: 0.827852	valid_1's binary_logloss: 0.141621

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.887946	valid_0's binary_logloss: 0.119804	valid_1's auc: 0.836735	valid_1's binary_logloss: 0.139518
[30]	valid_0's auc: 0.88898	valid_0's binary_logloss: 0.119416	valid_1's auc: 0.836858	valid_1's binary_logloss: 0.139499
[31]	valid_0's auc: 0.889792	valid_0's binary_logloss: 0.119058	valid_1's auc: 0.836917	valid_1's binary_logloss: 0.139463
[32]	valid_0's auc: 0.890876	valid_0's binary_logloss: 0.118631	valid_1's auc: 0.836346	valid_1's binary_logloss: 0.139532
[33]	valid_0's auc: 0.891629	valid_0's binary_logloss: 0.118259	valid_1's auc: 0.836206	valid_1's binary_logloss: 0.139603
[34]	valid_0's auc: 0.892446	valid_0's binary_logloss: 0.117893	valid_1's auc: 0.836005	valid_1's binary_logloss: 0.139603
[35]	valid_0's auc: 0.893407	valid_0's binary_logloss: 0.11752	valid_1's auc: 0.8361	valid_1's binary_logloss: 0.139574
[36]	valid_0's auc: 0.893836	valid_0's binary_logloss: 0.117247	valid_1's auc: 0.836147	valid_1's binary_logloss: 0.139608
[37]	valid_0's auc: 0.894774	valid_0's binary_logloss: 0.116913	valid_1's auc: 0.836601	valid_1's binary_logloss: 0.139569
[38]	valid_0's auc: 0.895494	valid_0's binary_logloss: 0.116611	valid_1's auc: 0.836232	valid_1's binary_logloss: 0.139645
[39]	valid_0's auc: 0.896102	valid_0's binary_logloss: 0.116275	valid_1's auc: 0.836415	valid_1's binary_logloss: 0.139653
[40]	valid_0's auc: 0.896715	valid_0's binary_logloss: 0.115934	valid_1's auc: 0.836463	valid_1's binary_logloss: 0.139671
[41]	valid_0's auc: 0.897232	valid_0's binary_logloss: 0.115612	valid_1's auc: 0.836223	valid_1's binary_logloss: 0.139762
[42]	valid_0's auc: 0.897875	valid_0's binary_logloss: 0.11528	valid_1's auc: 0.836151	valid_1's binary_logloss: 0.139777
[43]	valid_0's auc: 0.898493	valid_0's binary_logloss: 0.114999	valid_1's auc: 0.836216	valid_1's binary_logloss: 0.139761
[44]	valid_0's auc: 0.899179	valid_0's binary_logloss: 0.114703	valid_1's auc: 0.836328	valid_1's binary_logloss: 0.139755

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[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
[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: 0.884676	valid_0's binary_logloss: 0.121001	valid_1's auc: 0.838046	valid_1's binary_logloss: 0.140086
[28]	valid_0's auc: 0.885524	valid_0's binary_logloss: 0.120598	valid_1's auc: 0.838029	valid_1's binary_logloss: 0.140051
[29]	valid_0's auc: 0.886461	valid_0's binary_logloss: 0.120157	valid_1's auc: 0.837775	valid_1's binary_logloss: 0.140057
[30]	valid_0's auc: 0.887053	valid_0's binary_logloss: 0.119807	valid_1's auc: 0.837472	valid_1's binary_logloss: 0.140111
[31]	valid_0's auc: 0.888177	valid_0's binary_logloss: 0.119425	valid_1's auc: 0.837575	valid_1's binary_logloss: 0.140093
[32]	valid_0's auc: 0.889072	valid_0's binary_logloss: 0.119055	valid_1's auc: 0.837158	valid_1's binary_logloss: 0.140195
[33]	valid_0's auc: 0.889782	valid_0's binary_logloss: 0.118676	valid_1's auc: 0.837296	valid_1's binary_logloss: 0.140221
[34]	valid_0's auc: 0.890876	valid_0's binary_logloss: 0.118304	valid_1's auc: 0.837481	valid_1's binary_logloss: 0.140165
[35]	valid_0's auc: 0.891448	valid_0's binary_logloss: 0.11798	valid_1's auc: 0.837953	valid_1's binary_logloss: 0.140085
[36]	valid_0's auc: 0.892165	valid_0's binary_logloss: 0.11764	valid_1's auc: 0.837794	valid_1's binary_logloss: 0.140112
[37]	valid_0's auc: 0.892798	valid_0's binary_logloss: 0.117321	valid_1's auc: 0.837291	valid_1's binary_logloss: 0.140221
[38]	valid_0's auc: 0.893318	valid_0's binary_logloss: 0.117028	valid_1's auc: 0.837278	valid_1's binary_logloss: 0.140221
[39]	valid_0's auc: 0.894018	valid_0's binary_logloss: 0.116742	valid_1's auc: 0.83724	valid_1's binary_logloss: 0.140232
[40]	valid_0's auc: 0.894781	valid_0's binary_logloss: 0.116373	valid_1's auc: 0.836901	valid_1's binary_logloss: 0.140328
[41]	valid_0's auc: 0.895222	valid_0's binary_logloss: 0.116075	valid_1's auc: 0.836655	valid_1's binary_logloss: 0.140422
[42]	valid_0's auc: 0.895842	valid_0's binary_logloss: 0.115755	valid_1's auc: 0.836383	valid_1's binary_logloss: 0.140503
[43]	valid_0's auc: 0.896389	valid_0's binary_logloss: 0.115503	valid_1's auc: 0.836348	valid_1's binary_logloss: 0.140505
[44]	valid_0's auc: 0.896843	valid_0's binary_logloss: 0.115204	valid_1's auc: 0.836521	valid_1's binary_logloss: 0.140518
[45]	valid_0's auc: 0.897272	valid_0's binary_logloss: 0.114886	valid_1's auc: 0.836311	valid_1's binary_logloss: 0.140581
[46]	valid_0's auc: 0.898034	valid_0's binary_logloss: 0.114544	valid_1's auc: 0.835871	valid_1's binary_logloss: 0.140663
[47]	valid_0's auc: 0.898562	valid_0's binary_logloss: 0.114262	valid_1's auc: 0.835926	valid_1's binary_logloss: 0.140642
[48]	valid_0's auc: 0.898919	valid_0's binary_logloss: 0.114006	valid_1's auc: 0.835849	valid_1's binary_logloss: 0.140687
[49]	valid_0's auc: 0.899111	valid_0's binary_logloss: 0.113791	valid_1's auc: 0.835874	valid_1's binary_logloss: 0.140728
[50]	valid_0's auc: 0.89987	valid_0's binary_logloss: 0.113543	valid_1's auc: 0.835915	valid_1's binary_logloss: 0.14075
[51]	valid_0's auc: 0.90004	valid_0's binary_logloss: 0.113342	valid_1's auc: 0.835947	valid_1's binary_logloss: 0.140748
[52]	valid_0's auc: 0.900405	valid_0's binary_logloss: 0.113087	valid_1's auc: 0.836011	valid_1's binary_logloss: 0.140767
[53]	valid_0's auc: 0.900828	valid_0's binary_logloss: 0.112831	valid_1's auc: 0.836259	valid_1's binary_logloss: 0.140771
[54]	valid_0's auc: 0.901597	valid_0's binary_logloss: 0.112604	valid_1's auc: 0.836296	valid_1's binary_logloss: 0.14078
[55]	valid_0's auc: 0.901645	valid_0's binary_logloss: 0.112429	valid_1's auc: 0.836095	valid_1's binary_logloss: 0.140822
[56]	valid_0's auc: 0.902162	valid_0's binary_logloss: 0.112169	valid_1's auc: 0.835965	valid_1's binary_logloss: 0.14086
[57]	valid_0's auc: 0.902422	valid_0's binary_logloss: 0.111944	valid_1's auc: 0.835493	valid_1's binary_logloss: 0.140993

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "

[1]	training's auc: 0.824305	training's binary_logloss: 0.156217	valid_1's auc: 0.819488	valid_1's binary_logloss: 0.165016
[2]	training's auc: 0.828798	training's binary_logloss: 0.150959	valid_1's auc: 0.822075	valid_1's binary_logloss: 0.159734
[3]	training's auc: 0.839609	training's binary_logloss: 0.147147	valid_1's auc: 0.829436	valid_1's binary_logloss: 0.156119
[4]	training's auc: 0.845158	training's binary_logloss: 0.144107	valid_1's auc: 0.836147	valid_1's binary_logloss: 0.153073
[5]	training's auc: 0.847711	training's binary_logloss: 0.14162	valid_1's auc: 0.839041	valid_1's binary_logloss: 0.150773
[6]	training's auc: 0.849184	training's binary_logloss: 0.139622	valid_1's auc: 0.839076	valid_1's binary_logloss: 0.148948
[7]	training's auc: 0.85094	training's binary_logloss: 0.13786	valid_1's auc: 0.839943	valid_1's binary_logloss: 0.147346
[8]	training's auc: 0.853386	training's binary_logloss: 0.136418	valid_1's auc: 0.84098	valid_1's binary_logloss: 0.146068
[9]	training's auc: 0.854751	training's binary_logloss: 0.135188	valid_1's auc: 0.840686	valid_1's binary_logloss: 0.14506
[10]	training's auc: 0.855887	training's binary_logloss: 0.134098	valid_1's auc: 0.841299	valid_1's binary_logloss: 0.144134
[11]	training's auc: 0.856935	training's binary_logloss: 0.133117	valid_1's auc: 0.841659	valid_1's binary_logloss: 0.14327
[12]	training's auc: 0.858464	training's binary_logloss: 0.132253	valid_1's auc: 0.841543	valid_1's binary_logloss: 0.14261
[13]	training's auc: 0.859951	training's binary_logloss: 0.131471	valid_1's auc: 0.841645	valid_1's binary_logloss: 0.14205
[14]	training's auc: 0.861343	training's binary_logloss: 0.130767	valid_1's auc: 0.841389	valid_1's binary_logloss: 0.14164
[15]	training's auc: 0.863266	training's binary_logloss: 0.130102	valid_1's auc: 0.84154	valid_1's binary_logloss: 0.141254
[16]	training's auc: 0.864645	training's binary_logloss: 0.129469	valid_1's auc: 0.841108	valid_1's binary_logloss: 0.140999
[17]	training's auc: 0.865605	training's binary_logloss: 0.128901	valid_1's auc: 0.840563	valid_1's binary_logloss: 0.140752
[18]	training's auc: 0.866635	training's binary_logloss: 0.128334	valid_1's auc: 0.839571	valid_1's binary_logloss: 0.140569
[19]	training's auc: 0.867769	training's binary_logloss: 0.127836	valid_1's auc: 0.839656	valid_1's binary_logloss: 0.14032
[20]	training's auc: 0.868754	training's binary_logloss: 0.127334	valid_1's auc: 0.839451	valid_1's binary_logloss: 0.140153
[21]	training's auc: 0.86983	training's binary_logloss: 0.12692	valid_1's auc: 0.839806	valid_1's binary_logloss: 0.139937
[22]	training's auc: 0.870884	training's binary_logloss: 0.126484	valid_1's auc: 0.839529	valid_1's binary_logloss: 0.13983
[23]	training's auc: 0.871649	training's binary_logloss: 0.126082	valid_1's auc: 0.839217	valid_1's binary_logloss: 0.139727
[24]	training's auc: 0.872461	training's binary_logloss: 0.125727	valid_1's auc: 0.838771	valid_1's binary_logloss: 0.139684
[25]	training's auc: 0.873292	training's binary_logloss: 0.125365	valid_1's auc: 0.838891	valid_1's binary_logloss: 0.139609
[26]	training's auc: 0.874599	training's binary_logloss: 0.124992	valid_1's auc: 0.839175	valid_1's binary_logloss: 0.139492
[27]	training's auc: 0.875485	training's binary_logloss: 0.124654	valid_1's auc: 0.83916	valid_1's binary_logloss: 0.139441
[28]	training's auc: 0.876195	training's binary_logloss: 0.124346	valid_1's auc: 0.838877	valid_1's binary_logloss: 0.139445
[29]	training's auc: 0.877178	training's binary_logloss: 0.124027	valid_1's auc: 0.839368	valid_1's binary_logloss: 0.139322
[30]	training's auc: 0.878447	training's binary_logloss: 0.123667	valid_1's auc: 0.838922	valid_1's binary_logloss: 0.139324
[31]	training's auc: 0.879197	training's binary_logloss: 0.123402	valid_1's auc: 0.838453	valid_1's binary_logloss: 0.139316
[32]	training's auc: 0.880183	training's binary_logloss: 0.123092	valid_1's auc: 0.838572	valid_1's binary_logloss: 0.139283
[33]	training's auc: 0.881377	training's binary_logloss: 0.122805	valid_1's auc: 0.838535	valid_1's binary_logloss: 0.139271
[34]	training's auc: 0.882181	training's binary_logloss: 0.122567	valid_1's auc: 0.83825	valid_1's binary_logloss: 0.139275
[35]	training's auc: 0.883237	training's binary_logloss: 0.122275	valid_1's auc: 0.838533	valid_1's binary_logloss: 0.139208
[36]	training's auc: 0.884433	training's binary_logloss: 0.121989	valid_1's auc: 0.838446	valid_1's binary_logloss: 0.139217
[37]	training's auc: 0.885423	training's binary_logloss: 0.121707	valid_1's auc: 0.838379	valid_1's binary_logloss: 0.139221
[38]	training's auc: 0.88628	training's binary_logloss: 0.121411	valid_1's auc: 0.838156	valid_1's binary_logloss: 0.139254
[39]	training's auc: 0.886985	training's binary_logloss: 0.121175	valid_1's auc: 0.838432	valid_1's binary_logloss: 0.139181
[40]	training's auc: 0.887543	training's binary_logloss: 0.120933	valid_1's auc: 0.838247	valid_1's binary_logloss: 0.139215
[41]	training's auc: 0.888425	training's binary_logloss: 0.120677	valid_1's auc: 0.83826	valid_1's binary_logloss: 0.139218
GridSearchCV 최적 파라미터: {'max_depth': 128, 'min_child_samples': 100, 'num_leaves': 32, 'subsample': 0.8}
ROC AUC: 0.8417

### 최적화된 파라미터를 LightGBM에 다시 적용

lgbm_clf = LGBMClassifier(n_estimators = 1000, num_leaves = 32, sumbsample = 0.8, 
                          min_child_samples = 100, max_depth = 128)

evals = [(X_test, y_test)]
lgbm_clf.fit(X_train, y_train, early_stopping_rounds = 100, 
             eval_metric = "auc", eval_set = evals, verbose = True)

lgbm_roc_score = roc_auc_score(y_test, lgbm_clf.predict_proba(X_test)[:,1],average = 'macro')
print('ROC AUC: {0:.4f}'.format(lgbm_roc_score))

/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:726: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.
  _log_warning("'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. "
/usr/local/lib/python3.10/dist-packages/lightgbm/sklearn.py:736: UserWarning: 'verbose' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.
  _log_warning("'verbose' argument is deprecated and will be removed in a future release of LightGBM. "

[LightGBM] [Warning] Unknown parameter: sumbsample
[1]	valid_0's auc: 0.819488	valid_0's binary_logloss: 0.165016
[2]	valid_0's auc: 0.822075	valid_0's binary_logloss: 0.159734
[3]	valid_0's auc: 0.829436	valid_0's binary_logloss: 0.156119
[4]	valid_0's auc: 0.836147	valid_0's binary_logloss: 0.153073
[5]	valid_0's auc: 0.839041	valid_0's binary_logloss: 0.150773
[6]	valid_0's auc: 0.839076	valid_0's binary_logloss: 0.148948
[7]	valid_0's auc: 0.839943	valid_0's binary_logloss: 0.147346
[8]	valid_0's auc: 0.84098	valid_0's binary_logloss: 0.146068
[9]	valid_0's auc: 0.840686	valid_0's binary_logloss: 0.14506
[10]	valid_0's auc: 0.841299	valid_0's binary_logloss: 0.144134
[11]	valid_0's auc: 0.841659	valid_0's binary_logloss: 0.14327
[12]	valid_0's auc: 0.841543	valid_0's binary_logloss: 0.14261
[13]	valid_0's auc: 0.841645	valid_0's binary_logloss: 0.14205
[14]	valid_0's auc: 0.841389	valid_0's binary_logloss: 0.14164
[15]	valid_0's auc: 0.84154	valid_0's binary_logloss: 0.141254
[16]	valid_0's auc: 0.841108	valid_0's binary_logloss: 0.140999
[17]	valid_0's auc: 0.840563	valid_0's binary_logloss: 0.140752
[18]	valid_0's auc: 0.839571	valid_0's binary_logloss: 0.140569
[19]	valid_0's auc: 0.839656	valid_0's binary_logloss: 0.14032
[20]	valid_0's auc: 0.839451	valid_0's binary_logloss: 0.140153
[21]	valid_0's auc: 0.839806	valid_0's binary_logloss: 0.139937
[22]	valid_0's auc: 0.839529	valid_0's binary_logloss: 0.13983
[23]	valid_0's auc: 0.839217	valid_0's binary_logloss: 0.139727
[24]	valid_0's auc: 0.838771	valid_0's binary_logloss: 0.139684
[25]	valid_0's auc: 0.838891	valid_0's binary_logloss: 0.139609
[26]	valid_0's auc: 0.839175	valid_0's binary_logloss: 0.139492
[27]	valid_0's auc: 0.83916	valid_0's binary_logloss: 0.139441
[28]	valid_0's auc: 0.838877	valid_0's binary_logloss: 0.139445
[29]	valid_0's auc: 0.839368	valid_0's binary_logloss: 0.139322
[30]	valid_0's auc: 0.838922	valid_0's binary_logloss: 0.139324
[31]	valid_0's auc: 0.838453	valid_0's binary_logloss: 0.139316
[32]	valid_0's auc: 0.838572	valid_0's binary_logloss: 0.139283
[33]	valid_0's auc: 0.838535	valid_0's binary_logloss: 0.139271
[34]	valid_0's auc: 0.83825	valid_0's binary_logloss: 0.139275
[35]	valid_0's auc: 0.838533	valid_0's binary_logloss: 0.139208
[36]	valid_0's auc: 0.838446	valid_0's binary_logloss: 0.139217
[37]	valid_0's auc: 0.838379	valid_0's binary_logloss: 0.139221
[38]	valid_0's auc: 0.838156	valid_0's binary_logloss: 0.139254
[39]	valid_0's auc: 0.838432	valid_0's binary_logloss: 0.139181
[40]	valid_0's auc: 0.838247	valid_0's binary_logloss: 0.139215
[41]	valid_0's auc: 0.83826	valid_0's binary_logloss: 0.139218
[42]	valid_0's auc: 0.838578	valid_0's binary_logloss: 0.139154
[43]	valid_0's auc: 0.83859	valid_0's binary_logloss: 0.139169
[44]	valid_0's auc: 0.838508	valid_0's binary_logloss: 0.139168
[45]	valid_0's auc: 0.838529	valid_0's binary_logloss: 0.139115
[46]	valid_0's auc: 0.838474	valid_0's binary_logloss: 0.139123
[47]	valid_0's auc: 0.839008	valid_0's binary_logloss: 0.139046
[48]	valid_0's auc: 0.838863	valid_0's binary_logloss: 0.139068
[49]	valid_0's auc: 0.83888	valid_0's binary_logloss: 0.13906
[50]	valid_0's auc: 0.838809	valid_0's binary_logloss: 0.139075
[51]	valid_0's auc: 0.83859	valid_0's binary_logloss: 0.139096
[52]	valid_0's auc: 0.838282	valid_0's binary_logloss: 0.139147
[53]	valid_0's auc: 0.838288	valid_0's binary_logloss: 0.139141
[54]	valid_0's auc: 0.838278	valid_0's binary_logloss: 0.139142
[55]	valid_0's auc: 0.838434	valid_0's binary_logloss: 0.139125
[56]	valid_0's auc: 0.838412	valid_0's binary_logloss: 0.139145
[57]	valid_0's auc: 0.838626	valid_0's binary_logloss: 0.139127
[58]	valid_0's auc: 0.838384	valid_0's binary_logloss: 0.139188
[59]	valid_0's auc: 0.838063	valid_0's binary_logloss: 0.139236
[60]	valid_0's auc: 0.838145	valid_0's binary_logloss: 0.13923
[61]	valid_0's auc: 0.837988	valid_0's binary_logloss: 0.139245
[62]	valid_0's auc: 0.838005	valid_0's binary_logloss: 0.139256
[63]	valid_0's auc: 0.837845	valid_0's binary_logloss: 0.139268
[64]	valid_0's auc: 0.837656	valid_0's binary_logloss: 0.139293
[65]	valid_0's auc: 0.837549	valid_0's binary_logloss: 0.139317
[66]	valid_0's auc: 0.83779	valid_0's binary_logloss: 0.139279
[67]	valid_0's auc: 0.837827	valid_0's binary_logloss: 0.1393
[68]	valid_0's auc: 0.837746	valid_0's binary_logloss: 0.13934
[69]	valid_0's auc: 0.837685	valid_0's binary_logloss: 0.139328
[70]	valid_0's auc: 0.837589	valid_0's binary_logloss: 0.139355
[71]	valid_0's auc: 0.837816	valid_0's binary_logloss: 0.139335
[72]	valid_0's auc: 0.837883	valid_0's binary_logloss: 0.139324
[73]	valid_0's auc: 0.837614	valid_0's binary_logloss: 0.139416
[74]	valid_0's auc: 0.837565	valid_0's binary_logloss: 0.139416
[75]	valid_0's auc: 0.837359	valid_0's binary_logloss: 0.139475
[76]	valid_0's auc: 0.837393	valid_0's binary_logloss: 0.139458
[77]	valid_0's auc: 0.837358	valid_0's binary_logloss: 0.13945
[78]	valid_0's auc: 0.837298	valid_0's binary_logloss: 0.139506
[79]	valid_0's auc: 0.837193	valid_0's binary_logloss: 0.139552
[80]	valid_0's auc: 0.836945	valid_0's binary_logloss: 0.1396
[81]	valid_0's auc: 0.836893	valid_0's binary_logloss: 0.139662
[82]	valid_0's auc: 0.836907	valid_0's binary_logloss: 0.139651
[83]	valid_0's auc: 0.836779	valid_0's binary_logloss: 0.139714
[84]	valid_0's auc: 0.836733	valid_0's binary_logloss: 0.139704
[85]	valid_0's auc: 0.836814	valid_0's binary_logloss: 0.139706
[86]	valid_0's auc: 0.836638	valid_0's binary_logloss: 0.139738
[87]	valid_0's auc: 0.836471	valid_0's binary_logloss: 0.139816
[88]	valid_0's auc: 0.836511	valid_0's binary_logloss: 0.139833
[89]	valid_0's auc: 0.836355	valid_0's binary_logloss: 0.13986
[90]	valid_0's auc: 0.836314	valid_0's binary_logloss: 0.139907
[91]	valid_0's auc: 0.836143	valid_0's binary_logloss: 0.139945
[92]	valid_0's auc: 0.836124	valid_0's binary_logloss: 0.139954
[93]	valid_0's auc: 0.836073	valid_0's binary_logloss: 0.139961
[94]	valid_0's auc: 0.83596	valid_0's binary_logloss: 0.139981
[95]	valid_0's auc: 0.835924	valid_0's binary_logloss: 0.140014
[96]	valid_0's auc: 0.835947	valid_0's binary_logloss: 0.140001
[97]	valid_0's auc: 0.835798	valid_0's binary_logloss: 0.140069
[98]	valid_0's auc: 0.835699	valid_0's binary_logloss: 0.140112
[99]	valid_0's auc: 0.835598	valid_0's binary_logloss: 0.140139
[100]	valid_0's auc: 0.835567	valid_0's binary_logloss: 0.140156
[101]	valid_0's auc: 0.83541	valid_0's binary_logloss: 0.140183
[102]	valid_0's auc: 0.835235	valid_0's binary_logloss: 0.140234
[103]	valid_0's auc: 0.835304	valid_0's binary_logloss: 0.140213
[104]	valid_0's auc: 0.834946	valid_0's binary_logloss: 0.140301
[105]	valid_0's auc: 0.834578	valid_0's binary_logloss: 0.140374
[106]	valid_0's auc: 0.834617	valid_0's binary_logloss: 0.140395
[107]	valid_0's auc: 0.834575	valid_0's binary_logloss: 0.14042
[108]	valid_0's auc: 0.834393	valid_0's binary_logloss: 0.140467
[109]	valid_0's auc: 0.834307	valid_0's binary_logloss: 0.14051
[110]	valid_0's auc: 0.834382	valid_0's binary_logloss: 0.14051
[111]	valid_0's auc: 0.83436	valid_0's binary_logloss: 0.14054
ROC AUC: 0.8417

테스트 데이터에서의 ROC-AUC가 약 로 측정됨

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[ECC DS 9주차] 분류1_캐글 산단테르 고객 만족 예측

0. 대회 소개

1. 데이터 전처리

1-1. 라이브러리 import & 데이터 로딩

1-2. EDA

1-3. 데이터 구성하기

2. 모델링(Modeling)

2-1. XGBoost

a) 기본 모델 생성/학습/예측

b) Hyper Parameter Tuning

2-2. LightGBM

a) 기본 모델 생성/학습/예측

b) Hyper Parameter Tuning

공유하기

참고

[ECC Github 스터디 11주차] New. 깃허브의 새로운 서비스와 기능

[ECC DS 11주차] 회귀 3_Pycaret Introduction

[ECC DS 10주차] 회귀 2_캐글 주택 가격:고급 회귀 기법

[ECC DS 10주차] 회귀 1_자전거 대여 수요 예측