#all_no_test
import os
import time
import json
import math
from typing import Callable
from functools import reduce
import pandas as pd
import numpy as np
import lightgbm as lgb
from lightgbm.callback import record_evaluation, CallbackEnv, EarlyStopException, _format_eval_result
from lightgbm.basic import _log_info
from opt_utils import *
os.system('pip install neptune-client')
os.system('pip install neptune-lightgbm')
import neptune.new as neptune
from neptune.new.integrations.lightgbm import create_booster_summary
from kaggle_secrets import UserSecretsClient
user_secrets = UserSecretsClient()
NEPTUNE_API_TOKEN = user_secrets.get_secret("NEPTUNE_API_TOKEN")
# Callback for dart earlystopping
def early_stopping_dart(dart_dict: dict, stopping_rounds: int=None, model_file: str=None) -> Callable:
"""Create a callback that saves the model with the best validation score at ``model_file``,
and stops training if there ``stopping_rounds`` without improvement.
Parameters
----------
dart_dict : dict
A dictionary to save the best iteration, train score, and valid score of that iteration
stopping_rounds : int
The possible number of rounds without the score improving.
model_file : str
Path used to save the best scoring model.
Returns
-------
callback : callable
The callback that saves the best scoring model to file, and collects
best iteration, train score, and valid score.
"""
stopping_rounds = dart_dict.get('stopping_rounds', stopping_rounds)
model_file = dart_dict.get('model_file', model_file)
best_score = [math.inf]
best_iter = [0]
def _callback(env: CallbackEnv) -> None:
score = env.evaluation_result_list[-1][2]
if score < best_score[0]:
best_score[0] = score
env.model.save_model(model_file)
dart_dict['best_iteration'] = best_iter[0] = env.iteration
dart_dict['train_score'] = score
dart_dict['valid_score'] = env.evaluation_result_list[1][2]
if env.iteration - best_iter[0] >= stopping_rounds:
_log_info(f"Early stopping, best iteration is:\n[{best_iter[0] + 1}]\t{best_score[0]}")
raise EarlyStopException(best_iter[0], env.evaluation_result_list)
return _callbackcfg = {
"script_name": 'opt_train_dart_op_129a_not_stock_31',
"path_features": '../input/generate-train-features-script-p13/p13_train.pkl', # Used in train mode
"path_models": '',
"path_data_raw": '../input/optiver-realized-volatility-prediction/',
"neptune_project": 'chrisrichardmiles/optiver',
"neptune_description": 'p13 encoding top columns with shake .3 using dart with custom early stopping',
"encode_time_cols": ['real_vol_ratio_5_10', 'real_vol_std', 'real_vol_mean', 'real_vol_mean_decay_0.9_-1', 'order_norm_momentum', 'real_vol_mean_decay_0.85_-1', 'real_vol_mean_decay_0.99_1', 'real_vol_mean_decay_0.95_1', 'abs_price_wap_diff_mean_decay_flip', 'abs_price_wap_diff_mean_decay', 'order_norm_sum', 'real_vol_mean_decay_0.85_-1_2', 'spread_mean_decay_flip_95', 'real_vol_mean_decay_0.99_-1', 'real_vol_mean_decay_0.75_-1', 'spread_mean', 'order_count_sum', 'bid_price_diff_count_unique', 'spread_momentum', 'size_mean', 'real_vol_mean_decay_0.95_-1', 'order_norm_mean_decay', 'spread_2_mean_decay_95', 'order_size_mean', 'spread_mean_decay_95',
'spread_pct_momentum'],
"encode_stock_cols": ['real_vol_ratio_5_10', 'real_vol_std', 'real_vol_mean', 'real_vol_mean_decay_0.9_-1', 'order_norm_momentum', 'real_vol_mean_decay_0.85_-1', 'real_vol_mean_decay_0.99_1', 'real_vol_mean_decay_0.95_1', 'abs_price_wap_diff_mean_decay_flip', 'abs_price_wap_diff_mean_decay', 'order_norm_sum', 'real_vol_mean_decay_0.85_-1_2', 'spread_mean_decay_flip_95', 'real_vol_mean_decay_0.99_-1', 'real_vol_mean_decay_0.75_-1', 'spread_mean', 'order_count_sum', 'bid_price_diff_count_unique', 'spread_momentum', 'size_mean', 'real_vol_mean_decay_0.95_-1', 'order_norm_mean_decay', 'spread_2_mean_decay_95', 'order_size_mean', 'spread_mean_decay_95',
'spread_pct_momentum'],
"drop_cols": ['row_id', 'time_id', 'stock_id', 'target'] + ['real_momentum_0.55_-1', 'wap_2_last-first', 'sum_bid_ask_momentum', 'abs_log_return_momentum', 'order_size_sqaure_weighted_sum', 'size_mean_decay_95', 'size_norm_momentum_95', 'size_norm_momentum', 'size_spread_mean_decay_flip_95', 'log_return_2_realized_volatility', 'abs_price_wap_diff_2_std', 'sum_bid_ask_mean', 'real_momentum_0.85_-1', 'real_vol_mean_decay_0.55_-1', 'abs_price_wap_diff_amax', 'size_mean_decay', 'real_vol_mean_decay_0.9_-1_2', 'abs_price_wap_diff_2_mean', 'real_momentum_0.65_-1_2', 'price_wap_diff_2_max_sub_min', 'real_vol_mean_decay_0.75_1', 'real_vol_min_5', 'real_vol_mean_decay_0.95_-1_2', 'real_vol_min_6', 'size_spread_mean', 'size_spread_mean_decay_95', 'real_vol_mean_decay_0.75_1_2', 'sum_bid_ask_std', 'price_wap_diff_mean_decay', 'wap_2_real_vol', 'abs_price_wap_diff_2_mean_decay', 'size_momentum_95', 'real_momentum_0.65_-1', 'size_spread_momentum_95', 'real_vol_min_2', 'sum_bid_ask_mean_decay_flip', 'real_vol_mean_decay_0.65_1', 'size_spread_mean_decay_flip', 'real_momentum_0.75_-1_2', 'abs_price_wap_diff_2_max_sub_min', 'price_wap_diff_momentum', 'real_momentum_0.55_-1_2', 'real_momentum_0.45_-1_2', 'spread_pct_std', 'abs_price_wap_diff_max_sub_min', 'real_momentum_0.95_-1', 'real_vol_min_7', 'real_vol_min_4_2', 'real_vol_mean_decay_0.99_1_2', 'spread_2_sum', 'sum_bid_ask_mean_decay', 'real_vol_mean_decay_0.55_1', 'real_vol_mean_decay_0.55_1_2', 'real_vol_mean_decay_0.9_1_2', 'real_vol_mean_decay_0.65_1_2', 'real_vol_mean_decay_0.45_1_2', 'wap_2_std', 'price_wap_diff_max_sub_min', 'real_momentum_0.85_-1_2', 'real_momentum_0.45_-1', 'price_wap_diff_2_mean_decay_flip', 'size_norm_mean_decay_flip_95', 'price_wap_diff_mean_decay_flip', 'real_momentum_0.99_-1', 'sum_bid_ask_max_sub_min', 'real_vol_mean_decay_0.95_1_2', 'real_vol_min_4', 'real_vol_min_8', 'real_vol_min_2_2', 'real_momentum_0.99_-1_2', 'real_momentum_0.95_-1_2', 'log_return_mean_decay_flip', 'real_vol_mean_decay_0.85_1_2', 'price_wap_diff_2_std', 'log_return_realized_volatility', 'abs_log_return_2_momentum', 'log_return_2_mean_decay_flip', 'log_return_std', 'log_return_2_std', 'real_momentum_0.75_-1', 'real_vol_mean_decay_0.45_-1_2', 'abs_price_wap_diff_2_momentum', 'real_momentum_0.9_-1_2', 'real_vol_mean_decay_0.9_1', 'price_wap_diff_2_mean_decay', 'real_vol_min_9_2', 'real_vol_mean_decay_0.99_-1_2', 'wap_2_max_sub_min', 'real_momentum_0.9_-1', 'dummy3', 'abs_price_wap_diff_2_mean_decay_flip',
'abs_log_return_2_std'],
"encode_funcs": ['mean', 'std'],
"shake": False,
"shake_std": .3,
"prefix": '',
"rerun": True,
"neptune_run_name": '',
"lgb_params": {
# https://lightgbm.readthedocs.io/en/latest/index.html
"boosting_type": "dart",
"objective": "rmse",
"learning_rate": .05,
"num_leaves": 255,
"min_data_in_leaf": 255,
"feature_fraction": 0.8,
"bagging_fraction": .5, # Select bagging_fraction of rows every bagging_freq of iterations.
"bagging_freq": 1, # This speeds up training and underfits. Need both set to do anything.
"n_estimators": 10_000,
"early_stopping_rounds": 400,
"n_jobs": -1,
"seed": 42,
"verbose": -1,
},
}
with open('cfg.json', 'w') as f:
json.dump(cfg, f)def main():
train = pd.read_pickle(cfg['path_features'])
train['real_vol_ratio_5_10'] = train[[f'real_vol_min_{i}' for i in range(1, 6)]].sum(axis=1) / train[[f'real_vol_min_{i}' for i in range(6, 11)]].sum(axis=1)
train['real_vol_std'] = train[[f'real_vol_min_{i}' for i in range(1, 11)]].std(axis=1)
train['real_vol_mean'] = train[[f'real_vol_min_{i}' for i in range(1, 11)]].mean(axis=1)
train = encode_cols(train, cfg["encode_time_cols"], funcs=cfg['encode_funcs'], on='time_id')
# Saving encoded stock columns
feat_file = 'enc_' + os.path.split(cfg['path_features'])[1]
tmp = encode_cols(train, cfg["encode_stock_cols"], funcs=cfg['encode_funcs'], on='stock_id')
tmp.to_pickle(os.path.join(cfg['path_models'], feat_file))
del tmp
drop_cols = [c for c in cfg['drop_cols'] if c in train.columns and c != 'stock_id']
x = train.drop(drop_cols, axis = 1)
y = train['target']
oof_predictions = np.zeros(x.shape[0]) # Create out of folds array
scores = [] # Keep track of scores for each fold and all oof at the end
best_iterations = []
training_best_scores = []
valid_best_scores = [] # Same as scores in this script, but would be different with nested cv
best_score_diffs = []
dict_eval_logs = [] # For experimentation tracking
booster_summaries = [] # For experimentation tracking
dumb_features = []
top_features = []
for fold in range(5):
trn_ind = x.fold != fold
val_ind = x.fold == fold
print(f'Training fold {fold}')
x_train, x_val = x[trn_ind].drop('fold', axis=1), x[val_ind].drop('fold', axis=1)
y_train, y_val = y[trn_ind], y[val_ind]
tmp = np.zeros(x_val.shape[0])
train_mask = x_train.stock_id == 31
val_mask = x_val.stock_id == 31
x_train = encode_cols(x_train,
cfg['encode_stock_cols'],
funcs=cfg['encode_funcs'],
shake=cfg['shake'],
shake_std=cfg['shake_std']).drop('stock_id', axis=1)
n_train_cols = x_train.shape[1]
x_val = encode_cols(x_val,
cfg['encode_stock_cols'],
funcs=cfg['encode_funcs']).drop('stock_id', axis=1)
x_train, y_train = x_train[train_mask], y_train[train_mask]
x_val, y_val = x_val[val_mask], y_val[val_mask]
train_weights = 1 / np.square(y_train) # Root mean squared percentage error weights
val_weights = 1 / np.square(y_val)
train_dataset = lgb.Dataset(x_train, y_train, weight=train_weights, free_raw_data=False)
val_dataset = lgb.Dataset(x_val, y_val, weight=val_weights, reference=train_dataset, free_raw_data=False)
# Variables for callback functions
model_file = os.path.join(cfg['path_models'], f'{cfg["prefix"]}lgb_fold_{fold}.txt')
dart_dict = {'stopping_rounds': cfg['lgb_params']['early_stopping_rounds'],
'model_file': model_file}
dict_eval_log = {}
model = lgb.train(params = cfg['lgb_params'],
train_set = train_dataset,
valid_sets = [val_dataset, train_dataset],
valid_names = ['valid', 'train'],
feval = feval_rmspe,
callbacks=[record_evaluation(dict_eval_log),
early_stopping_dart(dart_dict)],
verbose_eval = 1)
model = lgb.Booster(model_file=model_file)
y_pred = model.predict(x_val)
tmp[val_mask] = y_pred
oof_predictions[val_ind] = tmp
scores.append(round(rmspe(y_val, y_pred), 3))
dumb_features.append(get_dumb_features(model))
top_features.append(get_top_features(model))
booster_summary = create_booster_summary(
booster=model,
log_importances=True,
max_num_features=25,
log_trees_as_dataframe=False,
log_pickled_booster=True,
y_true=y_val,
y_pred=y_pred,
)
train_score = dart_dict['train_score']
valid_score = dart_dict['valid_score']
print(dart_dict['best_iteration'])
best_iterations.append(dart_dict['best_iteration'])
training_best_scores.append(round(train_score, 3))
valid_best_scores.append(round(valid_score, 3))
best_score_diffs.append(round(valid_score - train_score, 3))
booster_summaries.append(booster_summary)
dict_eval_logs.append(dict_eval_log)
del booster_summary, dict_eval_log
rmspe_score = round(rmspe(y, oof_predictions), 4)
print(f'Our out of folds RMSPE is {rmspe_score}')
print(f'Our cv fold scores are {scores}')
np.save('oof_predictions', oof_predictions)
run = neptune.init(
project=cfg['neptune_project'],
api_token=NEPTUNE_API_TOKEN,
name=cfg['neptune_run_name'],
description=cfg['neptune_description'],
tags=[cfg['path_features'], cfg['prefix']],
source_files=['cfg.json'],
)
run['feat_id'] = feat_file
run['cfg'] = cfg
run['RMSPE'] = rmspe_score
run['RMSPE_oof_scores'] = scores
run['RMSPE_cv_std'] = np.std(scores)
run['best_iterations'] = best_iterations
best_iterations_mean = int(np.mean(best_iterations))
run['best_iterations_mean'] = best_iterations_mean
run['training_best_scores'] = training_best_scores
run['valid_best_scores'] = valid_best_scores
run['best_score_diffs'] = best_score_diffs
run['best_score_diffs_mean'] = round(np.mean(best_score_diffs), 3)
run['dumb_features'] = list(reduce(lambda a, b: set(a).intersection(set(b)), dumb_features))
run['top_features'] = list(reduce(lambda a, b: set(a).intersection(set(b)), top_features))
# Logs for each folds model
for fold in range(5):
run[f'lgbm_summaries/fold_{fold}'] = booster_summaries[fold]
run[f'lgbm_summaries/dumb_features_{fold}'] = list(dumb_features[fold])
run[f'lgbm_summaries/top_features_{fold}'] = list(top_features[fold])
dict_eval_log = dict_eval_logs[fold]
for valid_set, odict in dict_eval_log.items():
for metric, log in odict.items():
for val in log:
run[f'eval_logs/{fold}_{valid_set}_{metric}'].log(val)
run.stop()
if cfg['rerun']:
print(f'retraining model with all data for {best_iterations} iterations')
params = cfg['lgb_params'].copy()
params['early_stopping_rounds'] = 0 # No valid set to stop with
x_train = x.drop(['fold'], axis=1)
x_train = encode_cols(x_train,
cfg['encode_stock_cols'],
funcs=cfg['encode_funcs'],
shake=cfg['shake'],
shake_std=cfg['shake_std']).drop('stock_id', axis=1)
y_train = y
assert(n_train_cols == x_train.shape[1])
train_weights = 1 / np.square(y_train) # Root mean squared percentage error weights
train_dataset = lgb.Dataset(x_train, y_train, weight=train_weights)
for fold, best_iter in enumerate(best_iterations):
params['n_estimators'] = int(best_iter) # lgbm needs int here
model = lgb.train(params = params,
train_set = train_dataset)
model.save_model(os.path.join(cfg['path_models'], f'{cfg["prefix"]}rerun_lgb_{fold}.txt'))
if __name__ == '__main__':
main()Training fold 0/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `n_estimators` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))[1] train's rmse: 0.00106867 train's RMSPE: 0.767499 valid's rmse: 0.00122727 valid's RMSPE: 0.708038
[2] train's rmse: 0.001042 train's RMSPE: 0.748345 valid's rmse: 0.00119375 valid's RMSPE: 0.6887
[3] train's rmse: 0.00101946 train's RMSPE: 0.732156 valid's rmse: 0.00116574 valid's RMSPE: 0.672537
[4] train's rmse: 0.000995148 train's RMSPE: 0.714695 valid's rmse: 0.00113797 valid's RMSPE: 0.656516
[5] train's rmse: 0.000973506 train's RMSPE: 0.699153 valid's rmse: 0.00111283 valid's RMSPE: 0.642014
[6] train's rmse: 0.000949377 train's RMSPE: 0.681824 valid's rmse: 0.00108566 valid's RMSPE: 0.626337
[7] train's rmse: 0.000948331 train's RMSPE: 0.681072 valid's rmse: 0.00108585 valid's RMSPE: 0.626448
[8] train's rmse: 0.000927308 train's RMSPE: 0.665974 valid's rmse: 0.0010636 valid's RMSPE: 0.613614
[9] train's rmse: 0.000907417 train's RMSPE: 0.651689 valid's rmse: 0.00104234 valid's RMSPE: 0.601345
[10] train's rmse: 0.000908382 train's RMSPE: 0.652382 valid's rmse: 0.00104545 valid's RMSPE: 0.603142
[11] train's rmse: 0.000886237 train's RMSPE: 0.636478 valid's rmse: 0.00102186 valid's RMSPE: 0.589535
[12] train's rmse: 0.000891033 train's RMSPE: 0.639922 valid's rmse: 0.00102665 valid's RMSPE: 0.592296
[13] train's rmse: 0.000871068 train's RMSPE: 0.625584 valid's rmse: 0.00100649 valid's RMSPE: 0.580667
[14] train's rmse: 0.000859981 train's RMSPE: 0.617621 valid's rmse: 0.000989759 valid's RMSPE: 0.571013
[15] train's rmse: 0.000849121 train's RMSPE: 0.609822 valid's rmse: 0.000973886 valid's RMSPE: 0.561855
[16] train's rmse: 0.00083352 train's RMSPE: 0.598618 valid's rmse: 0.000959015 valid's RMSPE: 0.553276
[17] train's rmse: 0.000839672 train's RMSPE: 0.603036 valid's rmse: 0.000964272 valid's RMSPE: 0.556309
[18] train's rmse: 0.000828681 train's RMSPE: 0.595142 valid's rmse: 0.000946612 valid's RMSPE: 0.54612
[19] train's rmse: 0.00082501 train's RMSPE: 0.592506 valid's rmse: 0.000947348 valid's RMSPE: 0.546545
[20] train's rmse: 0.000825573 train's RMSPE: 0.59291 valid's rmse: 0.00094836 valid's RMSPE: 0.547129
[21] train's rmse: 0.00083271 train's RMSPE: 0.598036 valid's rmse: 0.000955271 valid's RMSPE: 0.551116
[22] train's rmse: 0.000851336 train's RMSPE: 0.611413 valid's rmse: 0.00102261 valid's RMSPE: 0.589968
[23] train's rmse: 0.000834639 train's RMSPE: 0.599421 valid's rmse: 0.00100348 valid's RMSPE: 0.578928
[24] train's rmse: 0.000871333 train's RMSPE: 0.625774 valid's rmse: 0.00107203 valid's RMSPE: 0.618474
[25] train's rmse: 0.000866251 train's RMSPE: 0.622124 valid's rmse: 0.00106389 valid's RMSPE: 0.613778
[26] train's rmse: 0.000848347 train's RMSPE: 0.609266 valid's rmse: 0.00104062 valid's RMSPE: 0.600356
[27] train's rmse: 0.000829409 train's RMSPE: 0.595665 valid's rmse: 0.00101704 valid's RMSPE: 0.586751
[28] train's rmse: 0.000833406 train's RMSPE: 0.598536 valid's rmse: 0.00102131 valid's RMSPE: 0.589215
[29] train's rmse: 0.000840003 train's RMSPE: 0.603273 valid's rmse: 0.00102844 valid's RMSPE: 0.59333
[30] train's rmse: 0.000824358 train's RMSPE: 0.592038 valid's rmse: 0.00100794 valid's RMSPE: 0.581501
[31] train's rmse: 0.000809802 train's RMSPE: 0.581583 valid's rmse: 0.000991967 valid's RMSPE: 0.572287
[32] train's rmse: 0.000816707 train's RMSPE: 0.586542 valid's rmse: 0.00100078 valid's RMSPE: 0.57737
[33] train's rmse: 0.000802064 train's RMSPE: 0.576026 valid's rmse: 0.000981735 valid's RMSPE: 0.566383
[34] train's rmse: 0.000789655 train's RMSPE: 0.567114 valid's rmse: 0.0009655 valid's RMSPE: 0.557017
[35] train's rmse: 0.00077858 train's RMSPE: 0.559161 valid's rmse: 0.000951306 valid's RMSPE: 0.548828
[36] train's rmse: 0.000767113 train's RMSPE: 0.550925 valid's rmse: 0.000934836 valid's RMSPE: 0.539326
[37] train's rmse: 0.000769686 train's RMSPE: 0.552773 valid's rmse: 0.000938198 valid's RMSPE: 0.541266
[38] train's rmse: 0.000795299 train's RMSPE: 0.571168 valid's rmse: 0.000983672 valid's RMSPE: 0.567501
[39] train's rmse: 0.00077998 train's RMSPE: 0.560166 valid's rmse: 0.000963977 valid's RMSPE: 0.556138
[40] train's rmse: 0.000766369 train's RMSPE: 0.550391 valid's rmse: 0.000945856 valid's RMSPE: 0.545684
[41] train's rmse: 0.000770796 train's RMSPE: 0.55357 valid's rmse: 0.000951052 valid's RMSPE: 0.548682
[42] train's rmse: 0.000776215 train's RMSPE: 0.557462 valid's rmse: 0.000957698 valid's RMSPE: 0.552516
[43] train's rmse: 0.0007622 train's RMSPE: 0.547397 valid's rmse: 0.000941449 valid's RMSPE: 0.543141
[44] train's rmse: 0.000750164 train's RMSPE: 0.538753 valid's rmse: 0.000925796 valid's RMSPE: 0.534111
[45] train's rmse: 0.000739687 train's RMSPE: 0.531229 valid's rmse: 0.000911756 valid's RMSPE: 0.526011
[46] train's rmse: 0.000745714 train's RMSPE: 0.535557 valid's rmse: 0.000919691 valid's RMSPE: 0.530589
[47] train's rmse: 0.000734649 train's RMSPE: 0.52761 valid's rmse: 0.000904165 valid's RMSPE: 0.521632
[48] train's rmse: 0.000739857 train's RMSPE: 0.53135 valid's rmse: 0.000910779 valid's RMSPE: 0.525448
[49] train's rmse: 0.000745251 train's RMSPE: 0.535225 valid's rmse: 0.000916823 valid's RMSPE: 0.528935
[50] train's rmse: 0.000734425 train's RMSPE: 0.527449 valid's rmse: 0.000904457 valid's RMSPE: 0.5218
[51] train's rmse: 0.000738497 train's RMSPE: 0.530373 valid's rmse: 0.000909029 valid's RMSPE: 0.524438
[52] train's rmse: 0.000740706 train's RMSPE: 0.53196 valid's rmse: 0.000912051 valid's RMSPE: 0.526181
[53] train's rmse: 0.00074488 train's RMSPE: 0.534958 valid's rmse: 0.000916664 valid's RMSPE: 0.528843
[54] train's rmse: 0.000734004 train's RMSPE: 0.527147 valid's rmse: 0.000904429 valid's RMSPE: 0.521784
[55] train's rmse: 0.000737999 train's RMSPE: 0.530016 valid's rmse: 0.000909868 valid's RMSPE: 0.524922
[56] train's rmse: 0.000728848 train's RMSPE: 0.523444 valid's rmse: 0.000897811 valid's RMSPE: 0.517966
[57] train's rmse: 0.000720937 train's RMSPE: 0.517763 valid's rmse: 0.000885932 valid's RMSPE: 0.511113
[58] train's rmse: 0.000714298 train's RMSPE: 0.512995 valid's rmse: 0.000875901 valid's RMSPE: 0.505326
[59] train's rmse: 0.000718439 train's RMSPE: 0.515968 valid's rmse: 0.000881649 valid's RMSPE: 0.508642
[60] train's rmse: 0.000708969 train's RMSPE: 0.509167 valid's rmse: 0.000870505 valid's RMSPE: 0.502212
[61] train's rmse: 0.000715741 train's RMSPE: 0.514031 valid's rmse: 0.000879099 valid's RMSPE: 0.507171
[62] train's rmse: 0.000708445 train's RMSPE: 0.508791 valid's rmse: 0.000868078 valid's RMSPE: 0.500812
[63] train's rmse: 0.000723033 train's RMSPE: 0.519268 valid's rmse: 0.000894915 valid's RMSPE: 0.516295
[64] train's rmse: 0.000738603 train's RMSPE: 0.53045 valid's rmse: 0.00092066 valid's RMSPE: 0.531148
[65] train's rmse: 0.000745101 train's RMSPE: 0.535116 valid's rmse: 0.000928227 valid's RMSPE: 0.535514/opt/conda/lib/python3.7/site-packages/lightgbm/callback.py:183: UserWarning: Early stopping is not available in dart mode
_log_warning('Early stopping is not available in dart mode')[66] train's rmse: 0.000733834 train's RMSPE: 0.527025 valid's rmse: 0.000909756 valid's RMSPE: 0.524857
[67] train's rmse: 0.000736107 train's RMSPE: 0.528657 valid's rmse: 0.000913679 valid's RMSPE: 0.527121
[68] train's rmse: 0.000726519 train's RMSPE: 0.521771 valid's rmse: 0.000899999 valid's RMSPE: 0.519228
[69] train's rmse: 0.000717202 train's RMSPE: 0.51508 valid's rmse: 0.000890045 valid's RMSPE: 0.513485
[70] train's rmse: 0.000721566 train's RMSPE: 0.518214 valid's rmse: 0.000894665 valid's RMSPE: 0.516151
[71] train's rmse: 0.000724795 train's RMSPE: 0.520533 valid's rmse: 0.000898705 valid's RMSPE: 0.518481
[72] train's rmse: 0.00071496 train's RMSPE: 0.51347 valid's rmse: 0.000887779 valid's RMSPE: 0.512178
[73] train's rmse: 0.000706178 train's RMSPE: 0.507163 valid's rmse: 0.000876401 valid's RMSPE: 0.505614
[74] train's rmse: 0.000710555 train's RMSPE: 0.510306 valid's rmse: 0.000882314 valid's RMSPE: 0.509025
[75] train's rmse: 0.000701982 train's RMSPE: 0.504149 valid's rmse: 0.000869734 valid's RMSPE: 0.501768
[76] train's rmse: 0.000706629 train's RMSPE: 0.507487 valid's rmse: 0.000875249 valid's RMSPE: 0.504949
[77] train's rmse: 0.00069902 train's RMSPE: 0.502022 valid's rmse: 0.000864215 valid's RMSPE: 0.498584
[78] train's rmse: 0.000698679 train's RMSPE: 0.501777 valid's rmse: 0.000864072 valid's RMSPE: 0.498501
[79] train's rmse: 0.000702681 train's RMSPE: 0.504652 valid's rmse: 0.000868702 valid's RMSPE: 0.501172
[80] train's rmse: 0.000705923 train's RMSPE: 0.50698 valid's rmse: 0.000872905 valid's RMSPE: 0.503597
[81] train's rmse: 0.000697684 train's RMSPE: 0.501063 valid's rmse: 0.000862714 valid's RMSPE: 0.497718
[82] train's rmse: 0.000691211 train's RMSPE: 0.496414 valid's rmse: 0.000853568 valid's RMSPE: 0.492441
[83] train's rmse: 0.000695175 train's RMSPE: 0.499261 valid's rmse: 0.000859349 valid's RMSPE: 0.495776
[84] train's rmse: 0.000687328 train's RMSPE: 0.493625 valid's rmse: 0.000849384 valid's RMSPE: 0.490027
[85] train's rmse: 0.000690435 train's RMSPE: 0.495856 valid's rmse: 0.000853598 valid's RMSPE: 0.492458
[86] train's rmse: 0.000694205 train's RMSPE: 0.498564 valid's rmse: 0.000858298 valid's RMSPE: 0.49517
[87] train's rmse: 0.000687312 train's RMSPE: 0.493614 valid's rmse: 0.000849632 valid's RMSPE: 0.49017
[88] train's rmse: 0.000689668 train's RMSPE: 0.495306 valid's rmse: 0.000852658 valid's RMSPE: 0.491916
[89] train's rmse: 0.000693378 train's RMSPE: 0.497971 valid's rmse: 0.000857112 valid's RMSPE: 0.494486
[90] train's rmse: 0.000697989 train's RMSPE: 0.501281 valid's rmse: 0.000862996 valid's RMSPE: 0.497881
[91] train's rmse: 0.000702023 train's RMSPE: 0.504179 valid's rmse: 0.000868071 valid's RMSPE: 0.500808
[92] train's rmse: 0.000696968 train's RMSPE: 0.500549 valid's rmse: 0.000857844 valid's RMSPE: 0.494908
[93] train's rmse: 0.000688708 train's RMSPE: 0.494616 valid's rmse: 0.000847622 valid's RMSPE: 0.489011
[94] train's rmse: 0.000679024 train's RMSPE: 0.487662 valid's rmse: 0.000836406 valid's RMSPE: 0.48254
[95] train's rmse: 0.000672076 train's RMSPE: 0.482671 valid's rmse: 0.000827842 valid's RMSPE: 0.477599
[96] train's rmse: 0.000668494 train's RMSPE: 0.480099 valid's rmse: 0.000821475 valid's RMSPE: 0.473926
[97] train's rmse: 0.000663797 train's RMSPE: 0.476726 valid's rmse: 0.000813206 valid's RMSPE: 0.469155
[98] train's rmse: 0.000666955 train's RMSPE: 0.478993 valid's rmse: 0.000817319 valid's RMSPE: 0.471528
[99] train's rmse: 0.000669655 train's RMSPE: 0.480932 valid's rmse: 0.000820732 valid's RMSPE: 0.473497
[100] train's rmse: 0.000672264 train's RMSPE: 0.482807 valid's rmse: 0.000824683 valid's RMSPE: 0.475777
[101] train's rmse: 0.000665829 train's RMSPE: 0.478185 valid's rmse: 0.000817764 valid's RMSPE: 0.471785
[102] train's rmse: 0.000660724 train's RMSPE: 0.474519 valid's rmse: 0.000810551 valid's RMSPE: 0.467624
[103] train's rmse: 0.000663419 train's RMSPE: 0.476454 valid's rmse: 0.000813972 valid's RMSPE: 0.469597
[104] train's rmse: 0.000665568 train's RMSPE: 0.477998 valid's rmse: 0.000817227 valid's RMSPE: 0.471476
[105] train's rmse: 0.000668884 train's RMSPE: 0.480379 valid's rmse: 0.000821531 valid's RMSPE: 0.473958
[106] train's rmse: 0.000679121 train's RMSPE: 0.487731 valid's rmse: 0.000837538 valid's RMSPE: 0.483193
[107] train's rmse: 0.000682608 train's RMSPE: 0.490236 valid's rmse: 0.000841696 valid's RMSPE: 0.485592
[108] train's rmse: 0.000686209 train's RMSPE: 0.492821 valid's rmse: 0.000846521 valid's RMSPE: 0.488376
[109] train's rmse: 0.000689783 train's RMSPE: 0.495388 valid's rmse: 0.000850672 valid's RMSPE: 0.49077
[110] train's rmse: 0.000680605 train's RMSPE: 0.488797 valid's rmse: 0.000840467 valid's RMSPE: 0.484883
[111] train's rmse: 0.000684274 train's RMSPE: 0.491432 valid's rmse: 0.000845008 valid's RMSPE: 0.487503
[112] train's rmse: 0.000687929 train's RMSPE: 0.494057 valid's rmse: 0.000849893 valid's RMSPE: 0.490321
[113] train's rmse: 0.000680967 train's RMSPE: 0.489057 valid's rmse: 0.000842237 valid's RMSPE: 0.485904
[114] train's rmse: 0.000684974 train's RMSPE: 0.491935 valid's rmse: 0.000847023 valid's RMSPE: 0.488665
[115] train's rmse: 0.00068811 train's RMSPE: 0.494187 valid's rmse: 0.000851023 valid's RMSPE: 0.490973
[116] train's rmse: 0.000681715 train's RMSPE: 0.489594 valid's rmse: 0.000841468 valid's RMSPE: 0.485461
[117] train's rmse: 0.000684302 train's RMSPE: 0.491452 valid's rmse: 0.000844741 valid's RMSPE: 0.487349
[118] train's rmse: 0.000686934 train's RMSPE: 0.493343 valid's rmse: 0.000848432 valid's RMSPE: 0.489478
[119] train's rmse: 0.000689344 train's RMSPE: 0.495073 valid's rmse: 0.000851435 valid's RMSPE: 0.491211
[120] train's rmse: 0.000682935 train's RMSPE: 0.49047 valid's rmse: 0.000843516 valid's RMSPE: 0.486642
[121] train's rmse: 0.000685725 train's RMSPE: 0.492474 valid's rmse: 0.000846778 valid's RMSPE: 0.488524
[122] train's rmse: 0.000689342 train's RMSPE: 0.495072 valid's rmse: 0.000851365 valid's RMSPE: 0.49117
[123] train's rmse: 0.000697772 train's RMSPE: 0.501126 valid's rmse: 0.000863492 valid's RMSPE: 0.498167
[124] train's rmse: 0.000699702 train's RMSPE: 0.502512 valid's rmse: 0.00086606 valid's RMSPE: 0.499648
[125] train's rmse: 0.000690555 train's RMSPE: 0.495943 valid's rmse: 0.000855639 valid's RMSPE: 0.493636
[126] train's rmse: 0.000693507 train's RMSPE: 0.498063 valid's rmse: 0.000859221 valid's RMSPE: 0.495703
[127] train's rmse: 0.00069578 train's RMSPE: 0.499695 valid's rmse: 0.00086233 valid's RMSPE: 0.497496
[128] train's rmse: 0.000689707 train's RMSPE: 0.495334 valid's rmse: 0.000854133 valid's RMSPE: 0.492767
[129] train's rmse: 0.000681762 train's RMSPE: 0.489628 valid's rmse: 0.000847061 valid's RMSPE: 0.488687
[130] train's rmse: 0.000688552 train's RMSPE: 0.494505 valid's rmse: 0.000857005 valid's RMSPE: 0.494424
[131] train's rmse: 0.000681276 train's RMSPE: 0.489279 valid's rmse: 0.000849256 valid's RMSPE: 0.489954
[132] train's rmse: 0.000683924 train's RMSPE: 0.491181 valid's rmse: 0.000852629 valid's RMSPE: 0.4919
[133] train's rmse: 0.000677955 train's RMSPE: 0.486894 valid's rmse: 0.000844751 valid's RMSPE: 0.487354
[134] train's rmse: 0.000681189 train's RMSPE: 0.489217 valid's rmse: 0.000848656 valid's RMSPE: 0.489608
[135] train's rmse: 0.000673352 train's RMSPE: 0.483588 valid's rmse: 0.000839815 valid's RMSPE: 0.484507
[136] train's rmse: 0.000676588 train's RMSPE: 0.485912 valid's rmse: 0.000843313 valid's RMSPE: 0.486525
[137] train's rmse: 0.000679821 train's RMSPE: 0.488234 valid's rmse: 0.000847274 valid's RMSPE: 0.48881
[138] train's rmse: 0.00068315 train's RMSPE: 0.490624 valid's rmse: 0.000850813 valid's RMSPE: 0.490852
[139] train's rmse: 0.000685334 train's RMSPE: 0.492193 valid's rmse: 0.000853542 valid's RMSPE: 0.492426
[140] train's rmse: 0.000677982 train's RMSPE: 0.486913 valid's rmse: 0.00084427 valid's RMSPE: 0.487077
[141] train's rmse: 0.000669413 train's RMSPE: 0.480759 valid's rmse: 0.000836283 valid's RMSPE: 0.482469
[142] train's rmse: 0.000662101 train's RMSPE: 0.475508 valid's rmse: 0.000826969 valid's RMSPE: 0.477096
[143] train's rmse: 0.000658071 train's RMSPE: 0.472613 valid's rmse: 0.000819341 valid's RMSPE: 0.472695
[144] train's rmse: 0.000652693 train's RMSPE: 0.468751 valid's rmse: 0.000813534 valid's RMSPE: 0.469345
[145] train's rmse: 0.000655707 train's RMSPE: 0.470915 valid's rmse: 0.000817145 valid's RMSPE: 0.471428
[146] train's rmse: 0.000654375 train's RMSPE: 0.469959 valid's rmse: 0.000811918 valid's RMSPE: 0.468412
[147] train's rmse: 0.000656633 train's RMSPE: 0.471581 valid's rmse: 0.000814623 valid's RMSPE: 0.469973
[148] train's rmse: 0.000659198 train's RMSPE: 0.473423 valid's rmse: 0.000817463 valid's RMSPE: 0.471612
[149] train's rmse: 0.0006571 train's RMSPE: 0.471916 valid's rmse: 0.000812387 valid's RMSPE: 0.468683
[150] train's rmse: 0.000654368 train's RMSPE: 0.469954 valid's rmse: 0.000810857 valid's RMSPE: 0.4678
[151] train's rmse: 0.000657054 train's RMSPE: 0.471883 valid's rmse: 0.000814301 valid's RMSPE: 0.469787
[152] train's rmse: 0.000659825 train's RMSPE: 0.473873 valid's rmse: 0.000817785 valid's RMSPE: 0.471797
[153] train's rmse: 0.000661856 train's RMSPE: 0.475332 valid's rmse: 0.000820392 valid's RMSPE: 0.473301
[154] train's rmse: 0.000664632 train's RMSPE: 0.477326 valid's rmse: 0.000824246 valid's RMSPE: 0.475525
[155] train's rmse: 0.000666683 train's RMSPE: 0.478799 valid's rmse: 0.000827094 valid's RMSPE: 0.477168
[156] train's rmse: 0.000668389 train's RMSPE: 0.480023 valid's rmse: 0.000829213 valid's RMSPE: 0.47839
[157] train's rmse: 0.000671205 train's RMSPE: 0.482046 valid's rmse: 0.000832669 valid's RMSPE: 0.480384
[158] train's rmse: 0.000673914 train's RMSPE: 0.483992 valid's rmse: 0.000835986 valid's RMSPE: 0.482297
[159] train's rmse: 0.000676085 train's RMSPE: 0.485551 valid's rmse: 0.000838976 valid's RMSPE: 0.484023
[160] train's rmse: 0.000669415 train's RMSPE: 0.480761 valid's rmse: 0.00083196 valid's RMSPE: 0.479975
[161] train's rmse: 0.000671711 train's RMSPE: 0.48241 valid's rmse: 0.00083467 valid's RMSPE: 0.481539
[162] train's rmse: 0.000666145 train's RMSPE: 0.478412 valid's rmse: 0.000825236 valid's RMSPE: 0.476096
[163] train's rmse: 0.000671356 train's RMSPE: 0.482155 valid's rmse: 0.000833126 valid's RMSPE: 0.480648
[164] train's rmse: 0.000666369 train's RMSPE: 0.478572 valid's rmse: 0.000825186 valid's RMSPE: 0.476067
[165] train's rmse: 0.000671232 train's RMSPE: 0.482065 valid's rmse: 0.000833054 valid's RMSPE: 0.480606
[166] train's rmse: 0.000673513 train's RMSPE: 0.483703 valid's rmse: 0.000836085 valid's RMSPE: 0.482355
[167] train's rmse: 0.000666888 train's RMSPE: 0.478946 valid's rmse: 0.000828683 valid's RMSPE: 0.478084
[168] train's rmse: 0.000661757 train's RMSPE: 0.47526 valid's rmse: 0.000824354 valid's RMSPE: 0.475587
[169] train's rmse: 0.000655948 train's RMSPE: 0.471089 valid's rmse: 0.000820103 valid's RMSPE: 0.473135
[170] train's rmse: 0.000658426 train's RMSPE: 0.472868 valid's rmse: 0.000822965 valid's RMSPE: 0.474786
[171] train's rmse: 0.000661072 train's RMSPE: 0.474769 valid's rmse: 0.000825946 valid's RMSPE: 0.476506
[172] train's rmse: 0.00065711 train's RMSPE: 0.471923 valid's rmse: 0.000819864 valid's RMSPE: 0.472996
[173] train's rmse: 0.000654695 train's RMSPE: 0.470189 valid's rmse: 0.00081447 valid's RMSPE: 0.469885
[174] train's rmse: 0.000656893 train's RMSPE: 0.471767 valid's rmse: 0.000817284 valid's RMSPE: 0.471508
[175] train's rmse: 0.000651864 train's RMSPE: 0.468156 valid's rmse: 0.00081287 valid's RMSPE: 0.468961
[176] train's rmse: 0.000648132 train's RMSPE: 0.465475 valid's rmse: 0.000805973 valid's RMSPE: 0.464983
[177] train's rmse: 0.00065029 train's RMSPE: 0.467025 valid's rmse: 0.000808475 valid's RMSPE: 0.466426
[178] train's rmse: 0.000645788 train's RMSPE: 0.463792 valid's rmse: 0.000804718 valid's RMSPE: 0.464259
[179] train's rmse: 0.000643379 train's RMSPE: 0.462062 valid's rmse: 0.000800465 valid's RMSPE: 0.461805
[180] train's rmse: 0.000645381 train's RMSPE: 0.463499 valid's rmse: 0.000803064 valid's RMSPE: 0.463304
[181] train's rmse: 0.000647613 train's RMSPE: 0.465102 valid's rmse: 0.000805968 valid's RMSPE: 0.46498
[182] train's rmse: 0.000652506 train's RMSPE: 0.468617 valid's rmse: 0.000813701 valid's RMSPE: 0.469441
[183] train's rmse: 0.000647192 train's RMSPE: 0.4648 valid's rmse: 0.000808012 valid's RMSPE: 0.466159
[184] train's rmse: 0.000649422 train's RMSPE: 0.466402 valid's rmse: 0.00081073 valid's RMSPE: 0.467727
[185] train's rmse: 0.000643224 train's RMSPE: 0.461951 valid's rmse: 0.000807332 valid's RMSPE: 0.465767
[186] train's rmse: 0.000645152 train's RMSPE: 0.463335 valid's rmse: 0.000809659 valid's RMSPE: 0.467109
[187] train's rmse: 0.000647364 train's RMSPE: 0.464924 valid's rmse: 0.000812106 valid's RMSPE: 0.468521
[188] train's rmse: 0.000646296 train's RMSPE: 0.464156 valid's rmse: 0.000807553 valid's RMSPE: 0.465894
[189] train's rmse: 0.000648217 train's RMSPE: 0.465536 valid's rmse: 0.000809974 valid's RMSPE: 0.467291
[190] train's rmse: 0.000645179 train's RMSPE: 0.463355 valid's rmse: 0.000806297 valid's RMSPE: 0.46517
[191] train's rmse: 0.000646905 train's RMSPE: 0.464594 valid's rmse: 0.000808497 valid's RMSPE: 0.466439
[192] train's rmse: 0.00064179 train's RMSPE: 0.460921 valid's rmse: 0.000801977 valid's RMSPE: 0.462677
[193] train's rmse: 0.000644164 train's RMSPE: 0.462626 valid's rmse: 0.000804729 valid's RMSPE: 0.464265
[194] train's rmse: 0.000641679 train's RMSPE: 0.460841 valid's rmse: 0.000800346 valid's RMSPE: 0.461736
[195] train's rmse: 0.000643811 train's RMSPE: 0.462372 valid's rmse: 0.000802924 valid's RMSPE: 0.463224
[196] train's rmse: 0.000638606 train's RMSPE: 0.458634 valid's rmse: 0.000798373 valid's RMSPE: 0.460598
[197] train's rmse: 0.000640536 train's RMSPE: 0.46002 valid's rmse: 0.000800451 valid's RMSPE: 0.461797
[198] train's rmse: 0.000642456 train's RMSPE: 0.461399 valid's rmse: 0.000802776 valid's RMSPE: 0.463138
[199] train's rmse: 0.000644534 train's RMSPE: 0.462891 valid's rmse: 0.000805399 valid's RMSPE: 0.464652
[200] train's rmse: 0.000646003 train's RMSPE: 0.463946 valid's rmse: 0.000807466 valid's RMSPE: 0.465844
[201] train's rmse: 0.000647947 train's RMSPE: 0.465343 valid's rmse: 0.000809843 valid's RMSPE: 0.467216
[202] train's rmse: 0.000649575 train's RMSPE: 0.466512 valid's rmse: 0.000811922 valid's RMSPE: 0.468415
[203] train's rmse: 0.000651772 train's RMSPE: 0.46809 valid's rmse: 0.000814504 valid's RMSPE: 0.469905
[204] train's rmse: 0.000653499 train's RMSPE: 0.46933 valid's rmse: 0.000816514 valid's RMSPE: 0.471064
[205] train's rmse: 0.000647767 train's RMSPE: 0.465213 valid's rmse: 0.000812786 valid's RMSPE: 0.468913
[206] train's rmse: 0.000650339 train's RMSPE: 0.46706 valid's rmse: 0.000815235 valid's RMSPE: 0.470326
[207] train's rmse: 0.000652441 train's RMSPE: 0.46857 valid's rmse: 0.000817695 valid's RMSPE: 0.471745
[208] train's rmse: 0.000654354 train's RMSPE: 0.469944 valid's rmse: 0.00082005 valid's RMSPE: 0.473104
[209] train's rmse: 0.00064998 train's RMSPE: 0.466802 valid's rmse: 0.000811443 valid's RMSPE: 0.468138
[210] train's rmse: 0.000643062 train's RMSPE: 0.461834 valid's rmse: 0.000807325 valid's RMSPE: 0.465763
[211] train's rmse: 0.000640145 train's RMSPE: 0.45974 valid's rmse: 0.000801562 valid's RMSPE: 0.462438
[212] train's rmse: 0.000635551 train's RMSPE: 0.45644 valid's rmse: 0.000798216 valid's RMSPE: 0.460508
[213] train's rmse: 0.000631564 train's RMSPE: 0.453576 valid's rmse: 0.000794651 valid's RMSPE: 0.45845
[214] train's rmse: 0.000634257 train's RMSPE: 0.45551 valid's rmse: 0.000798571 valid's RMSPE: 0.460712
[215] train's rmse: 0.000631259 train's RMSPE: 0.453358 valid's rmse: 0.000793606 valid's RMSPE: 0.457848
[216] train's rmse: 0.000624993 train's RMSPE: 0.448858 valid's rmse: 0.000789067 valid's RMSPE: 0.455229
[217] train's rmse: 0.000626454 train's RMSPE: 0.449907 valid's rmse: 0.000790751 valid's RMSPE: 0.456201
[218] train's rmse: 0.000628126 train's RMSPE: 0.451107 valid's rmse: 0.000792686 valid's RMSPE: 0.457317
[219] train's rmse: 0.00062406 train's RMSPE: 0.448187 valid's rmse: 0.000790074 valid's RMSPE: 0.45581
[220] train's rmse: 0.000625889 train's RMSPE: 0.449501 valid's rmse: 0.000791986 valid's RMSPE: 0.456913
[221] train's rmse: 0.000627639 train's RMSPE: 0.450758 valid's rmse: 0.000794188 valid's RMSPE: 0.458184
[222] train's rmse: 0.000623891 train's RMSPE: 0.448066 valid's rmse: 0.000789053 valid's RMSPE: 0.455221
[223] train's rmse: 0.000619514 train's RMSPE: 0.444923 valid's rmse: 0.000783983 valid's RMSPE: 0.452296
[224] train's rmse: 0.000616856 train's RMSPE: 0.443014 valid's rmse: 0.000780742 valid's RMSPE: 0.450427
[225] train's rmse: 0.000614923 train's RMSPE: 0.441625 valid's rmse: 0.000777795 valid's RMSPE: 0.448726
[226] train's rmse: 0.000611549 train's RMSPE: 0.439202 valid's rmse: 0.00077578 valid's RMSPE: 0.447564
[227] train's rmse: 0.000613422 train's RMSPE: 0.440547 valid's rmse: 0.000777481 valid's RMSPE: 0.448545
[228] train's rmse: 0.000607773 train's RMSPE: 0.43649 valid's rmse: 0.000774461 valid's RMSPE: 0.446803
[229] train's rmse: 0.000606038 train's RMSPE: 0.435244 valid's rmse: 0.000772749 valid's RMSPE: 0.445815
[230] train's rmse: 0.000603378 train's RMSPE: 0.433334 valid's rmse: 0.000769606 valid's RMSPE: 0.444002
[231] train's rmse: 0.000604707 train's RMSPE: 0.434288 valid's rmse: 0.000771135 valid's RMSPE: 0.444884
[232] train's rmse: 0.000604205 train's RMSPE: 0.433928 valid's rmse: 0.000770242 valid's RMSPE: 0.444369
[233] train's rmse: 0.000601125 train's RMSPE: 0.431716 valid's rmse: 0.000769419 valid's RMSPE: 0.443894
[234] train's rmse: 0.000602383 train's RMSPE: 0.432619 valid's rmse: 0.000770418 valid's RMSPE: 0.44447
[235] train's rmse: 0.000603716 train's RMSPE: 0.433577 valid's rmse: 0.000771417 valid's RMSPE: 0.445046
[236] train's rmse: 0.000605165 train's RMSPE: 0.434617 valid's rmse: 0.000772438 valid's RMSPE: 0.445636
[237] train's rmse: 0.000606478 train's RMSPE: 0.43556 valid's rmse: 0.000773566 valid's RMSPE: 0.446286
[238] train's rmse: 0.000607831 train's RMSPE: 0.436532 valid's rmse: 0.000774745 valid's RMSPE: 0.446967
[239] train's rmse: 0.000609553 train's RMSPE: 0.437769 valid's rmse: 0.00077618 valid's RMSPE: 0.447795
[240] train's rmse: 0.000605093 train's RMSPE: 0.434565 valid's rmse: 0.000772431 valid's RMSPE: 0.445632
[241] train's rmse: 0.000606942 train's RMSPE: 0.435893 valid's rmse: 0.000773986 valid's RMSPE: 0.446528
[242] train's rmse: 0.000608533 train's RMSPE: 0.437036 valid's rmse: 0.000775102 valid's RMSPE: 0.447172
[243] train's rmse: 0.00061065 train's RMSPE: 0.438557 valid's rmse: 0.000776675 valid's RMSPE: 0.44808
[244] train's rmse: 0.000607667 train's RMSPE: 0.436414 valid's rmse: 0.000773891 valid's RMSPE: 0.446474
[245] train's rmse: 0.000605487 train's RMSPE: 0.434849 valid's rmse: 0.000771617 valid's RMSPE: 0.445162
[246] train's rmse: 0.00060189 train's RMSPE: 0.432265 valid's rmse: 0.00076994 valid's RMSPE: 0.444194
[247] train's rmse: 0.000601092 train's RMSPE: 0.431692 valid's rmse: 0.000767544 valid's RMSPE: 0.442812
[248] train's rmse: 0.000602371 train's RMSPE: 0.432611 valid's rmse: 0.000768601 valid's RMSPE: 0.443422
[249] train's rmse: 0.000599076 train's RMSPE: 0.430244 valid's rmse: 0.000766677 valid's RMSPE: 0.442312
[250] train's rmse: 0.000600807 train's RMSPE: 0.431488 valid's rmse: 0.000767779 valid's RMSPE: 0.442948
[251] train's rmse: 0.000599248 train's RMSPE: 0.430368 valid's rmse: 0.000766448 valid's RMSPE: 0.44218
[252] train's rmse: 0.000597659 train's RMSPE: 0.429227 valid's rmse: 0.000766047 valid's RMSPE: 0.441948
[253] train's rmse: 0.000599329 train's RMSPE: 0.430426 valid's rmse: 0.000767251 valid's RMSPE: 0.442643
[254] train's rmse: 0.000598855 train's RMSPE: 0.430086 valid's rmse: 0.000767215 valid's RMSPE: 0.442622
[255] train's rmse: 0.00059995 train's RMSPE: 0.430872 valid's rmse: 0.000768193 valid's RMSPE: 0.443186
[256] train's rmse: 0.000601099 train's RMSPE: 0.431698 valid's rmse: 0.00076922 valid's RMSPE: 0.443779
[257] train's rmse: 0.000598683 train's RMSPE: 0.429962 valid's rmse: 0.000767196 valid's RMSPE: 0.442612
[258] train's rmse: 0.000599691 train's RMSPE: 0.430686 valid's rmse: 0.000768281 valid's RMSPE: 0.443237
[259] train's rmse: 0.000600633 train's RMSPE: 0.431362 valid's rmse: 0.000769243 valid's RMSPE: 0.443792
[260] train's rmse: 0.00059948 train's RMSPE: 0.430535 valid's rmse: 0.000768093 valid's RMSPE: 0.443129
[261] train's rmse: 0.000600932 train's RMSPE: 0.431577 valid's rmse: 0.000768965 valid's RMSPE: 0.443632
[262] train's rmse: 0.000601896 train's RMSPE: 0.43227 valid's rmse: 0.000769818 valid's RMSPE: 0.444124
[263] train's rmse: 0.000603041 train's RMSPE: 0.433092 valid's rmse: 0.0007707 valid's RMSPE: 0.444633
[264] train's rmse: 0.000604614 train's RMSPE: 0.434221 valid's rmse: 0.000772415 valid's RMSPE: 0.445622
[265] train's rmse: 0.000601409 train's RMSPE: 0.43192 valid's rmse: 0.0007706 valid's RMSPE: 0.444575
[266] train's rmse: 0.000602878 train's RMSPE: 0.432975 valid's rmse: 0.00077165 valid's RMSPE: 0.445181
[267] train's rmse: 0.00059782 train's RMSPE: 0.429342 valid's rmse: 0.000771646 valid's RMSPE: 0.445179
[268] train's rmse: 0.000593841 train's RMSPE: 0.426484 valid's rmse: 0.000768318 valid's RMSPE: 0.443258
[269] train's rmse: 0.000593386 train's RMSPE: 0.426158 valid's rmse: 0.000767162 valid's RMSPE: 0.442592
[270] train's rmse: 0.00059197 train's RMSPE: 0.425141 valid's rmse: 0.000765884 valid's RMSPE: 0.441854
[271] train's rmse: 0.000593152 train's RMSPE: 0.42599 valid's rmse: 0.000766716 valid's RMSPE: 0.442335
[272] train's rmse: 0.000594528 train's RMSPE: 0.426978 valid's rmse: 0.000767677 valid's RMSPE: 0.442889
[273] train's rmse: 0.000595785 train's RMSPE: 0.427881 valid's rmse: 0.000768689 valid's RMSPE: 0.443473
[274] train's rmse: 0.000591827 train's RMSPE: 0.425039 valid's rmse: 0.000766971 valid's RMSPE: 0.442481
[275] train's rmse: 0.000589819 train's RMSPE: 0.423596 valid's rmse: 0.000766875 valid's RMSPE: 0.442426
[276] train's rmse: 0.000591413 train's RMSPE: 0.424741 valid's rmse: 0.000767605 valid's RMSPE: 0.442847
[277] train's rmse: 0.000590388 train's RMSPE: 0.424004 valid's rmse: 0.0007655 valid's RMSPE: 0.441633
[278] train's rmse: 0.000588177 train's RMSPE: 0.422417 valid's rmse: 0.000764788 valid's RMSPE: 0.441222
[279] train's rmse: 0.000589541 train's RMSPE: 0.423396 valid's rmse: 0.000765521 valid's RMSPE: 0.441645
[280] train's rmse: 0.000587639 train's RMSPE: 0.422031 valid's rmse: 0.000765338 valid's RMSPE: 0.441539
[281] train's rmse: 0.000588498 train's RMSPE: 0.422648 valid's rmse: 0.000765886 valid's RMSPE: 0.441856
[282] train's rmse: 0.000589777 train's RMSPE: 0.423566 valid's rmse: 0.000766411 valid's RMSPE: 0.442158
[283] train's rmse: 0.000586571 train's RMSPE: 0.421263 valid's rmse: 0.000764576 valid's RMSPE: 0.4411
[284] train's rmse: 0.000587544 train's RMSPE: 0.421962 valid's rmse: 0.000765313 valid's RMSPE: 0.441525
[285] train's rmse: 0.000585926 train's RMSPE: 0.4208 valid's rmse: 0.000762822 valid's RMSPE: 0.440088
[286] train's rmse: 0.000586982 train's RMSPE: 0.421559 valid's rmse: 0.000763452 valid's RMSPE: 0.440451
[287] train's rmse: 0.000584614 train's RMSPE: 0.419858 valid's rmse: 0.000762324 valid's RMSPE: 0.439801
[288] train's rmse: 0.00058568 train's RMSPE: 0.420624 valid's rmse: 0.00076281 valid's RMSPE: 0.440081
[289] train's rmse: 0.000586845 train's RMSPE: 0.42146 valid's rmse: 0.000763445 valid's RMSPE: 0.440447
[290] train's rmse: 0.000585333 train's RMSPE: 0.420374 valid's rmse: 0.000762047 valid's RMSPE: 0.439641
[291] train's rmse: 0.000581538 train's RMSPE: 0.417649 valid's rmse: 0.000762351 valid's RMSPE: 0.439816
[292] train's rmse: 0.000582809 train's RMSPE: 0.418562 valid's rmse: 0.000763008 valid's RMSPE: 0.440195
[293] train's rmse: 0.000583251 train's RMSPE: 0.418879 valid's rmse: 0.000763117 valid's RMSPE: 0.440258
[294] train's rmse: 0.000584287 train's RMSPE: 0.419623 valid's rmse: 0.000763307 valid's RMSPE: 0.440368
[295] train's rmse: 0.000585282 train's RMSPE: 0.420338 valid's rmse: 0.000763917 valid's RMSPE: 0.44072
[296] train's rmse: 0.000586321 train's RMSPE: 0.421084 valid's rmse: 0.000764453 valid's RMSPE: 0.441029
[297] train's rmse: 0.000582118 train's RMSPE: 0.418066 valid's rmse: 0.000762343 valid's RMSPE: 0.439811
[298] train's rmse: 0.000583188 train's RMSPE: 0.418834 valid's rmse: 0.000762874 valid's RMSPE: 0.440118
[299] train's rmse: 0.000582593 train's RMSPE: 0.418406 valid's rmse: 0.000760839 valid's RMSPE: 0.438944
[300] train's rmse: 0.000582278 train's RMSPE: 0.41818 valid's rmse: 0.000761501 valid's RMSPE: 0.439326
[301] train's rmse: 0.000579614 train's RMSPE: 0.416267 valid's rmse: 0.000762663 valid's RMSPE: 0.439996
[302] train's rmse: 0.000577449 train's RMSPE: 0.414712 valid's rmse: 0.000760895 valid's RMSPE: 0.438976
[303] train's rmse: 0.000578686 train's RMSPE: 0.415601 valid's rmse: 0.000761135 valid's RMSPE: 0.439115
[304] train's rmse: 0.000576417 train's RMSPE: 0.413971 valid's rmse: 0.000762082 valid's RMSPE: 0.439661
[305] train's rmse: 0.000574249 train's RMSPE: 0.412414 valid's rmse: 0.000760519 valid's RMSPE: 0.43876
[306] train's rmse: 0.000575481 train's RMSPE: 0.413299 valid's rmse: 0.000760872 valid's RMSPE: 0.438963
[307] train's rmse: 0.000573843 train's RMSPE: 0.412122 valid's rmse: 0.00076093 valid's RMSPE: 0.438997
[308] train's rmse: 0.000574845 train's RMSPE: 0.412842 valid's rmse: 0.000761132 valid's RMSPE: 0.439113
[309] train's rmse: 0.000573311 train's RMSPE: 0.41174 valid's rmse: 0.000761081 valid's RMSPE: 0.439084
[310] train's rmse: 0.000570836 train's RMSPE: 0.409963 valid's rmse: 0.000762286 valid's RMSPE: 0.439779
[311] train's rmse: 0.00057095 train's RMSPE: 0.410045 valid's rmse: 0.000762419 valid's RMSPE: 0.439855
[312] train's rmse: 0.000571881 train's RMSPE: 0.410713 valid's rmse: 0.000762856 valid's RMSPE: 0.440107
[313] train's rmse: 0.000572831 train's RMSPE: 0.411396 valid's rmse: 0.00076305 valid's RMSPE: 0.44022
[314] train's rmse: 0.000570518 train's RMSPE: 0.409735 valid's rmse: 0.000763133 valid's RMSPE: 0.440267
[315] train's rmse: 0.000570868 train's RMSPE: 0.409986 valid's rmse: 0.000765485 valid's RMSPE: 0.441624
[316] train's rmse: 0.000569241 train's RMSPE: 0.408817 valid's rmse: 0.000764455 valid's RMSPE: 0.44103
[317] train's rmse: 0.000569945 train's RMSPE: 0.409323 valid's rmse: 0.00076447 valid's RMSPE: 0.441039
[318] train's rmse: 0.000567087 train's RMSPE: 0.40727 valid's rmse: 0.000765708 valid's RMSPE: 0.441753
[319] train's rmse: 0.000568044 train's RMSPE: 0.407958 valid's rmse: 0.000765546 valid's RMSPE: 0.441659
[320] train's rmse: 0.000568771 train's RMSPE: 0.40848 valid's rmse: 0.00076562 valid's RMSPE: 0.441702
[321] train's rmse: 0.00056987 train's RMSPE: 0.409269 valid's rmse: 0.00076558 valid's RMSPE: 0.441679
[322] train's rmse: 0.00057079 train's RMSPE: 0.40993 valid's rmse: 0.000765748 valid's RMSPE: 0.441776
[323] train's rmse: 0.000571641 train's RMSPE: 0.410541 valid's rmse: 0.000765946 valid's RMSPE: 0.44189
[324] train's rmse: 0.00057268 train's RMSPE: 0.411287 valid's rmse: 0.000766244 valid's RMSPE: 0.442062
[325] train's rmse: 0.000570382 train's RMSPE: 0.409637 valid's rmse: 0.000766326 valid's RMSPE: 0.44211
[326] train's rmse: 0.000567449 train's RMSPE: 0.407531 valid's rmse: 0.000765362 valid's RMSPE: 0.441554
[327] train's rmse: 0.00056826 train's RMSPE: 0.408113 valid's rmse: 0.000765533 valid's RMSPE: 0.441652
[328] train's rmse: 0.000568746 train's RMSPE: 0.408462 valid's rmse: 0.000764333 valid's RMSPE: 0.440959
[329] train's rmse: 0.000569629 train's RMSPE: 0.409096 valid's rmse: 0.00076437 valid's RMSPE: 0.440981
[330] train's rmse: 0.000570391 train's RMSPE: 0.409643 valid's rmse: 0.000764412 valid's RMSPE: 0.441005
[331] train's rmse: 0.000571163 train's RMSPE: 0.410198 valid's rmse: 0.000764646 valid's RMSPE: 0.44114
[332] train's rmse: 0.000569321 train's RMSPE: 0.408875 valid's rmse: 0.000764418 valid's RMSPE: 0.441009
[333] train's rmse: 0.000570289 train's RMSPE: 0.40957 valid's rmse: 0.00076451 valid's RMSPE: 0.441062
[334] train's rmse: 0.000571339 train's RMSPE: 0.410325 valid's rmse: 0.000764606 valid's RMSPE: 0.441117
[335] train's rmse: 0.000569086 train's RMSPE: 0.408706 valid's rmse: 0.000762395 valid's RMSPE: 0.439842
[336] train's rmse: 0.000570204 train's RMSPE: 0.409509 valid's rmse: 0.000762695 valid's RMSPE: 0.440015
[337] train's rmse: 0.000571147 train's RMSPE: 0.410186 valid's rmse: 0.000762869 valid's RMSPE: 0.440115
[338] train's rmse: 0.000570184 train's RMSPE: 0.409494 valid's rmse: 0.000763726 valid's RMSPE: 0.440609
[339] train's rmse: 0.000571211 train's RMSPE: 0.410233 valid's rmse: 0.000764098 valid's RMSPE: 0.440824
[340] train's rmse: 0.000569284 train's RMSPE: 0.408848 valid's rmse: 0.000762342 valid's RMSPE: 0.439811
[341] train's rmse: 0.000570387 train's RMSPE: 0.409641 valid's rmse: 0.000762715 valid's RMSPE: 0.440026
[342] train's rmse: 0.000570148 train's RMSPE: 0.409469 valid's rmse: 0.000762684 valid's RMSPE: 0.440008
[343] train's rmse: 0.000571028 train's RMSPE: 0.410101 valid's rmse: 0.000762972 valid's RMSPE: 0.440175
[344] train's rmse: 0.000568403 train's RMSPE: 0.408216 valid's rmse: 0.000762771 valid's RMSPE: 0.440059
[345] train's rmse: 0.000565909 train's RMSPE: 0.406424 valid's rmse: 0.000763301 valid's RMSPE: 0.440364
[346] train's rmse: 0.000567153 train's RMSPE: 0.407318 valid's rmse: 0.000763439 valid's RMSPE: 0.440444
[347] train's rmse: 0.00056504 train's RMSPE: 0.4058 valid's rmse: 0.000762028 valid's RMSPE: 0.43963
[348] train's rmse: 0.000565064 train's RMSPE: 0.405818 valid's rmse: 0.000761604 valid's RMSPE: 0.439385
[349] train's rmse: 0.000565814 train's RMSPE: 0.406356 valid's rmse: 0.000761767 valid's RMSPE: 0.439479
[350] train's rmse: 0.000566848 train's RMSPE: 0.407099 valid's rmse: 0.000761848 valid's RMSPE: 0.439526
[351] train's rmse: 0.000567857 train's RMSPE: 0.407824 valid's rmse: 0.000761938 valid's RMSPE: 0.439578
[352] train's rmse: 0.000568888 train's RMSPE: 0.408564 valid's rmse: 0.000762124 valid's RMSPE: 0.439685
[353] train's rmse: 0.000569905 train's RMSPE: 0.409294 valid's rmse: 0.000762438 valid's RMSPE: 0.439866
[354] train's rmse: 0.00056785 train's RMSPE: 0.407819 valid's rmse: 0.000764941 valid's RMSPE: 0.441311
[355] train's rmse: 0.000568945 train's RMSPE: 0.408605 valid's rmse: 0.000765274 valid's RMSPE: 0.441502
[356] train's rmse: 0.00057 train's RMSPE: 0.409363 valid's rmse: 0.000765501 valid's RMSPE: 0.441633
[357] train's rmse: 0.000571032 train's RMSPE: 0.410104 valid's rmse: 0.00076578 valid's RMSPE: 0.441794
[358] train's rmse: 0.000571976 train's RMSPE: 0.410782 valid's rmse: 0.000765979 valid's RMSPE: 0.441909
[359] train's rmse: 0.000572896 train's RMSPE: 0.411443 valid's rmse: 0.000766371 valid's RMSPE: 0.442135
[360] train's rmse: 0.000569541 train's RMSPE: 0.409033 valid's rmse: 0.000766594 valid's RMSPE: 0.442264
[361] train's rmse: 0.000570534 train's RMSPE: 0.409746 valid's rmse: 0.000766865 valid's RMSPE: 0.44242
[362] train's rmse: 0.000568068 train's RMSPE: 0.407975 valid's rmse: 0.00076514 valid's RMSPE: 0.441425
[363] train's rmse: 0.000569324 train's RMSPE: 0.408877 valid's rmse: 0.000765516 valid's RMSPE: 0.441642
[364] train's rmse: 0.000567764 train's RMSPE: 0.407757 valid's rmse: 0.000765903 valid's RMSPE: 0.441865
[365] train's rmse: 0.000568917 train's RMSPE: 0.408584 valid's rmse: 0.000766208 valid's RMSPE: 0.442042
[366] train's rmse: 0.000566383 train's RMSPE: 0.406765 valid's rmse: 0.000762769 valid's RMSPE: 0.440057
[367] train's rmse: 0.000567484 train's RMSPE: 0.407555 valid's rmse: 0.000762936 valid's RMSPE: 0.440154
[368] train's rmse: 0.0005687 train's RMSPE: 0.408429 valid's rmse: 0.000763572 valid's RMSPE: 0.440521
[369] train's rmse: 0.00056676 train's RMSPE: 0.407035 valid's rmse: 0.000761787 valid's RMSPE: 0.439491
[370] train's rmse: 0.000567735 train's RMSPE: 0.407736 valid's rmse: 0.0007622 valid's RMSPE: 0.439729
[371] train's rmse: 0.000565667 train's RMSPE: 0.40625 valid's rmse: 0.000760001 valid's RMSPE: 0.43846
[372] train's rmse: 0.000566573 train's RMSPE: 0.406902 valid's rmse: 0.000760082 valid's RMSPE: 0.438507
[373] train's rmse: 0.00056519 train's RMSPE: 0.405908 valid's rmse: 0.000759263 valid's RMSPE: 0.438035
[374] train's rmse: 0.000563539 train's RMSPE: 0.404722 valid's rmse: 0.000759314 valid's RMSPE: 0.438064
[375] train's rmse: 0.000564603 train's RMSPE: 0.405487 valid's rmse: 0.000759494 valid's RMSPE: 0.438168
[376] train's rmse: 0.000565416 train's RMSPE: 0.406071 valid's rmse: 0.00075961 valid's RMSPE: 0.438235
[377] train's rmse: 0.000564366 train's RMSPE: 0.405316 valid's rmse: 0.000760706 valid's RMSPE: 0.438867
[378] train's rmse: 0.000564085 train's RMSPE: 0.405115 valid's rmse: 0.000759183 valid's RMSPE: 0.437988
[379] train's rmse: 0.00056322 train's RMSPE: 0.404494 valid's rmse: 0.000758796 valid's RMSPE: 0.437765
[380] train's rmse: 0.00056215 train's RMSPE: 0.403725 valid's rmse: 0.000759318 valid's RMSPE: 0.438066
[381] train's rmse: 0.00056289 train's RMSPE: 0.404256 valid's rmse: 0.000759578 valid's RMSPE: 0.438217
[382] train's rmse: 0.000563604 train's RMSPE: 0.404769 valid's rmse: 0.000759692 valid's RMSPE: 0.438282
[383] train's rmse: 0.000564418 train's RMSPE: 0.405354 valid's rmse: 0.000759683 valid's RMSPE: 0.438277
[384] train's rmse: 0.000562676 train's RMSPE: 0.404103 valid's rmse: 0.000758574 valid's RMSPE: 0.437637
[385] train's rmse: 0.000562312 train's RMSPE: 0.403841 valid's rmse: 0.000760255 valid's RMSPE: 0.438607
[386] train's rmse: 0.000563183 train's RMSPE: 0.404467 valid's rmse: 0.000760223 valid's RMSPE: 0.438588
[387] train's rmse: 0.000564234 train's RMSPE: 0.405221 valid's rmse: 0.000760119 valid's RMSPE: 0.438528
[388] train's rmse: 0.00056211 train's RMSPE: 0.403696 valid's rmse: 0.000760195 valid's RMSPE: 0.438572
[389] train's rmse: 0.000561308 train's RMSPE: 0.40312 valid's rmse: 0.000760238 valid's RMSPE: 0.438597
[390] train's rmse: 0.000562057 train's RMSPE: 0.403658 valid's rmse: 0.000760426 valid's RMSPE: 0.438706
[391] train's rmse: 0.000562946 train's RMSPE: 0.404297 valid's rmse: 0.000760406 valid's RMSPE: 0.438694
[392] train's rmse: 0.000563885 train's RMSPE: 0.404971 valid's rmse: 0.000760354 valid's RMSPE: 0.438664
[393] train's rmse: 0.000564742 train's RMSPE: 0.405586 valid's rmse: 0.000760547 valid's RMSPE: 0.438776
[394] train's rmse: 0.00056556 train's RMSPE: 0.406174 valid's rmse: 0.000760592 valid's RMSPE: 0.438801
[395] train's rmse: 0.000566475 train's RMSPE: 0.406831 valid's rmse: 0.000760997 valid's RMSPE: 0.439035
[396] train's rmse: 0.000563495 train's RMSPE: 0.404691 valid's rmse: 0.000760449 valid's RMSPE: 0.438719
[397] train's rmse: 0.000564308 train's RMSPE: 0.405275 valid's rmse: 0.00076042 valid's RMSPE: 0.438702
[398] train's rmse: 0.000562676 train's RMSPE: 0.404103 valid's rmse: 0.000759217 valid's RMSPE: 0.438008
[399] train's rmse: 0.000563606 train's RMSPE: 0.404771 valid's rmse: 0.000759474 valid's RMSPE: 0.438156
[400] train's rmse: 0.000563296 train's RMSPE: 0.404548 valid's rmse: 0.000759211 valid's RMSPE: 0.438005
[401] train's rmse: 0.000564118 train's RMSPE: 0.405138 valid's rmse: 0.000759485 valid's RMSPE: 0.438163
[402] train's rmse: 0.000562336 train's RMSPE: 0.403858 valid's rmse: 0.000757802 valid's RMSPE: 0.437192
[403] train's rmse: 0.000561201 train's RMSPE: 0.403043 valid's rmse: 0.000756012 valid's RMSPE: 0.436159
[404] train's rmse: 0.000562046 train's RMSPE: 0.40365 valid's rmse: 0.000756187 valid's RMSPE: 0.43626
[405] train's rmse: 0.000562308 train's RMSPE: 0.403839 valid's rmse: 0.000756327 valid's RMSPE: 0.436341
[406] train's rmse: 0.000563088 train's RMSPE: 0.404398 valid's rmse: 0.00075636 valid's RMSPE: 0.43636
[407] train's rmse: 0.000561724 train's RMSPE: 0.403419 valid's rmse: 0.000756553 valid's RMSPE: 0.436471
[408] train's rmse: 0.000561268 train's RMSPE: 0.403091 valid's rmse: 0.00075691 valid's RMSPE: 0.436677
[409] train's rmse: 0.00055962 train's RMSPE: 0.401908 valid's rmse: 0.000756398 valid's RMSPE: 0.436382
[410] train's rmse: 0.000560444 train's RMSPE: 0.402499 valid's rmse: 0.000756378 valid's RMSPE: 0.43637
[411] train's rmse: 0.000561076 train's RMSPE: 0.402954 valid's rmse: 0.000756576 valid's RMSPE: 0.436485
[412] train's rmse: 0.000561802 train's RMSPE: 0.403475 valid's rmse: 0.000756536 valid's RMSPE: 0.436461
[413] train's rmse: 0.00056251 train's RMSPE: 0.403983 valid's rmse: 0.000756664 valid's RMSPE: 0.436535
[414] train's rmse: 0.000563294 train's RMSPE: 0.404546 valid's rmse: 0.000756799 valid's RMSPE: 0.436613
[415] train's rmse: 0.000564091 train's RMSPE: 0.405119 valid's rmse: 0.000756946 valid's RMSPE: 0.436698
[416] train's rmse: 0.00056235 train's RMSPE: 0.403868 valid's rmse: 0.000757302 valid's RMSPE: 0.436903
[417] train's rmse: 0.000559709 train's RMSPE: 0.401971 valid's rmse: 0.000760965 valid's RMSPE: 0.439017
[418] train's rmse: 0.000557412 train's RMSPE: 0.400322 valid's rmse: 0.000761213 valid's RMSPE: 0.43916
[419] train's rmse: 0.000556348 train's RMSPE: 0.399558 valid's rmse: 0.000763096 valid's RMSPE: 0.440246
[420] train's rmse: 0.000557048 train's RMSPE: 0.400061 valid's rmse: 0.000762858 valid's RMSPE: 0.440109
[421] train's rmse: 0.000557927 train's RMSPE: 0.400692 valid's rmse: 0.00076298 valid's RMSPE: 0.440179
[422] train's rmse: 0.000555357 train's RMSPE: 0.398846 valid's rmse: 0.000763954 valid's RMSPE: 0.440741
[423] train's rmse: 0.000556221 train's RMSPE: 0.399467 valid's rmse: 0.000763774 valid's RMSPE: 0.440637
[424] train's rmse: 0.000557151 train's RMSPE: 0.400134 valid's rmse: 0.0007636 valid's RMSPE: 0.440537
[425] train's rmse: 0.00055798 train's RMSPE: 0.40073 valid's rmse: 0.000763385 valid's RMSPE: 0.440413
[426] train's rmse: 0.00055876 train's RMSPE: 0.401291 valid's rmse: 0.000763264 valid's RMSPE: 0.440343
[427] train's rmse: 0.000557367 train's RMSPE: 0.40029 valid's rmse: 0.000763964 valid's RMSPE: 0.440747
[428] train's rmse: 0.000558216 train's RMSPE: 0.4009 valid's rmse: 0.000763613 valid's RMSPE: 0.440544
[429] train's rmse: 0.00055904 train's RMSPE: 0.401491 valid's rmse: 0.000763603 valid's RMSPE: 0.440538
[430] train's rmse: 0.000559852 train's RMSPE: 0.402074 valid's rmse: 0.000763408 valid's RMSPE: 0.440426
[431] train's rmse: 0.000558375 train's RMSPE: 0.401014 valid's rmse: 0.00076194 valid's RMSPE: 0.439579
[432] train's rmse: 0.00055929 train's RMSPE: 0.401671 valid's rmse: 0.000761958 valid's RMSPE: 0.439589
[433] train's rmse: 0.00055759 train's RMSPE: 0.40045 valid's rmse: 0.000761865 valid's RMSPE: 0.439536
[434] train's rmse: 0.000558396 train's RMSPE: 0.401029 valid's rmse: 0.000762003 valid's RMSPE: 0.439616
[435] train's rmse: 0.000557575 train's RMSPE: 0.400439 valid's rmse: 0.000762935 valid's RMSPE: 0.440153
[436] train's rmse: 0.000558027 train's RMSPE: 0.400764 valid's rmse: 0.000763367 valid's RMSPE: 0.440402
[437] train's rmse: 0.000558789 train's RMSPE: 0.401311 valid's rmse: 0.000763219 valid's RMSPE: 0.440317
[438] train's rmse: 0.000557529 train's RMSPE: 0.400406 valid's rmse: 0.000762926 valid's RMSPE: 0.440148
[439] train's rmse: 0.000558192 train's RMSPE: 0.400883 valid's rmse: 0.000762813 valid's RMSPE: 0.440083
[440] train's rmse: 0.000558982 train's RMSPE: 0.40145 valid's rmse: 0.000762539 valid's RMSPE: 0.439925
[441] train's rmse: 0.000559902 train's RMSPE: 0.40211 valid's rmse: 0.000762339 valid's RMSPE: 0.439809
[442] train's rmse: 0.000560558 train's RMSPE: 0.402581 valid's rmse: 0.000762436 valid's RMSPE: 0.439865
[443] train's rmse: 0.000561348 train's RMSPE: 0.403149 valid's rmse: 0.000762487 valid's RMSPE: 0.439895
[444] train's rmse: 0.000561985 train's RMSPE: 0.403606 valid's rmse: 0.00076257 valid's RMSPE: 0.439943
[445] train's rmse: 0.000561492 train's RMSPE: 0.403252 valid's rmse: 0.000763259 valid's RMSPE: 0.44034
[446] train's rmse: 0.000562223 train's RMSPE: 0.403777 valid's rmse: 0.000763041 valid's RMSPE: 0.440214
[447] train's rmse: 0.000563089 train's RMSPE: 0.404399 valid's rmse: 0.000762988 valid's RMSPE: 0.440184
[448] train's rmse: 0.000561611 train's RMSPE: 0.403338 valid's rmse: 0.000762261 valid's RMSPE: 0.439764
[449] train's rmse: 0.000562448 train's RMSPE: 0.403939 valid's rmse: 0.000762306 valid's RMSPE: 0.43979
[450] train's rmse: 0.000563172 train's RMSPE: 0.404459 valid's rmse: 0.000762341 valid's RMSPE: 0.43981
[451] train's rmse: 0.000563994 train's RMSPE: 0.405049 valid's rmse: 0.000762435 valid's RMSPE: 0.439865
[452] train's rmse: 0.000562406 train's RMSPE: 0.403909 valid's rmse: 0.000763347 valid's RMSPE: 0.440391
[453] train's rmse: 0.000560909 train's RMSPE: 0.402834 valid's rmse: 0.000763224 valid's RMSPE: 0.44032
[454] train's rmse: 0.000559005 train's RMSPE: 0.401466 valid's rmse: 0.000763905 valid's RMSPE: 0.440713
[455] train's rmse: 0.000559728 train's RMSPE: 0.401985 valid's rmse: 0.000763825 valid's RMSPE: 0.440666
[456] train's rmse: 0.000559118 train's RMSPE: 0.401548 valid's rmse: 0.00076355 valid's RMSPE: 0.440508
[457] train's rmse: 0.000559821 train's RMSPE: 0.402052 valid's rmse: 0.000763384 valid's RMSPE: 0.440412
[458] train's rmse: 0.000557174 train's RMSPE: 0.400151 valid's rmse: 0.000763269 valid's RMSPE: 0.440346
[459] train's rmse: 0.000555722 train's RMSPE: 0.399108 valid's rmse: 0.000764017 valid's RMSPE: 0.440777
[460] train's rmse: 0.000556449 train's RMSPE: 0.399631 valid's rmse: 0.000763593 valid's RMSPE: 0.440533
[461] train's rmse: 0.000557186 train's RMSPE: 0.40016 valid's rmse: 0.00076329 valid's RMSPE: 0.440358
[462] train's rmse: 0.000555551 train's RMSPE: 0.398986 valid's rmse: 0.000763591 valid's RMSPE: 0.440531
[463] train's rmse: 0.000552854 train's RMSPE: 0.397049 valid's rmse: 0.000762877 valid's RMSPE: 0.440119
[464] train's rmse: 0.000553528 train's RMSPE: 0.397533 valid's rmse: 0.000762266 valid's RMSPE: 0.439767
[465] train's rmse: 0.000552805 train's RMSPE: 0.397013 valid's rmse: 0.000763391 valid's RMSPE: 0.440416
[466] train's rmse: 0.000552177 train's RMSPE: 0.396562 valid's rmse: 0.000764244 valid's RMSPE: 0.440909
[467] train's rmse: 0.000550139 train's RMSPE: 0.395099 valid's rmse: 0.000762757 valid's RMSPE: 0.44005
[468] train's rmse: 0.000550086 train's RMSPE: 0.395061 valid's rmse: 0.000764242 valid's RMSPE: 0.440907
[469] train's rmse: 0.000549744 train's RMSPE: 0.394815 valid's rmse: 0.000766815 valid's RMSPE: 0.442391
[470] train's rmse: 0.000548037 train's RMSPE: 0.393589 valid's rmse: 0.000767058 valid's RMSPE: 0.442532
[471] train's rmse: 0.000548625 train's RMSPE: 0.394011 valid's rmse: 0.000766322 valid's RMSPE: 0.442107
[472] train's rmse: 0.000547278 train's RMSPE: 0.393044 valid's rmse: 0.000765974 valid's RMSPE: 0.441906
[473] train's rmse: 0.000545068 train's RMSPE: 0.391457 valid's rmse: 0.000764508 valid's RMSPE: 0.441061
[474] train's rmse: 0.000545698 train's RMSPE: 0.39191 valid's rmse: 0.000763968 valid's RMSPE: 0.440749
[475] train's rmse: 0.000543546 train's RMSPE: 0.390364 valid's rmse: 0.000765518 valid's RMSPE: 0.441643
[476] train's rmse: 0.000541559 train's RMSPE: 0.388937 valid's rmse: 0.00076618 valid's RMSPE: 0.442025
[477] train's rmse: 0.000542213 train's RMSPE: 0.389406 valid's rmse: 0.000765756 valid's RMSPE: 0.441781
[478] train's rmse: 0.000542927 train's RMSPE: 0.38992 valid's rmse: 0.00076557 valid's RMSPE: 0.441674
[479] train's rmse: 0.000541889 train's RMSPE: 0.389174 valid's rmse: 0.000764754 valid's RMSPE: 0.441203
[480] train's rmse: 0.00053977 train's RMSPE: 0.387652 valid's rmse: 0.000764618 valid's RMSPE: 0.441124
[481] train's rmse: 0.000540563 train's RMSPE: 0.388222 valid's rmse: 0.000764198 valid's RMSPE: 0.440882
[482] train's rmse: 0.000541405 train's RMSPE: 0.388826 valid's rmse: 0.000766227 valid's RMSPE: 0.442052
[483] train's rmse: 0.000541931 train's RMSPE: 0.389204 valid's rmse: 0.000765331 valid's RMSPE: 0.441536
[484] train's rmse: 0.000540255 train's RMSPE: 0.388 valid's rmse: 0.000765733 valid's RMSPE: 0.441767
[485] train's rmse: 0.000540816 train's RMSPE: 0.388403 valid's rmse: 0.000765168 valid's RMSPE: 0.441441
[486] train's rmse: 0.000539738 train's RMSPE: 0.387629 valid's rmse: 0.000766437 valid's RMSPE: 0.442173
[487] train's rmse: 0.000538364 train's RMSPE: 0.386642 valid's rmse: 0.000768104 valid's RMSPE: 0.443135
[488] train's rmse: 0.00053676 train's RMSPE: 0.38549 valid's rmse: 0.000767556 valid's RMSPE: 0.442819
[489] train's rmse: 0.00053625 train's RMSPE: 0.385124 valid's rmse: 0.000768674 valid's RMSPE: 0.443464
[490] train's rmse: 0.000535161 train's RMSPE: 0.384342 valid's rmse: 0.000767847 valid's RMSPE: 0.442987
[491] train's rmse: 0.000535854 train's RMSPE: 0.38484 valid's rmse: 0.00076708 valid's RMSPE: 0.442545
[492] train's rmse: 0.000534218 train's RMSPE: 0.383664 valid's rmse: 0.000765479 valid's RMSPE: 0.441621
[493] train's rmse: 0.000534757 train's RMSPE: 0.384052 valid's rmse: 0.000764995 valid's RMSPE: 0.441342
[494] train's rmse: 0.000535409 train's RMSPE: 0.38452 valid's rmse: 0.000764391 valid's RMSPE: 0.440993
[495] train's rmse: 0.000536161 train's RMSPE: 0.38506 valid's rmse: 0.000763587 valid's RMSPE: 0.440529
[496] train's rmse: 0.000536919 train's RMSPE: 0.385604 valid's rmse: 0.000763072 valid's RMSPE: 0.440232
[497] train's rmse: 0.000535618 train's RMSPE: 0.38467 valid's rmse: 0.000763885 valid's RMSPE: 0.440701
[498] train's rmse: 0.000534082 train's RMSPE: 0.383567 valid's rmse: 0.000764432 valid's RMSPE: 0.441017
[499] train's rmse: 0.000534655 train's RMSPE: 0.383979 valid's rmse: 0.000763939 valid's RMSPE: 0.440732
[500] train's rmse: 0.000535267 train's RMSPE: 0.384418 valid's rmse: 0.000763512 valid's RMSPE: 0.440486
[501] train's rmse: 0.000534941 train's RMSPE: 0.384184 valid's rmse: 0.000763059 valid's RMSPE: 0.440224
[502] train's rmse: 0.000535628 train's RMSPE: 0.384678 valid's rmse: 0.000762685 valid's RMSPE: 0.440009
[503] train's rmse: 0.000534521 train's RMSPE: 0.383882 valid's rmse: 0.000765808 valid's RMSPE: 0.441811
[504] train's rmse: 0.000535078 train's RMSPE: 0.384282 valid's rmse: 0.000765258 valid's RMSPE: 0.441493
[505] train's rmse: 0.000535664 train's RMSPE: 0.384703 valid's rmse: 0.000764906 valid's RMSPE: 0.44129
[506] train's rmse: 0.000534336 train's RMSPE: 0.383749 valid's rmse: 0.000764691 valid's RMSPE: 0.441166
[507] train's rmse: 0.000533021 train's RMSPE: 0.382805 valid's rmse: 0.0007671 valid's RMSPE: 0.442556
[508] train's rmse: 0.000531745 train's RMSPE: 0.381889 valid's rmse: 0.000765788 valid's RMSPE: 0.441799
[509] train's rmse: 0.000530876 train's RMSPE: 0.381264 valid's rmse: 0.000768217 valid's RMSPE: 0.443201
[510] train's rmse: 0.000531518 train's RMSPE: 0.381726 valid's rmse: 0.000767602 valid's RMSPE: 0.442846
[511] train's rmse: 0.000530593 train's RMSPE: 0.381061 valid's rmse: 0.000768088 valid's RMSPE: 0.443126
[512] train's rmse: 0.0005311 train's RMSPE: 0.381425 valid's rmse: 0.000766753 valid's RMSPE: 0.442356
[513] train's rmse: 0.000531745 train's RMSPE: 0.381889 valid's rmse: 0.000766238 valid's RMSPE: 0.442058
[514] train's rmse: 0.00053243 train's RMSPE: 0.382381 valid's rmse: 0.000765653 valid's RMSPE: 0.441721
[515] train's rmse: 0.000533097 train's RMSPE: 0.382859 valid's rmse: 0.000765114 valid's RMSPE: 0.44141
[516] train's rmse: 0.00053364 train's RMSPE: 0.38325 valid's rmse: 0.000764639 valid's RMSPE: 0.441136
[517] train's rmse: 0.000534356 train's RMSPE: 0.383764 valid's rmse: 0.00076411 valid's RMSPE: 0.440831
[518] train's rmse: 0.00053498 train's RMSPE: 0.384212 valid's rmse: 0.000763833 valid's RMSPE: 0.440671
[519] train's rmse: 0.00053569 train's RMSPE: 0.384722 valid's rmse: 0.00076286 valid's RMSPE: 0.44011
[520] train's rmse: 0.00053647 train's RMSPE: 0.385282 valid's rmse: 0.000761989 valid's RMSPE: 0.439607
[521] train's rmse: 0.000537257 train's RMSPE: 0.385847 valid's rmse: 0.000761514 valid's RMSPE: 0.439333
[522] train's rmse: 0.00053599 train's RMSPE: 0.384938 valid's rmse: 0.000761621 valid's RMSPE: 0.439395
[523] train's rmse: 0.000536695 train's RMSPE: 0.385443 valid's rmse: 0.000761288 valid's RMSPE: 0.439203
[524] train's rmse: 0.000537329 train's RMSPE: 0.385899 valid's rmse: 0.00076093 valid's RMSPE: 0.438996
[525] train's rmse: 0.000538056 train's RMSPE: 0.386421 valid's rmse: 0.000760585 valid's RMSPE: 0.438798
[526] train's rmse: 0.0005388 train's RMSPE: 0.386955 valid's rmse: 0.00076037 valid's RMSPE: 0.438673
[527] train's rmse: 0.000537913 train's RMSPE: 0.386319 valid's rmse: 0.000762005 valid's RMSPE: 0.439617
[528] train's rmse: 0.000535592 train's RMSPE: 0.384652 valid's rmse: 0.000762942 valid's RMSPE: 0.440157
[529] train's rmse: 0.00053386 train's RMSPE: 0.383407 valid's rmse: 0.000765044 valid's RMSPE: 0.44137
[530] train's rmse: 0.000534613 train's RMSPE: 0.383948 valid's rmse: 0.000764657 valid's RMSPE: 0.441146
[531] train's rmse: 0.000535217 train's RMSPE: 0.384382 valid's rmse: 0.00076429 valid's RMSPE: 0.440935
[532] train's rmse: 0.000533418 train's RMSPE: 0.38309 valid's rmse: 0.000763899 valid's RMSPE: 0.44071
[533] train's rmse: 0.000534108 train's RMSPE: 0.383586 valid's rmse: 0.000763454 valid's RMSPE: 0.440452
[534] train's rmse: 0.000532636 train's RMSPE: 0.382528 valid's rmse: 0.000762829 valid's RMSPE: 0.440092
[535] train's rmse: 0.000531857 train's RMSPE: 0.381969 valid's rmse: 0.000762571 valid's RMSPE: 0.439943
[536] train's rmse: 0.000531847 train's RMSPE: 0.381962 valid's rmse: 0.000763161 valid's RMSPE: 0.440283
[537] train's rmse: 0.000530633 train's RMSPE: 0.38109 valid's rmse: 0.000762397 valid's RMSPE: 0.439843
[538] train's rmse: 0.000531281 train's RMSPE: 0.381556 valid's rmse: 0.000762078 valid's RMSPE: 0.439658
[539] train's rmse: 0.00052949 train's RMSPE: 0.380269 valid's rmse: 0.000762943 valid's RMSPE: 0.440158
[540] train's rmse: 0.000530102 train's RMSPE: 0.380709 valid's rmse: 0.000762508 valid's RMSPE: 0.439907
[541] train's rmse: 0.000530756 train's RMSPE: 0.381178 valid's rmse: 0.000761974 valid's RMSPE: 0.439599
[542] train's rmse: 0.000530165 train's RMSPE: 0.380754 valid's rmse: 0.000763202 valid's RMSPE: 0.440307
[543] train's rmse: 0.000528335 train's RMSPE: 0.379439 valid's rmse: 0.000764299 valid's RMSPE: 0.44094
[544] train's rmse: 0.000527709 train's RMSPE: 0.37899 valid's rmse: 0.00076406 valid's RMSPE: 0.440802
[545] train's rmse: 0.000526759 train's RMSPE: 0.378308 valid's rmse: 0.000764695 valid's RMSPE: 0.441168
[546] train's rmse: 0.000527085 train's RMSPE: 0.378542 valid's rmse: 0.000765931 valid's RMSPE: 0.441882
[547] train's rmse: 0.000527743 train's RMSPE: 0.379015 valid's rmse: 0.000765392 valid's RMSPE: 0.441571
[548] train's rmse: 0.000526108 train's RMSPE: 0.37784 valid's rmse: 0.000764579 valid's RMSPE: 0.441102
[549] train's rmse: 0.000526576 train's RMSPE: 0.378177 valid's rmse: 0.000764024 valid's RMSPE: 0.440782
[550] train's rmse: 0.000527151 train's RMSPE: 0.37859 valid's rmse: 0.000763516 valid's RMSPE: 0.440488
[551] train's rmse: 0.000526217 train's RMSPE: 0.377919 valid's rmse: 0.000763006 valid's RMSPE: 0.440194
[552] train's rmse: 0.000526809 train's RMSPE: 0.378344 valid's rmse: 0.000762405 valid's RMSPE: 0.439848
[553] train's rmse: 0.000527487 train's RMSPE: 0.378831 valid's rmse: 0.000761778 valid's RMSPE: 0.439486
[554] train's rmse: 0.000528095 train's RMSPE: 0.379267 valid's rmse: 0.000761501 valid's RMSPE: 0.439326
[555] train's rmse: 0.000528669 train's RMSPE: 0.37968 valid's rmse: 0.000761073 valid's RMSPE: 0.439079
[556] train's rmse: 0.000526719 train's RMSPE: 0.378279 valid's rmse: 0.000761095 valid's RMSPE: 0.439092
[557] train's rmse: 0.000525404 train's RMSPE: 0.377335 valid's rmse: 0.000761696 valid's RMSPE: 0.439438
[558] train's rmse: 0.00052527 train's RMSPE: 0.377238 valid's rmse: 0.00076316 valid's RMSPE: 0.440283
[559] train's rmse: 0.00052586 train's RMSPE: 0.377662 valid's rmse: 0.000762775 valid's RMSPE: 0.440061
[560] train's rmse: 0.000524233 train's RMSPE: 0.376493 valid's rmse: 0.000761696 valid's RMSPE: 0.439438
[561] train's rmse: 0.000524913 train's RMSPE: 0.376982 valid's rmse: 0.000761292 valid's RMSPE: 0.439205
[562] train's rmse: 0.000525476 train's RMSPE: 0.377386 valid's rmse: 0.000760707 valid's RMSPE: 0.438868
[563] train's rmse: 0.000523916 train's RMSPE: 0.376266 valid's rmse: 0.000758736 valid's RMSPE: 0.437731
[564] train's rmse: 0.000524546 train's RMSPE: 0.376718 valid's rmse: 0.000757791 valid's RMSPE: 0.437186
[565] train's rmse: 0.000523738 train's RMSPE: 0.376138 valid's rmse: 0.000758042 valid's RMSPE: 0.43733
[566] train's rmse: 0.000524361 train's RMSPE: 0.376585 valid's rmse: 0.000757712 valid's RMSPE: 0.43714
[567] train's rmse: 0.000524894 train's RMSPE: 0.376968 valid's rmse: 0.000757264 valid's RMSPE: 0.436881
[568] train's rmse: 0.000524204 train's RMSPE: 0.376472 valid's rmse: 0.000756831 valid's RMSPE: 0.436632
[569] train's rmse: 0.000524772 train's RMSPE: 0.37688 valid's rmse: 0.000756341 valid's RMSPE: 0.436349
[570] train's rmse: 0.000525232 train's RMSPE: 0.377211 valid's rmse: 0.000756014 valid's RMSPE: 0.43616
[571] train's rmse: 0.000525896 train's RMSPE: 0.377688 valid's rmse: 0.00075547 valid's RMSPE: 0.435846
[572] train's rmse: 0.000526551 train's RMSPE: 0.378159 valid's rmse: 0.000755171 valid's RMSPE: 0.435674
[573] train's rmse: 0.000527211 train's RMSPE: 0.378633 valid's rmse: 0.000754843 valid's RMSPE: 0.435485
[574] train's rmse: 0.000526301 train's RMSPE: 0.377979 valid's rmse: 0.000755742 valid's RMSPE: 0.436003
[575] train's rmse: 0.000526928 train's RMSPE: 0.378429 valid's rmse: 0.000755313 valid's RMSPE: 0.435756
[576] train's rmse: 0.000527586 train's RMSPE: 0.378901 valid's rmse: 0.000755036 valid's RMSPE: 0.435596
[577] train's rmse: 0.000528294 train's RMSPE: 0.37941 valid's rmse: 0.000754837 valid's RMSPE: 0.435481
[578] train's rmse: 0.000526708 train's RMSPE: 0.378271 valid's rmse: 0.000754901 valid's RMSPE: 0.435518
[579] train's rmse: 0.000525121 train's RMSPE: 0.377131 valid's rmse: 0.000756947 valid's RMSPE: 0.436699
[580] train's rmse: 0.000525793 train's RMSPE: 0.377614 valid's rmse: 0.000756649 valid's RMSPE: 0.436527
[581] train's rmse: 0.000525548 train's RMSPE: 0.377438 valid's rmse: 0.000758862 valid's RMSPE: 0.437803
[582] train's rmse: 0.000526091 train's RMSPE: 0.377828 valid's rmse: 0.000758472 valid's RMSPE: 0.437578
[583] train's rmse: 0.000526595 train's RMSPE: 0.37819 valid's rmse: 0.000757978 valid's RMSPE: 0.437293
[584] train's rmse: 0.000525731 train's RMSPE: 0.377569 valid's rmse: 0.000758306 valid's RMSPE: 0.437482
[585] train's rmse: 0.000526355 train's RMSPE: 0.378017 valid's rmse: 0.000758008 valid's RMSPE: 0.437311
[586] train's rmse: 0.000525179 train's RMSPE: 0.377173 valid's rmse: 0.000757126 valid's RMSPE: 0.436802
[587] train's rmse: 0.000524016 train's RMSPE: 0.376338 valid's rmse: 0.000759856 valid's RMSPE: 0.438377
[588] train's rmse: 0.000522917 train's RMSPE: 0.375549 valid's rmse: 0.000760414 valid's RMSPE: 0.438699
[589] train's rmse: 0.000523564 train's RMSPE: 0.376013 valid's rmse: 0.000759915 valid's RMSPE: 0.438411
[590] train's rmse: 0.000523308 train's RMSPE: 0.375829 valid's rmse: 0.000760047 valid's RMSPE: 0.438487
[591] train's rmse: 0.000523903 train's RMSPE: 0.376256 valid's rmse: 0.000759153 valid's RMSPE: 0.437971
[592] train's rmse: 0.000522395 train's RMSPE: 0.375174 valid's rmse: 0.000759954 valid's RMSPE: 0.438433
[593] train's rmse: 0.000522938 train's RMSPE: 0.375563 valid's rmse: 0.000759382 valid's RMSPE: 0.438103
[594] train's rmse: 0.000523536 train's RMSPE: 0.375993 valid's rmse: 0.000758794 valid's RMSPE: 0.437764
[595] train's rmse: 0.000524319 train's RMSPE: 0.376556 valid's rmse: 0.000758267 valid's RMSPE: 0.43746
[596] train's rmse: 0.000524898 train's RMSPE: 0.376971 valid's rmse: 0.000757871 valid's RMSPE: 0.437231
[597] train's rmse: 0.000525556 train's RMSPE: 0.377443 valid's rmse: 0.000757456 valid's RMSPE: 0.436992
[598] train's rmse: 0.00052453 train's RMSPE: 0.376707 valid's rmse: 0.000759029 valid's RMSPE: 0.4379
[599] train's rmse: 0.000523154 train's RMSPE: 0.375719 valid's rmse: 0.00075972 valid's RMSPE: 0.438298
[600] train's rmse: 0.000522103 train's RMSPE: 0.374964 valid's rmse: 0.000760063 valid's RMSPE: 0.438496
[601] train's rmse: 0.000520941 train's RMSPE: 0.374129 valid's rmse: 0.000760167 valid's RMSPE: 0.438556
[602] train's rmse: 0.000519905 train's RMSPE: 0.373385 valid's rmse: 0.000759167 valid's RMSPE: 0.437979
[603] train's rmse: 0.000520311 train's RMSPE: 0.373677 valid's rmse: 0.000758569 valid's RMSPE: 0.437634
[604] train's rmse: 0.000518495 train's RMSPE: 0.372373 valid's rmse: 0.000759287 valid's RMSPE: 0.438049
[605] train's rmse: 0.00051708 train's RMSPE: 0.371356 valid's rmse: 0.000761538 valid's RMSPE: 0.439347
[606] train's rmse: 0.000515827 train's RMSPE: 0.370456 valid's rmse: 0.000761071 valid's RMSPE: 0.439078
[607] train's rmse: 0.000516497 train's RMSPE: 0.370938 valid's rmse: 0.000760035 valid's RMSPE: 0.43848
[608] train's rmse: 0.000515394 train's RMSPE: 0.370146 valid's rmse: 0.000762222 valid's RMSPE: 0.439742
[609] train's rmse: 0.000515765 train's RMSPE: 0.370412 valid's rmse: 0.000761601 valid's RMSPE: 0.439383
[610] train's rmse: 0.00051461 train's RMSPE: 0.369582 valid's rmse: 0.000762311 valid's RMSPE: 0.439793
[611] train's rmse: 0.000513593 train's RMSPE: 0.368852 valid's rmse: 0.000761463 valid's RMSPE: 0.439304
[612] train's rmse: 0.000513281 train's RMSPE: 0.368628 valid's rmse: 0.000764856 valid's RMSPE: 0.441261
[613] train's rmse: 0.000512745 train's RMSPE: 0.368243 valid's rmse: 0.000766879 valid's RMSPE: 0.442428
[614] train's rmse: 0.000513163 train's RMSPE: 0.368543 valid's rmse: 0.000766209 valid's RMSPE: 0.442042
[615] train's rmse: 0.000511851 train's RMSPE: 0.367601 valid's rmse: 0.000765972 valid's RMSPE: 0.441905
[616] train's rmse: 0.000512232 train's RMSPE: 0.367875 valid's rmse: 0.000765017 valid's RMSPE: 0.441355
[617] train's rmse: 0.00051296 train's RMSPE: 0.368397 valid's rmse: 0.000765102 valid's RMSPE: 0.441403
[618] train's rmse: 0.000512772 train's RMSPE: 0.368263 valid's rmse: 0.000767114 valid's RMSPE: 0.442564
[619] train's rmse: 0.000513139 train's RMSPE: 0.368526 valid's rmse: 0.000766231 valid's RMSPE: 0.442055
[620] train's rmse: 0.00051346 train's RMSPE: 0.368757 valid's rmse: 0.000765577 valid's RMSPE: 0.441677
[621] train's rmse: 0.000513888 train's RMSPE: 0.369064 valid's rmse: 0.000764956 valid's RMSPE: 0.441319
[622] train's rmse: 0.000514184 train's RMSPE: 0.369277 valid's rmse: 0.00076356 valid's RMSPE: 0.440514
[623] train's rmse: 0.000514646 train's RMSPE: 0.369608 valid's rmse: 0.000762913 valid's RMSPE: 0.44014
[624] train's rmse: 0.000514516 train's RMSPE: 0.369515 valid's rmse: 0.000763077 valid's RMSPE: 0.440235
[625] train's rmse: 0.000513516 train's RMSPE: 0.368797 valid's rmse: 0.000763408 valid's RMSPE: 0.440426
[626] train's rmse: 0.000512245 train's RMSPE: 0.367884 valid's rmse: 0.000763991 valid's RMSPE: 0.440763
[627] train's rmse: 0.000512555 train's RMSPE: 0.368107 valid's rmse: 0.000763275 valid's RMSPE: 0.440349
[628] train's rmse: 0.000513009 train's RMSPE: 0.368433 valid's rmse: 0.000762918 valid's RMSPE: 0.440143
[629] train's rmse: 0.000513352 train's RMSPE: 0.368679 valid's rmse: 0.000761766 valid's RMSPE: 0.439479
[630] train's rmse: 0.000511726 train's RMSPE: 0.367512 valid's rmse: 0.0007635 valid's RMSPE: 0.440479
[631] train's rmse: 0.000512168 train's RMSPE: 0.367829 valid's rmse: 0.000762887 valid's RMSPE: 0.440125
[632] train's rmse: 0.000510732 train's RMSPE: 0.366797 valid's rmse: 0.000761925 valid's RMSPE: 0.43957
[633] train's rmse: 0.000511135 train's RMSPE: 0.367087 valid's rmse: 0.000761282 valid's RMSPE: 0.439199
[634] train's rmse: 0.000510107 train's RMSPE: 0.366349 valid's rmse: 0.000761065 valid's RMSPE: 0.439074
[635] train's rmse: 0.000510498 train's RMSPE: 0.366629 valid's rmse: 0.000760013 valid's RMSPE: 0.438468
[636] train's rmse: 0.000510159 train's RMSPE: 0.366386 valid's rmse: 0.00076034 valid's RMSPE: 0.438656
[637] train's rmse: 0.000510431 train's RMSPE: 0.366581 valid's rmse: 0.00076069 valid's RMSPE: 0.438858
[638] train's rmse: 0.000508537 train's RMSPE: 0.365221 valid's rmse: 0.00076187 valid's RMSPE: 0.439539
[639] train's rmse: 0.000507952 train's RMSPE: 0.364801 valid's rmse: 0.00076237 valid's RMSPE: 0.439827
[640] train's rmse: 0.000508165 train's RMSPE: 0.364954 valid's rmse: 0.000763158 valid's RMSPE: 0.440282
[641] train's rmse: 0.000508549 train's RMSPE: 0.36523 valid's rmse: 0.000762393 valid's RMSPE: 0.43984
[642] train's rmse: 0.000508815 train's RMSPE: 0.365421 valid's rmse: 0.00076123 valid's RMSPE: 0.439169
[643] train's rmse: 0.000506989 train's RMSPE: 0.364109 valid's rmse: 0.000760528 valid's RMSPE: 0.438764
[644] train's rmse: 0.000506225 train's RMSPE: 0.36356 valid's rmse: 0.000760129 valid's RMSPE: 0.438534
[645] train's rmse: 0.000506562 train's RMSPE: 0.363802 valid's rmse: 0.000759494 valid's RMSPE: 0.438168
[646] train's rmse: 0.000504982 train's RMSPE: 0.362668 valid's rmse: 0.000759927 valid's RMSPE: 0.438418
[647] train's rmse: 0.00050362 train's RMSPE: 0.36169 valid's rmse: 0.000760017 valid's RMSPE: 0.43847
[648] train's rmse: 0.000503384 train's RMSPE: 0.36152 valid's rmse: 0.000762189 valid's RMSPE: 0.439723
[649] train's rmse: 0.000503922 train's RMSPE: 0.361906 valid's rmse: 0.000761338 valid's RMSPE: 0.439232
[650] train's rmse: 0.00050426 train's RMSPE: 0.362149 valid's rmse: 0.000760633 valid's RMSPE: 0.438825
[651] train's rmse: 0.000504522 train's RMSPE: 0.362337 valid's rmse: 0.000760131 valid's RMSPE: 0.438535
[652] train's rmse: 0.00050396 train's RMSPE: 0.361934 valid's rmse: 0.000759383 valid's RMSPE: 0.438104
[653] train's rmse: 0.000504359 train's RMSPE: 0.362221 valid's rmse: 0.00075886 valid's RMSPE: 0.437802
[654] train's rmse: 0.00050335 train's RMSPE: 0.361496 valid's rmse: 0.000759729 valid's RMSPE: 0.438303
[655] train's rmse: 0.000503763 train's RMSPE: 0.361793 valid's rmse: 0.00075927 valid's RMSPE: 0.438039
[656] train's rmse: 0.000504241 train's RMSPE: 0.362136 valid's rmse: 0.000761173 valid's RMSPE: 0.439137
[657] train's rmse: 0.000502816 train's RMSPE: 0.361112 valid's rmse: 0.000761085 valid's RMSPE: 0.439086
[658] train's rmse: 0.000502655 train's RMSPE: 0.360997 valid's rmse: 0.000761225 valid's RMSPE: 0.439167
[659] train's rmse: 0.000501842 train's RMSPE: 0.360413 valid's rmse: 0.000763265 valid's RMSPE: 0.440344
[660] train's rmse: 0.000502116 train's RMSPE: 0.360609 valid's rmse: 0.000762538 valid's RMSPE: 0.439924
[661] train's rmse: 0.000500914 train's RMSPE: 0.359746 valid's rmse: 0.000764807 valid's RMSPE: 0.441233
[662] train's rmse: 0.000499682 train's RMSPE: 0.358861 valid's rmse: 0.000766037 valid's RMSPE: 0.441943
[663] train's rmse: 0.0005 train's RMSPE: 0.35909 valid's rmse: 0.000765424 valid's RMSPE: 0.441589
[664] train's rmse: 0.000500316 train's RMSPE: 0.359317 valid's rmse: 0.000764728 valid's RMSPE: 0.441187
[665] train's rmse: 0.000500631 train's RMSPE: 0.359543 valid's rmse: 0.000764085 valid's RMSPE: 0.440817
[666] train's rmse: 0.000500358 train's RMSPE: 0.359347 valid's rmse: 0.000764885 valid's RMSPE: 0.441278
[667] train's rmse: 0.000500666 train's RMSPE: 0.359569 valid's rmse: 0.000764244 valid's RMSPE: 0.440908
[668] train's rmse: 0.00050035 train's RMSPE: 0.359341 valid's rmse: 0.000766505 valid's RMSPE: 0.442213
[669] train's rmse: 0.000500715 train's RMSPE: 0.359603 valid's rmse: 0.000765762 valid's RMSPE: 0.441784
[670] train's rmse: 0.000500516 train's RMSPE: 0.35946 valid's rmse: 0.000765211 valid's RMSPE: 0.441466
[671] train's rmse: 0.000499997 train's RMSPE: 0.359088 valid's rmse: 0.000764918 valid's RMSPE: 0.441297
[672] train's rmse: 0.000500349 train's RMSPE: 0.359341 valid's rmse: 0.000764236 valid's RMSPE: 0.440904
[673] train's rmse: 0.000500722 train's RMSPE: 0.359609 valid's rmse: 0.000763453 valid's RMSPE: 0.440452
[674] train's rmse: 0.000501142 train's RMSPE: 0.35991 valid's rmse: 0.000762924 valid's RMSPE: 0.440147
[675] train's rmse: 0.000501128 train's RMSPE: 0.3599 valid's rmse: 0.000763703 valid's RMSPE: 0.440596
[676] train's rmse: 0.000501565 train's RMSPE: 0.360214 valid's rmse: 0.000763263 valid's RMSPE: 0.440342
[677] train's rmse: 0.000500669 train's RMSPE: 0.359571 valid's rmse: 0.000763325 valid's RMSPE: 0.440378
[678] train's rmse: 0.000499562 train's RMSPE: 0.358775 valid's rmse: 0.00076472 valid's RMSPE: 0.441183
[679] train's rmse: 0.000499156 train's RMSPE: 0.358484 valid's rmse: 0.000764283 valid's RMSPE: 0.440931
[680] train's rmse: 0.000499428 train's RMSPE: 0.358679 valid's rmse: 0.00076365 valid's RMSPE: 0.440566
[681] train's rmse: 0.00049987 train's RMSPE: 0.358996 valid's rmse: 0.000763161 valid's RMSPE: 0.440283
[682] train's rmse: 0.000500209 train's RMSPE: 0.35924 valid's rmse: 0.000762608 valid's RMSPE: 0.439965
[683] train's rmse: 0.000500588 train's RMSPE: 0.359512 valid's rmse: 0.000762179 valid's RMSPE: 0.439717
[684] train's rmse: 0.000500224 train's RMSPE: 0.359251 valid's rmse: 0.000763917 valid's RMSPE: 0.440719
[685] train's rmse: 0.000499089 train's RMSPE: 0.358435 valid's rmse: 0.000765401 valid's RMSPE: 0.441576
[686] train's rmse: 0.00049941 train's RMSPE: 0.358666 valid's rmse: 0.000764803 valid's RMSPE: 0.441231
[687] train's rmse: 0.000497988 train's RMSPE: 0.357645 valid's rmse: 0.000766201 valid's RMSPE: 0.442038
[688] train's rmse: 0.000498297 train's RMSPE: 0.357867 valid's rmse: 0.00076512 valid's RMSPE: 0.441413
[689] train's rmse: 0.000497597 train's RMSPE: 0.357364 valid's rmse: 0.000764918 valid's RMSPE: 0.441297
[690] train's rmse: 0.000497123 train's RMSPE: 0.357024 valid's rmse: 0.000766685 valid's RMSPE: 0.442317
[691] train's rmse: 0.000496819 train's RMSPE: 0.356805 valid's rmse: 0.000768638 valid's RMSPE: 0.443443
[692] train's rmse: 0.000496072 train's RMSPE: 0.356269 valid's rmse: 0.000769637 valid's RMSPE: 0.44402
[693] train's rmse: 0.000494863 train's RMSPE: 0.355401 valid's rmse: 0.000770562 valid's RMSPE: 0.444553
[694] train's rmse: 0.000495205 train's RMSPE: 0.355646 valid's rmse: 0.000769988 valid's RMSPE: 0.444222
[695] train's rmse: 0.000494509 train's RMSPE: 0.355146 valid's rmse: 0.00077072 valid's RMSPE: 0.444644
[696] train's rmse: 0.000494921 train's RMSPE: 0.355442 valid's rmse: 0.000770023 valid's RMSPE: 0.444242
[697] train's rmse: 0.000493977 train's RMSPE: 0.354764 valid's rmse: 0.000772189 valid's RMSPE: 0.445492
[698] train's rmse: 0.000494315 train's RMSPE: 0.355007 valid's rmse: 0.000771333 valid's RMSPE: 0.444998
[699] train's rmse: 0.000493722 train's RMSPE: 0.354581 valid's rmse: 0.000775488 valid's RMSPE: 0.447395
[700] train's rmse: 0.000494076 train's RMSPE: 0.354835 valid's rmse: 0.000774782 valid's RMSPE: 0.446988
[701] train's rmse: 0.000494414 train's RMSPE: 0.355078 valid's rmse: 0.000774075 valid's RMSPE: 0.44658
[702] train's rmse: 0.000493632 train's RMSPE: 0.354517 valid's rmse: 0.00077724 valid's RMSPE: 0.448406
[703] train's rmse: 0.000493998 train's RMSPE: 0.354779 valid's rmse: 0.000775807 valid's RMSPE: 0.447579
[704] train's rmse: 0.00049439 train's RMSPE: 0.355061 valid's rmse: 0.00077494 valid's RMSPE: 0.447079
[705] train's rmse: 0.000493863 train's RMSPE: 0.354682 valid's rmse: 0.000777125 valid's RMSPE: 0.44834
[706] train's rmse: 0.000492657 train's RMSPE: 0.353816 valid's rmse: 0.000779359 valid's RMSPE: 0.449628
[707] train's rmse: 0.000492936 train's RMSPE: 0.354017 valid's rmse: 0.000778656 valid's RMSPE: 0.449223
[708] train's rmse: 0.000492478 train's RMSPE: 0.353687 valid's rmse: 0.000778625 valid's RMSPE: 0.449205
[709] train's rmse: 0.000491704 train's RMSPE: 0.353132 valid's rmse: 0.000781837 valid's RMSPE: 0.451058
[710] train's rmse: 0.00049091 train's RMSPE: 0.352562 valid's rmse: 0.00078466 valid's RMSPE: 0.452686
[711] train's rmse: 0.000491263 train's RMSPE: 0.352815 valid's rmse: 0.000783734 valid's RMSPE: 0.452153
[712] train's rmse: 0.000490325 train's RMSPE: 0.352141 valid's rmse: 0.000782565 valid's RMSPE: 0.451478
[713] train's rmse: 0.000489578 train's RMSPE: 0.351605 valid's rmse: 0.000787725 valid's RMSPE: 0.454455
[714] train's rmse: 0.000489185 train's RMSPE: 0.351323 valid's rmse: 0.000790162 valid's RMSPE: 0.455861
[715] train's rmse: 0.000489464 train's RMSPE: 0.351523 valid's rmse: 0.000789269 valid's RMSPE: 0.455346
[716] train's rmse: 0.000488652 train's RMSPE: 0.35094 valid's rmse: 0.000791891 valid's RMSPE: 0.456859
[717] train's rmse: 0.000488067 train's RMSPE: 0.35052 valid's rmse: 0.000792612 valid's RMSPE: 0.457275
[718] train's rmse: 0.000487137 train's RMSPE: 0.349852 valid's rmse: 0.000793011 valid's RMSPE: 0.457504
[719] train's rmse: 0.000486386 train's RMSPE: 0.349312 valid's rmse: 0.000794006 valid's RMSPE: 0.458079
[720] train's rmse: 0.000485715 train's RMSPE: 0.348831 valid's rmse: 0.000794286 valid's RMSPE: 0.45824
[721] train's rmse: 0.000485701 train's RMSPE: 0.348821 valid's rmse: 0.000794168 valid's RMSPE: 0.458172
[722] train's rmse: 0.000486108 train's RMSPE: 0.349113 valid's rmse: 0.000793169 valid's RMSPE: 0.457596
[723] train's rmse: 0.000485919 train's RMSPE: 0.348977 valid's rmse: 0.000794917 valid's RMSPE: 0.458604
[724] train's rmse: 0.000485397 train's RMSPE: 0.348603 valid's rmse: 0.000796197 valid's RMSPE: 0.459343
[725] train's rmse: 0.000485738 train's RMSPE: 0.348847 valid's rmse: 0.000795323 valid's RMSPE: 0.458838
[726] train's rmse: 0.000485033 train's RMSPE: 0.348341 valid's rmse: 0.000799133 valid's RMSPE: 0.461036
[727] train's rmse: 0.000484337 train's RMSPE: 0.347841 valid's rmse: 0.000798801 valid's RMSPE: 0.460845
[728] train's rmse: 0.000484259 train's RMSPE: 0.347785 valid's rmse: 0.000797839 valid's RMSPE: 0.46029
[729] train's rmse: 0.000484033 train's RMSPE: 0.347623 valid's rmse: 0.000796537 valid's RMSPE: 0.459539
[730] train's rmse: 0.000484309 train's RMSPE: 0.347821 valid's rmse: 0.000795587 valid's RMSPE: 0.45899
[731] train's rmse: 0.000484606 train's RMSPE: 0.348034 valid's rmse: 0.000794715 valid's RMSPE: 0.458487
[732] train's rmse: 0.000484915 train's RMSPE: 0.348256 valid's rmse: 0.000793752 valid's RMSPE: 0.457932
[733] train's rmse: 0.000485218 train's RMSPE: 0.348474 valid's rmse: 0.000792792 valid's RMSPE: 0.457378
[734] train's rmse: 0.000485533 train's RMSPE: 0.3487 valid's rmse: 0.000792096 valid's RMSPE: 0.456977
[735] train's rmse: 0.000485807 train's RMSPE: 0.348897 valid's rmse: 0.000791385 valid's RMSPE: 0.456567
[736] train's rmse: 0.000486108 train's RMSPE: 0.349113 valid's rmse: 0.000790712 valid's RMSPE: 0.456178
[737] train's rmse: 0.000485347 train's RMSPE: 0.348566 valid's rmse: 0.0007918 valid's RMSPE: 0.456806
[738] train's rmse: 0.000485717 train's RMSPE: 0.348833 valid's rmse: 0.000790755 valid's RMSPE: 0.456203
[739] train's rmse: 0.000484723 train's RMSPE: 0.348119 valid's rmse: 0.000793666 valid's RMSPE: 0.457882
[740] train's rmse: 0.000483855 train's RMSPE: 0.347495 valid's rmse: 0.000794336 valid's RMSPE: 0.458269
[741] train's rmse: 0.000484136 train's RMSPE: 0.347697 valid's rmse: 0.000793557 valid's RMSPE: 0.457819
[742] train's rmse: 0.000483322 train's RMSPE: 0.347112 valid's rmse: 0.000792975 valid's RMSPE: 0.457484
[743] train's rmse: 0.000482951 train's RMSPE: 0.346846 valid's rmse: 0.000792749 valid's RMSPE: 0.457353
[744] train's rmse: 0.000483388 train's RMSPE: 0.34716 valid's rmse: 0.000791781 valid's RMSPE: 0.456795
[745] train's rmse: 0.000483804 train's RMSPE: 0.347459 valid's rmse: 0.000791097 valid's RMSPE: 0.456401
[746] train's rmse: 0.000483224 train's RMSPE: 0.347042 valid's rmse: 0.000790346 valid's RMSPE: 0.455967
[747] train's rmse: 0.000483441 train's RMSPE: 0.347198 valid's rmse: 0.000789527 valid's RMSPE: 0.455494
[748] train's rmse: 0.000482843 train's RMSPE: 0.346768 valid's rmse: 0.000790069 valid's RMSPE: 0.455807
[749] train's rmse: 0.000482537 train's RMSPE: 0.346549 valid's rmse: 0.000792351 valid's RMSPE: 0.457124
[750] train's rmse: 0.000482069 train's RMSPE: 0.346212 valid's rmse: 0.000792381 valid's RMSPE: 0.457141
[751] train's rmse: 0.000482407 train's RMSPE: 0.346455 valid's rmse: 0.000791384 valid's RMSPE: 0.456566
[752] train's rmse: 0.000481909 train's RMSPE: 0.346097 valid's rmse: 0.000792495 valid's RMSPE: 0.457207
[753] train's rmse: 0.000482215 train's RMSPE: 0.346317 valid's rmse: 0.000791683 valid's RMSPE: 0.456739
[754] train's rmse: 0.00048253 train's RMSPE: 0.346543 valid's rmse: 0.000790791 valid's RMSPE: 0.456224
[755] train's rmse: 0.00048152 train's RMSPE: 0.345818 valid's rmse: 0.000793781 valid's RMSPE: 0.457949
[756] train's rmse: 0.000480763 train's RMSPE: 0.345274 valid's rmse: 0.000792982 valid's RMSPE: 0.457488
[757] train's rmse: 0.000479804 train's RMSPE: 0.344586 valid's rmse: 0.000792671 valid's RMSPE: 0.457308
[758] train's rmse: 0.000479118 train's RMSPE: 0.344093 valid's rmse: 0.000789831 valid's RMSPE: 0.45567
[759] train's rmse: 0.000479421 train's RMSPE: 0.344311 valid's rmse: 0.000789001 valid's RMSPE: 0.455191
[760] train's rmse: 0.000479752 train's RMSPE: 0.344549 valid's rmse: 0.000788328 valid's RMSPE: 0.454803
[761] train's rmse: 0.000480041 train's RMSPE: 0.344756 valid's rmse: 0.000787702 valid's RMSPE: 0.454442
[762] train's rmse: 0.000480401 train's RMSPE: 0.345015 valid's rmse: 0.000787008 valid's RMSPE: 0.454041
[763] train's rmse: 0.000480324 train's RMSPE: 0.344959 valid's rmse: 0.000787813 valid's RMSPE: 0.454506
[764] train's rmse: 0.00047981 train's RMSPE: 0.34459 valid's rmse: 0.000788978 valid's RMSPE: 0.455178
[765] train's rmse: 0.000479216 train's RMSPE: 0.344163 valid's rmse: 0.000788616 valid's RMSPE: 0.454969
[766] train's rmse: 0.000478598 train's RMSPE: 0.34372 valid's rmse: 0.00078959 valid's RMSPE: 0.455531
[767] train's rmse: 0.000477889 train's RMSPE: 0.34321 valid's rmse: 0.000787798 valid's RMSPE: 0.454497
[768] train's rmse: 0.000477108 train's RMSPE: 0.342649 valid's rmse: 0.000788055 valid's RMSPE: 0.454645
[769] train's rmse: 0.000477474 train's RMSPE: 0.342912 valid's rmse: 0.000787291 valid's RMSPE: 0.454205
[770] train's rmse: 0.000477781 train's RMSPE: 0.343133 valid's rmse: 0.000786612 valid's RMSPE: 0.453813
[771] train's rmse: 0.00047741 train's RMSPE: 0.342866 valid's rmse: 0.000788146 valid's RMSPE: 0.454698
[772] train's rmse: 0.000477765 train's RMSPE: 0.343121 valid's rmse: 0.000786702 valid's RMSPE: 0.453865
[773] train's rmse: 0.000476548 train's RMSPE: 0.342247 valid's rmse: 0.000786189 valid's RMSPE: 0.453569
[774] train's rmse: 0.000476962 train's RMSPE: 0.342545 valid's rmse: 0.00078504 valid's RMSPE: 0.452906
[775] train's rmse: 0.000476438 train's RMSPE: 0.342168 valid's rmse: 0.000784291 valid's RMSPE: 0.452474
[776] train's rmse: 0.000476753 train's RMSPE: 0.342394 valid's rmse: 0.000783463 valid's RMSPE: 0.451996
[777] train's rmse: 0.000477127 train's RMSPE: 0.342663 valid's rmse: 0.000782505 valid's RMSPE: 0.451444
[778] train's rmse: 0.000477146 train's RMSPE: 0.342677 valid's rmse: 0.00078409 valid's RMSPE: 0.452358
[779] train's rmse: 0.000476555 train's RMSPE: 0.342252 valid's rmse: 0.000785794 valid's RMSPE: 0.453341
[780] train's rmse: 0.000476823 train's RMSPE: 0.342445 valid's rmse: 0.000785045 valid's RMSPE: 0.452909
[781] train's rmse: 0.000477149 train's RMSPE: 0.342679 valid's rmse: 0.000784356 valid's RMSPE: 0.452511
[782] train's rmse: 0.000477584 train's RMSPE: 0.342991 valid's rmse: 0.00078361 valid's RMSPE: 0.452081
[783] train's rmse: 0.000478036 train's RMSPE: 0.343316 valid's rmse: 0.000782681 valid's RMSPE: 0.451545
[784] train's rmse: 0.000477428 train's RMSPE: 0.342879 valid's rmse: 0.000782687 valid's RMSPE: 0.451548
[785] train's rmse: 0.000476852 train's RMSPE: 0.342466 valid's rmse: 0.000784838 valid's RMSPE: 0.45279
[786] train's rmse: 0.000477171 train's RMSPE: 0.342694 valid's rmse: 0.000783372 valid's RMSPE: 0.451944
[787] train's rmse: 0.000477023 train's RMSPE: 0.342589 valid's rmse: 0.000784078 valid's RMSPE: 0.452351
[788] train's rmse: 0.000477326 train's RMSPE: 0.342806 valid's rmse: 0.00078348 valid's RMSPE: 0.452006
[789] train's rmse: 0.000477063 train's RMSPE: 0.342617 valid's rmse: 0.000784171 valid's RMSPE: 0.452405
[790] train's rmse: 0.000477402 train's RMSPE: 0.342861 valid's rmse: 0.000783471 valid's RMSPE: 0.452001
[791] train's rmse: 0.000476584 train's RMSPE: 0.342273 valid's rmse: 0.000782173 valid's RMSPE: 0.451252
[792] train's rmse: 0.000475941 train's RMSPE: 0.341812 valid's rmse: 0.000781735 valid's RMSPE: 0.450999
[793] train's rmse: 0.000474917 train's RMSPE: 0.341076 valid's rmse: 0.000782964 valid's RMSPE: 0.451708
[794] train's rmse: 0.000475427 train's RMSPE: 0.341442 valid's rmse: 0.000782787 valid's RMSPE: 0.451606
[795] train's rmse: 0.000474402 train's RMSPE: 0.340706 valid's rmse: 0.000786927 valid's RMSPE: 0.453994
[796] train's rmse: 0.000474763 train's RMSPE: 0.340965 valid's rmse: 0.000786037 valid's RMSPE: 0.453481
[797] train's rmse: 0.000475008 train's RMSPE: 0.341141 valid's rmse: 0.000785221 valid's RMSPE: 0.45301
[798] train's rmse: 0.000474632 train's RMSPE: 0.340871 valid's rmse: 0.000784217 valid's RMSPE: 0.452431
[799] train's rmse: 0.000474934 train's RMSPE: 0.341088 valid's rmse: 0.000783459 valid's RMSPE: 0.451994
[800] train's rmse: 0.000474635 train's RMSPE: 0.340873 valid's rmse: 0.000784503 valid's RMSPE: 0.452596
[801] train's rmse: 0.000474885 train's RMSPE: 0.341053 valid's rmse: 0.000783648 valid's RMSPE: 0.452103
[802] train's rmse: 0.000474874 train's RMSPE: 0.341045 valid's rmse: 0.000784821 valid's RMSPE: 0.452779
[803] train's rmse: 0.000474394 train's RMSPE: 0.3407 valid's rmse: 0.000786104 valid's RMSPE: 0.45352
[804] train's rmse: 0.000474059 train's RMSPE: 0.34046 valid's rmse: 0.000785929 valid's RMSPE: 0.453419
[805] train's rmse: 0.000472877 train's RMSPE: 0.339611 valid's rmse: 0.000787564 valid's RMSPE: 0.454362
[806] train's rmse: 0.000472237 train's RMSPE: 0.339151 valid's rmse: 0.000787562 valid's RMSPE: 0.454361
[807] train's rmse: 0.000471592 train's RMSPE: 0.338688 valid's rmse: 0.000787279 valid's RMSPE: 0.454197
[808] train's rmse: 0.000471245 train's RMSPE: 0.338439 valid's rmse: 0.000788714 valid's RMSPE: 0.455025
[809] train's rmse: 0.00047058 train's RMSPE: 0.337961 valid's rmse: 0.000787857 valid's RMSPE: 0.454531
[810] train's rmse: 0.000470798 train's RMSPE: 0.338117 valid's rmse: 0.000786782 valid's RMSPE: 0.453911
[811] train's rmse: 0.000470478 train's RMSPE: 0.337888 valid's rmse: 0.000791513 valid's RMSPE: 0.456641
[812] train's rmse: 0.00046992 train's RMSPE: 0.337487 valid's rmse: 0.000792747 valid's RMSPE: 0.457353
[813] train's rmse: 0.000469179 train's RMSPE: 0.336955 valid's rmse: 0.000792683 valid's RMSPE: 0.457316
[814] train's rmse: 0.000469419 train's RMSPE: 0.337128 valid's rmse: 0.000791817 valid's RMSPE: 0.456816
[815] train's rmse: 0.000469635 train's RMSPE: 0.337282 valid's rmse: 0.000790917 valid's RMSPE: 0.456296
[816] train's rmse: 0.000469333 train's RMSPE: 0.337065 valid's rmse: 0.000790238 valid's RMSPE: 0.455905
[817] train's rmse: 0.000469599 train's RMSPE: 0.337257 valid's rmse: 0.00078943 valid's RMSPE: 0.455439
[818] train's rmse: 0.000469653 train's RMSPE: 0.337295 valid's rmse: 0.000794212 valid's RMSPE: 0.458197
[819] train's rmse: 0.000468967 train's RMSPE: 0.336803 valid's rmse: 0.000793336 valid's RMSPE: 0.457692
[820] train's rmse: 0.000469321 train's RMSPE: 0.337057 valid's rmse: 0.000792432 valid's RMSPE: 0.45717
[821] train's rmse: 0.000468628 train's RMSPE: 0.33656 valid's rmse: 0.000793743 valid's RMSPE: 0.457927
[822] train's rmse: 0.000468009 train's RMSPE: 0.336115 valid's rmse: 0.000793416 valid's RMSPE: 0.457738
[823] train's rmse: 0.000467467 train's RMSPE: 0.335726 valid's rmse: 0.000793831 valid's RMSPE: 0.457978
[824] train's rmse: 0.000467074 train's RMSPE: 0.335443 valid's rmse: 0.000792622 valid's RMSPE: 0.45728
[825] train's rmse: 0.000467 train's RMSPE: 0.33539 valid's rmse: 0.000792921 valid's RMSPE: 0.457453
[826] train's rmse: 0.000467307 train's RMSPE: 0.335611 valid's rmse: 0.000792116 valid's RMSPE: 0.456988
[827] train's rmse: 0.000466837 train's RMSPE: 0.335273 valid's rmse: 0.000792287 valid's RMSPE: 0.457087
[828] train's rmse: 0.000467091 train's RMSPE: 0.335455 valid's rmse: 0.000791601 valid's RMSPE: 0.456691
[829] train's rmse: 0.000466483 train's RMSPE: 0.335019 valid's rmse: 0.000789211 valid's RMSPE: 0.455313
[830] train's rmse: 0.00046674 train's RMSPE: 0.335203 valid's rmse: 0.000788333 valid's RMSPE: 0.454806
[831] train's rmse: 0.000466629 train's RMSPE: 0.335123 valid's rmse: 0.00078925 valid's RMSPE: 0.455335
[832] train's rmse: 0.000466879 train's RMSPE: 0.335303 valid's rmse: 0.000788339 valid's RMSPE: 0.454809
[833] train's rmse: 0.000466399 train's RMSPE: 0.334958 valid's rmse: 0.00078877 valid's RMSPE: 0.455058
[834] train's rmse: 0.000466198 train's RMSPE: 0.334814 valid's rmse: 0.000789292 valid's RMSPE: 0.455359
[835] train's rmse: 0.000466513 train's RMSPE: 0.33504 valid's rmse: 0.000788271 valid's RMSPE: 0.45477
[836] train's rmse: 0.000466753 train's RMSPE: 0.335213 valid's rmse: 0.000787334 valid's RMSPE: 0.45423
[837] train's rmse: 0.00046614 train's RMSPE: 0.334772 valid's rmse: 0.000786891 valid's RMSPE: 0.453974
[838] train's rmse: 0.000466355 train's RMSPE: 0.334927 valid's rmse: 0.000785162 valid's RMSPE: 0.452976
[839] train's rmse: 0.000466102 train's RMSPE: 0.334745 valid's rmse: 0.000787024 valid's RMSPE: 0.454051
[840] train's rmse: 0.000465515 train's RMSPE: 0.334323 valid's rmse: 0.000786762 valid's RMSPE: 0.4539
[841] train's rmse: 0.000465227 train's RMSPE: 0.334116 valid's rmse: 0.000786897 valid's RMSPE: 0.453978
[842] train's rmse: 0.000464702 train's RMSPE: 0.33374 valid's rmse: 0.000787855 valid's RMSPE: 0.45453
[843] train's rmse: 0.000464913 train's RMSPE: 0.333891 valid's rmse: 0.00078676 valid's RMSPE: 0.453898
[844] train's rmse: 0.000464389 train's RMSPE: 0.333515 valid's rmse: 0.000787796 valid's RMSPE: 0.454496
[845] train's rmse: 0.000463869 train's RMSPE: 0.333141 valid's rmse: 0.000790237 valid's RMSPE: 0.455904
[846] train's rmse: 0.000464155 train's RMSPE: 0.333347 valid's rmse: 0.000789492 valid's RMSPE: 0.455474
[847] train's rmse: 0.0004644 train's RMSPE: 0.333523 valid's rmse: 0.000788544 valid's RMSPE: 0.454927
[848] train's rmse: 0.000463779 train's RMSPE: 0.333077 valid's rmse: 0.000788862 valid's RMSPE: 0.455111
[849] train's rmse: 0.0004641 train's RMSPE: 0.333308 valid's rmse: 0.000788067 valid's RMSPE: 0.454652
[850] train's rmse: 0.000464403 train's RMSPE: 0.333525 valid's rmse: 0.000787353 valid's RMSPE: 0.45424
[851] train's rmse: 0.000463874 train's RMSPE: 0.333145 valid's rmse: 0.000789102 valid's RMSPE: 0.455249
[852] train's rmse: 0.000464127 train's RMSPE: 0.333327 valid's rmse: 0.00078848 valid's RMSPE: 0.454891
[853] train's rmse: 0.000463758 train's RMSPE: 0.333062 valid's rmse: 0.00078951 valid's RMSPE: 0.455485
[854] train's rmse: 0.000464056 train's RMSPE: 0.333276 valid's rmse: 0.000788449 valid's RMSPE: 0.454873
[855] train's rmse: 0.000464295 train's RMSPE: 0.333448 valid's rmse: 0.000786787 valid's RMSPE: 0.453914
[856] train's rmse: 0.00046371 train's RMSPE: 0.333027 valid's rmse: 0.000787464 valid's RMSPE: 0.454305
[857] train's rmse: 0.000463275 train's RMSPE: 0.332715 valid's rmse: 0.000786711 valid's RMSPE: 0.45387
[858] train's rmse: 0.000463576 train's RMSPE: 0.332931 valid's rmse: 0.000785812 valid's RMSPE: 0.453351
[859] train's rmse: 0.000463869 train's RMSPE: 0.333141 valid's rmse: 0.000784775 valid's RMSPE: 0.452753
[860] train's rmse: 0.000463154 train's RMSPE: 0.332628 valid's rmse: 0.000784928 valid's RMSPE: 0.452841
[861] train's rmse: 0.000463441 train's RMSPE: 0.332834 valid's rmse: 0.000784031 valid's RMSPE: 0.452324
[862] train's rmse: 0.000463093 train's RMSPE: 0.332584 valid's rmse: 0.000785663 valid's RMSPE: 0.453265
[863] train's rmse: 0.000463374 train's RMSPE: 0.332786 valid's rmse: 0.000784882 valid's RMSPE: 0.452815
[864] train's rmse: 0.000463617 train's RMSPE: 0.33296 valid's rmse: 0.000784171 valid's RMSPE: 0.452405
[865] train's rmse: 0.000463267 train's RMSPE: 0.332709 valid's rmse: 0.00078341 valid's RMSPE: 0.451966
[866] train's rmse: 0.000463504 train's RMSPE: 0.332879 valid's rmse: 0.000782659 valid's RMSPE: 0.451532
[867] train's rmse: 0.000463035 train's RMSPE: 0.332542 valid's rmse: 0.000782911 valid's RMSPE: 0.451678
[868] train's rmse: 0.000462938 train's RMSPE: 0.332473 valid's rmse: 0.00078445 valid's RMSPE: 0.452565
[869] train's rmse: 0.000462654 train's RMSPE: 0.332269 valid's rmse: 0.000785921 valid's RMSPE: 0.453414
[870] train's rmse: 0.000462923 train's RMSPE: 0.332462 valid's rmse: 0.000784787 valid's RMSPE: 0.45276
[871] train's rmse: 0.000462285 train's RMSPE: 0.332004 valid's rmse: 0.000785486 valid's RMSPE: 0.453163
[872] train's rmse: 0.000462632 train's RMSPE: 0.332253 valid's rmse: 0.000784257 valid's RMSPE: 0.452454
[873] train's rmse: 0.000462331 train's RMSPE: 0.332037 valid's rmse: 0.000785036 valid's RMSPE: 0.452904
[874] train's rmse: 0.000462612 train's RMSPE: 0.332239 valid's rmse: 0.000784193 valid's RMSPE: 0.452417
[875] train's rmse: 0.000462412 train's RMSPE: 0.332095 valid's rmse: 0.000784799 valid's RMSPE: 0.452767
[876] train's rmse: 0.000462145 train's RMSPE: 0.331904 valid's rmse: 0.000785404 valid's RMSPE: 0.453116
[877] train's rmse: 0.000461629 train's RMSPE: 0.331533 valid's rmse: 0.000788141 valid's RMSPE: 0.454695
[878] train's rmse: 0.000461443 train's RMSPE: 0.331399 valid's rmse: 0.000789662 valid's RMSPE: 0.455572
[879] train's rmse: 0.000461657 train's RMSPE: 0.331552 valid's rmse: 0.000788731 valid's RMSPE: 0.455035
[880] train's rmse: 0.000461159 train's RMSPE: 0.331195 valid's rmse: 0.000787462 valid's RMSPE: 0.454304
[881] train's rmse: 0.000460653 train's RMSPE: 0.330831 valid's rmse: 0.000787948 valid's RMSPE: 0.454584
[882] train's rmse: 0.000460909 train's RMSPE: 0.331016 valid's rmse: 0.000787012 valid's RMSPE: 0.454044
[883] train's rmse: 0.000461212 train's RMSPE: 0.331233 valid's rmse: 0.000786025 valid's RMSPE: 0.453474
[884] train's rmse: 0.000461481 train's RMSPE: 0.331426 valid's rmse: 0.000785164 valid's RMSPE: 0.452978
[885] train's rmse: 0.000461814 train's RMSPE: 0.331665 valid's rmse: 0.000784492 valid's RMSPE: 0.45259
[886] train's rmse: 0.000462152 train's RMSPE: 0.331908 valid's rmse: 0.000783328 valid's RMSPE: 0.451918
[887] train's rmse: 0.000462379 train's RMSPE: 0.332072 valid's rmse: 0.00078275 valid's RMSPE: 0.451585
[888] train's rmse: 0.000461795 train's RMSPE: 0.331652 valid's rmse: 0.000784778 valid's RMSPE: 0.452755
[889] train's rmse: 0.000461344 train's RMSPE: 0.331328 valid's rmse: 0.000785857 valid's RMSPE: 0.453377
[890] train's rmse: 0.000460694 train's RMSPE: 0.330861 valid's rmse: 0.000786737 valid's RMSPE: 0.453885
[891] train's rmse: 0.000461003 train's RMSPE: 0.331083 valid's rmse: 0.000786002 valid's RMSPE: 0.453461
[892] train's rmse: 0.000460481 train's RMSPE: 0.330708 valid's rmse: 0.00079013 valid's RMSPE: 0.455842
[893] train's rmse: 0.000460058 train's RMSPE: 0.330404 valid's rmse: 0.000792792 valid's RMSPE: 0.457378
[894] train's rmse: 0.000460324 train's RMSPE: 0.330595 valid's rmse: 0.000791989 valid's RMSPE: 0.456915
[895] train's rmse: 0.000460629 train's RMSPE: 0.330815 valid's rmse: 0.0007913 valid's RMSPE: 0.456518
[896] train's rmse: 0.000460107 train's RMSPE: 0.330439 valid's rmse: 0.000794106 valid's RMSPE: 0.458136
[897] train's rmse: 0.00045955 train's RMSPE: 0.330039 valid's rmse: 0.000798178 valid's RMSPE: 0.460485
[898] train's rmse: 0.000459768 train's RMSPE: 0.330196 valid's rmse: 0.000797321 valid's RMSPE: 0.459991
[899] train's rmse: 0.000459348 train's RMSPE: 0.329894 valid's rmse: 0.00079931 valid's RMSPE: 0.461138
[900] train's rmse: 0.000459669 train's RMSPE: 0.330125 valid's rmse: 0.00079827 valid's RMSPE: 0.460538
[901] train's rmse: 0.000459138 train's RMSPE: 0.329743 valid's rmse: 0.000799293 valid's RMSPE: 0.461129
[902] train's rmse: 0.000458624 train's RMSPE: 0.329375 valid's rmse: 0.000798471 valid's RMSPE: 0.460655
[903] train's rmse: 0.000458907 train's RMSPE: 0.329578 valid's rmse: 0.000797616 valid's RMSPE: 0.460161
[904] train's rmse: 0.000459185 train's RMSPE: 0.329778 valid's rmse: 0.000796772 valid's RMSPE: 0.459674
[905] train's rmse: 0.000459458 train's RMSPE: 0.329973 valid's rmse: 0.000795861 valid's RMSPE: 0.459149
[906] train's rmse: 0.000458518 train's RMSPE: 0.329299 valid's rmse: 0.00079595 valid's RMSPE: 0.4592
[907] train's rmse: 0.000458774 train's RMSPE: 0.329482 valid's rmse: 0.000795065 valid's RMSPE: 0.45869
[908] train's rmse: 0.000459036 train's RMSPE: 0.32967 valid's rmse: 0.00079342 valid's RMSPE: 0.457741
[909] train's rmse: 0.000459369 train's RMSPE: 0.329909 valid's rmse: 0.000792525 valid's RMSPE: 0.457224
[910] train's rmse: 0.000459601 train's RMSPE: 0.330076 valid's rmse: 0.000791784 valid's RMSPE: 0.456796
[911] train's rmse: 0.000459938 train's RMSPE: 0.330318 valid's rmse: 0.000790607 valid's RMSPE: 0.456118
[912] train's rmse: 0.000459437 train's RMSPE: 0.329958 valid's rmse: 0.000791036 valid's RMSPE: 0.456365
[913] train's rmse: 0.000459794 train's RMSPE: 0.330215 valid's rmse: 0.000790218 valid's RMSPE: 0.455893
[914] train's rmse: 0.000460074 train's RMSPE: 0.330416 valid's rmse: 0.000789265 valid's RMSPE: 0.455343
[915] train's rmse: 0.000460414 train's RMSPE: 0.33066 valid's rmse: 0.000788216 valid's RMSPE: 0.454739
[916] train's rmse: 0.000459719 train's RMSPE: 0.330161 valid's rmse: 0.000788873 valid's RMSPE: 0.455117
[917] train's rmse: 0.00045909 train's RMSPE: 0.329709 valid's rmse: 0.000792346 valid's RMSPE: 0.457121
[918] train's rmse: 0.000459377 train's RMSPE: 0.329915 valid's rmse: 0.000791442 valid's RMSPE: 0.456599
[919] train's rmse: 0.000459694 train's RMSPE: 0.330143 valid's rmse: 0.000790596 valid's RMSPE: 0.456112
[920] train's rmse: 0.000460048 train's RMSPE: 0.330397 valid's rmse: 0.000789683 valid's RMSPE: 0.455584
[921] train's rmse: 0.000460302 train's RMSPE: 0.33058 valid's rmse: 0.00078905 valid's RMSPE: 0.455219
[922] train's rmse: 0.000460569 train's RMSPE: 0.330772 valid's rmse: 0.000788209 valid's RMSPE: 0.454734
[923] train's rmse: 0.000460887 train's RMSPE: 0.331 valid's rmse: 0.0007875 valid's RMSPE: 0.454325
[924] train's rmse: 0.000460031 train's RMSPE: 0.330385 valid's rmse: 0.000789919 valid's RMSPE: 0.455721
[925] train's rmse: 0.000459308 train's RMSPE: 0.329866 valid's rmse: 0.000790453 valid's RMSPE: 0.456029
[926] train's rmse: 0.000459632 train's RMSPE: 0.330099 valid's rmse: 0.000789715 valid's RMSPE: 0.455603
[927] train's rmse: 0.000459973 train's RMSPE: 0.330343 valid's rmse: 0.000788978 valid's RMSPE: 0.455178
[928] train's rmse: 0.000460313 train's RMSPE: 0.330587 valid's rmse: 0.000788108 valid's RMSPE: 0.454676
[929] train's rmse: 0.000460687 train's RMSPE: 0.330856 valid's rmse: 0.000787163 valid's RMSPE: 0.454131
[930] train's rmse: 0.000461022 train's RMSPE: 0.331097 valid's rmse: 0.00078644 valid's RMSPE: 0.453714
[931] train's rmse: 0.000461323 train's RMSPE: 0.331313 valid's rmse: 0.000785826 valid's RMSPE: 0.45336
[932] train's rmse: 0.00046056 train's RMSPE: 0.330765 valid's rmse: 0.00078678 valid's RMSPE: 0.45391
[933] train's rmse: 0.000460877 train's RMSPE: 0.330992 valid's rmse: 0.000785981 valid's RMSPE: 0.453449
[934] train's rmse: 0.000460231 train's RMSPE: 0.330529 valid's rmse: 0.000788808 valid's RMSPE: 0.45508
[935] train's rmse: 0.000459817 train's RMSPE: 0.330231 valid's rmse: 0.000789958 valid's RMSPE: 0.455743
[936] train's rmse: 0.000459265 train's RMSPE: 0.329835 valid's rmse: 0.000795195 valid's RMSPE: 0.458765
[937] train's rmse: 0.000458672 train's RMSPE: 0.329409 valid's rmse: 0.000799426 valid's RMSPE: 0.461206
[938] train's rmse: 0.000457729 train's RMSPE: 0.328731 valid's rmse: 0.000799559 valid's RMSPE: 0.461282
[939] train's rmse: 0.000457095 train's RMSPE: 0.328276 valid's rmse: 0.000799457 valid's RMSPE: 0.461223
[940] train's rmse: 0.000457375 train's RMSPE: 0.328477 valid's rmse: 0.000798588 valid's RMSPE: 0.460722
[941] train's rmse: 0.00045714 train's RMSPE: 0.328309 valid's rmse: 0.00079905 valid's RMSPE: 0.460988
[942] train's rmse: 0.000456308 train's RMSPE: 0.327712 valid's rmse: 0.000799122 valid's RMSPE: 0.46103
[943] train's rmse: 0.000456607 train's RMSPE: 0.327926 valid's rmse: 0.00079832 valid's RMSPE: 0.460568
[944] train's rmse: 0.000456899 train's RMSPE: 0.328136 valid's rmse: 0.000797495 valid's RMSPE: 0.460092
[945] train's rmse: 0.000457172 train's RMSPE: 0.328332 valid's rmse: 0.000795709 valid's RMSPE: 0.459061
[946] train's rmse: 0.000456748 train's RMSPE: 0.328027 valid's rmse: 0.000797073 valid's RMSPE: 0.459848
[947] train's rmse: 0.000457097 train's RMSPE: 0.328278 valid's rmse: 0.000795289 valid's RMSPE: 0.458819
[948] train's rmse: 0.000457407 train's RMSPE: 0.328501 valid's rmse: 0.000794744 valid's RMSPE: 0.458504
[949] train's rmse: 0.000457139 train's RMSPE: 0.328308 valid's rmse: 0.000794012 valid's RMSPE: 0.458082
[950] train's rmse: 0.000457466 train's RMSPE: 0.328543 valid's rmse: 0.000793059 valid's RMSPE: 0.457532
[951] train's rmse: 0.00045681 train's RMSPE: 0.328072 valid's rmse: 0.0007942 valid's RMSPE: 0.458191
[952] train's rmse: 0.000456529 train's RMSPE: 0.32787 valid's rmse: 0.000795964 valid's RMSPE: 0.459209
[953] train's rmse: 0.000455765 train's RMSPE: 0.327322 valid's rmse: 0.000798158 valid's RMSPE: 0.460474
[954] train's rmse: 0.000456039 train's RMSPE: 0.327518 valid's rmse: 0.000797497 valid's RMSPE: 0.460093
[955] train's rmse: 0.00045629 train's RMSPE: 0.327698 valid's rmse: 0.000796888 valid's RMSPE: 0.459742
[956] train's rmse: 0.000455805 train's RMSPE: 0.32735 valid's rmse: 0.000800086 valid's RMSPE: 0.461586
[957] train's rmse: 0.00045608 train's RMSPE: 0.327548 valid's rmse: 0.000798999 valid's RMSPE: 0.460959
[958] train's rmse: 0.000456337 train's RMSPE: 0.327732 valid's rmse: 0.000798338 valid's RMSPE: 0.460578
[959] train's rmse: 0.000456628 train's RMSPE: 0.327941 valid's rmse: 0.000797524 valid's RMSPE: 0.460108
[960] train's rmse: 0.000456935 train's RMSPE: 0.328161 valid's rmse: 0.000796827 valid's RMSPE: 0.459706
[961] train's rmse: 0.000456326 train's RMSPE: 0.327724 valid's rmse: 0.000798207 valid's RMSPE: 0.460503
[962] train's rmse: 0.000455838 train's RMSPE: 0.327373 valid's rmse: 0.000797536 valid's RMSPE: 0.460115
[963] train's rmse: 0.00045571 train's RMSPE: 0.327282 valid's rmse: 0.000795892 valid's RMSPE: 0.459167
[964] train's rmse: 0.000456014 train's RMSPE: 0.3275 valid's rmse: 0.000795072 valid's RMSPE: 0.458693
[965] train's rmse: 0.00045553 train's RMSPE: 0.327153 valid's rmse: 0.00079559 valid's RMSPE: 0.458992
[966] train's rmse: 0.00045498 train's RMSPE: 0.326758 valid's rmse: 0.000797625 valid's RMSPE: 0.460167
[967] train's rmse: 0.000454117 train's RMSPE: 0.326137 valid's rmse: 0.000796813 valid's RMSPE: 0.459698
[968] train's rmse: 0.000453903 train's RMSPE: 0.325984 valid's rmse: 0.000798189 valid's RMSPE: 0.460492
[969] train's rmse: 0.000454148 train's RMSPE: 0.32616 valid's rmse: 0.00079719 valid's RMSPE: 0.459916
[970] train's rmse: 0.000454386 train's RMSPE: 0.326331 valid's rmse: 0.000795998 valid's RMSPE: 0.459228
[971] train's rmse: 0.000454626 train's RMSPE: 0.326503 valid's rmse: 0.000795185 valid's RMSPE: 0.458759
[972] train's rmse: 0.000454067 train's RMSPE: 0.326102 valid's rmse: 0.000798873 valid's RMSPE: 0.460887
[973] train's rmse: 0.000453748 train's RMSPE: 0.325873 valid's rmse: 0.000798526 valid's RMSPE: 0.460686
[974] train's rmse: 0.000453563 train's RMSPE: 0.32574 valid's rmse: 0.000801814 valid's RMSPE: 0.462583
[975] train's rmse: 0.000453737 train's RMSPE: 0.325865 valid's rmse: 0.000800204 valid's RMSPE: 0.461654
[976] train's rmse: 0.000453219 train's RMSPE: 0.325493 valid's rmse: 0.000800931 valid's RMSPE: 0.462074
Early stopping, best iteration is:
[577] 0.4354814419454263
576
Training fold 1/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `n_estimators` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/callback.py:183: UserWarning: Early stopping is not available in dart mode
_log_warning('Early stopping is not available in dart mode')[1] train's rmse: 0.00108749 train's RMSPE: 0.758174 valid's rmse: 0.00111254 valid's RMSPE: 0.747748
[2] train's rmse: 0.00105834 train's RMSPE: 0.73785 valid's rmse: 0.00109043 valid's RMSPE: 0.732886
[3] train's rmse: 0.00103296 train's RMSPE: 0.720161 valid's rmse: 0.00107393 valid's RMSPE: 0.7218
[4] train's rmse: 0.00100695 train's RMSPE: 0.702026 valid's rmse: 0.00105584 valid's RMSPE: 0.709642
[5] train's rmse: 0.000979996 train's RMSPE: 0.683234 valid's rmse: 0.00104258 valid's RMSPE: 0.700729
[6] train's rmse: 0.000955547 train's RMSPE: 0.666188 valid's rmse: 0.00103366 valid's RMSPE: 0.694734
[7] train's rmse: 0.000956649 train's RMSPE: 0.666957 valid's rmse: 0.00103457 valid's RMSPE: 0.695343
[8] train's rmse: 0.000933196 train's RMSPE: 0.650605 valid's rmse: 0.00103942 valid's RMSPE: 0.698601
[9] train's rmse: 0.000914023 train's RMSPE: 0.637238 valid's rmse: 0.00102669 valid's RMSPE: 0.690049
[10] train's rmse: 0.000914776 train's RMSPE: 0.637764 valid's rmse: 0.00102852 valid's RMSPE: 0.691278
[11] train's rmse: 0.000894851 train's RMSPE: 0.623872 valid's rmse: 0.00102336 valid's RMSPE: 0.687811
[12] train's rmse: 0.000898151 train's RMSPE: 0.626173 valid's rmse: 0.0010255 valid's RMSPE: 0.689246
[13] train's rmse: 0.000877033 train's RMSPE: 0.61145 valid's rmse: 0.00103504 valid's RMSPE: 0.695659
[14] train's rmse: 0.000857918 train's RMSPE: 0.598123 valid's rmse: 0.00104605 valid's RMSPE: 0.703056
[15] train's rmse: 0.000839185 train's RMSPE: 0.585063 valid's rmse: 0.00104056 valid's RMSPE: 0.699368
[16] train's rmse: 0.000822023 train's RMSPE: 0.573098 valid's rmse: 0.00104568 valid's RMSPE: 0.702809
[17] train's rmse: 0.000828462 train's RMSPE: 0.577587 valid's rmse: 0.00103727 valid's RMSPE: 0.697158
[18] train's rmse: 0.000813074 train's RMSPE: 0.566859 valid's rmse: 0.00104912 valid's RMSPE: 0.705121
[19] train's rmse: 0.000815061 train's RMSPE: 0.568244 valid's rmse: 0.00104031 valid's RMSPE: 0.6992
[20] train's rmse: 0.000817201 train's RMSPE: 0.569736 valid's rmse: 0.00103519 valid's RMSPE: 0.695758
[21] train's rmse: 0.000824845 train's RMSPE: 0.575065 valid's rmse: 0.0010304 valid's RMSPE: 0.69254
[22] train's rmse: 0.000847323 train's RMSPE: 0.590736 valid's rmse: 0.0010184 valid's RMSPE: 0.684476
[23] train's rmse: 0.000830787 train's RMSPE: 0.579208 valid's rmse: 0.00100204 valid's RMSPE: 0.67348
[24] train's rmse: 0.000871064 train's RMSPE: 0.607288 valid's rmse: 0.00101938 valid's RMSPE: 0.685135
[25] train's rmse: 0.000866313 train's RMSPE: 0.603976 valid's rmse: 0.00102515 valid's RMSPE: 0.689012
[26] train's rmse: 0.000846248 train's RMSPE: 0.589987 valid's rmse: 0.00101865 valid's RMSPE: 0.684641
[27] train's rmse: 0.000829419 train's RMSPE: 0.578254 valid's rmse: 0.00101399 valid's RMSPE: 0.681513
[28] train's rmse: 0.000833643 train's RMSPE: 0.581199 valid's rmse: 0.00101573 valid's RMSPE: 0.682677
[29] train's rmse: 0.000839836 train's RMSPE: 0.585517 valid's rmse: 0.00101852 valid's RMSPE: 0.684555
[30] train's rmse: 0.000823078 train's RMSPE: 0.573833 valid's rmse: 0.00101002 valid's RMSPE: 0.678841
[31] train's rmse: 0.00080874 train's RMSPE: 0.563837 valid's rmse: 0.00100658 valid's RMSPE: 0.676529
[32] train's rmse: 0.000816157 train's RMSPE: 0.569008 valid's rmse: 0.00101337 valid's RMSPE: 0.681095
[33] train's rmse: 0.000797787 train's RMSPE: 0.556201 valid's rmse: 0.00101468 valid's RMSPE: 0.681975
[34] train's rmse: 0.000782332 train's RMSPE: 0.545426 valid's rmse: 0.00101108 valid's RMSPE: 0.679558
[35] train's rmse: 0.000768646 train's RMSPE: 0.535885 valid's rmse: 0.0010227 valid's RMSPE: 0.687366
[36] train's rmse: 0.000756209 train's RMSPE: 0.527213 valid's rmse: 0.00102988 valid's RMSPE: 0.692193
[37] train's rmse: 0.000761608 train's RMSPE: 0.530978 valid's rmse: 0.0010281 valid's RMSPE: 0.690996
[38] train's rmse: 0.000792936 train's RMSPE: 0.552819 valid's rmse: 0.00102549 valid's RMSPE: 0.689239
[39] train's rmse: 0.000777902 train's RMSPE: 0.542337 valid's rmse: 0.00103325 valid's RMSPE: 0.694454
[40] train's rmse: 0.000763903 train's RMSPE: 0.532577 valid's rmse: 0.0010376 valid's RMSPE: 0.697382
[41] train's rmse: 0.000769494 train's RMSPE: 0.536476 valid's rmse: 0.00103548 valid's RMSPE: 0.695956
[42] train's rmse: 0.000775344 train's RMSPE: 0.540554 valid's rmse: 0.00103246 valid's RMSPE: 0.693925
[43] train's rmse: 0.000762693 train's RMSPE: 0.531734 valid's rmse: 0.00104666 valid's RMSPE: 0.703472
[44] train's rmse: 0.000749266 train's RMSPE: 0.522373 valid's rmse: 0.00106171 valid's RMSPE: 0.713586
[45] train's rmse: 0.000737056 train's RMSPE: 0.51386 valid's rmse: 0.0010694 valid's RMSPE: 0.718752
[46] train's rmse: 0.000743775 train's RMSPE: 0.518545 valid's rmse: 0.00106565 valid's RMSPE: 0.716234
[47] train's rmse: 0.000731667 train's RMSPE: 0.510103 valid's rmse: 0.00106779 valid's RMSPE: 0.717672
[48] train's rmse: 0.000738313 train's RMSPE: 0.514737 valid's rmse: 0.00106779 valid's RMSPE: 0.71767
[49] train's rmse: 0.000743282 train's RMSPE: 0.518201 valid's rmse: 0.00106358 valid's RMSPE: 0.714839
[50] train's rmse: 0.000730073 train's RMSPE: 0.508992 valid's rmse: 0.0010737 valid's RMSPE: 0.72164
[51] train's rmse: 0.000734695 train's RMSPE: 0.512214 valid's rmse: 0.00106769 valid's RMSPE: 0.717606
[52] train's rmse: 0.00073655 train's RMSPE: 0.513508 valid's rmse: 0.00105883 valid's RMSPE: 0.711647
[53] train's rmse: 0.000741006 train's RMSPE: 0.516614 valid's rmse: 0.00105502 valid's RMSPE: 0.709088
[54] train's rmse: 0.000729639 train's RMSPE: 0.50869 valid's rmse: 0.00106957 valid's RMSPE: 0.718866
[55] train's rmse: 0.000732936 train's RMSPE: 0.510988 valid's rmse: 0.00106648 valid's RMSPE: 0.71679
[56] train's rmse: 0.000721779 train's RMSPE: 0.503209 valid's rmse: 0.00106658 valid's RMSPE: 0.716856
[57] train's rmse: 0.000709871 train's RMSPE: 0.494908 valid's rmse: 0.0010572 valid's RMSPE: 0.710551
[58] train's rmse: 0.000699826 train's RMSPE: 0.487905 valid's rmse: 0.00106229 valid's RMSPE: 0.713971
[59] train's rmse: 0.000704748 train's RMSPE: 0.491336 valid's rmse: 0.00106217 valid's RMSPE: 0.713891
[60] train's rmse: 0.000696339 train's RMSPE: 0.485474 valid's rmse: 0.00106766 valid's RMSPE: 0.717583
[61] train's rmse: 0.000703394 train's RMSPE: 0.490392 valid's rmse: 0.00106088 valid's RMSPE: 0.713026
[62] train's rmse: 0.000693831 train's RMSPE: 0.483725 valid's rmse: 0.00106432 valid's RMSPE: 0.715338
[63] train's rmse: 0.00071213 train's RMSPE: 0.496482 valid's rmse: 0.00105515 valid's RMSPE: 0.709177
[64] train's rmse: 0.00073198 train's RMSPE: 0.510322 valid's rmse: 0.0010499 valid's RMSPE: 0.705649
[65] train's rmse: 0.000738515 train's RMSPE: 0.514877 valid's rmse: 0.0010468 valid's RMSPE: 0.703566
[66] train's rmse: 0.000726545 train's RMSPE: 0.506533 valid's rmse: 0.00105056 valid's RMSPE: 0.706087
[67] train's rmse: 0.000728908 train's RMSPE: 0.50818 valid's rmse: 0.00104771 valid's RMSPE: 0.704177
[68] train's rmse: 0.000717261 train's RMSPE: 0.500059 valid's rmse: 0.00105256 valid's RMSPE: 0.707436
[69] train's rmse: 0.000706782 train's RMSPE: 0.492754 valid's rmse: 0.00105592 valid's RMSPE: 0.709689
[70] train's rmse: 0.000712043 train's RMSPE: 0.496422 valid's rmse: 0.00105288 valid's RMSPE: 0.707651
[71] train's rmse: 0.000715475 train's RMSPE: 0.498815 valid's rmse: 0.00104892 valid's RMSPE: 0.704991
[72] train's rmse: 0.000704251 train's RMSPE: 0.49099 valid's rmse: 0.00103984 valid's RMSPE: 0.698882
[73] train's rmse: 0.000693968 train's RMSPE: 0.48382 valid's rmse: 0.00104431 valid's RMSPE: 0.701887
[74] train's rmse: 0.000699305 train's RMSPE: 0.487541 valid's rmse: 0.00104142 valid's RMSPE: 0.69995
[75] train's rmse: 0.000688891 train's RMSPE: 0.480281 valid's rmse: 0.00105161 valid's RMSPE: 0.706798
[76] train's rmse: 0.000693904 train's RMSPE: 0.483776 valid's rmse: 0.001048 valid's RMSPE: 0.70437
[77] train's rmse: 0.000683996 train's RMSPE: 0.476868 valid's rmse: 0.00103996 valid's RMSPE: 0.698967
[78] train's rmse: 0.000683562 train's RMSPE: 0.476566 valid's rmse: 0.00104114 valid's RMSPE: 0.699759
[79] train's rmse: 0.000688415 train's RMSPE: 0.479949 valid's rmse: 0.00103866 valid's RMSPE: 0.698095
[80] train's rmse: 0.000691624 train's RMSPE: 0.482186 valid's rmse: 0.00103715 valid's RMSPE: 0.697077
[81] train's rmse: 0.000682255 train's RMSPE: 0.475655 valid's rmse: 0.0010408 valid's RMSPE: 0.699529
[82] train's rmse: 0.000674053 train's RMSPE: 0.469936 valid's rmse: 0.00104617 valid's RMSPE: 0.703139
[83] train's rmse: 0.000679055 train's RMSPE: 0.473423 valid's rmse: 0.00104051 valid's RMSPE: 0.699333
[84] train's rmse: 0.000670182 train's RMSPE: 0.467237 valid's rmse: 0.00104564 valid's RMSPE: 0.702782
[85] train's rmse: 0.00067432 train's RMSPE: 0.470122 valid's rmse: 0.00104512 valid's RMSPE: 0.702433
[86] train's rmse: 0.000679044 train's RMSPE: 0.473415 valid's rmse: 0.00104363 valid's RMSPE: 0.701433
[87] train's rmse: 0.000671185 train's RMSPE: 0.467937 valid's rmse: 0.00104947 valid's RMSPE: 0.705358
[88] train's rmse: 0.000674287 train's RMSPE: 0.470099 valid's rmse: 0.00104907 valid's RMSPE: 0.705089
[89] train's rmse: 0.00067885 train's RMSPE: 0.473281 valid's rmse: 0.00104739 valid's RMSPE: 0.703959
[90] train's rmse: 0.000684012 train's RMSPE: 0.476879 valid's rmse: 0.00104385 valid's RMSPE: 0.70158
[91] train's rmse: 0.000688515 train's RMSPE: 0.480019 valid's rmse: 0.00104189 valid's RMSPE: 0.700263
[92] train's rmse: 0.000679523 train's RMSPE: 0.47375 valid's rmse: 0.00103724 valid's RMSPE: 0.69714
[93] train's rmse: 0.000671913 train's RMSPE: 0.468444 valid's rmse: 0.00104955 valid's RMSPE: 0.70541
[94] train's rmse: 0.000664156 train's RMSPE: 0.463036 valid's rmse: 0.00105741 valid's RMSPE: 0.710693
[95] train's rmse: 0.000657876 train's RMSPE: 0.458658 valid's rmse: 0.00105856 valid's RMSPE: 0.711467
[96] train's rmse: 0.000650974 train's RMSPE: 0.453846 valid's rmse: 0.00107028 valid's RMSPE: 0.719347
[97] train's rmse: 0.000646187 train's RMSPE: 0.450508 valid's rmse: 0.00107674 valid's RMSPE: 0.723686
[98] train's rmse: 0.000649985 train's RMSPE: 0.453156 valid's rmse: 0.00107069 valid's RMSPE: 0.719617
[99] train's rmse: 0.000653159 train's RMSPE: 0.455369 valid's rmse: 0.00106825 valid's RMSPE: 0.717979
[100] train's rmse: 0.000656818 train's RMSPE: 0.45792 valid's rmse: 0.00106517 valid's RMSPE: 0.715911
[101] train's rmse: 0.000650276 train's RMSPE: 0.453359 valid's rmse: 0.00107162 valid's RMSPE: 0.720241
[102] train's rmse: 0.000645102 train's RMSPE: 0.449752 valid's rmse: 0.00107983 valid's RMSPE: 0.725762
[103] train's rmse: 0.000648036 train's RMSPE: 0.451797 valid's rmse: 0.00107442 valid's RMSPE: 0.722126
[104] train's rmse: 0.000651128 train's RMSPE: 0.453953 valid's rmse: 0.00107157 valid's RMSPE: 0.720213
[105] train's rmse: 0.000654616 train's RMSPE: 0.456385 valid's rmse: 0.00106619 valid's RMSPE: 0.716592
[106] train's rmse: 0.000666122 train's RMSPE: 0.464407 valid's rmse: 0.00105681 valid's RMSPE: 0.710289
[107] train's rmse: 0.000669873 train's RMSPE: 0.467022 valid's rmse: 0.00105408 valid's RMSPE: 0.708455
[108] train's rmse: 0.000674112 train's RMSPE: 0.469977 valid's rmse: 0.00105145 valid's RMSPE: 0.706687
[109] train's rmse: 0.000677964 train's RMSPE: 0.472663 valid's rmse: 0.00104899 valid's RMSPE: 0.705033
[110] train's rmse: 0.000669043 train's RMSPE: 0.466443 valid's rmse: 0.00104328 valid's RMSPE: 0.701196
[111] train's rmse: 0.000673273 train's RMSPE: 0.469392 valid's rmse: 0.00104048 valid's RMSPE: 0.699313
[112] train's rmse: 0.000677779 train's RMSPE: 0.472534 valid's rmse: 0.0010386 valid's RMSPE: 0.69805
[113] train's rmse: 0.000669003 train's RMSPE: 0.466415 valid's rmse: 0.00103088 valid's RMSPE: 0.692864
[114] train's rmse: 0.000673677 train's RMSPE: 0.469674 valid's rmse: 0.00102975 valid's RMSPE: 0.6921
[115] train's rmse: 0.000677317 train's RMSPE: 0.472212 valid's rmse: 0.00102773 valid's RMSPE: 0.690746
[116] train's rmse: 0.000669293 train's RMSPE: 0.466617 valid's rmse: 0.00104243 valid's RMSPE: 0.700627
[117] train's rmse: 0.000671896 train's RMSPE: 0.468432 valid's rmse: 0.0010419 valid's RMSPE: 0.700273
[118] train's rmse: 0.000675341 train's RMSPE: 0.470834 valid's rmse: 0.00104071 valid's RMSPE: 0.699471
[119] train's rmse: 0.000677829 train's RMSPE: 0.472568 valid's rmse: 0.00103791 valid's RMSPE: 0.69759
[120] train's rmse: 0.000668459 train's RMSPE: 0.466036 valid's rmse: 0.00104797 valid's RMSPE: 0.704346
[121] train's rmse: 0.000671435 train's RMSPE: 0.468111 valid's rmse: 0.00104548 valid's RMSPE: 0.702679
[122] train's rmse: 0.000675641 train's RMSPE: 0.471043 valid's rmse: 0.00104286 valid's RMSPE: 0.700913
[123] train's rmse: 0.000685268 train's RMSPE: 0.477755 valid's rmse: 0.00103717 valid's RMSPE: 0.697091
[124] train's rmse: 0.000687621 train's RMSPE: 0.479395 valid's rmse: 0.00103599 valid's RMSPE: 0.6963
[125] train's rmse: 0.00067892 train's RMSPE: 0.473329 valid's rmse: 0.00103656 valid's RMSPE: 0.696678
[126] train's rmse: 0.000682434 train's RMSPE: 0.475779 valid's rmse: 0.00103421 valid's RMSPE: 0.695102
[127] train's rmse: 0.000685315 train's RMSPE: 0.477788 valid's rmse: 0.00103317 valid's RMSPE: 0.694404
[128] train's rmse: 0.000676198 train's RMSPE: 0.471432 valid's rmse: 0.00103103 valid's RMSPE: 0.692966
[129] train's rmse: 0.000666841 train's RMSPE: 0.464908 valid's rmse: 0.00103877 valid's RMSPE: 0.698163
[130] train's rmse: 0.000674838 train's RMSPE: 0.470483 valid's rmse: 0.00103412 valid's RMSPE: 0.695043
[131] train's rmse: 0.000667591 train's RMSPE: 0.465431 valid's rmse: 0.00103428 valid's RMSPE: 0.695146
[132] train's rmse: 0.000670985 train's RMSPE: 0.467797 valid's rmse: 0.00103522 valid's RMSPE: 0.695782
[133] train's rmse: 0.000663077 train's RMSPE: 0.462284 valid's rmse: 0.00103524 valid's RMSPE: 0.695794
[134] train's rmse: 0.000666712 train's RMSPE: 0.464818 valid's rmse: 0.00103301 valid's RMSPE: 0.694295
[135] train's rmse: 0.000658953 train's RMSPE: 0.459409 valid's rmse: 0.00104384 valid's RMSPE: 0.701574
[136] train's rmse: 0.000662094 train's RMSPE: 0.461598 valid's rmse: 0.00104047 valid's RMSPE: 0.699305
[137] train's rmse: 0.000665796 train's RMSPE: 0.464179 valid's rmse: 0.00103825 valid's RMSPE: 0.697814
[138] train's rmse: 0.000669489 train's RMSPE: 0.466754 valid's rmse: 0.00103492 valid's RMSPE: 0.695576
[139] train's rmse: 0.000672257 train's RMSPE: 0.468684 valid's rmse: 0.00103378 valid's RMSPE: 0.69481
[140] train's rmse: 0.0006646 train's RMSPE: 0.463346 valid's rmse: 0.00103891 valid's RMSPE: 0.698257
[141] train's rmse: 0.000658038 train's RMSPE: 0.458771 valid's rmse: 0.00104225 valid's RMSPE: 0.700506
[142] train's rmse: 0.000650101 train's RMSPE: 0.453237 valid's rmse: 0.00103838 valid's RMSPE: 0.6979
[143] train's rmse: 0.000642801 train's RMSPE: 0.448148 valid's rmse: 0.00103905 valid's RMSPE: 0.698356
[144] train's rmse: 0.000635887 train's RMSPE: 0.443327 valid's rmse: 0.00104171 valid's RMSPE: 0.70014
[145] train's rmse: 0.000639148 train's RMSPE: 0.445601 valid's rmse: 0.00103921 valid's RMSPE: 0.69846
[146] train's rmse: 0.000631674 train's RMSPE: 0.440391 valid's rmse: 0.00103771 valid's RMSPE: 0.697456
[147] train's rmse: 0.000634372 train's RMSPE: 0.442271 valid's rmse: 0.00103477 valid's RMSPE: 0.695479
[148] train's rmse: 0.000637368 train's RMSPE: 0.44436 valid's rmse: 0.00103354 valid's RMSPE: 0.694654
[149] train's rmse: 0.000631455 train's RMSPE: 0.440237 valid's rmse: 0.00104539 valid's RMSPE: 0.702617
[150] train's rmse: 0.000625893 train's RMSPE: 0.43636 valid's rmse: 0.00105014 valid's RMSPE: 0.70581
[151] train's rmse: 0.000629501 train's RMSPE: 0.438876 valid's rmse: 0.00104687 valid's RMSPE: 0.703612
[152] train's rmse: 0.000633006 train's RMSPE: 0.441319 valid's rmse: 0.00104533 valid's RMSPE: 0.702572
[153] train's rmse: 0.000635721 train's RMSPE: 0.443212 valid's rmse: 0.00104273 valid's RMSPE: 0.700825
[154] train's rmse: 0.000639391 train's RMSPE: 0.44577 valid's rmse: 0.00103865 valid's RMSPE: 0.698086
[155] train's rmse: 0.000642814 train's RMSPE: 0.448157 valid's rmse: 0.00103722 valid's RMSPE: 0.697127
[156] train's rmse: 0.000645199 train's RMSPE: 0.44982 valid's rmse: 0.00103656 valid's RMSPE: 0.696682
[157] train's rmse: 0.000648654 train's RMSPE: 0.452229 valid's rmse: 0.00103439 valid's RMSPE: 0.695225
[158] train's rmse: 0.000652004 train's RMSPE: 0.454564 valid's rmse: 0.00103331 valid's RMSPE: 0.694495
[159] train's rmse: 0.000654801 train's RMSPE: 0.456514 valid's rmse: 0.00103125 valid's RMSPE: 0.693111
[160] train's rmse: 0.000646525 train's RMSPE: 0.450744 valid's rmse: 0.00103549 valid's RMSPE: 0.695963
[161] train's rmse: 0.00064914 train's RMSPE: 0.452568 valid's rmse: 0.00103363 valid's RMSPE: 0.694708
[162] train's rmse: 0.000642486 train's RMSPE: 0.447928 valid's rmse: 0.00103568 valid's RMSPE: 0.696086
[163] train's rmse: 0.00064912 train's RMSPE: 0.452553 valid's rmse: 0.00103022 valid's RMSPE: 0.692419
[164] train's rmse: 0.000642297 train's RMSPE: 0.447797 valid's rmse: 0.00103716 valid's RMSPE: 0.697082
[165] train's rmse: 0.000649106 train's RMSPE: 0.452544 valid's rmse: 0.00103264 valid's RMSPE: 0.694043
[166] train's rmse: 0.000652238 train's RMSPE: 0.454727 valid's rmse: 0.00103149 valid's RMSPE: 0.693275
[167] train's rmse: 0.00064555 train's RMSPE: 0.450065 valid's rmse: 0.00103716 valid's RMSPE: 0.697086
[168] train's rmse: 0.000639051 train's RMSPE: 0.445534 valid's rmse: 0.00104953 valid's RMSPE: 0.7054
[169] train's rmse: 0.000633259 train's RMSPE: 0.441495 valid's rmse: 0.001046 valid's RMSPE: 0.703025
[170] train's rmse: 0.000636272 train's RMSPE: 0.443596 valid's rmse: 0.00104339 valid's RMSPE: 0.701272
[171] train's rmse: 0.000639424 train's RMSPE: 0.445794 valid's rmse: 0.00104199 valid's RMSPE: 0.700328
[172] train's rmse: 0.000632183 train's RMSPE: 0.440745 valid's rmse: 0.00105135 valid's RMSPE: 0.706622
[173] train's rmse: 0.000626366 train's RMSPE: 0.43669 valid's rmse: 0.00104999 valid's RMSPE: 0.705706
[174] train's rmse: 0.000629277 train's RMSPE: 0.438719 valid's rmse: 0.00104721 valid's RMSPE: 0.703836
[175] train's rmse: 0.000624324 train's RMSPE: 0.435266 valid's rmse: 0.0010443 valid's RMSPE: 0.70188
[176] train's rmse: 0.000619442 train's RMSPE: 0.431862 valid's rmse: 0.00104975 valid's RMSPE: 0.705547
[177] train's rmse: 0.000622525 train's RMSPE: 0.434012 valid's rmse: 0.00104715 valid's RMSPE: 0.703798
[178] train's rmse: 0.000619562 train's RMSPE: 0.431946 valid's rmse: 0.00105554 valid's RMSPE: 0.709436
[179] train's rmse: 0.000615495 train's RMSPE: 0.42911 valid's rmse: 0.00106502 valid's RMSPE: 0.71581
[180] train's rmse: 0.0006183 train's RMSPE: 0.431066 valid's rmse: 0.00106253 valid's RMSPE: 0.714134
[181] train's rmse: 0.000621119 train's RMSPE: 0.433032 valid's rmse: 0.00105953 valid's RMSPE: 0.712119
[182] train's rmse: 0.000627753 train's RMSPE: 0.437657 valid's rmse: 0.00105153 valid's RMSPE: 0.706742
[183] train's rmse: 0.000622135 train's RMSPE: 0.43374 valid's rmse: 0.00105292 valid's RMSPE: 0.707676
[184] train's rmse: 0.000624922 train's RMSPE: 0.435683 valid's rmse: 0.00105047 valid's RMSPE: 0.706026
[185] train's rmse: 0.00061985 train's RMSPE: 0.432147 valid's rmse: 0.00106598 valid's RMSPE: 0.716451
[186] train's rmse: 0.000622739 train's RMSPE: 0.434161 valid's rmse: 0.00106213 valid's RMSPE: 0.713863
[187] train's rmse: 0.000625331 train's RMSPE: 0.435968 valid's rmse: 0.00105896 valid's RMSPE: 0.711739
[188] train's rmse: 0.000620245 train's RMSPE: 0.432422 valid's rmse: 0.00106025 valid's RMSPE: 0.7126
[189] train's rmse: 0.000622788 train's RMSPE: 0.434195 valid's rmse: 0.00105777 valid's RMSPE: 0.710937
[190] train's rmse: 0.000617257 train's RMSPE: 0.430339 valid's rmse: 0.00106183 valid's RMSPE: 0.713666
[191] train's rmse: 0.000619969 train's RMSPE: 0.43223 valid's rmse: 0.00105942 valid's RMSPE: 0.712044
[192] train's rmse: 0.000614494 train's RMSPE: 0.428413 valid's rmse: 0.00105649 valid's RMSPE: 0.710076
[193] train's rmse: 0.000617526 train's RMSPE: 0.430526 valid's rmse: 0.00105314 valid's RMSPE: 0.707822
[194] train's rmse: 0.00061268 train's RMSPE: 0.427148 valid's rmse: 0.00106778 valid's RMSPE: 0.717661
[195] train's rmse: 0.000615789 train's RMSPE: 0.429315 valid's rmse: 0.00106417 valid's RMSPE: 0.715237
[196] train's rmse: 0.000610754 train's RMSPE: 0.425805 valid's rmse: 0.00106151 valid's RMSPE: 0.713452
[197] train's rmse: 0.000613292 train's RMSPE: 0.427575 valid's rmse: 0.00105874 valid's RMSPE: 0.71159
[198] train's rmse: 0.000615821 train's RMSPE: 0.429338 valid's rmse: 0.00105681 valid's RMSPE: 0.710292
[199] train's rmse: 0.000618545 train's RMSPE: 0.431237 valid's rmse: 0.00105428 valid's RMSPE: 0.708588
[200] train's rmse: 0.000620861 train's RMSPE: 0.432852 valid's rmse: 0.00105239 valid's RMSPE: 0.707323
[201] train's rmse: 0.000623549 train's RMSPE: 0.434726 valid's rmse: 0.00105026 valid's RMSPE: 0.705891
[202] train's rmse: 0.00062573 train's RMSPE: 0.436246 valid's rmse: 0.0010487 valid's RMSPE: 0.704842
[203] train's rmse: 0.000628374 train's RMSPE: 0.438089 valid's rmse: 0.00104731 valid's RMSPE: 0.703907
[204] train's rmse: 0.000630931 train's RMSPE: 0.439872 valid's rmse: 0.00104575 valid's RMSPE: 0.702854
[205] train's rmse: 0.000626236 train's RMSPE: 0.436599 valid's rmse: 0.00105024 valid's RMSPE: 0.705874
[206] train's rmse: 0.000628947 train's RMSPE: 0.438489 valid's rmse: 0.00104783 valid's RMSPE: 0.704252
[207] train's rmse: 0.00063163 train's RMSPE: 0.440359 valid's rmse: 0.00104482 valid's RMSPE: 0.702234
[208] train's rmse: 0.000634231 train's RMSPE: 0.442173 valid's rmse: 0.00104191 valid's RMSPE: 0.700278
[209] train's rmse: 0.000628157 train's RMSPE: 0.437938 valid's rmse: 0.00103745 valid's RMSPE: 0.697279
[210] train's rmse: 0.000622278 train's RMSPE: 0.43384 valid's rmse: 0.0010533 valid's RMSPE: 0.707933
[211] train's rmse: 0.000618066 train's RMSPE: 0.430903 valid's rmse: 0.00105367 valid's RMSPE: 0.708181
[212] train's rmse: 0.000614365 train's RMSPE: 0.428323 valid's rmse: 0.0010518 valid's RMSPE: 0.706925
[213] train's rmse: 0.000609559 train's RMSPE: 0.424972 valid's rmse: 0.00106803 valid's RMSPE: 0.717829
[214] train's rmse: 0.000613552 train's RMSPE: 0.427756 valid's rmse: 0.0010636 valid's RMSPE: 0.714854
[215] train's rmse: 0.000609097 train's RMSPE: 0.42465 valid's rmse: 0.0010697 valid's RMSPE: 0.718955
[216] train's rmse: 0.000603861 train's RMSPE: 0.420999 valid's rmse: 0.00106627 valid's RMSPE: 0.716646
[217] train's rmse: 0.000605779 train's RMSPE: 0.422337 valid's rmse: 0.00106315 valid's RMSPE: 0.714553
[218] train's rmse: 0.000607881 train's RMSPE: 0.423802 valid's rmse: 0.00106033 valid's RMSPE: 0.712659
[219] train's rmse: 0.000602891 train's RMSPE: 0.420324 valid's rmse: 0.00106527 valid's RMSPE: 0.715977
[220] train's rmse: 0.000605119 train's RMSPE: 0.421877 valid's rmse: 0.00106251 valid's RMSPE: 0.71412
[221] train's rmse: 0.000607437 train's RMSPE: 0.423493 valid's rmse: 0.00106075 valid's RMSPE: 0.712939
[222] train's rmse: 0.000604184 train's RMSPE: 0.421225 valid's rmse: 0.00106219 valid's RMSPE: 0.713904
[223] train's rmse: 0.000599298 train's RMSPE: 0.417818 valid's rmse: 0.00106315 valid's RMSPE: 0.714553
[224] train's rmse: 0.00059553 train's RMSPE: 0.415192 valid's rmse: 0.00106094 valid's RMSPE: 0.713066
[225] train's rmse: 0.000592319 train's RMSPE: 0.412953 valid's rmse: 0.0010714 valid's RMSPE: 0.720099
[226] train's rmse: 0.000589447 train's RMSPE: 0.410951 valid's rmse: 0.00107183 valid's RMSPE: 0.720386
[227] train's rmse: 0.000591648 train's RMSPE: 0.412485 valid's rmse: 0.0010673 valid's RMSPE: 0.71734
[228] train's rmse: 0.000588365 train's RMSPE: 0.410196 valid's rmse: 0.00107095 valid's RMSPE: 0.719793
[229] train's rmse: 0.00058537 train's RMSPE: 0.408108 valid's rmse: 0.00108403 valid's RMSPE: 0.728588
[230] train's rmse: 0.0005826 train's RMSPE: 0.406177 valid's rmse: 0.00108319 valid's RMSPE: 0.728023
[231] train's rmse: 0.000584607 train's RMSPE: 0.407576 valid's rmse: 0.00108043 valid's RMSPE: 0.726168
[232] train's rmse: 0.000582358 train's RMSPE: 0.406008 valid's rmse: 0.0010893 valid's RMSPE: 0.732129
[233] train's rmse: 0.000580045 train's RMSPE: 0.404396 valid's rmse: 0.00110076 valid's RMSPE: 0.739831
[234] train's rmse: 0.000581596 train's RMSPE: 0.405477 valid's rmse: 0.00109647 valid's RMSPE: 0.736943
[235] train's rmse: 0.000583524 train's RMSPE: 0.406821 valid's rmse: 0.00109331 valid's RMSPE: 0.73482
[236] train's rmse: 0.000585251 train's RMSPE: 0.408025 valid's rmse: 0.00109063 valid's RMSPE: 0.733023
[237] train's rmse: 0.00058691 train's RMSPE: 0.409182 valid's rmse: 0.00108824 valid's RMSPE: 0.731418
[238] train's rmse: 0.000588528 train's RMSPE: 0.41031 valid's rmse: 0.00108516 valid's RMSPE: 0.729348
[239] train's rmse: 0.000590503 train's RMSPE: 0.411687 valid's rmse: 0.00108285 valid's RMSPE: 0.727789
[240] train's rmse: 0.000587338 train's RMSPE: 0.40948 valid's rmse: 0.00108976 valid's RMSPE: 0.732437
[241] train's rmse: 0.000589398 train's RMSPE: 0.410916 valid's rmse: 0.00108643 valid's RMSPE: 0.730199
[242] train's rmse: 0.00059122 train's RMSPE: 0.412186 valid's rmse: 0.00108241 valid's RMSPE: 0.727496
[243] train's rmse: 0.000593371 train's RMSPE: 0.413686 valid's rmse: 0.00107812 valid's RMSPE: 0.724613
[244] train's rmse: 0.000589433 train's RMSPE: 0.410941 valid's rmse: 0.00108354 valid's RMSPE: 0.728259
[245] train's rmse: 0.000586836 train's RMSPE: 0.40913 valid's rmse: 0.00108206 valid's RMSPE: 0.727263
[246] train's rmse: 0.000584111 train's RMSPE: 0.40723 valid's rmse: 0.00109086 valid's RMSPE: 0.733179
[247] train's rmse: 0.000581645 train's RMSPE: 0.405511 valid's rmse: 0.00109561 valid's RMSPE: 0.736371
[248] train's rmse: 0.000583192 train's RMSPE: 0.406589 valid's rmse: 0.00109267 valid's RMSPE: 0.734394
[249] train's rmse: 0.000581234 train's RMSPE: 0.405225 valid's rmse: 0.00109734 valid's RMSPE: 0.737528
[250] train's rmse: 0.000583016 train's RMSPE: 0.406467 valid's rmse: 0.00109404 valid's RMSPE: 0.735312
[251] train's rmse: 0.000579082 train's RMSPE: 0.403724 valid's rmse: 0.00109328 valid's RMSPE: 0.734802
[252] train's rmse: 0.00057741 train's RMSPE: 0.402559 valid's rmse: 0.00110237 valid's RMSPE: 0.74091
[253] train's rmse: 0.000579262 train's RMSPE: 0.40385 valid's rmse: 0.00109959 valid's RMSPE: 0.739046
[254] train's rmse: 0.00057666 train's RMSPE: 0.402036 valid's rmse: 0.00110756 valid's RMSPE: 0.744398
[255] train's rmse: 0.000578291 train's RMSPE: 0.403173 valid's rmse: 0.00110299 valid's RMSPE: 0.74133
[256] train's rmse: 0.00057995 train's RMSPE: 0.404329 valid's rmse: 0.00109922 valid's RMSPE: 0.738796
[257] train's rmse: 0.000577541 train's RMSPE: 0.40265 valid's rmse: 0.00110048 valid's RMSPE: 0.739642
[258] train's rmse: 0.000579399 train's RMSPE: 0.403945 valid's rmse: 0.00109796 valid's RMSPE: 0.737945
[259] train's rmse: 0.000581038 train's RMSPE: 0.405088 valid's rmse: 0.00109315 valid's RMSPE: 0.734716
[260] train's rmse: 0.000578379 train's RMSPE: 0.403234 valid's rmse: 0.00109328 valid's RMSPE: 0.734803
[261] train's rmse: 0.000579872 train's RMSPE: 0.404275 valid's rmse: 0.00109072 valid's RMSPE: 0.73308
[262] train's rmse: 0.000581217 train's RMSPE: 0.405213 valid's rmse: 0.00108841 valid's RMSPE: 0.731526
[263] train's rmse: 0.000582913 train's RMSPE: 0.406395 valid's rmse: 0.00108507 valid's RMSPE: 0.729283
[264] train's rmse: 0.000585325 train's RMSPE: 0.408076 valid's rmse: 0.00107915 valid's RMSPE: 0.725307
[265] train's rmse: 0.000581822 train's RMSPE: 0.405635 valid's rmse: 0.00108239 valid's RMSPE: 0.727486
[266] train's rmse: 0.000583633 train's RMSPE: 0.406897 valid's rmse: 0.00107947 valid's RMSPE: 0.725522
[267] train's rmse: 0.00057982 train's RMSPE: 0.404239 valid's rmse: 0.00109106 valid's RMSPE: 0.733311
[268] train's rmse: 0.000576833 train's RMSPE: 0.402156 valid's rmse: 0.00109537 valid's RMSPE: 0.736208
[269] train's rmse: 0.00057382 train's RMSPE: 0.400056 valid's rmse: 0.00109326 valid's RMSPE: 0.734786
[270] train's rmse: 0.000571639 train's RMSPE: 0.398535 valid's rmse: 0.00109484 valid's RMSPE: 0.735848
[271] train's rmse: 0.000573222 train's RMSPE: 0.399639 valid's rmse: 0.00109235 valid's RMSPE: 0.734176
[272] train's rmse: 0.000574725 train's RMSPE: 0.400687 valid's rmse: 0.00109009 valid's RMSPE: 0.732658
[273] train's rmse: 0.000576489 train's RMSPE: 0.401916 valid's rmse: 0.00108778 valid's RMSPE: 0.731104
[274] train's rmse: 0.000573697 train's RMSPE: 0.39997 valid's rmse: 0.00109571 valid's RMSPE: 0.736438
[275] train's rmse: 0.000571089 train's RMSPE: 0.398152 valid's rmse: 0.00109303 valid's RMSPE: 0.734633
[276] train's rmse: 0.000572765 train's RMSPE: 0.39932 valid's rmse: 0.00108929 valid's RMSPE: 0.732122
[277] train's rmse: 0.000570589 train's RMSPE: 0.397803 valid's rmse: 0.00109448 valid's RMSPE: 0.735609
[278] train's rmse: 0.000568998 train's RMSPE: 0.396694 valid's rmse: 0.0011039 valid's RMSPE: 0.741943
[279] train's rmse: 0.000570622 train's RMSPE: 0.397826 valid's rmse: 0.0011002 valid's RMSPE: 0.739455
[280] train's rmse: 0.000567643 train's RMSPE: 0.395749 valid's rmse: 0.00109904 valid's RMSPE: 0.738676
[281] train's rmse: 0.000569226 train's RMSPE: 0.396853 valid's rmse: 0.00109509 valid's RMSPE: 0.736019
[282] train's rmse: 0.000570855 train's RMSPE: 0.397989 valid's rmse: 0.00109221 valid's RMSPE: 0.734086
[283] train's rmse: 0.000568937 train's RMSPE: 0.396651 valid's rmse: 0.00109642 valid's RMSPE: 0.736911
[284] train's rmse: 0.000570375 train's RMSPE: 0.397654 valid's rmse: 0.00109407 valid's RMSPE: 0.735335
[285] train's rmse: 0.000568473 train's RMSPE: 0.396328 valid's rmse: 0.00109564 valid's RMSPE: 0.736386
[286] train's rmse: 0.000569944 train's RMSPE: 0.397353 valid's rmse: 0.00109297 valid's RMSPE: 0.734593
[287] train's rmse: 0.000567783 train's RMSPE: 0.395847 valid's rmse: 0.00109078 valid's RMSPE: 0.733124
[288] train's rmse: 0.000569215 train's RMSPE: 0.396845 valid's rmse: 0.00108719 valid's RMSPE: 0.730706
[289] train's rmse: 0.000570507 train's RMSPE: 0.397746 valid's rmse: 0.00108445 valid's RMSPE: 0.728868
[290] train's rmse: 0.000567977 train's RMSPE: 0.395982 valid's rmse: 0.00108295 valid's RMSPE: 0.727861
[291] train's rmse: 0.000565901 train's RMSPE: 0.394535 valid's rmse: 0.00108222 valid's RMSPE: 0.727369
[292] train's rmse: 0.000567517 train's RMSPE: 0.395661 valid's rmse: 0.00108017 valid's RMSPE: 0.725991
[293] train's rmse: 0.000565486 train's RMSPE: 0.394245 valid's rmse: 0.00107897 valid's RMSPE: 0.725186
[294] train's rmse: 0.000566958 train's RMSPE: 0.395272 valid's rmse: 0.00107698 valid's RMSPE: 0.723849
[295] train's rmse: 0.000568393 train's RMSPE: 0.396272 valid's rmse: 0.00107484 valid's RMSPE: 0.722411
[296] train's rmse: 0.000569807 train's RMSPE: 0.397258 valid's rmse: 0.00107218 valid's RMSPE: 0.72062
[297] train's rmse: 0.000566822 train's RMSPE: 0.395176 valid's rmse: 0.0010827 valid's RMSPE: 0.727694
[298] train's rmse: 0.000568301 train's RMSPE: 0.396208 valid's rmse: 0.00108004 valid's RMSPE: 0.725903
[299] train's rmse: 0.00056576 train's RMSPE: 0.394437 valid's rmse: 0.00108066 valid's RMSPE: 0.726318
[300] train's rmse: 0.000564221 train's RMSPE: 0.393363 valid's rmse: 0.00107969 valid's RMSPE: 0.725672
[301] train's rmse: 0.000562216 train's RMSPE: 0.391966 valid's rmse: 0.00108432 valid's RMSPE: 0.728779
[302] train's rmse: 0.000560683 train's RMSPE: 0.390897 valid's rmse: 0.0010893 valid's RMSPE: 0.732128
[303] train's rmse: 0.000561997 train's RMSPE: 0.391813 valid's rmse: 0.00108652 valid's RMSPE: 0.730257
[304] train's rmse: 0.000559659 train's RMSPE: 0.390183 valid's rmse: 0.00108835 valid's RMSPE: 0.731487
[305] train's rmse: 0.000556903 train's RMSPE: 0.388262 valid's rmse: 0.00108615 valid's RMSPE: 0.730011
[306] train's rmse: 0.000558336 train's RMSPE: 0.38926 valid's rmse: 0.00108339 valid's RMSPE: 0.728158
[307] train's rmse: 0.000556453 train's RMSPE: 0.387948 valid's rmse: 0.00108308 valid's RMSPE: 0.72795
[308] train's rmse: 0.000557549 train's RMSPE: 0.388712 valid's rmse: 0.00108129 valid's RMSPE: 0.726742
[309] train's rmse: 0.000555908 train's RMSPE: 0.387568 valid's rmse: 0.00107784 valid's RMSPE: 0.724427
[310] train's rmse: 0.000554408 train's RMSPE: 0.386522 valid's rmse: 0.00107601 valid's RMSPE: 0.723196
[311] train's rmse: 0.000552594 train's RMSPE: 0.385257 valid's rmse: 0.00108337 valid's RMSPE: 0.728145
[312] train's rmse: 0.000553842 train's RMSPE: 0.386128 valid's rmse: 0.00108129 valid's RMSPE: 0.726747
[313] train's rmse: 0.000555042 train's RMSPE: 0.386964 valid's rmse: 0.00107883 valid's RMSPE: 0.725094
[314] train's rmse: 0.000553538 train's RMSPE: 0.385915 valid's rmse: 0.00108215 valid's RMSPE: 0.72732
[315] train's rmse: 0.000552199 train's RMSPE: 0.384982 valid's rmse: 0.00108342 valid's RMSPE: 0.728174
[316] train's rmse: 0.000550855 train's RMSPE: 0.384045 valid's rmse: 0.00108448 valid's RMSPE: 0.728889
[317] train's rmse: 0.00055186 train's RMSPE: 0.384745 valid's rmse: 0.00108269 valid's RMSPE: 0.727685
[318] train's rmse: 0.000550019 train's RMSPE: 0.383462 valid's rmse: 0.00108434 valid's RMSPE: 0.728793
[319] train's rmse: 0.000551174 train's RMSPE: 0.384267 valid's rmse: 0.00108193 valid's RMSPE: 0.727176
[320] train's rmse: 0.000552239 train's RMSPE: 0.38501 valid's rmse: 0.00107995 valid's RMSPE: 0.725845
[321] train's rmse: 0.000553511 train's RMSPE: 0.385896 valid's rmse: 0.00107611 valid's RMSPE: 0.723262
[322] train's rmse: 0.000554671 train's RMSPE: 0.386705 valid's rmse: 0.00107471 valid's RMSPE: 0.722324
[323] train's rmse: 0.000555816 train's RMSPE: 0.387504 valid's rmse: 0.00107199 valid's RMSPE: 0.720492
[324] train's rmse: 0.000557152 train's RMSPE: 0.388435 valid's rmse: 0.00106931 valid's RMSPE: 0.718691
[325] train's rmse: 0.000555377 train's RMSPE: 0.387197 valid's rmse: 0.00107043 valid's RMSPE: 0.719446
[326] train's rmse: 0.000553188 train's RMSPE: 0.385672 valid's rmse: 0.0010705 valid's RMSPE: 0.719493
[327] train's rmse: 0.000554279 train's RMSPE: 0.386432 valid's rmse: 0.00106887 valid's RMSPE: 0.718397
[328] train's rmse: 0.000552416 train's RMSPE: 0.385134 valid's rmse: 0.00106738 valid's RMSPE: 0.717392
[329] train's rmse: 0.000553585 train's RMSPE: 0.385948 valid's rmse: 0.00106487 valid's RMSPE: 0.715709
[330] train's rmse: 0.000554646 train's RMSPE: 0.386688 valid's rmse: 0.00106247 valid's RMSPE: 0.714097
[331] train's rmse: 0.000555689 train's RMSPE: 0.387415 valid's rmse: 0.00105985 valid's RMSPE: 0.712335
[332] train's rmse: 0.000554689 train's RMSPE: 0.386718 valid's rmse: 0.00106873 valid's RMSPE: 0.718305
[333] train's rmse: 0.000555785 train's RMSPE: 0.387482 valid's rmse: 0.00106644 valid's RMSPE: 0.716761
[334] train's rmse: 0.0005573 train's RMSPE: 0.388538 valid's rmse: 0.00106146 valid's RMSPE: 0.713417
[335] train's rmse: 0.000555829 train's RMSPE: 0.387513 valid's rmse: 0.00106532 valid's RMSPE: 0.716013
[336] train's rmse: 0.000557183 train's RMSPE: 0.388457 valid's rmse: 0.00106322 valid's RMSPE: 0.714599
[337] train's rmse: 0.000558317 train's RMSPE: 0.389247 valid's rmse: 0.00106135 valid's RMSPE: 0.713342
[338] train's rmse: 0.000556614 train's RMSPE: 0.38806 valid's rmse: 0.00105964 valid's RMSPE: 0.712195
[339] train's rmse: 0.000557858 train's RMSPE: 0.388928 valid's rmse: 0.00105772 valid's RMSPE: 0.710899
[340] train's rmse: 0.000555452 train's RMSPE: 0.38725 valid's rmse: 0.00106152 valid's RMSPE: 0.713458
[341] train's rmse: 0.000556661 train's RMSPE: 0.388093 valid's rmse: 0.00105943 valid's RMSPE: 0.712052
[342] train's rmse: 0.000554457 train's RMSPE: 0.386556 valid's rmse: 0.00106296 valid's RMSPE: 0.714424
[343] train's rmse: 0.000555586 train's RMSPE: 0.387343 valid's rmse: 0.00106016 valid's RMSPE: 0.712545
[344] train's rmse: 0.000553657 train's RMSPE: 0.385998 valid's rmse: 0.0010595 valid's RMSPE: 0.712102
[345] train's rmse: 0.000551372 train's RMSPE: 0.384405 valid's rmse: 0.00106599 valid's RMSPE: 0.716459
[346] train's rmse: 0.00055259 train's RMSPE: 0.385255 valid's rmse: 0.00106323 valid's RMSPE: 0.714603
[347] train's rmse: 0.000550797 train's RMSPE: 0.384005 valid's rmse: 0.00106497 valid's RMSPE: 0.715775
[348] train's rmse: 0.000549095 train's RMSPE: 0.382818 valid's rmse: 0.00106811 valid's RMSPE: 0.717884
[349] train's rmse: 0.000550183 train's RMSPE: 0.383577 valid's rmse: 0.00106627 valid's RMSPE: 0.716646
[350] train's rmse: 0.000551261 train's RMSPE: 0.384328 valid's rmse: 0.00106422 valid's RMSPE: 0.715273
[351] train's rmse: 0.000552767 train's RMSPE: 0.385378 valid's rmse: 0.00106043 valid's RMSPE: 0.712727
[352] train's rmse: 0.000553922 train's RMSPE: 0.386183 valid's rmse: 0.00105809 valid's RMSPE: 0.711154
[353] train's rmse: 0.000555136 train's RMSPE: 0.38703 valid's rmse: 0.00105645 valid's RMSPE: 0.710052
[354] train's rmse: 0.000553487 train's RMSPE: 0.38588 valid's rmse: 0.00106461 valid's RMSPE: 0.715533
[355] train's rmse: 0.000554504 train's RMSPE: 0.386589 valid's rmse: 0.00106249 valid's RMSPE: 0.714107
[356] train's rmse: 0.000556091 train's RMSPE: 0.387696 valid's rmse: 0.00105878 valid's RMSPE: 0.711612
[357] train's rmse: 0.000557258 train's RMSPE: 0.388509 valid's rmse: 0.00105692 valid's RMSPE: 0.710362
[358] train's rmse: 0.000558413 train's RMSPE: 0.389314 valid's rmse: 0.00105535 valid's RMSPE: 0.709307
[359] train's rmse: 0.000559642 train's RMSPE: 0.390171 valid's rmse: 0.00105335 valid's RMSPE: 0.707967
[360] train's rmse: 0.000557449 train's RMSPE: 0.388642 valid's rmse: 0.0010647 valid's RMSPE: 0.715596
[361] train's rmse: 0.000558505 train's RMSPE: 0.389378 valid's rmse: 0.00106267 valid's RMSPE: 0.714228
[362] train's rmse: 0.00055592 train's RMSPE: 0.387576 valid's rmse: 0.00106401 valid's RMSPE: 0.715129
[363] train's rmse: 0.000557301 train's RMSPE: 0.388539 valid's rmse: 0.00106169 valid's RMSPE: 0.713573
[364] train's rmse: 0.0005558 train's RMSPE: 0.387493 valid's rmse: 0.00107059 valid's RMSPE: 0.719555
[365] train's rmse: 0.000557036 train's RMSPE: 0.388354 valid's rmse: 0.0010678 valid's RMSPE: 0.717676
[366] train's rmse: 0.000555722 train's RMSPE: 0.387438 valid's rmse: 0.00107702 valid's RMSPE: 0.723876
[367] train's rmse: 0.000557215 train's RMSPE: 0.388479 valid's rmse: 0.00107345 valid's RMSPE: 0.721476
[368] train's rmse: 0.000558463 train's RMSPE: 0.389349 valid's rmse: 0.00107116 valid's RMSPE: 0.719938
[369] train's rmse: 0.000555675 train's RMSPE: 0.387405 valid's rmse: 0.00107842 valid's RMSPE: 0.724812
[370] train's rmse: 0.000556752 train's RMSPE: 0.388156 valid's rmse: 0.0010768 valid's RMSPE: 0.723724
[371] train's rmse: 0.000554328 train's RMSPE: 0.386466 valid's rmse: 0.00108946 valid's RMSPE: 0.732236
[372] train's rmse: 0.000555273 train's RMSPE: 0.387125 valid's rmse: 0.00108737 valid's RMSPE: 0.73083
[373] train's rmse: 0.000553647 train's RMSPE: 0.385992 valid's rmse: 0.0010861 valid's RMSPE: 0.729977
[374] train's rmse: 0.000552912 train's RMSPE: 0.385479 valid's rmse: 0.00108587 valid's RMSPE: 0.729821
[375] train's rmse: 0.00055386 train's RMSPE: 0.38614 valid's rmse: 0.00108365 valid's RMSPE: 0.72833
[376] train's rmse: 0.000554869 train's RMSPE: 0.386843 valid's rmse: 0.00108197 valid's RMSPE: 0.727202
[377] train's rmse: 0.000553205 train's RMSPE: 0.385683 valid's rmse: 0.00108629 valid's RMSPE: 0.730106
[378] train's rmse: 0.000551518 train's RMSPE: 0.384507 valid's rmse: 0.00108725 valid's RMSPE: 0.730747
[379] train's rmse: 0.000549802 train's RMSPE: 0.383311 valid's rmse: 0.00108553 valid's RMSPE: 0.729591
[380] train's rmse: 0.000548529 train's RMSPE: 0.382423 valid's rmse: 0.00108359 valid's RMSPE: 0.728292
[381] train's rmse: 0.000549474 train's RMSPE: 0.383082 valid's rmse: 0.00108183 valid's RMSPE: 0.727105
[382] train's rmse: 0.000550361 train's RMSPE: 0.383701 valid's rmse: 0.00107993 valid's RMSPE: 0.725832
[383] train's rmse: 0.000551327 train's RMSPE: 0.384374 valid's rmse: 0.00107709 valid's RMSPE: 0.72392
[384] train's rmse: 0.000549487 train's RMSPE: 0.383091 valid's rmse: 0.00108215 valid's RMSPE: 0.72732
[385] train's rmse: 0.00054824 train's RMSPE: 0.382221 valid's rmse: 0.00108091 valid's RMSPE: 0.726491
[386] train's rmse: 0.000549217 train's RMSPE: 0.382903 valid's rmse: 0.00107883 valid's RMSPE: 0.725091
[387] train's rmse: 0.000550219 train's RMSPE: 0.383601 valid's rmse: 0.00107628 valid's RMSPE: 0.723379
[388] train's rmse: 0.000549052 train's RMSPE: 0.382788 valid's rmse: 0.00107573 valid's RMSPE: 0.723009
[389] train's rmse: 0.000547209 train's RMSPE: 0.381503 valid's rmse: 0.00107411 valid's RMSPE: 0.721919
[390] train's rmse: 0.000548082 train's RMSPE: 0.382112 valid's rmse: 0.00107208 valid's RMSPE: 0.720553
[391] train's rmse: 0.000548987 train's RMSPE: 0.382743 valid's rmse: 0.00107017 valid's RMSPE: 0.719268
[392] train's rmse: 0.000549911 train's RMSPE: 0.383387 valid's rmse: 0.00106793 valid's RMSPE: 0.717766
[393] train's rmse: 0.000550912 train's RMSPE: 0.384085 valid's rmse: 0.00106607 valid's RMSPE: 0.716514
[394] train's rmse: 0.000552078 train's RMSPE: 0.384898 valid's rmse: 0.0010621 valid's RMSPE: 0.713843
[395] train's rmse: 0.000553061 train's RMSPE: 0.385583 valid's rmse: 0.00106005 valid's RMSPE: 0.712465
[396] train's rmse: 0.000551376 train's RMSPE: 0.384408 valid's rmse: 0.00106562 valid's RMSPE: 0.71621
[397] train's rmse: 0.000552406 train's RMSPE: 0.385126 valid's rmse: 0.00106394 valid's RMSPE: 0.715085
[398] train's rmse: 0.000550951 train's RMSPE: 0.384112 valid's rmse: 0.00107612 valid's RMSPE: 0.723269
[399] train's rmse: 0.000552001 train's RMSPE: 0.384844 valid's rmse: 0.00107372 valid's RMSPE: 0.721659
[400] train's rmse: 0.000551157 train's RMSPE: 0.384256 valid's rmse: 0.00107222 valid's RMSPE: 0.720648
[401] train's rmse: 0.000552099 train's RMSPE: 0.384912 valid's rmse: 0.00107002 valid's RMSPE: 0.719167
[402] train's rmse: 0.000550423 train's RMSPE: 0.383744 valid's rmse: 0.00107286 valid's RMSPE: 0.721076
[403] train's rmse: 0.000548837 train's RMSPE: 0.382638 valid's rmse: 0.00107714 valid's RMSPE: 0.723957
[404] train's rmse: 0.000549832 train's RMSPE: 0.383331 valid's rmse: 0.00107502 valid's RMSPE: 0.722531
[405] train's rmse: 0.000547417 train's RMSPE: 0.381648 valid's rmse: 0.001077 valid's RMSPE: 0.723863
[406] train's rmse: 0.000548351 train's RMSPE: 0.382299 valid's rmse: 0.00107467 valid's RMSPE: 0.722294
[407] train's rmse: 0.000546485 train's RMSPE: 0.380998 valid's rmse: 0.0010806 valid's RMSPE: 0.726278
[408] train's rmse: 0.000544892 train's RMSPE: 0.379888 valid's rmse: 0.00108191 valid's RMSPE: 0.727158
[409] train's rmse: 0.000543525 train's RMSPE: 0.378935 valid's rmse: 0.00108092 valid's RMSPE: 0.726492
[410] train's rmse: 0.000544375 train's RMSPE: 0.379527 valid's rmse: 0.00107885 valid's RMSPE: 0.725104
[411] train's rmse: 0.00054533 train's RMSPE: 0.380193 valid's rmse: 0.00107665 valid's RMSPE: 0.723625
[412] train's rmse: 0.000546348 train's RMSPE: 0.380902 valid's rmse: 0.00107442 valid's RMSPE: 0.722128
[413] train's rmse: 0.00054734 train's RMSPE: 0.381594 valid's rmse: 0.00107223 valid's RMSPE: 0.720654
[414] train's rmse: 0.000548349 train's RMSPE: 0.382298 valid's rmse: 0.00107077 valid's RMSPE: 0.719673
[415] train's rmse: 0.000549346 train's RMSPE: 0.382993 valid's rmse: 0.00106896 valid's RMSPE: 0.718459
[416] train's rmse: 0.000547598 train's RMSPE: 0.381774 valid's rmse: 0.00106728 valid's RMSPE: 0.717327
[417] train's rmse: 0.000545695 train's RMSPE: 0.380448 valid's rmse: 0.00107505 valid's RMSPE: 0.72255
[418] train's rmse: 0.000544196 train's RMSPE: 0.379402 valid's rmse: 0.00107804 valid's RMSPE: 0.72456
[419] train's rmse: 0.000543094 train's RMSPE: 0.378634 valid's rmse: 0.00108059 valid's RMSPE: 0.726271
[420] train's rmse: 0.000544031 train's RMSPE: 0.379287 valid's rmse: 0.00107807 valid's RMSPE: 0.72458
[421] train's rmse: 0.000544877 train's RMSPE: 0.379877 valid's rmse: 0.00107569 valid's RMSPE: 0.722978
[422] train's rmse: 0.000543404 train's RMSPE: 0.378851 valid's rmse: 0.00107602 valid's RMSPE: 0.723204
Early stopping, best iteration is:
[23] 0.6734802645700604
22
Training fold 2/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `n_estimators` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/callback.py:183: UserWarning: Early stopping is not available in dart mode
_log_warning('Early stopping is not available in dart mode')[1] train's rmse: 0.00108958 train's RMSPE: 0.753235 valid's rmse: 0.00108864 valid's RMSPE: 0.757637
[2] train's rmse: 0.00105938 train's RMSPE: 0.732359 valid's rmse: 0.00106573 valid's RMSPE: 0.741697
[3] train's rmse: 0.00103442 train's RMSPE: 0.715102 valid's rmse: 0.00104278 valid's RMSPE: 0.725726
[4] train's rmse: 0.00101025 train's RMSPE: 0.698392 valid's rmse: 0.00101601 valid's RMSPE: 0.707094
[5] train's rmse: 0.000986894 train's RMSPE: 0.682247 valid's rmse: 0.000989767 valid's RMSPE: 0.688829
[6] train's rmse: 0.000964 train's RMSPE: 0.66642 valid's rmse: 0.000968162 valid's RMSPE: 0.673793
[7] train's rmse: 0.000965729 train's RMSPE: 0.667615 valid's rmse: 0.000968446 valid's RMSPE: 0.673991
[8] train's rmse: 0.000940925 train's RMSPE: 0.650468 valid's rmse: 0.000945554 valid's RMSPE: 0.658059
[9] train's rmse: 0.000923274 train's RMSPE: 0.638265 valid's rmse: 0.000926334 valid's RMSPE: 0.644683
[10] train's rmse: 0.000928943 train's RMSPE: 0.642185 valid's rmse: 0.000926594 valid's RMSPE: 0.644863
[11] train's rmse: 0.000911857 train's RMSPE: 0.630373 valid's rmse: 0.000906248 valid's RMSPE: 0.630703
[12] train's rmse: 0.000916341 train's RMSPE: 0.633473 valid's rmse: 0.000911764 valid's RMSPE: 0.634543
[13] train's rmse: 0.000897027 train's RMSPE: 0.620121 valid's rmse: 0.000892253 valid's RMSPE: 0.620964
[14] train's rmse: 0.000882249 train's RMSPE: 0.609905 valid's rmse: 0.000875527 valid's RMSPE: 0.609324
[15] train's rmse: 0.000866878 train's RMSPE: 0.599279 valid's rmse: 0.000856294 valid's RMSPE: 0.595939
[16] train's rmse: 0.000852079 train's RMSPE: 0.589048 valid's rmse: 0.000842471 valid's RMSPE: 0.586318
[17] train's rmse: 0.00085924 train's RMSPE: 0.593998 valid's rmse: 0.000848837 valid's RMSPE: 0.590748
[18] train's rmse: 0.000843948 train's RMSPE: 0.583427 valid's rmse: 0.000840981 valid's RMSPE: 0.585281
[19] train's rmse: 0.00084357 train's RMSPE: 0.583166 valid's rmse: 0.000841975 valid's RMSPE: 0.585973
[20] train's rmse: 0.000844653 train's RMSPE: 0.583914 valid's rmse: 0.000842677 valid's RMSPE: 0.586461
[21] train's rmse: 0.000851823 train's RMSPE: 0.588871 valid's rmse: 0.000851356 valid's RMSPE: 0.592502
[22] train's rmse: 0.000872534 train's RMSPE: 0.603189 valid's rmse: 0.000869431 valid's RMSPE: 0.605081
[23] train's rmse: 0.000857511 train's RMSPE: 0.592803 valid's rmse: 0.000852328 valid's RMSPE: 0.593178
[24] train's rmse: 0.000895401 train's RMSPE: 0.618997 valid's rmse: 0.00089056 valid's RMSPE: 0.619786
[25] train's rmse: 0.000891599 train's RMSPE: 0.616368 valid's rmse: 0.000887421 valid's RMSPE: 0.617601
[26] train's rmse: 0.000872693 train's RMSPE: 0.603298 valid's rmse: 0.000870078 valid's RMSPE: 0.605531
[27] train's rmse: 0.000856084 train's RMSPE: 0.591816 valid's rmse: 0.000864961 valid's RMSPE: 0.60197
[28] train's rmse: 0.000859491 train's RMSPE: 0.594172 valid's rmse: 0.000869047 valid's RMSPE: 0.604814
[29] train's rmse: 0.000865825 train's RMSPE: 0.598551 valid's rmse: 0.000874863 valid's RMSPE: 0.608862
[30] train's rmse: 0.000850513 train's RMSPE: 0.587965 valid's rmse: 0.000860668 valid's RMSPE: 0.598982
[31] train's rmse: 0.000836395 train's RMSPE: 0.578206 valid's rmse: 0.000846365 valid's RMSPE: 0.589028
[32] train's rmse: 0.000843109 train's RMSPE: 0.582847 valid's rmse: 0.000852873 valid's RMSPE: 0.593558
[33] train's rmse: 0.000828533 train's RMSPE: 0.572771 valid's rmse: 0.000836441 valid's RMSPE: 0.582121
[34] train's rmse: 0.000816172 train's RMSPE: 0.564225 valid's rmse: 0.00082253 valid's RMSPE: 0.57244
[35] train's rmse: 0.000802005 train's RMSPE: 0.554432 valid's rmse: 0.000810163 valid's RMSPE: 0.563833
[36] train's rmse: 0.000790223 train's RMSPE: 0.546286 valid's rmse: 0.000798158 valid's RMSPE: 0.555478
[37] train's rmse: 0.000794748 train's RMSPE: 0.549415 valid's rmse: 0.000801687 valid's RMSPE: 0.557934
[38] train's rmse: 0.000823221 train's RMSPE: 0.569098 valid's rmse: 0.000825743 valid's RMSPE: 0.574676
[39] train's rmse: 0.000807839 train's RMSPE: 0.558464 valid's rmse: 0.000811437 valid's RMSPE: 0.56472
[40] train's rmse: 0.000795507 train's RMSPE: 0.54994 valid's rmse: 0.000800359 valid's RMSPE: 0.55701
[41] train's rmse: 0.00080089 train's RMSPE: 0.553661 valid's rmse: 0.000806364 valid's RMSPE: 0.56119
[42] train's rmse: 0.000805765 train's RMSPE: 0.557031 valid's rmse: 0.000809748 valid's RMSPE: 0.563544
[43] train's rmse: 0.00079292 train's RMSPE: 0.548151 valid's rmse: 0.000796534 valid's RMSPE: 0.554348
[44] train's rmse: 0.000782697 train's RMSPE: 0.541084 valid's rmse: 0.000786632 valid's RMSPE: 0.547457
[45] train's rmse: 0.000772973 train's RMSPE: 0.534362 valid's rmse: 0.000774994 valid's RMSPE: 0.539357
[46] train's rmse: 0.000778438 train's RMSPE: 0.538139 valid's rmse: 0.000779103 valid's RMSPE: 0.542217
[47] train's rmse: 0.000766186 train's RMSPE: 0.52967 valid's rmse: 0.000767542 valid's RMSPE: 0.534171
[48] train's rmse: 0.000771825 train's RMSPE: 0.533568 valid's rmse: 0.000773719 valid's RMSPE: 0.53847
[49] train's rmse: 0.000776631 train's RMSPE: 0.53689 valid's rmse: 0.000778611 valid's RMSPE: 0.541875
[50] train's rmse: 0.000763693 train's RMSPE: 0.527946 valid's rmse: 0.000767256 valid's RMSPE: 0.533972
[51] train's rmse: 0.000768032 train's RMSPE: 0.530946 valid's rmse: 0.000771542 valid's RMSPE: 0.536955
[52] train's rmse: 0.000769344 train's RMSPE: 0.531853 valid's rmse: 0.000773386 valid's RMSPE: 0.538238
[53] train's rmse: 0.000773681 train's RMSPE: 0.534851 valid's rmse: 0.000777841 valid's RMSPE: 0.541338
[54] train's rmse: 0.00076215 train's RMSPE: 0.52688 valid's rmse: 0.000768832 valid's RMSPE: 0.535069
[55] train's rmse: 0.000765256 train's RMSPE: 0.529027 valid's rmse: 0.00077214 valid's RMSPE: 0.537371
[56] train's rmse: 0.00075375 train's RMSPE: 0.521073 valid's rmse: 0.00075903 valid's RMSPE: 0.528248
[57] train's rmse: 0.000743976 train's RMSPE: 0.514316 valid's rmse: 0.000749724 valid's RMSPE: 0.521771
[58] train's rmse: 0.00073708 train's RMSPE: 0.509548 valid's rmse: 0.000742453 valid's RMSPE: 0.51671
[59] train's rmse: 0.000741374 train's RMSPE: 0.512517 valid's rmse: 0.000746435 valid's RMSPE: 0.519482
[60] train's rmse: 0.000731747 train's RMSPE: 0.505861 valid's rmse: 0.000738117 valid's RMSPE: 0.513693
[61] train's rmse: 0.00073827 train's RMSPE: 0.510371 valid's rmse: 0.00074407 valid's RMSPE: 0.517836
[62] train's rmse: 0.000729183 train's RMSPE: 0.504089 valid's rmse: 0.000736357 valid's RMSPE: 0.512468
[63] train's rmse: 0.00074625 train's RMSPE: 0.515888 valid's rmse: 0.000751042 valid's RMSPE: 0.522688
[64] train's rmse: 0.000764079 train's RMSPE: 0.528213 valid's rmse: 0.000766404 valid's RMSPE: 0.533379
[65] train's rmse: 0.000770238 train's RMSPE: 0.532471 valid's rmse: 0.00077204 valid's RMSPE: 0.537302
[66] train's rmse: 0.000757765 train's RMSPE: 0.523848 valid's rmse: 0.000760735 valid's RMSPE: 0.529434
[67] train's rmse: 0.000760518 train's RMSPE: 0.525751 valid's rmse: 0.000763033 valid's RMSPE: 0.531033
[68] train's rmse: 0.000748778 train's RMSPE: 0.517636 valid's rmse: 0.000753193 valid's RMSPE: 0.524185
[69] train's rmse: 0.00073755 train's RMSPE: 0.509873 valid's rmse: 0.00074219 valid's RMSPE: 0.516527
[70] train's rmse: 0.00074235 train's RMSPE: 0.513191 valid's rmse: 0.000747107 valid's RMSPE: 0.51995
[71] train's rmse: 0.000745621 train's RMSPE: 0.515453 valid's rmse: 0.000750767 valid's RMSPE: 0.522497
[72] train's rmse: 0.00073683 train's RMSPE: 0.509375 valid's rmse: 0.000739812 valid's RMSPE: 0.514872
[73] train's rmse: 0.000728902 train's RMSPE: 0.503895 valid's rmse: 0.000730054 valid's RMSPE: 0.508081
[74] train's rmse: 0.000733933 train's RMSPE: 0.507373 valid's rmse: 0.000734656 valid's RMSPE: 0.511284
[75] train's rmse: 0.000726476 train's RMSPE: 0.502218 valid's rmse: 0.000726438 valid's RMSPE: 0.505565
[76] train's rmse: 0.000731154 train's RMSPE: 0.505452 valid's rmse: 0.000730406 valid's RMSPE: 0.508326
[77] train's rmse: 0.000721575 train's RMSPE: 0.49883 valid's rmse: 0.000722419 valid's RMSPE: 0.502768
[78] train's rmse: 0.000723535 train's RMSPE: 0.500185 valid's rmse: 0.000724602 valid's RMSPE: 0.504287
[79] train's rmse: 0.000727263 train's RMSPE: 0.502762 valid's rmse: 0.000729011 valid's RMSPE: 0.507355
[80] train's rmse: 0.000730039 train's RMSPE: 0.504681 valid's rmse: 0.00073186 valid's RMSPE: 0.509338
[81] train's rmse: 0.000721826 train's RMSPE: 0.499003 valid's rmse: 0.000725656 valid's RMSPE: 0.505021
[82] train's rmse: 0.00071162 train's RMSPE: 0.491948 valid's rmse: 0.000716148 valid's RMSPE: 0.498404
[83] train's rmse: 0.00071584 train's RMSPE: 0.494865 valid's rmse: 0.000720053 valid's RMSPE: 0.501121
[84] train's rmse: 0.000707454 train's RMSPE: 0.489068 valid's rmse: 0.000713553 valid's RMSPE: 0.496597
[85] train's rmse: 0.000710925 train's RMSPE: 0.491467 valid's rmse: 0.000716928 valid's RMSPE: 0.498947
[86] train's rmse: 0.000714929 train's RMSPE: 0.494235 valid's rmse: 0.000720456 valid's RMSPE: 0.501402
[87] train's rmse: 0.000706525 train's RMSPE: 0.488426 valid's rmse: 0.000714197 valid's RMSPE: 0.497045
[88] train's rmse: 0.000709941 train's RMSPE: 0.490787 valid's rmse: 0.000718106 valid's RMSPE: 0.499766
[89] train's rmse: 0.0007136 train's RMSPE: 0.493317 valid's rmse: 0.000721592 valid's RMSPE: 0.502192
[90] train's rmse: 0.000718239 train's RMSPE: 0.496523 valid's rmse: 0.000725707 valid's RMSPE: 0.505056
[91] train's rmse: 0.000722675 train's RMSPE: 0.49959 valid's rmse: 0.000729707 valid's RMSPE: 0.50784
[92] train's rmse: 0.000713674 train's RMSPE: 0.493368 valid's rmse: 0.000721118 valid's RMSPE: 0.501862
[93] train's rmse: 0.000705784 train's RMSPE: 0.487914 valid's rmse: 0.000712684 valid's RMSPE: 0.495993
[94] train's rmse: 0.000700295 train's RMSPE: 0.484119 valid's rmse: 0.000706617 valid's RMSPE: 0.49177
[95] train's rmse: 0.000693238 train's RMSPE: 0.47924 valid's rmse: 0.000701015 valid's RMSPE: 0.487872
[96] train's rmse: 0.000688357 train's RMSPE: 0.475866 valid's rmse: 0.000695079 valid's RMSPE: 0.48374
[97] train's rmse: 0.000681946 train's RMSPE: 0.471434 valid's rmse: 0.00069043 valid's RMSPE: 0.480505
[98] train's rmse: 0.000685303 train's RMSPE: 0.473755 valid's rmse: 0.000693828 valid's RMSPE: 0.48287
[99] train's rmse: 0.000687716 train's RMSPE: 0.475423 valid's rmse: 0.000696203 valid's RMSPE: 0.484522
[100] train's rmse: 0.000691006 train's RMSPE: 0.477697 valid's rmse: 0.000699261 valid's RMSPE: 0.486651
[101] train's rmse: 0.000686192 train's RMSPE: 0.474369 valid's rmse: 0.000694525 valid's RMSPE: 0.483355
[102] train's rmse: 0.000679403 train's RMSPE: 0.469676 valid's rmse: 0.000689104 valid's RMSPE: 0.479582
[103] train's rmse: 0.000682243 train's RMSPE: 0.471639 valid's rmse: 0.000691709 valid's RMSPE: 0.481396
[104] train's rmse: 0.000684616 train's RMSPE: 0.47328 valid's rmse: 0.000694279 valid's RMSPE: 0.483184
[105] train's rmse: 0.000687486 train's RMSPE: 0.475264 valid's rmse: 0.000696804 valid's RMSPE: 0.484941
[106] train's rmse: 0.000697765 train's RMSPE: 0.48237 valid's rmse: 0.000705562 valid's RMSPE: 0.491036
[107] train's rmse: 0.000701165 train's RMSPE: 0.48472 valid's rmse: 0.000708901 valid's RMSPE: 0.49336
[108] train's rmse: 0.000705241 train's RMSPE: 0.487538 valid's rmse: 0.000712694 valid's RMSPE: 0.496
[109] train's rmse: 0.000708813 train's RMSPE: 0.490007 valid's rmse: 0.000715991 valid's RMSPE: 0.498295
[110] train's rmse: 0.000702647 train's RMSPE: 0.485744 valid's rmse: 0.000709498 valid's RMSPE: 0.493775
[111] train's rmse: 0.000706559 train's RMSPE: 0.488449 valid's rmse: 0.000712774 valid's RMSPE: 0.496055
[112] train's rmse: 0.000710583 train's RMSPE: 0.491231 valid's rmse: 0.000716503 valid's RMSPE: 0.498651
[113] train's rmse: 0.000702921 train's RMSPE: 0.485934 valid's rmse: 0.000709286 valid's RMSPE: 0.493628
[114] train's rmse: 0.000707105 train's RMSPE: 0.488826 valid's rmse: 0.000713084 valid's RMSPE: 0.496271
[115] train's rmse: 0.000710307 train's RMSPE: 0.49104 valid's rmse: 0.000716169 valid's RMSPE: 0.498418
[116] train's rmse: 0.000700794 train's RMSPE: 0.484463 valid's rmse: 0.000708181 valid's RMSPE: 0.492859
[117] train's rmse: 0.000702848 train's RMSPE: 0.485883 valid's rmse: 0.000710484 valid's RMSPE: 0.494461
[118] train's rmse: 0.000705969 train's RMSPE: 0.488041 valid's rmse: 0.000713317 valid's RMSPE: 0.496433
[119] train's rmse: 0.000708712 train's RMSPE: 0.489937 valid's rmse: 0.000715466 valid's RMSPE: 0.497929
[120] train's rmse: 0.000702201 train's RMSPE: 0.485436 valid's rmse: 0.000707084 valid's RMSPE: 0.492096
[121] train's rmse: 0.000704905 train's RMSPE: 0.487306 valid's rmse: 0.000709468 valid's RMSPE: 0.493754
[122] train's rmse: 0.000708936 train's RMSPE: 0.490092 valid's rmse: 0.00071298 valid's RMSPE: 0.496199
[123] train's rmse: 0.000717141 train's RMSPE: 0.495764 valid's rmse: 0.000720661 valid's RMSPE: 0.501544
[124] train's rmse: 0.000719359 train's RMSPE: 0.497298 valid's rmse: 0.000722777 valid's RMSPE: 0.503017
[125] train's rmse: 0.000710711 train's RMSPE: 0.491319 valid's rmse: 0.000715506 valid's RMSPE: 0.497957
[126] train's rmse: 0.000713409 train's RMSPE: 0.493185 valid's rmse: 0.000718492 valid's RMSPE: 0.500035
[127] train's rmse: 0.000715766 train's RMSPE: 0.494814 valid's rmse: 0.000720683 valid's RMSPE: 0.501559
[128] train's rmse: 0.00070685 train's RMSPE: 0.48865 valid's rmse: 0.000712773 valid's RMSPE: 0.496055
[129] train's rmse: 0.000697845 train's RMSPE: 0.482425 valid's rmse: 0.000706072 valid's RMSPE: 0.491391
[130] train's rmse: 0.000705207 train's RMSPE: 0.487514 valid's rmse: 0.000712555 valid's RMSPE: 0.495903
[131] train's rmse: 0.00069761 train's RMSPE: 0.482262 valid's rmse: 0.000703846 valid's RMSPE: 0.489842
[132] train's rmse: 0.00070086 train's RMSPE: 0.48451 valid's rmse: 0.000706637 valid's RMSPE: 0.491784
[133] train's rmse: 0.000694222 train's RMSPE: 0.47992 valid's rmse: 0.000698689 valid's RMSPE: 0.486253
[134] train's rmse: 0.000697412 train's RMSPE: 0.482126 valid's rmse: 0.000701842 valid's RMSPE: 0.488447
[135] train's rmse: 0.000690575 train's RMSPE: 0.477399 valid's rmse: 0.000694903 valid's RMSPE: 0.483618
[136] train's rmse: 0.000693297 train's RMSPE: 0.479281 valid's rmse: 0.000697578 valid's RMSPE: 0.485479
[137] train's rmse: 0.000696357 train's RMSPE: 0.481396 valid's rmse: 0.000700706 valid's RMSPE: 0.487656
[138] train's rmse: 0.000699749 train's RMSPE: 0.483741 valid's rmse: 0.000703926 valid's RMSPE: 0.489898
[139] train's rmse: 0.000702308 train's RMSPE: 0.48551 valid's rmse: 0.000706164 valid's RMSPE: 0.491455
[140] train's rmse: 0.000696884 train's RMSPE: 0.48176 valid's rmse: 0.000698107 valid's RMSPE: 0.485848
[141] train's rmse: 0.00068867 train's RMSPE: 0.476082 valid's rmse: 0.000691572 valid's RMSPE: 0.4813
[142] train's rmse: 0.000683187 train's RMSPE: 0.472291 valid's rmse: 0.000685022 valid's RMSPE: 0.476742
[143] train's rmse: 0.000679214 train's RMSPE: 0.469545 valid's rmse: 0.000680033 valid's RMSPE: 0.473269
[144] train's rmse: 0.000672184 train's RMSPE: 0.464685 valid's rmse: 0.000676151 valid's RMSPE: 0.470568
[145] train's rmse: 0.000675075 train's RMSPE: 0.466684 valid's rmse: 0.000678855 valid's RMSPE: 0.472449
[146] train's rmse: 0.000669886 train's RMSPE: 0.463097 valid's rmse: 0.00067599 valid's RMSPE: 0.470456
[147] train's rmse: 0.000671952 train's RMSPE: 0.464525 valid's rmse: 0.000678347 valid's RMSPE: 0.472096
[148] train's rmse: 0.000674322 train's RMSPE: 0.466163 valid's rmse: 0.000680537 valid's RMSPE: 0.47362
[149] train's rmse: 0.000668745 train's RMSPE: 0.462308 valid's rmse: 0.000675237 valid's RMSPE: 0.469932
[150] train's rmse: 0.00066245 train's RMSPE: 0.457957 valid's rmse: 0.000671481 valid's RMSPE: 0.467318
[151] train's rmse: 0.00066576 train's RMSPE: 0.460244 valid's rmse: 0.000674455 valid's RMSPE: 0.469387
[152] train's rmse: 0.000668513 train's RMSPE: 0.462148 valid's rmse: 0.000677262 valid's RMSPE: 0.471341
[153] train's rmse: 0.000670888 train's RMSPE: 0.46379 valid's rmse: 0.000679535 valid's RMSPE: 0.472923
[154] train's rmse: 0.000674224 train's RMSPE: 0.466096 valid's rmse: 0.000682572 valid's RMSPE: 0.475036
[155] train's rmse: 0.000677038 train's RMSPE: 0.468041 valid's rmse: 0.000685018 valid's RMSPE: 0.476739
[156] train's rmse: 0.000678862 train's RMSPE: 0.469302 valid's rmse: 0.000686927 valid's RMSPE: 0.478067
[157] train's rmse: 0.000681943 train's RMSPE: 0.471432 valid's rmse: 0.000689756 valid's RMSPE: 0.480036
[158] train's rmse: 0.000684837 train's RMSPE: 0.473432 valid's rmse: 0.000692324 valid's RMSPE: 0.481823
[159] train's rmse: 0.000687408 train's RMSPE: 0.47521 valid's rmse: 0.00069444 valid's RMSPE: 0.483296
[160] train's rmse: 0.000682194 train's RMSPE: 0.471606 valid's rmse: 0.000689403 valid's RMSPE: 0.47979
[161] train's rmse: 0.000684786 train's RMSPE: 0.473397 valid's rmse: 0.00069154 valid's RMSPE: 0.481277
[162] train's rmse: 0.000680651 train's RMSPE: 0.470539 valid's rmse: 0.000685972 valid's RMSPE: 0.477402
[163] train's rmse: 0.000686067 train's RMSPE: 0.474283 valid's rmse: 0.000691164 valid's RMSPE: 0.481016
[164] train's rmse: 0.00067902 train's RMSPE: 0.469411 valid's rmse: 0.000687043 valid's RMSPE: 0.478148
[165] train's rmse: 0.000684661 train's RMSPE: 0.473311 valid's rmse: 0.000691952 valid's RMSPE: 0.481564
[166] train's rmse: 0.000687359 train's RMSPE: 0.475176 valid's rmse: 0.000694605 valid's RMSPE: 0.483411
[167] train's rmse: 0.000682021 train's RMSPE: 0.471485 valid's rmse: 0.000690991 valid's RMSPE: 0.480896
[168] train's rmse: 0.000677349 train's RMSPE: 0.468256 valid's rmse: 0.000686308 valid's RMSPE: 0.477637
[169] train's rmse: 0.000672717 train's RMSPE: 0.465054 valid's rmse: 0.000681354 valid's RMSPE: 0.474188
[170] train's rmse: 0.0006756 train's RMSPE: 0.467047 valid's rmse: 0.000683871 valid's RMSPE: 0.47594
[171] train's rmse: 0.000678133 train's RMSPE: 0.468798 valid's rmse: 0.00068643 valid's RMSPE: 0.477721
[172] train's rmse: 0.000671345 train's RMSPE: 0.464106 valid's rmse: 0.000683243 valid's RMSPE: 0.475503
[173] train's rmse: 0.000665858 train's RMSPE: 0.460312 valid's rmse: 0.000678395 valid's RMSPE: 0.47213
[174] train's rmse: 0.000668413 train's RMSPE: 0.462078 valid's rmse: 0.000680588 valid's RMSPE: 0.473655
[175] train's rmse: 0.000663166 train's RMSPE: 0.458451 valid's rmse: 0.000676077 valid's RMSPE: 0.470516
[176] train's rmse: 0.000659778 train's RMSPE: 0.456109 valid's rmse: 0.000672097 valid's RMSPE: 0.467746
[177] train's rmse: 0.000662256 train's RMSPE: 0.457822 valid's rmse: 0.00067433 valid's RMSPE: 0.4693
[178] train's rmse: 0.000659181 train's RMSPE: 0.455697 valid's rmse: 0.000670247 valid's RMSPE: 0.466458
[179] train's rmse: 0.000654198 train's RMSPE: 0.452251 valid's rmse: 0.000667256 valid's RMSPE: 0.464377
[180] train's rmse: 0.000656821 train's RMSPE: 0.454065 valid's rmse: 0.000669519 valid's RMSPE: 0.465952
[181] train's rmse: 0.000659017 train's RMSPE: 0.455583 valid's rmse: 0.000671506 valid's RMSPE: 0.467335
[182] train's rmse: 0.000664181 train's RMSPE: 0.459153 valid's rmse: 0.000675817 valid's RMSPE: 0.470335
[183] train's rmse: 0.000658985 train's RMSPE: 0.455561 valid's rmse: 0.000670619 valid's RMSPE: 0.466718
[184] train's rmse: 0.000661493 train's RMSPE: 0.457295 valid's rmse: 0.000672775 valid's RMSPE: 0.468218
[185] train's rmse: 0.00065778 train's RMSPE: 0.454728 valid's rmse: 0.000669913 valid's RMSPE: 0.466226
[186] train's rmse: 0.000660122 train's RMSPE: 0.456347 valid's rmse: 0.000672089 valid's RMSPE: 0.46774
[187] train's rmse: 0.000662304 train's RMSPE: 0.457856 valid's rmse: 0.000674088 valid's RMSPE: 0.469132
[188] train's rmse: 0.000656131 train's RMSPE: 0.453588 valid's rmse: 0.000668885 valid's RMSPE: 0.465511
[189] train's rmse: 0.000658391 train's RMSPE: 0.45515 valid's rmse: 0.000670759 valid's RMSPE: 0.466815
[190] train's rmse: 0.000653224 train's RMSPE: 0.451579 valid's rmse: 0.000666705 valid's RMSPE: 0.463994
[191] train's rmse: 0.000655594 train's RMSPE: 0.453217 valid's rmse: 0.000668731 valid's RMSPE: 0.465404
[192] train's rmse: 0.000650593 train's RMSPE: 0.44976 valid's rmse: 0.000664627 valid's RMSPE: 0.462547
[193] train's rmse: 0.00065304 train's RMSPE: 0.451451 valid's rmse: 0.00066713 valid's RMSPE: 0.46429
[194] train's rmse: 0.000647151 train's RMSPE: 0.44738 valid's rmse: 0.000665784 valid's RMSPE: 0.463353
[195] train's rmse: 0.000650308 train's RMSPE: 0.449562 valid's rmse: 0.000668081 valid's RMSPE: 0.464951
[196] train's rmse: 0.00064639 train's RMSPE: 0.446854 valid's rmse: 0.000667223 valid's RMSPE: 0.464354
[197] train's rmse: 0.000648526 train's RMSPE: 0.448331 valid's rmse: 0.000669064 valid's RMSPE: 0.465636
[198] train's rmse: 0.000650674 train's RMSPE: 0.449815 valid's rmse: 0.000670858 valid's RMSPE: 0.466884
[199] train's rmse: 0.000653033 train's RMSPE: 0.451446 valid's rmse: 0.000672909 valid's RMSPE: 0.468311
[200] train's rmse: 0.000655352 train's RMSPE: 0.453049 valid's rmse: 0.000674483 valid's RMSPE: 0.469407
[201] train's rmse: 0.000657715 train's RMSPE: 0.454683 valid's rmse: 0.000676414 valid's RMSPE: 0.47075
[202] train's rmse: 0.000659525 train's RMSPE: 0.455934 valid's rmse: 0.000678255 valid's RMSPE: 0.472032
[203] train's rmse: 0.000661955 train's RMSPE: 0.457614 valid's rmse: 0.000680138 valid's RMSPE: 0.473342
[204] train's rmse: 0.000664118 train's RMSPE: 0.459109 valid's rmse: 0.000682022 valid's RMSPE: 0.474653
[205] train's rmse: 0.000658062 train's RMSPE: 0.454923 valid's rmse: 0.000676319 valid's RMSPE: 0.470684
[206] train's rmse: 0.000660513 train's RMSPE: 0.456617 valid's rmse: 0.000678312 valid's RMSPE: 0.472071
[207] train's rmse: 0.000662714 train's RMSPE: 0.458139 valid's rmse: 0.000680413 valid's RMSPE: 0.473534
[208] train's rmse: 0.000665057 train's RMSPE: 0.459758 valid's rmse: 0.000682517 valid's RMSPE: 0.474998
[209] train's rmse: 0.0006597 train's RMSPE: 0.456055 valid's rmse: 0.000676352 valid's RMSPE: 0.470707
[210] train's rmse: 0.000654301 train's RMSPE: 0.452322 valid's rmse: 0.000671894 valid's RMSPE: 0.467605
[211] train's rmse: 0.000647548 train's RMSPE: 0.447655 valid's rmse: 0.000667214 valid's RMSPE: 0.464348
[212] train's rmse: 0.000644772 train's RMSPE: 0.445735 valid's rmse: 0.000663681 valid's RMSPE: 0.461889
[213] train's rmse: 0.000642179 train's RMSPE: 0.443943 valid's rmse: 0.000661089 valid's RMSPE: 0.460085
[214] train's rmse: 0.000645193 train's RMSPE: 0.446027 valid's rmse: 0.000663274 valid's RMSPE: 0.461606
[215] train's rmse: 0.000640712 train's RMSPE: 0.442928 valid's rmse: 0.000661999 valid's RMSPE: 0.460718
[216] train's rmse: 0.000634509 train's RMSPE: 0.43864 valid's rmse: 0.000662761 valid's RMSPE: 0.461249
[217] train's rmse: 0.000636381 train's RMSPE: 0.439935 valid's rmse: 0.000664065 valid's RMSPE: 0.462157
[218] train's rmse: 0.000638475 train's RMSPE: 0.441382 valid's rmse: 0.000665354 valid's RMSPE: 0.463053
[219] train's rmse: 0.000634837 train's RMSPE: 0.438867 valid's rmse: 0.000662891 valid's RMSPE: 0.461339
[220] train's rmse: 0.000636781 train's RMSPE: 0.440211 valid's rmse: 0.000664243 valid's RMSPE: 0.46228
[221] train's rmse: 0.000639148 train's RMSPE: 0.441847 valid's rmse: 0.000665823 valid's RMSPE: 0.46338
[222] train's rmse: 0.000635065 train's RMSPE: 0.439024 valid's rmse: 0.000663795 valid's RMSPE: 0.461968
[223] train's rmse: 0.000629515 train's RMSPE: 0.435188 valid's rmse: 0.000662527 valid's RMSPE: 0.461086
[224] train's rmse: 0.000626436 train's RMSPE: 0.433059 valid's rmse: 0.00066078 valid's RMSPE: 0.45987
[225] train's rmse: 0.000625068 train's RMSPE: 0.432113 valid's rmse: 0.000658379 valid's RMSPE: 0.458199
[226] train's rmse: 0.000622596 train's RMSPE: 0.430405 valid's rmse: 0.000658073 valid's RMSPE: 0.457986
[227] train's rmse: 0.000624576 train's RMSPE: 0.431774 valid's rmse: 0.000659188 valid's RMSPE: 0.458762
[228] train's rmse: 0.000622757 train's RMSPE: 0.430516 valid's rmse: 0.00065743 valid's RMSPE: 0.457539
[229] train's rmse: 0.000618816 train's RMSPE: 0.427792 valid's rmse: 0.000657642 valid's RMSPE: 0.457686
[230] train's rmse: 0.000616035 train's RMSPE: 0.425869 valid's rmse: 0.000654945 valid's RMSPE: 0.455809
[231] train's rmse: 0.00061765 train's RMSPE: 0.426986 valid's rmse: 0.000656067 valid's RMSPE: 0.45659
[232] train's rmse: 0.000614867 train's RMSPE: 0.425062 valid's rmse: 0.000652039 valid's RMSPE: 0.453787
[233] train's rmse: 0.000613507 train's RMSPE: 0.424122 valid's rmse: 0.000651831 valid's RMSPE: 0.453642
[234] train's rmse: 0.000614863 train's RMSPE: 0.425059 valid's rmse: 0.000652484 valid's RMSPE: 0.454097
[235] train's rmse: 0.000616342 train's RMSPE: 0.426081 valid's rmse: 0.000653551 valid's RMSPE: 0.454839
[236] train's rmse: 0.000617944 train's RMSPE: 0.427189 valid's rmse: 0.000654693 valid's RMSPE: 0.455634
[237] train's rmse: 0.000619171 train's RMSPE: 0.428037 valid's rmse: 0.000655587 valid's RMSPE: 0.456256
[238] train's rmse: 0.000620724 train's RMSPE: 0.42911 valid's rmse: 0.000656333 valid's RMSPE: 0.456775
[239] train's rmse: 0.000622323 train's RMSPE: 0.430216 valid's rmse: 0.000657632 valid's RMSPE: 0.457679
[240] train's rmse: 0.000619237 train's RMSPE: 0.428082 valid's rmse: 0.00065504 valid's RMSPE: 0.455876
[241] train's rmse: 0.000621152 train's RMSPE: 0.429407 valid's rmse: 0.000655841 valid's RMSPE: 0.456433
[242] train's rmse: 0.000622682 train's RMSPE: 0.430465 valid's rmse: 0.000657154 valid's RMSPE: 0.457347
[243] train's rmse: 0.000624622 train's RMSPE: 0.431805 valid's rmse: 0.000658445 valid's RMSPE: 0.458245
[244] train's rmse: 0.00062156 train's RMSPE: 0.429688 valid's rmse: 0.000655588 valid's RMSPE: 0.456257
[245] train's rmse: 0.000619468 train's RMSPE: 0.428242 valid's rmse: 0.000653151 valid's RMSPE: 0.454561
[246] train's rmse: 0.00061894 train's RMSPE: 0.427878 valid's rmse: 0.000650329 valid's RMSPE: 0.452597
[247] train's rmse: 0.00061729 train's RMSPE: 0.426737 valid's rmse: 0.000647977 valid's RMSPE: 0.45096
[248] train's rmse: 0.000618721 train's RMSPE: 0.427726 valid's rmse: 0.000649028 valid's RMSPE: 0.451691
[249] train's rmse: 0.000615385 train's RMSPE: 0.42542 valid's rmse: 0.000645661 valid's RMSPE: 0.449348
[250] train's rmse: 0.000617082 train's RMSPE: 0.426593 valid's rmse: 0.000646505 valid's RMSPE: 0.449935
[251] train's rmse: 0.000615209 train's RMSPE: 0.425298 valid's rmse: 0.000645664 valid's RMSPE: 0.44935
[252] train's rmse: 0.000612417 train's RMSPE: 0.423368 valid's rmse: 0.000646087 valid's RMSPE: 0.449645
[253] train's rmse: 0.000614051 train's RMSPE: 0.424498 valid's rmse: 0.000646959 valid's RMSPE: 0.450252
[254] train's rmse: 0.000611738 train's RMSPE: 0.422899 valid's rmse: 0.000646809 valid's RMSPE: 0.450147
[255] train's rmse: 0.000613255 train's RMSPE: 0.423948 valid's rmse: 0.000647734 valid's RMSPE: 0.450791
[256] train's rmse: 0.000614627 train's RMSPE: 0.424896 valid's rmse: 0.000648915 valid's RMSPE: 0.451612
[257] train's rmse: 0.00061432 train's RMSPE: 0.424684 valid's rmse: 0.000647009 valid's RMSPE: 0.450286
[258] train's rmse: 0.000615986 train's RMSPE: 0.425835 valid's rmse: 0.000648009 valid's RMSPE: 0.450982
[259] train's rmse: 0.000617247 train's RMSPE: 0.426707 valid's rmse: 0.000649207 valid's RMSPE: 0.451816
[260] train's rmse: 0.00061471 train's RMSPE: 0.424953 valid's rmse: 0.000647063 valid's RMSPE: 0.450324
[261] train's rmse: 0.000615989 train's RMSPE: 0.425837 valid's rmse: 0.000647866 valid's RMSPE: 0.450883
[262] train's rmse: 0.000617131 train's RMSPE: 0.426627 valid's rmse: 0.00064874 valid's RMSPE: 0.451491
[263] train's rmse: 0.000618635 train's RMSPE: 0.427666 valid's rmse: 0.000649507 valid's RMSPE: 0.452025
[264] train's rmse: 0.000620509 train's RMSPE: 0.428962 valid's rmse: 0.000650626 valid's RMSPE: 0.452803
[265] train's rmse: 0.000616625 train's RMSPE: 0.426277 valid's rmse: 0.000647356 valid's RMSPE: 0.450527
[266] train's rmse: 0.000618262 train's RMSPE: 0.427408 valid's rmse: 0.000648501 valid's RMSPE: 0.451325
[267] train's rmse: 0.00061472 train's RMSPE: 0.42496 valid's rmse: 0.000644692 valid's RMSPE: 0.448674
[268] train's rmse: 0.000611611 train's RMSPE: 0.422811 valid's rmse: 0.000643119 valid's RMSPE: 0.447579
[269] train's rmse: 0.000608984 train's RMSPE: 0.420995 valid's rmse: 0.000643115 valid's RMSPE: 0.447576
[270] train's rmse: 0.000607326 train's RMSPE: 0.419848 valid's rmse: 0.000641478 valid's RMSPE: 0.446437
[271] train's rmse: 0.000608771 train's RMSPE: 0.420848 valid's rmse: 0.000642619 valid's RMSPE: 0.447231
[272] train's rmse: 0.000610139 train's RMSPE: 0.421794 valid's rmse: 0.000643612 valid's RMSPE: 0.447922
[273] train's rmse: 0.000611813 train's RMSPE: 0.42295 valid's rmse: 0.000644546 valid's RMSPE: 0.448572
[274] train's rmse: 0.000608491 train's RMSPE: 0.420654 valid's rmse: 0.000643514 valid's RMSPE: 0.447854
[275] train's rmse: 0.000607352 train's RMSPE: 0.419866 valid's rmse: 0.000643594 valid's RMSPE: 0.447909
[276] train's rmse: 0.000608938 train's RMSPE: 0.420963 valid's rmse: 0.000644509 valid's RMSPE: 0.448546
[277] train's rmse: 0.000605678 train's RMSPE: 0.418709 valid's rmse: 0.000643684 valid's RMSPE: 0.447972
[278] train's rmse: 0.000603324 train's RMSPE: 0.417082 valid's rmse: 0.000645454 valid's RMSPE: 0.449204
[279] train's rmse: 0.000604705 train's RMSPE: 0.418037 valid's rmse: 0.000646352 valid's RMSPE: 0.449829
[280] train's rmse: 0.000602071 train's RMSPE: 0.416216 valid's rmse: 0.000644565 valid's RMSPE: 0.448585
[281] train's rmse: 0.000603493 train's RMSPE: 0.417199 valid's rmse: 0.000645302 valid's RMSPE: 0.449098
[282] train's rmse: 0.000604908 train's RMSPE: 0.418177 valid's rmse: 0.000646399 valid's RMSPE: 0.449862
[283] train's rmse: 0.000605163 train's RMSPE: 0.418354 valid's rmse: 0.000643887 valid's RMSPE: 0.448114
[284] train's rmse: 0.000606302 train's RMSPE: 0.41914 valid's rmse: 0.000644673 valid's RMSPE: 0.448661
[285] train's rmse: 0.00060275 train's RMSPE: 0.416685 valid's rmse: 0.000644804 valid's RMSPE: 0.448752
[286] train's rmse: 0.000604045 train's RMSPE: 0.41758 valid's rmse: 0.000645391 valid's RMSPE: 0.44916
[287] train's rmse: 0.00060068 train's RMSPE: 0.415254 valid's rmse: 0.000644928 valid's RMSPE: 0.448838
[288] train's rmse: 0.000602048 train's RMSPE: 0.4162 valid's rmse: 0.000645589 valid's RMSPE: 0.449298
[289] train's rmse: 0.000603001 train's RMSPE: 0.416859 valid's rmse: 0.000646327 valid's RMSPE: 0.449812
[290] train's rmse: 0.000601685 train's RMSPE: 0.415949 valid's rmse: 0.000645972 valid's RMSPE: 0.449564
[291] train's rmse: 0.000599953 train's RMSPE: 0.414752 valid's rmse: 0.000645769 valid's RMSPE: 0.449423
[292] train's rmse: 0.00060141 train's RMSPE: 0.415759 valid's rmse: 0.000646805 valid's RMSPE: 0.450144
[293] train's rmse: 0.00059891 train's RMSPE: 0.414031 valid's rmse: 0.000648026 valid's RMSPE: 0.450994
[294] train's rmse: 0.000600273 train's RMSPE: 0.414973 valid's rmse: 0.000648499 valid's RMSPE: 0.451323
[295] train's rmse: 0.000601366 train's RMSPE: 0.415729 valid's rmse: 0.000649295 valid's RMSPE: 0.451877
[296] train's rmse: 0.000602769 train's RMSPE: 0.416698 valid's rmse: 0.000650205 valid's RMSPE: 0.45251
[297] train's rmse: 0.000599522 train's RMSPE: 0.414453 valid's rmse: 0.000648087 valid's RMSPE: 0.451037
[298] train's rmse: 0.000600924 train's RMSPE: 0.415423 valid's rmse: 0.000649037 valid's RMSPE: 0.451698
[299] train's rmse: 0.000598294 train's RMSPE: 0.413605 valid's rmse: 0.00064857 valid's RMSPE: 0.451373
[300] train's rmse: 0.000597638 train's RMSPE: 0.413151 valid's rmse: 0.000648385 valid's RMSPE: 0.451244
[301] train's rmse: 0.000594844 train's RMSPE: 0.41122 valid's rmse: 0.000648239 valid's RMSPE: 0.451142
[302] train's rmse: 0.000594065 train's RMSPE: 0.410682 valid's rmse: 0.000648489 valid's RMSPE: 0.451317
[303] train's rmse: 0.000595292 train's RMSPE: 0.411529 valid's rmse: 0.000648928 valid's RMSPE: 0.451622
[304] train's rmse: 0.000593447 train's RMSPE: 0.410254 valid's rmse: 0.000647132 valid's RMSPE: 0.450372
[305] train's rmse: 0.00059334 train's RMSPE: 0.41018 valid's rmse: 0.000645562 valid's RMSPE: 0.449279
[306] train's rmse: 0.000594591 train's RMSPE: 0.411045 valid's rmse: 0.000645837 valid's RMSPE: 0.449471
[307] train's rmse: 0.000592206 train's RMSPE: 0.409396 valid's rmse: 0.000642525 valid's RMSPE: 0.447165
[308] train's rmse: 0.000593196 train's RMSPE: 0.41008 valid's rmse: 0.000642884 valid's RMSPE: 0.447416
[309] train's rmse: 0.000591023 train's RMSPE: 0.408578 valid's rmse: 0.000645319 valid's RMSPE: 0.44911
[310] train's rmse: 0.000589371 train's RMSPE: 0.407436 valid's rmse: 0.000644344 valid's RMSPE: 0.448432
[311] train's rmse: 0.000589131 train's RMSPE: 0.40727 valid's rmse: 0.00064286 valid's RMSPE: 0.447399
[312] train's rmse: 0.000590333 train's RMSPE: 0.408102 valid's rmse: 0.000642866 valid's RMSPE: 0.447403
[313] train's rmse: 0.000591379 train's RMSPE: 0.408825 valid's rmse: 0.000643293 valid's RMSPE: 0.4477
[314] train's rmse: 0.000589307 train's RMSPE: 0.407392 valid's rmse: 0.000645371 valid's RMSPE: 0.449146
[315] train's rmse: 0.000588313 train's RMSPE: 0.406705 valid's rmse: 0.000644154 valid's RMSPE: 0.448299
[316] train's rmse: 0.000584868 train's RMSPE: 0.404323 valid's rmse: 0.00064429 valid's RMSPE: 0.448394
[317] train's rmse: 0.000585837 train's RMSPE: 0.404993 valid's rmse: 0.000644547 valid's RMSPE: 0.448573
[318] train's rmse: 0.000584321 train's RMSPE: 0.403945 valid's rmse: 0.000647697 valid's RMSPE: 0.450765
[319] train's rmse: 0.000585393 train's RMSPE: 0.404686 valid's rmse: 0.000647737 valid's RMSPE: 0.450793
[320] train's rmse: 0.000586567 train's RMSPE: 0.405498 valid's rmse: 0.000648042 valid's RMSPE: 0.451005
[321] train's rmse: 0.000587804 train's RMSPE: 0.406353 valid's rmse: 0.000648332 valid's RMSPE: 0.451207
[322] train's rmse: 0.000588932 train's RMSPE: 0.407133 valid's rmse: 0.000648422 valid's RMSPE: 0.45127
[323] train's rmse: 0.000590059 train's RMSPE: 0.407912 valid's rmse: 0.000648852 valid's RMSPE: 0.451569
[324] train's rmse: 0.000591105 train's RMSPE: 0.408635 valid's rmse: 0.000649327 valid's RMSPE: 0.4519
[325] train's rmse: 0.000587976 train's RMSPE: 0.406472 valid's rmse: 0.000647627 valid's RMSPE: 0.450716
[326] train's rmse: 0.000585724 train's RMSPE: 0.404915 valid's rmse: 0.000645781 valid's RMSPE: 0.449431
[327] train's rmse: 0.000586728 train's RMSPE: 0.405609 valid's rmse: 0.0006462 valid's RMSPE: 0.449723
[328] train's rmse: 0.000583071 train's RMSPE: 0.403081 valid's rmse: 0.000645951 valid's RMSPE: 0.44955
[329] train's rmse: 0.000584196 train's RMSPE: 0.403859 valid's rmse: 0.000646436 valid's RMSPE: 0.449888
[330] train's rmse: 0.000585143 train's RMSPE: 0.404513 valid's rmse: 0.000646948 valid's RMSPE: 0.450243
[331] train's rmse: 0.000586149 train's RMSPE: 0.405209 valid's rmse: 0.000647205 valid's RMSPE: 0.450423
[332] train's rmse: 0.000584579 train's RMSPE: 0.404123 valid's rmse: 0.00064829 valid's RMSPE: 0.451178
[333] train's rmse: 0.000585777 train's RMSPE: 0.404952 valid's rmse: 0.000648439 valid's RMSPE: 0.451281
[334] train's rmse: 0.000586779 train's RMSPE: 0.405644 valid's rmse: 0.000648198 valid's RMSPE: 0.451113
[335] train's rmse: 0.000584052 train's RMSPE: 0.403759 valid's rmse: 0.000646262 valid's RMSPE: 0.449766
[336] train's rmse: 0.000585387 train's RMSPE: 0.404682 valid's rmse: 0.0006469 valid's RMSPE: 0.45021
[337] train's rmse: 0.000586257 train's RMSPE: 0.405283 valid's rmse: 0.000647056 valid's RMSPE: 0.450319
[338] train's rmse: 0.000583203 train's RMSPE: 0.403172 valid's rmse: 0.000648606 valid's RMSPE: 0.451397
[339] train's rmse: 0.000584258 train's RMSPE: 0.403901 valid's rmse: 0.000649098 valid's RMSPE: 0.45174
[340] train's rmse: 0.000582116 train's RMSPE: 0.40242 valid's rmse: 0.000649598 valid's RMSPE: 0.452088
[341] train's rmse: 0.000583381 train's RMSPE: 0.403295 valid's rmse: 0.000649811 valid's RMSPE: 0.452236
[342] train's rmse: 0.000580883 train's RMSPE: 0.401568 valid's rmse: 0.000649265 valid's RMSPE: 0.451856
[343] train's rmse: 0.000581941 train's RMSPE: 0.4023 valid's rmse: 0.000649492 valid's RMSPE: 0.452014
[344] train's rmse: 0.000578518 train's RMSPE: 0.399934 valid's rmse: 0.000647962 valid's RMSPE: 0.45095
[345] train's rmse: 0.000578014 train's RMSPE: 0.399585 valid's rmse: 0.000647571 valid's RMSPE: 0.450677
[346] train's rmse: 0.000579147 train's RMSPE: 0.400368 valid's rmse: 0.000647984 valid's RMSPE: 0.450965
[347] train's rmse: 0.000577582 train's RMSPE: 0.399286 valid's rmse: 0.000647517 valid's RMSPE: 0.45064
[348] train's rmse: 0.000574426 train's RMSPE: 0.397105 valid's rmse: 0.000649389 valid's RMSPE: 0.451942
[349] train's rmse: 0.000575473 train's RMSPE: 0.397829 valid's rmse: 0.00064964 valid's RMSPE: 0.452117
[350] train's rmse: 0.000576505 train's RMSPE: 0.398542 valid's rmse: 0.00064954 valid's RMSPE: 0.452048
[351] train's rmse: 0.000577648 train's RMSPE: 0.399332 valid's rmse: 0.000648984 valid's RMSPE: 0.451661
[352] train's rmse: 0.000578721 train's RMSPE: 0.400074 valid's rmse: 0.000649082 valid's RMSPE: 0.451729
[353] train's rmse: 0.00057988 train's RMSPE: 0.400875 valid's rmse: 0.000649507 valid's RMSPE: 0.452025
[354] train's rmse: 0.000577257 train's RMSPE: 0.399062 valid's rmse: 0.000647661 valid's RMSPE: 0.45074
[355] train's rmse: 0.000578353 train's RMSPE: 0.399819 valid's rmse: 0.000647958 valid's RMSPE: 0.450947
[356] train's rmse: 0.000579638 train's RMSPE: 0.400708 valid's rmse: 0.000647714 valid's RMSPE: 0.450777
[357] train's rmse: 0.000580878 train's RMSPE: 0.401565 valid's rmse: 0.000648144 valid's RMSPE: 0.451076
[358] train's rmse: 0.000582105 train's RMSPE: 0.402413 valid's rmse: 0.000648395 valid's RMSPE: 0.451251
[359] train's rmse: 0.00058331 train's RMSPE: 0.403246 valid's rmse: 0.000648932 valid's RMSPE: 0.451624
[360] train's rmse: 0.00058029 train's RMSPE: 0.401159 valid's rmse: 0.000650442 valid's RMSPE: 0.452675
[361] train's rmse: 0.000581316 train's RMSPE: 0.401868 valid's rmse: 0.000650827 valid's RMSPE: 0.452943
[362] train's rmse: 0.000578266 train's RMSPE: 0.399759 valid's rmse: 0.00064976 valid's RMSPE: 0.452201
[363] train's rmse: 0.000579715 train's RMSPE: 0.400761 valid's rmse: 0.000650123 valid's RMSPE: 0.452454
[364] train's rmse: 0.000577673 train's RMSPE: 0.39935 valid's rmse: 0.000648818 valid's RMSPE: 0.451545
[365] train's rmse: 0.000578878 train's RMSPE: 0.400182 valid's rmse: 0.000649114 valid's RMSPE: 0.451751
[366] train's rmse: 0.000576394 train's RMSPE: 0.398465 valid's rmse: 0.000649519 valid's RMSPE: 0.452033
[367] train's rmse: 0.000577701 train's RMSPE: 0.399369 valid's rmse: 0.000649418 valid's RMSPE: 0.451962
[368] train's rmse: 0.000578997 train's RMSPE: 0.400264 valid's rmse: 0.000649888 valid's RMSPE: 0.45229
[369] train's rmse: 0.000576608 train's RMSPE: 0.398613 valid's rmse: 0.000648416 valid's RMSPE: 0.451265
[370] train's rmse: 0.000577712 train's RMSPE: 0.399376 valid's rmse: 0.000648797 valid's RMSPE: 0.451531
[371] train's rmse: 0.000575681 train's RMSPE: 0.397972 valid's rmse: 0.000650502 valid's RMSPE: 0.452717
[372] train's rmse: 0.000576536 train's RMSPE: 0.398563 valid's rmse: 0.000650524 valid's RMSPE: 0.452733
[373] train's rmse: 0.000573696 train's RMSPE: 0.3966 valid's rmse: 0.000650721 valid's RMSPE: 0.45287
[374] train's rmse: 0.000572038 train's RMSPE: 0.395454 valid's rmse: 0.000649388 valid's RMSPE: 0.451942
[375] train's rmse: 0.00057312 train's RMSPE: 0.396202 valid's rmse: 0.000649727 valid's RMSPE: 0.452178
[376] train's rmse: 0.000574325 train's RMSPE: 0.397035 valid's rmse: 0.000649868 valid's RMSPE: 0.452276
[377] train's rmse: 0.000572353 train's RMSPE: 0.395672 valid's rmse: 0.00065007 valid's RMSPE: 0.452417
[378] train's rmse: 0.000570119 train's RMSPE: 0.394127 valid's rmse: 0.000648765 valid's RMSPE: 0.451509
[379] train's rmse: 0.000570881 train's RMSPE: 0.394654 valid's rmse: 0.000653399 valid's RMSPE: 0.454733
[380] train's rmse: 0.000568799 train's RMSPE: 0.393214 valid's rmse: 0.000654901 valid's RMSPE: 0.455779
[381] train's rmse: 0.000569819 train's RMSPE: 0.39392 valid's rmse: 0.000655023 valid's RMSPE: 0.455864
[382] train's rmse: 0.000570899 train's RMSPE: 0.394666 valid's rmse: 0.000654988 valid's RMSPE: 0.455839
[383] train's rmse: 0.000571939 train's RMSPE: 0.395386 valid's rmse: 0.000655188 valid's RMSPE: 0.455979
[384] train's rmse: 0.000571575 train's RMSPE: 0.395134 valid's rmse: 0.000656597 valid's RMSPE: 0.456959
[385] train's rmse: 0.000569493 train's RMSPE: 0.393695 valid's rmse: 0.000655851 valid's RMSPE: 0.45644
[386] train's rmse: 0.000570416 train's RMSPE: 0.394332 valid's rmse: 0.000655847 valid's RMSPE: 0.456437
[387] train's rmse: 0.000571512 train's RMSPE: 0.39509 valid's rmse: 0.00065611 valid's RMSPE: 0.45662
[388] train's rmse: 0.000569022 train's RMSPE: 0.393369 valid's rmse: 0.000658018 valid's RMSPE: 0.457948
[389] train's rmse: 0.000567252 train's RMSPE: 0.392145 valid's rmse: 0.000657362 valid's RMSPE: 0.457491
[390] train's rmse: 0.000568097 train's RMSPE: 0.392729 valid's rmse: 0.000657399 valid's RMSPE: 0.457517
[391] train's rmse: 0.000568991 train's RMSPE: 0.393347 valid's rmse: 0.000657043 valid's RMSPE: 0.457269
[392] train's rmse: 0.000570088 train's RMSPE: 0.394106 valid's rmse: 0.000657172 valid's RMSPE: 0.457359
[393] train's rmse: 0.000571228 train's RMSPE: 0.394894 valid's rmse: 0.00065732 valid's RMSPE: 0.457462
[394] train's rmse: 0.000572392 train's RMSPE: 0.395698 valid's rmse: 0.000656867 valid's RMSPE: 0.457147
[395] train's rmse: 0.000573485 train's RMSPE: 0.396454 valid's rmse: 0.000656794 valid's RMSPE: 0.457096
[396] train's rmse: 0.000571957 train's RMSPE: 0.395398 valid's rmse: 0.000654852 valid's RMSPE: 0.455744
[397] train's rmse: 0.000572889 train's RMSPE: 0.396042 valid's rmse: 0.00065484 valid's RMSPE: 0.455736
[398] train's rmse: 0.00057072 train's RMSPE: 0.394543 valid's rmse: 0.000654483 valid's RMSPE: 0.455488
[399] train's rmse: 0.000571668 train's RMSPE: 0.395198 valid's rmse: 0.000654691 valid's RMSPE: 0.455633
[400] train's rmse: 0.000570242 train's RMSPE: 0.394212 valid's rmse: 0.000653982 valid's RMSPE: 0.455139
[401] train's rmse: 0.000571181 train's RMSPE: 0.394861 valid's rmse: 0.000654218 valid's RMSPE: 0.455304
[402] train's rmse: 0.0005694 train's RMSPE: 0.39363 valid's rmse: 0.000652547 valid's RMSPE: 0.45414
[403] train's rmse: 0.000569201 train's RMSPE: 0.393492 valid's rmse: 0.000652925 valid's RMSPE: 0.454403
[404] train's rmse: 0.000570225 train's RMSPE: 0.394201 valid's rmse: 0.00065272 valid's RMSPE: 0.454261
[405] train's rmse: 0.000569035 train's RMSPE: 0.393378 valid's rmse: 0.000652453 valid's RMSPE: 0.454075
[406] train's rmse: 0.000569876 train's RMSPE: 0.393959 valid's rmse: 0.00065228 valid's RMSPE: 0.453955
[407] train's rmse: 0.000569175 train's RMSPE: 0.393475 valid's rmse: 0.000651479 valid's RMSPE: 0.453397
[408] train's rmse: 0.000568459 train's RMSPE: 0.39298 valid's rmse: 0.000656919 valid's RMSPE: 0.457183
[409] train's rmse: 0.000566826 train's RMSPE: 0.391851 valid's rmse: 0.000656803 valid's RMSPE: 0.457102
[410] train's rmse: 0.000567651 train's RMSPE: 0.392421 valid's rmse: 0.000656322 valid's RMSPE: 0.456768
[411] train's rmse: 0.000568453 train's RMSPE: 0.392976 valid's rmse: 0.000655848 valid's RMSPE: 0.456438
[412] train's rmse: 0.00056946 train's RMSPE: 0.393672 valid's rmse: 0.000655456 valid's RMSPE: 0.456165
[413] train's rmse: 0.000570428 train's RMSPE: 0.39434 valid's rmse: 0.000655519 valid's RMSPE: 0.456208
[414] train's rmse: 0.000571346 train's RMSPE: 0.394975 valid's rmse: 0.000655462 valid's RMSPE: 0.456169
[415] train's rmse: 0.000572324 train's RMSPE: 0.395651 valid's rmse: 0.000655541 valid's RMSPE: 0.456224
[416] train's rmse: 0.000570769 train's RMSPE: 0.394577 valid's rmse: 0.000660128 valid's RMSPE: 0.459417
[417] train's rmse: 0.000568851 train's RMSPE: 0.39325 valid's rmse: 0.000658245 valid's RMSPE: 0.458106
[418] train's rmse: 0.000566794 train's RMSPE: 0.391829 valid's rmse: 0.000657135 valid's RMSPE: 0.457333
[419] train's rmse: 0.0005659 train's RMSPE: 0.39121 valid's rmse: 0.000656288 valid's RMSPE: 0.456744
[420] train's rmse: 0.000566781 train's RMSPE: 0.391819 valid's rmse: 0.000656424 valid's RMSPE: 0.456839
[421] train's rmse: 0.000567684 train's RMSPE: 0.392444 valid's rmse: 0.000656177 valid's RMSPE: 0.456667
[422] train's rmse: 0.000566645 train's RMSPE: 0.391726 valid's rmse: 0.000656924 valid's RMSPE: 0.457187
[423] train's rmse: 0.000567433 train's RMSPE: 0.392271 valid's rmse: 0.00065666 valid's RMSPE: 0.457003
[424] train's rmse: 0.000568473 train's RMSPE: 0.392989 valid's rmse: 0.000656601 valid's RMSPE: 0.456962
[425] train's rmse: 0.000569188 train's RMSPE: 0.393484 valid's rmse: 0.000656302 valid's RMSPE: 0.456754
[426] train's rmse: 0.000570002 train's RMSPE: 0.394046 valid's rmse: 0.000656514 valid's RMSPE: 0.456901
[427] train's rmse: 0.000568944 train's RMSPE: 0.393315 valid's rmse: 0.000656665 valid's RMSPE: 0.457006
[428] train's rmse: 0.000569829 train's RMSPE: 0.393927 valid's rmse: 0.000655945 valid's RMSPE: 0.456505
[429] train's rmse: 0.000570615 train's RMSPE: 0.39447 valid's rmse: 0.000655929 valid's RMSPE: 0.456494
[430] train's rmse: 0.0005716 train's RMSPE: 0.395151 valid's rmse: 0.000656191 valid's RMSPE: 0.456677
[431] train's rmse: 0.000570629 train's RMSPE: 0.39448 valid's rmse: 0.000656302 valid's RMSPE: 0.456754
[432] train's rmse: 0.000571518 train's RMSPE: 0.395094 valid's rmse: 0.000656193 valid's RMSPE: 0.456678
[433] train's rmse: 0.000570102 train's RMSPE: 0.394116 valid's rmse: 0.000656771 valid's RMSPE: 0.45708
[434] train's rmse: 0.000570861 train's RMSPE: 0.39464 valid's rmse: 0.000656919 valid's RMSPE: 0.457183
[435] train's rmse: 0.000570457 train's RMSPE: 0.394361 valid's rmse: 0.000657156 valid's RMSPE: 0.457348
[436] train's rmse: 0.000568669 train's RMSPE: 0.393125 valid's rmse: 0.000659888 valid's RMSPE: 0.459249
[437] train's rmse: 0.000569484 train's RMSPE: 0.393688 valid's rmse: 0.000659487 valid's RMSPE: 0.45897
[438] train's rmse: 0.000567799 train's RMSPE: 0.392523 valid's rmse: 0.000660335 valid's RMSPE: 0.45956
[439] train's rmse: 0.000568562 train's RMSPE: 0.393051 valid's rmse: 0.000659926 valid's RMSPE: 0.459276
[440] train's rmse: 0.000569435 train's RMSPE: 0.393654 valid's rmse: 0.000659175 valid's RMSPE: 0.458753
[441] train's rmse: 0.00057025 train's RMSPE: 0.394217 valid's rmse: 0.000658881 valid's RMSPE: 0.458549
[442] train's rmse: 0.000571074 train's RMSPE: 0.394788 valid's rmse: 0.000658748 valid's RMSPE: 0.458456
[443] train's rmse: 0.000571903 train's RMSPE: 0.395361 valid's rmse: 0.000659055 valid's RMSPE: 0.45867
[444] train's rmse: 0.000572649 train's RMSPE: 0.395876 valid's rmse: 0.000659148 valid's RMSPE: 0.458734
[445] train's rmse: 0.000569606 train's RMSPE: 0.393772 valid's rmse: 0.000661804 valid's RMSPE: 0.460583
[446] train's rmse: 0.000570567 train's RMSPE: 0.394437 valid's rmse: 0.000661732 valid's RMSPE: 0.460532
[447] train's rmse: 0.000571417 train's RMSPE: 0.395024 valid's rmse: 0.000661645 valid's RMSPE: 0.460472
[448] train's rmse: 0.00057014 train's RMSPE: 0.394142 valid's rmse: 0.00066617 valid's RMSPE: 0.463622
[449] train's rmse: 0.000571019 train's RMSPE: 0.39475 valid's rmse: 0.000666052 valid's RMSPE: 0.46354
[450] train's rmse: 0.000571883 train's RMSPE: 0.395347 valid's rmse: 0.000665966 valid's RMSPE: 0.463479
[451] train's rmse: 0.00057281 train's RMSPE: 0.395988 valid's rmse: 0.000665983 valid's RMSPE: 0.463491
[452] train's rmse: 0.000570418 train's RMSPE: 0.394334 valid's rmse: 0.000665788 valid's RMSPE: 0.463355
[453] train's rmse: 0.000568747 train's RMSPE: 0.393179 valid's rmse: 0.000666679 valid's RMSPE: 0.463976
[454] train's rmse: 0.000566135 train's RMSPE: 0.391373 valid's rmse: 0.000664486 valid's RMSPE: 0.462449
[455] train's rmse: 0.000567064 train's RMSPE: 0.392015 valid's rmse: 0.000664189 valid's RMSPE: 0.462243
[456] train's rmse: 0.000564572 train's RMSPE: 0.390292 valid's rmse: 0.000665199 valid's RMSPE: 0.462946
[457] train's rmse: 0.000565448 train's RMSPE: 0.390898 valid's rmse: 0.000664905 valid's RMSPE: 0.462741
[458] train's rmse: 0.000564603 train's RMSPE: 0.390314 valid's rmse: 0.000662345 valid's RMSPE: 0.460959
[459] train's rmse: 0.000564495 train's RMSPE: 0.390239 valid's rmse: 0.00066466 valid's RMSPE: 0.46257
[460] train's rmse: 0.000565296 train's RMSPE: 0.390793 valid's rmse: 0.000664721 valid's RMSPE: 0.462613
[461] train's rmse: 0.000566108 train's RMSPE: 0.391354 valid's rmse: 0.000664641 valid's RMSPE: 0.462557
[462] train's rmse: 0.000563912 train's RMSPE: 0.389836 valid's rmse: 0.000668848 valid's RMSPE: 0.465485
[463] train's rmse: 0.000562213 train's RMSPE: 0.388662 valid's rmse: 0.000669791 valid's RMSPE: 0.466141
[464] train's rmse: 0.000562962 train's RMSPE: 0.38918 valid's rmse: 0.000668763 valid's RMSPE: 0.465426
[465] train's rmse: 0.000560199 train's RMSPE: 0.387269 valid's rmse: 0.00066948 valid's RMSPE: 0.465925
[466] train's rmse: 0.000558023 train's RMSPE: 0.385765 valid's rmse: 0.000671764 valid's RMSPE: 0.467514
[467] train's rmse: 0.000556627 train's RMSPE: 0.3848 valid's rmse: 0.000671781 valid's RMSPE: 0.467526
[468] train's rmse: 0.000555184 train's RMSPE: 0.383802 valid's rmse: 0.000671517 valid's RMSPE: 0.467342
[469] train's rmse: 0.000553811 train's RMSPE: 0.382853 valid's rmse: 0.000670018 valid's RMSPE: 0.466299
[470] train's rmse: 0.000552315 train's RMSPE: 0.381819 valid's rmse: 0.000668823 valid's RMSPE: 0.465468
[471] train's rmse: 0.000553099 train's RMSPE: 0.382361 valid's rmse: 0.000668497 valid's RMSPE: 0.465241
[472] train's rmse: 0.000552469 train's RMSPE: 0.381926 valid's rmse: 0.000668646 valid's RMSPE: 0.465345
[473] train's rmse: 0.000550777 train's RMSPE: 0.380756 valid's rmse: 0.000674503 valid's RMSPE: 0.469421
[474] train's rmse: 0.000551526 train's RMSPE: 0.381273 valid's rmse: 0.000674269 valid's RMSPE: 0.469258
[475] train's rmse: 0.000550476 train's RMSPE: 0.380548 valid's rmse: 0.00067333 valid's RMSPE: 0.468604
[476] train's rmse: 0.000548667 train's RMSPE: 0.379297 valid's rmse: 0.000677053 valid's RMSPE: 0.471195
[477] train's rmse: 0.000549411 train's RMSPE: 0.379812 valid's rmse: 0.000676041 valid's RMSPE: 0.470491
[478] train's rmse: 0.000550172 train's RMSPE: 0.380338 valid's rmse: 0.000675729 valid's RMSPE: 0.470274
[479] train's rmse: 0.00054922 train's RMSPE: 0.37968 valid's rmse: 0.000674579 valid's RMSPE: 0.469474
[480] train's rmse: 0.000548775 train's RMSPE: 0.379372 valid's rmse: 0.000674616 valid's RMSPE: 0.469499
[481] train's rmse: 0.000549502 train's RMSPE: 0.379875 valid's rmse: 0.000674141 valid's RMSPE: 0.469169
[482] train's rmse: 0.000548017 train's RMSPE: 0.378848 valid's rmse: 0.000676308 valid's RMSPE: 0.470677
[483] train's rmse: 0.000548754 train's RMSPE: 0.379357 valid's rmse: 0.000675249 valid's RMSPE: 0.46994
[484] train's rmse: 0.000548072 train's RMSPE: 0.378886 valid's rmse: 0.000679483 valid's RMSPE: 0.472886
[485] train's rmse: 0.000548691 train's RMSPE: 0.379314 valid's rmse: 0.000679173 valid's RMSPE: 0.472671
[486] train's rmse: 0.000548179 train's RMSPE: 0.37896 valid's rmse: 0.000678783 valid's RMSPE: 0.472399
[487] train's rmse: 0.000548228 train's RMSPE: 0.378994 valid's rmse: 0.000680028 valid's RMSPE: 0.473266
[488] train's rmse: 0.000547578 train's RMSPE: 0.378545 valid's rmse: 0.000682124 valid's RMSPE: 0.474724
[489] train's rmse: 0.000546193 train's RMSPE: 0.377587 valid's rmse: 0.000681954 valid's RMSPE: 0.474606
[490] train's rmse: 0.000544421 train's RMSPE: 0.376362 valid's rmse: 0.000677428 valid's RMSPE: 0.471456
[491] train's rmse: 0.000545045 train's RMSPE: 0.376793 valid's rmse: 0.000676728 valid's RMSPE: 0.470969
[492] train's rmse: 0.000543259 train's RMSPE: 0.375559 valid's rmse: 0.000676152 valid's RMSPE: 0.470568
[493] train's rmse: 0.000543896 train's RMSPE: 0.375999 valid's rmse: 0.000675661 valid's RMSPE: 0.470227
[494] train's rmse: 0.000544663 train's RMSPE: 0.376529 valid's rmse: 0.000675167 valid's RMSPE: 0.469883
[495] train's rmse: 0.000545161 train's RMSPE: 0.376874 valid's rmse: 0.000673837 valid's RMSPE: 0.468957
[496] train's rmse: 0.0005458 train's RMSPE: 0.377315 valid's rmse: 0.000673451 valid's RMSPE: 0.468689
[497] train's rmse: 0.000543707 train's RMSPE: 0.375868 valid's rmse: 0.000672186 valid's RMSPE: 0.467808
[498] train's rmse: 0.000542 train's RMSPE: 0.374689 valid's rmse: 0.000672981 valid's RMSPE: 0.468361
[499] train's rmse: 0.000542509 train's RMSPE: 0.37504 valid's rmse: 0.000672797 valid's RMSPE: 0.468234
[500] train's rmse: 0.000543217 train's RMSPE: 0.37553 valid's rmse: 0.00067232 valid's RMSPE: 0.467902
[501] train's rmse: 0.000542702 train's RMSPE: 0.375173 valid's rmse: 0.000674297 valid's RMSPE: 0.469277
[502] train's rmse: 0.000543316 train's RMSPE: 0.375598 valid's rmse: 0.000673995 valid's RMSPE: 0.469067
[503] train's rmse: 0.000541607 train's RMSPE: 0.374416 valid's rmse: 0.000676039 valid's RMSPE: 0.470489
[504] train's rmse: 0.000542151 train's RMSPE: 0.374793 valid's rmse: 0.000675733 valid's RMSPE: 0.470277
[505] train's rmse: 0.000542681 train's RMSPE: 0.375159 valid's rmse: 0.000675406 valid's RMSPE: 0.470049
[506] train's rmse: 0.000540959 train's RMSPE: 0.373969 valid's rmse: 0.000676164 valid's RMSPE: 0.470577
[507] train's rmse: 0.000539341 train's RMSPE: 0.37285 valid's rmse: 0.000677652 valid's RMSPE: 0.471612
[508] train's rmse: 0.00053722 train's RMSPE: 0.371384 valid's rmse: 0.000678352 valid's RMSPE: 0.472099
[509] train's rmse: 0.000535913 train's RMSPE: 0.37048 valid's rmse: 0.000678771 valid's RMSPE: 0.472391
[510] train's rmse: 0.00053652 train's RMSPE: 0.3709 valid's rmse: 0.000678063 valid's RMSPE: 0.471898
[511] train's rmse: 0.000535525 train's RMSPE: 0.370212 valid's rmse: 0.00067991 valid's RMSPE: 0.473184
[512] train's rmse: 0.000536061 train's RMSPE: 0.370583 valid's rmse: 0.0006788 valid's RMSPE: 0.472411
[513] train's rmse: 0.00053672 train's RMSPE: 0.371038 valid's rmse: 0.000678085 valid's RMSPE: 0.471914
[514] train's rmse: 0.000537397 train's RMSPE: 0.371506 valid's rmse: 0.000677703 valid's RMSPE: 0.471647
[515] train's rmse: 0.000538131 train's RMSPE: 0.372014 valid's rmse: 0.000677483 valid's RMSPE: 0.471494
[516] train's rmse: 0.000538725 train's RMSPE: 0.372424 valid's rmse: 0.000677061 valid's RMSPE: 0.471201
[517] train's rmse: 0.00053945 train's RMSPE: 0.372925 valid's rmse: 0.000676565 valid's RMSPE: 0.470855
[518] train's rmse: 0.000540229 train's RMSPE: 0.373464 valid's rmse: 0.000676073 valid's RMSPE: 0.470514
[519] train's rmse: 0.000540996 train's RMSPE: 0.373994 valid's rmse: 0.000674999 valid's RMSPE: 0.469766
[520] train's rmse: 0.000541907 train's RMSPE: 0.374624 valid's rmse: 0.000673929 valid's RMSPE: 0.469021
[521] train's rmse: 0.000542765 train's RMSPE: 0.375217 valid's rmse: 0.000673474 valid's RMSPE: 0.468705
[522] train's rmse: 0.000541421 train's RMSPE: 0.374288 valid's rmse: 0.000673494 valid's RMSPE: 0.468718
[523] train's rmse: 0.000542198 train's RMSPE: 0.374825 valid's rmse: 0.000673149 valid's RMSPE: 0.468479
[524] train's rmse: 0.000543009 train's RMSPE: 0.375386 valid's rmse: 0.000672951 valid's RMSPE: 0.468341
[525] train's rmse: 0.000543837 train's RMSPE: 0.375958 valid's rmse: 0.000672628 valid's RMSPE: 0.468116
[526] train's rmse: 0.000544624 train's RMSPE: 0.376502 valid's rmse: 0.00067259 valid's RMSPE: 0.46809
[527] train's rmse: 0.000542921 train's RMSPE: 0.375325 valid's rmse: 0.000671687 valid's RMSPE: 0.467461
[528] train's rmse: 0.000541094 train's RMSPE: 0.374062 valid's rmse: 0.00066999 valid's RMSPE: 0.46628
[529] train's rmse: 0.000538875 train's RMSPE: 0.372528 valid's rmse: 0.000669766 valid's RMSPE: 0.466124
[530] train's rmse: 0.000539742 train's RMSPE: 0.373128 valid's rmse: 0.000669325 valid's RMSPE: 0.465817
[531] train's rmse: 0.000540551 train's RMSPE: 0.373686 valid's rmse: 0.000669102 valid's RMSPE: 0.465662
[532] train's rmse: 0.000539424 train's RMSPE: 0.372908 valid's rmse: 0.000673379 valid's RMSPE: 0.468638
[533] train's rmse: 0.000540139 train's RMSPE: 0.373402 valid's rmse: 0.000673305 valid's RMSPE: 0.468587
[534] train's rmse: 0.000538429 train's RMSPE: 0.372219 valid's rmse: 0.000674697 valid's RMSPE: 0.469556
[535] train's rmse: 0.000538128 train's RMSPE: 0.372011 valid's rmse: 0.000675687 valid's RMSPE: 0.470244
[536] train's rmse: 0.000537348 train's RMSPE: 0.371473 valid's rmse: 0.000675923 valid's RMSPE: 0.470409
[537] train's rmse: 0.000536075 train's RMSPE: 0.370592 valid's rmse: 0.000679657 valid's RMSPE: 0.473008
[538] train's rmse: 0.000536622 train's RMSPE: 0.37097 valid's rmse: 0.000679364 valid's RMSPE: 0.472804
[539] train's rmse: 0.000535912 train's RMSPE: 0.37048 valid's rmse: 0.000678732 valid's RMSPE: 0.472364
[540] train's rmse: 0.000536581 train's RMSPE: 0.370942 valid's rmse: 0.000678495 valid's RMSPE: 0.472199
[541] train's rmse: 0.000537433 train's RMSPE: 0.371531 valid's rmse: 0.000677999 valid's RMSPE: 0.471854
[542] train's rmse: 0.000536152 train's RMSPE: 0.370646 valid's rmse: 0.000679669 valid's RMSPE: 0.473016
[543] train's rmse: 0.00053525 train's RMSPE: 0.370022 valid's rmse: 0.00068114 valid's RMSPE: 0.47404
[544] train's rmse: 0.000533089 train's RMSPE: 0.368528 valid's rmse: 0.000682238 valid's RMSPE: 0.474804
[545] train's rmse: 0.000532032 train's RMSPE: 0.367798 valid's rmse: 0.000681058 valid's RMSPE: 0.473982
[546] train's rmse: 0.000531488 train's RMSPE: 0.367421 valid's rmse: 0.000681456 valid's RMSPE: 0.47426
[547] train's rmse: 0.00053217 train's RMSPE: 0.367893 valid's rmse: 0.000681096 valid's RMSPE: 0.474009
[548] train's rmse: 0.000531346 train's RMSPE: 0.367323 valid's rmse: 0.000681127 valid's RMSPE: 0.474031
[549] train's rmse: 0.000531898 train's RMSPE: 0.367705 valid's rmse: 0.000680666 valid's RMSPE: 0.47371
[550] train's rmse: 0.000532526 train's RMSPE: 0.368139 valid's rmse: 0.000680097 valid's RMSPE: 0.473314
[551] train's rmse: 0.000531156 train's RMSPE: 0.367192 valid's rmse: 0.000681566 valid's RMSPE: 0.474336
[552] train's rmse: 0.000531799 train's RMSPE: 0.367636 valid's rmse: 0.000681185 valid's RMSPE: 0.474071
[553] train's rmse: 0.000532548 train's RMSPE: 0.368154 valid's rmse: 0.00068059 valid's RMSPE: 0.473657
[554] train's rmse: 0.00053321 train's RMSPE: 0.368611 valid's rmse: 0.000680266 valid's RMSPE: 0.473432
[555] train's rmse: 0.000533848 train's RMSPE: 0.369053 valid's rmse: 0.000679797 valid's RMSPE: 0.473105
[556] train's rmse: 0.000532637 train's RMSPE: 0.368216 valid's rmse: 0.000678295 valid's RMSPE: 0.47206
[557] train's rmse: 0.000531933 train's RMSPE: 0.367729 valid's rmse: 0.000679565 valid's RMSPE: 0.472943
[558] train's rmse: 0.00053097 train's RMSPE: 0.367063 valid's rmse: 0.000680753 valid's RMSPE: 0.47377
[559] train's rmse: 0.000531723 train's RMSPE: 0.367584 valid's rmse: 0.000680156 valid's RMSPE: 0.473355
[560] train's rmse: 0.00053116 train's RMSPE: 0.367195 valid's rmse: 0.00068089 valid's RMSPE: 0.473865
[561] train's rmse: 0.000531772 train's RMSPE: 0.367618 valid's rmse: 0.000680598 valid's RMSPE: 0.473662
[562] train's rmse: 0.000532508 train's RMSPE: 0.368126 valid's rmse: 0.000680122 valid's RMSPE: 0.473331
[563] train's rmse: 0.000531575 train's RMSPE: 0.367481 valid's rmse: 0.000678298 valid's RMSPE: 0.472061
[564] train's rmse: 0.000532308 train's RMSPE: 0.367988 valid's rmse: 0.000677039 valid's RMSPE: 0.471185
[565] train's rmse: 0.000530875 train's RMSPE: 0.366998 valid's rmse: 0.000676222 valid's RMSPE: 0.470617
[566] train's rmse: 0.000531627 train's RMSPE: 0.367518 valid's rmse: 0.000675642 valid's RMSPE: 0.470213
[567] train's rmse: 0.000532254 train's RMSPE: 0.367951 valid's rmse: 0.000675162 valid's RMSPE: 0.469879
[568] train's rmse: 0.00053135 train's RMSPE: 0.367326 valid's rmse: 0.00067508 valid's RMSPE: 0.469822
[569] train's rmse: 0.00053187 train's RMSPE: 0.367685 valid's rmse: 0.000674639 valid's RMSPE: 0.469516
[570] train's rmse: 0.000532439 train's RMSPE: 0.368078 valid's rmse: 0.000674221 valid's RMSPE: 0.469225
[571] train's rmse: 0.000533159 train's RMSPE: 0.368577 valid's rmse: 0.000673922 valid's RMSPE: 0.469017
[572] train's rmse: 0.000533913 train's RMSPE: 0.369098 valid's rmse: 0.000673596 valid's RMSPE: 0.468789
[573] train's rmse: 0.000534659 train's RMSPE: 0.369614 valid's rmse: 0.000673206 valid's RMSPE: 0.468518
[574] train's rmse: 0.000533906 train's RMSPE: 0.369093 valid's rmse: 0.000676219 valid's RMSPE: 0.470615
[575] train's rmse: 0.000534615 train's RMSPE: 0.369583 valid's rmse: 0.000675952 valid's RMSPE: 0.470429
[576] train's rmse: 0.000535348 train's RMSPE: 0.37009 valid's rmse: 0.000675641 valid's RMSPE: 0.470212
[577] train's rmse: 0.000536022 train's RMSPE: 0.370556 valid's rmse: 0.000675543 valid's RMSPE: 0.470145
[578] train's rmse: 0.000536363 train's RMSPE: 0.370791 valid's rmse: 0.000678308 valid's RMSPE: 0.472069
[579] train's rmse: 0.000536048 train's RMSPE: 0.370573 valid's rmse: 0.000677162 valid's RMSPE: 0.471271
[580] train's rmse: 0.000536757 train's RMSPE: 0.371064 valid's rmse: 0.000676827 valid's RMSPE: 0.471038
[581] train's rmse: 0.000534986 train's RMSPE: 0.36984 valid's rmse: 0.000679579 valid's RMSPE: 0.472954
[582] train's rmse: 0.000535603 train's RMSPE: 0.370266 valid's rmse: 0.000679443 valid's RMSPE: 0.472858
[583] train's rmse: 0.000536214 train's RMSPE: 0.370688 valid's rmse: 0.000679356 valid's RMSPE: 0.472798
[584] train's rmse: 0.000534622 train's RMSPE: 0.369588 valid's rmse: 0.000681091 valid's RMSPE: 0.474006
[585] train's rmse: 0.000535319 train's RMSPE: 0.37007 valid's rmse: 0.000681 valid's RMSPE: 0.473943
[586] train's rmse: 0.000533708 train's RMSPE: 0.368956 valid's rmse: 0.000681174 valid's RMSPE: 0.474064
[587] train's rmse: 0.000532517 train's RMSPE: 0.368133 valid's rmse: 0.000681679 valid's RMSPE: 0.474415
[588] train's rmse: 0.000531682 train's RMSPE: 0.367556 valid's rmse: 0.000683876 valid's RMSPE: 0.475944
[589] train's rmse: 0.000532315 train's RMSPE: 0.367993 valid's rmse: 0.000683415 valid's RMSPE: 0.475623
[590] train's rmse: 0.000531685 train's RMSPE: 0.367557 valid's rmse: 0.000682341 valid's RMSPE: 0.474875
[591] train's rmse: 0.000532393 train's RMSPE: 0.368047 valid's rmse: 0.000681531 valid's RMSPE: 0.474312
[592] train's rmse: 0.000530895 train's RMSPE: 0.367011 valid's rmse: 0.000681215 valid's RMSPE: 0.474092
[593] train's rmse: 0.000531429 train's RMSPE: 0.36738 valid's rmse: 0.000680809 valid's RMSPE: 0.47381
[594] train's rmse: 0.000532029 train's RMSPE: 0.367795 valid's rmse: 0.000680523 valid's RMSPE: 0.47361
[595] train's rmse: 0.000530556 train's RMSPE: 0.366777 valid's rmse: 0.000677583 valid's RMSPE: 0.471564
[596] train's rmse: 0.000531269 train's RMSPE: 0.36727 valid's rmse: 0.000677227 valid's RMSPE: 0.471317
[597] train's rmse: 0.000532079 train's RMSPE: 0.36783 valid's rmse: 0.000676682 valid's RMSPE: 0.470937
[598] train's rmse: 0.000530931 train's RMSPE: 0.367037 valid's rmse: 0.000677245 valid's RMSPE: 0.471329
[599] train's rmse: 0.000530253 train's RMSPE: 0.366568 valid's rmse: 0.000675538 valid's RMSPE: 0.470141
[600] train's rmse: 0.000528937 train's RMSPE: 0.365658 valid's rmse: 0.000675517 valid's RMSPE: 0.470126
[601] train's rmse: 0.000527883 train's RMSPE: 0.364929 valid's rmse: 0.000675456 valid's RMSPE: 0.470084
[602] train's rmse: 0.000527755 train's RMSPE: 0.364841 valid's rmse: 0.000676696 valid's RMSPE: 0.470947
[603] train's rmse: 0.000528316 train's RMSPE: 0.365229 valid's rmse: 0.000676316 valid's RMSPE: 0.470683
[604] train's rmse: 0.000528995 train's RMSPE: 0.365698 valid's rmse: 0.000675192 valid's RMSPE: 0.4699
[605] train's rmse: 0.000527224 train's RMSPE: 0.364473 valid's rmse: 0.000679365 valid's RMSPE: 0.472804
[606] train's rmse: 0.000526197 train's RMSPE: 0.363764 valid's rmse: 0.000678984 valid's RMSPE: 0.472539
[607] train's rmse: 0.000525868 train's RMSPE: 0.363536 valid's rmse: 0.000681577 valid's RMSPE: 0.474344
[608] train's rmse: 0.000524892 train's RMSPE: 0.362861 valid's rmse: 0.000686668 valid's RMSPE: 0.477887
[609] train's rmse: 0.000525265 train's RMSPE: 0.363119 valid's rmse: 0.00068617 valid's RMSPE: 0.47754
[610] train's rmse: 0.000524242 train's RMSPE: 0.362412 valid's rmse: 0.000688068 valid's RMSPE: 0.478861
[611] train's rmse: 0.000523856 train's RMSPE: 0.362145 valid's rmse: 0.000694388 valid's RMSPE: 0.48326
[612] train's rmse: 0.000523214 train's RMSPE: 0.361702 valid's rmse: 0.000693686 valid's RMSPE: 0.482771
[613] train's rmse: 0.000521427 train's RMSPE: 0.360466 valid's rmse: 0.000693834 valid's RMSPE: 0.482874
[614] train's rmse: 0.00052189 train's RMSPE: 0.360786 valid's rmse: 0.000693156 valid's RMSPE: 0.482402
[615] train's rmse: 0.000521589 train's RMSPE: 0.360578 valid's rmse: 0.000697899 valid's RMSPE: 0.485703
[616] train's rmse: 0.000522043 train's RMSPE: 0.360892 valid's rmse: 0.000697354 valid's RMSPE: 0.485324
[617] train's rmse: 0.00052177 train's RMSPE: 0.360703 valid's rmse: 0.000699271 valid's RMSPE: 0.486658
[618] train's rmse: 0.00052034 train's RMSPE: 0.359715 valid's rmse: 0.000699611 valid's RMSPE: 0.486895
[619] train's rmse: 0.000520842 train's RMSPE: 0.360061 valid's rmse: 0.000698935 valid's RMSPE: 0.486424
[620] train's rmse: 0.000521238 train's RMSPE: 0.360336 valid's rmse: 0.000698554 valid's RMSPE: 0.486159
[621] train's rmse: 0.000521618 train's RMSPE: 0.360598 valid's rmse: 0.000698267 valid's RMSPE: 0.485959
[622] train's rmse: 0.000522054 train's RMSPE: 0.360899 valid's rmse: 0.000696458 valid's RMSPE: 0.484701
[623] train's rmse: 0.000522526 train's RMSPE: 0.361226 valid's rmse: 0.000695968 valid's RMSPE: 0.484359
[624] train's rmse: 0.000522567 train's RMSPE: 0.361254 valid's rmse: 0.000695881 valid's RMSPE: 0.484299
[625] train's rmse: 0.000521168 train's RMSPE: 0.360287 valid's rmse: 0.000697661 valid's RMSPE: 0.485537
[626] train's rmse: 0.000520799 train's RMSPE: 0.360032 valid's rmse: 0.000699028 valid's RMSPE: 0.486489
[627] train's rmse: 0.000521151 train's RMSPE: 0.360276 valid's rmse: 0.000698568 valid's RMSPE: 0.486169
[628] train's rmse: 0.000521537 train's RMSPE: 0.360542 valid's rmse: 0.000697909 valid's RMSPE: 0.48571
[629] train's rmse: 0.000521988 train's RMSPE: 0.360854 valid's rmse: 0.00069632 valid's RMSPE: 0.484604
[630] train's rmse: 0.000521983 train's RMSPE: 0.360851 valid's rmse: 0.000696975 valid's RMSPE: 0.48506
[631] train's rmse: 0.000522548 train's RMSPE: 0.361241 valid's rmse: 0.000696412 valid's RMSPE: 0.484668
[632] train's rmse: 0.000521416 train's RMSPE: 0.360459 valid's rmse: 0.000702151 valid's RMSPE: 0.488662
[633] train's rmse: 0.000521923 train's RMSPE: 0.360809 valid's rmse: 0.000701859 valid's RMSPE: 0.488459
[634] train's rmse: 0.000520978 train's RMSPE: 0.360156 valid's rmse: 0.000708692 valid's RMSPE: 0.493214
[635] train's rmse: 0.000521416 train's RMSPE: 0.360459 valid's rmse: 0.000707034 valid's RMSPE: 0.492061
[636] train's rmse: 0.000521089 train's RMSPE: 0.360232 valid's rmse: 0.0007112 valid's RMSPE: 0.49496
[637] train's rmse: 0.000519798 train's RMSPE: 0.35934 valid's rmse: 0.000710311 valid's RMSPE: 0.494342
[638] train's rmse: 0.000518654 train's RMSPE: 0.358549 valid's rmse: 0.000708028 valid's RMSPE: 0.492752
[639] train's rmse: 0.000517426 train's RMSPE: 0.3577 valid's rmse: 0.00071246 valid's RMSPE: 0.495837
[640] train's rmse: 0.000516908 train's RMSPE: 0.357342 valid's rmse: 0.000714285 valid's RMSPE: 0.497107
[641] train's rmse: 0.000517337 train's RMSPE: 0.357638 valid's rmse: 0.000713473 valid's RMSPE: 0.496542
[642] train's rmse: 0.000517754 train's RMSPE: 0.357927 valid's rmse: 0.000711593 valid's RMSPE: 0.495233
[643] train's rmse: 0.000517494 train's RMSPE: 0.357747 valid's rmse: 0.000716782 valid's RMSPE: 0.498845
[644] train's rmse: 0.000516705 train's RMSPE: 0.357201 valid's rmse: 0.000716931 valid's RMSPE: 0.498948
[645] train's rmse: 0.000517142 train's RMSPE: 0.357503 valid's rmse: 0.000716216 valid's RMSPE: 0.498451
[646] train's rmse: 0.000516904 train's RMSPE: 0.357339 valid's rmse: 0.00071834 valid's RMSPE: 0.499929
[647] train's rmse: 0.000516625 train's RMSPE: 0.357146 valid's rmse: 0.000717673 valid's RMSPE: 0.499465
[648] train's rmse: 0.000515609 train's RMSPE: 0.356444 valid's rmse: 0.000720076 valid's RMSPE: 0.501137
[649] train's rmse: 0.000516119 train's RMSPE: 0.356796 valid's rmse: 0.000719206 valid's RMSPE: 0.500532
[650] train's rmse: 0.000516542 train's RMSPE: 0.357089 valid's rmse: 0.000718446 valid's RMSPE: 0.500003
[651] train's rmse: 0.000516904 train's RMSPE: 0.357339 valid's rmse: 0.000717928 valid's RMSPE: 0.499642
[652] train's rmse: 0.00051608 train's RMSPE: 0.356769 valid's rmse: 0.000719063 valid's RMSPE: 0.500432
[653] train's rmse: 0.000516539 train's RMSPE: 0.357087 valid's rmse: 0.000718314 valid's RMSPE: 0.499911
[654] train's rmse: 0.000515573 train's RMSPE: 0.356419 valid's rmse: 0.00071749 valid's RMSPE: 0.499337
[655] train's rmse: 0.000515999 train's RMSPE: 0.356713 valid's rmse: 0.000716621 valid's RMSPE: 0.498733
[656] train's rmse: 0.000514339 train's RMSPE: 0.355566 valid's rmse: 0.00071645 valid's RMSPE: 0.498613
[657] train's rmse: 0.000513181 train's RMSPE: 0.354766 valid's rmse: 0.0007137 valid's RMSPE: 0.4967
[658] train's rmse: 0.000512834 train's RMSPE: 0.354525 valid's rmse: 0.000713122 valid's RMSPE: 0.496298
[659] train's rmse: 0.000512925 train's RMSPE: 0.354588 valid's rmse: 0.00071545 valid's RMSPE: 0.497918
[660] train's rmse: 0.000513425 train's RMSPE: 0.354934 valid's rmse: 0.000714786 valid's RMSPE: 0.497456
[661] train's rmse: 0.00051289 train's RMSPE: 0.354564 valid's rmse: 0.000715347 valid's RMSPE: 0.497846
[662] train's rmse: 0.00051228 train's RMSPE: 0.354143 valid's rmse: 0.000716499 valid's RMSPE: 0.498648
[663] train's rmse: 0.0005127 train's RMSPE: 0.354433 valid's rmse: 0.000715821 valid's RMSPE: 0.498176
[664] train's rmse: 0.000513057 train's RMSPE: 0.35468 valid's rmse: 0.000715188 valid's RMSPE: 0.497735
[665] train's rmse: 0.000513498 train's RMSPE: 0.354985 valid's rmse: 0.000714812 valid's RMSPE: 0.497474
[666] train's rmse: 0.000511869 train's RMSPE: 0.353859 valid's rmse: 0.000714399 valid's RMSPE: 0.497186
[667] train's rmse: 0.000512219 train's RMSPE: 0.354101 valid's rmse: 0.000713818 valid's RMSPE: 0.496782
[668] train's rmse: 0.000511059 train's RMSPE: 0.353298 valid's rmse: 0.000714624 valid's RMSPE: 0.497343
[669] train's rmse: 0.000511566 train's RMSPE: 0.353649 valid's rmse: 0.000713724 valid's RMSPE: 0.496716
Early stopping, best iteration is:
[270] 0.44643691326634993
269
Training fold 3/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `n_estimators` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/callback.py:183: UserWarning: Early stopping is not available in dart mode
_log_warning('Early stopping is not available in dart mode')[1] train's rmse: 0.0011208 train's RMSPE: 0.737681 valid's rmse: 0.00103301 valid's RMSPE: 0.841254
[2] train's rmse: 0.00109189 train's RMSPE: 0.718649 valid's rmse: 0.00100326 valid's RMSPE: 0.817029
[3] train's rmse: 0.00106288 train's RMSPE: 0.699559 valid's rmse: 0.000980839 valid's RMSPE: 0.79877
[4] train's rmse: 0.00103749 train's RMSPE: 0.682849 valid's rmse: 0.000955038 valid's RMSPE: 0.777758
[5] train's rmse: 0.0010122 train's RMSPE: 0.666201 valid's rmse: 0.000928968 valid's RMSPE: 0.756527
[6] train's rmse: 0.000990282 train's RMSPE: 0.651776 valid's rmse: 0.000907598 valid's RMSPE: 0.739124
[7] train's rmse: 0.000993463 train's RMSPE: 0.65387 valid's rmse: 0.00090784 valid's RMSPE: 0.739322
[8] train's rmse: 0.000973497 train's RMSPE: 0.640729 valid's rmse: 0.000891454 valid's RMSPE: 0.725977
[9] train's rmse: 0.000952896 train's RMSPE: 0.627169 valid's rmse: 0.000868728 valid's RMSPE: 0.70747
[10] train's rmse: 0.000956238 train's RMSPE: 0.629369 valid's rmse: 0.000875328 valid's RMSPE: 0.712844
[11] train's rmse: 0.000937655 train's RMSPE: 0.617138 valid's rmse: 0.000853181 valid's RMSPE: 0.694808
[12] train's rmse: 0.000942053 train's RMSPE: 0.620033 valid's rmse: 0.000859258 valid's RMSPE: 0.699758
[13] train's rmse: 0.000924938 train's RMSPE: 0.608768 valid's rmse: 0.000842403 valid's RMSPE: 0.686031
[14] train's rmse: 0.0009097 train's RMSPE: 0.598739 valid's rmse: 0.000828568 valid's RMSPE: 0.674764
[15] train's rmse: 0.000892325 train's RMSPE: 0.587304 valid's rmse: 0.000815727 valid's RMSPE: 0.664307
[16] train's rmse: 0.000875349 train's RMSPE: 0.57613 valid's rmse: 0.000801713 valid's RMSPE: 0.652895
[17] train's rmse: 0.000882596 train's RMSPE: 0.5809 valid's rmse: 0.000806021 valid's RMSPE: 0.656403
[18] train's rmse: 0.000871523 train's RMSPE: 0.573612 valid's rmse: 0.000801581 valid's RMSPE: 0.652787
[19] train's rmse: 0.000872368 train's RMSPE: 0.574168 valid's rmse: 0.000801211 valid's RMSPE: 0.652485
[20] train's rmse: 0.000872947 train's RMSPE: 0.574549 valid's rmse: 0.000802853 valid's RMSPE: 0.653822
[21] train's rmse: 0.000880755 train's RMSPE: 0.579689 valid's rmse: 0.00081084 valid's RMSPE: 0.660327
[22] train's rmse: 0.000903849 train's RMSPE: 0.594888 valid's rmse: 0.00077994 valid's RMSPE: 0.635163
[23] train's rmse: 0.000888042 train's RMSPE: 0.584484 valid's rmse: 0.000765825 valid's RMSPE: 0.623668
[24] train's rmse: 0.000934041 train's RMSPE: 0.61476 valid's rmse: 0.000773348 valid's RMSPE: 0.629795
[25] train's rmse: 0.000928025 train's RMSPE: 0.6108 valid's rmse: 0.000768265 valid's RMSPE: 0.625655
[26] train's rmse: 0.000913466 train's RMSPE: 0.601218 valid's rmse: 0.0007554 valid's RMSPE: 0.615179
[27] train's rmse: 0.000896572 train's RMSPE: 0.590099 valid's rmse: 0.000742415 valid's RMSPE: 0.604604
[28] train's rmse: 0.000901471 train's RMSPE: 0.593323 valid's rmse: 0.000746915 valid's RMSPE: 0.608268
[29] train's rmse: 0.000907181 train's RMSPE: 0.597081 valid's rmse: 0.000753269 valid's RMSPE: 0.613443
[30] train's rmse: 0.000889808 train's RMSPE: 0.585647 valid's rmse: 0.000740253 valid's RMSPE: 0.602843
[31] train's rmse: 0.000874261 train's RMSPE: 0.575414 valid's rmse: 0.00072694 valid's RMSPE: 0.592001
[32] train's rmse: 0.000880324 train's RMSPE: 0.579405 valid's rmse: 0.000732249 valid's RMSPE: 0.596325
[33] train's rmse: 0.000866975 train's RMSPE: 0.570619 valid's rmse: 0.000717694 valid's RMSPE: 0.584472
[34] train's rmse: 0.000855472 train's RMSPE: 0.563048 valid's rmse: 0.000709795 valid's RMSPE: 0.578039
[35] train's rmse: 0.000841592 train's RMSPE: 0.553913 valid's rmse: 0.000700186 valid's RMSPE: 0.570213
[36] train's rmse: 0.000829155 train's RMSPE: 0.545727 valid's rmse: 0.000689645 valid's RMSPE: 0.561629
[37] train's rmse: 0.000832103 train's RMSPE: 0.547667 valid's rmse: 0.000692815 valid's RMSPE: 0.56421
[38] train's rmse: 0.000862725 train's RMSPE: 0.567822 valid's rmse: 0.000701082 valid's RMSPE: 0.570943
[39] train's rmse: 0.000846139 train's RMSPE: 0.556905 valid's rmse: 0.000692529 valid's RMSPE: 0.563977
[40] train's rmse: 0.0008312 train's RMSPE: 0.547073 valid's rmse: 0.000679825 valid's RMSPE: 0.553632
[41] train's rmse: 0.000836536 train's RMSPE: 0.550584 valid's rmse: 0.000684527 valid's RMSPE: 0.557461
[42] train's rmse: 0.000840885 train's RMSPE: 0.553447 valid's rmse: 0.000689299 valid's RMSPE: 0.561347
[43] train's rmse: 0.000826495 train's RMSPE: 0.543976 valid's rmse: 0.000680083 valid's RMSPE: 0.553842
[44] train's rmse: 0.000814143 train's RMSPE: 0.535846 valid's rmse: 0.000669283 valid's RMSPE: 0.545047
[45] train's rmse: 0.000801948 train's RMSPE: 0.52782 valid's rmse: 0.000657537 valid's RMSPE: 0.535481
[46] train's rmse: 0.000808356 train's RMSPE: 0.532037 valid's rmse: 0.000663641 valid's RMSPE: 0.540452
[47] train's rmse: 0.000796989 train's RMSPE: 0.524556 valid's rmse: 0.000658079 valid's RMSPE: 0.535923
[48] train's rmse: 0.000802883 train's RMSPE: 0.528435 valid's rmse: 0.000664241 valid's RMSPE: 0.540941
[49] train's rmse: 0.000808891 train's RMSPE: 0.532389 valid's rmse: 0.000668661 valid's RMSPE: 0.54454
[50] train's rmse: 0.000798266 train's RMSPE: 0.525396 valid's rmse: 0.000660888 valid's RMSPE: 0.53821
[51] train's rmse: 0.000802445 train's RMSPE: 0.528147 valid's rmse: 0.000664536 valid's RMSPE: 0.541181
[52] train's rmse: 0.000805662 train's RMSPE: 0.530264 valid's rmse: 0.000666164 valid's RMSPE: 0.542507
[53] train's rmse: 0.000810043 train's RMSPE: 0.533148 valid's rmse: 0.000670082 valid's RMSPE: 0.545697
[54] train's rmse: 0.000798402 train's RMSPE: 0.525486 valid's rmse: 0.000660558 valid's RMSPE: 0.537941
[55] train's rmse: 0.000801697 train's RMSPE: 0.527654 valid's rmse: 0.000663667 valid's RMSPE: 0.540473
[56] train's rmse: 0.000790637 train's RMSPE: 0.520375 valid's rmse: 0.000655219 valid's RMSPE: 0.533593
[57] train's rmse: 0.000780436 train's RMSPE: 0.513661 valid's rmse: 0.000647175 valid's RMSPE: 0.527042
[58] train's rmse: 0.000771416 train's RMSPE: 0.507724 valid's rmse: 0.000642017 valid's RMSPE: 0.522842
[59] train's rmse: 0.00077562 train's RMSPE: 0.510491 valid's rmse: 0.000645582 valid's RMSPE: 0.525746
[60] train's rmse: 0.000769137 train's RMSPE: 0.506224 valid's rmse: 0.000639302 valid's RMSPE: 0.520631
[61] train's rmse: 0.00077554 train's RMSPE: 0.510439 valid's rmse: 0.000643835 valid's RMSPE: 0.524322
[62] train's rmse: 0.000769168 train's RMSPE: 0.506245 valid's rmse: 0.00063582 valid's RMSPE: 0.517795
[63] train's rmse: 0.000787599 train's RMSPE: 0.518376 valid's rmse: 0.000640391 valid's RMSPE: 0.521518
[64] train's rmse: 0.000807992 train's RMSPE: 0.531798 valid's rmse: 0.00064938 valid's RMSPE: 0.528838
[65] train's rmse: 0.000814491 train's RMSPE: 0.536075 valid's rmse: 0.000655247 valid's RMSPE: 0.533616
[66] train's rmse: 0.000799512 train's RMSPE: 0.526217 valid's rmse: 0.000643457 valid's RMSPE: 0.524015
[67] train's rmse: 0.000802755 train's RMSPE: 0.528351 valid's rmse: 0.000646021 valid's RMSPE: 0.526103
[68] train's rmse: 0.000790663 train's RMSPE: 0.520393 valid's rmse: 0.000638571 valid's RMSPE: 0.520035
[69] train's rmse: 0.000781721 train's RMSPE: 0.514507 valid's rmse: 0.000630408 valid's RMSPE: 0.513388
[70] train's rmse: 0.000786439 train's RMSPE: 0.517612 valid's rmse: 0.000635145 valid's RMSPE: 0.517245
[71] train's rmse: 0.000789966 train's RMSPE: 0.519933 valid's rmse: 0.000638286 valid's RMSPE: 0.519803
[72] train's rmse: 0.000777261 train's RMSPE: 0.511572 valid's rmse: 0.00063292 valid's RMSPE: 0.515434
[73] train's rmse: 0.000768837 train's RMSPE: 0.506027 valid's rmse: 0.000629048 valid's RMSPE: 0.51228
[74] train's rmse: 0.000773518 train's RMSPE: 0.509108 valid's rmse: 0.000632997 valid's RMSPE: 0.515496
[75] train's rmse: 0.000764671 train's RMSPE: 0.503285 valid's rmse: 0.000625894 valid's RMSPE: 0.509712
[76] train's rmse: 0.000769679 train's RMSPE: 0.506581 valid's rmse: 0.000630033 valid's RMSPE: 0.513083
[77] train's rmse: 0.000760157 train's RMSPE: 0.500314 valid's rmse: 0.000624107 valid's RMSPE: 0.508256
[78] train's rmse: 0.000760651 train's RMSPE: 0.500639 valid's rmse: 0.000624177 valid's RMSPE: 0.508314
[79] train's rmse: 0.000765634 train's RMSPE: 0.503919 valid's rmse: 0.000627987 valid's RMSPE: 0.511417
[80] train's rmse: 0.000768574 train's RMSPE: 0.505854 valid's rmse: 0.000630112 valid's RMSPE: 0.513147
[81] train's rmse: 0.000761017 train's RMSPE: 0.50088 valid's rmse: 0.000623013 valid's RMSPE: 0.507365
[82] train's rmse: 0.000752861 train's RMSPE: 0.495512 valid's rmse: 0.000614302 valid's RMSPE: 0.500272
[83] train's rmse: 0.000756609 train's RMSPE: 0.497979 valid's rmse: 0.000617499 valid's RMSPE: 0.502875
[84] train's rmse: 0.000750079 train's RMSPE: 0.493681 valid's rmse: 0.000616583 valid's RMSPE: 0.50213
[85] train's rmse: 0.000753193 train's RMSPE: 0.495731 valid's rmse: 0.000619017 valid's RMSPE: 0.504111
[86] train's rmse: 0.000757136 train's RMSPE: 0.498326 valid's rmse: 0.000621335 valid's RMSPE: 0.505999
[87] train's rmse: 0.000749062 train's RMSPE: 0.493012 valid's rmse: 0.00061452 valid's RMSPE: 0.500449
[88] train's rmse: 0.000751967 train's RMSPE: 0.494924 valid's rmse: 0.000617192 valid's RMSPE: 0.502625
[89] train's rmse: 0.000755928 train's RMSPE: 0.497531 valid's rmse: 0.000620685 valid's RMSPE: 0.50547
[90] train's rmse: 0.00076031 train's RMSPE: 0.500415 valid's rmse: 0.000624002 valid's RMSPE: 0.508171
[91] train's rmse: 0.000764628 train's RMSPE: 0.503257 valid's rmse: 0.000626572 valid's RMSPE: 0.510264
[92] train's rmse: 0.000758864 train's RMSPE: 0.499463 valid's rmse: 0.000624761 valid's RMSPE: 0.508789
[93] train's rmse: 0.000752303 train's RMSPE: 0.495145 valid's rmse: 0.000619934 valid's RMSPE: 0.504858
[94] train's rmse: 0.00074527 train's RMSPE: 0.490516 valid's rmse: 0.00061447 valid's RMSPE: 0.500409
[95] train's rmse: 0.000736511 train's RMSPE: 0.484751 valid's rmse: 0.000613556 valid's RMSPE: 0.499664
[96] train's rmse: 0.000733428 train's RMSPE: 0.482722 valid's rmse: 0.000609045 valid's RMSPE: 0.49599
[97] train's rmse: 0.000724166 train's RMSPE: 0.476626 valid's rmse: 0.00060928 valid's RMSPE: 0.496182
[98] train's rmse: 0.000727819 train's RMSPE: 0.47903 valid's rmse: 0.000612254 valid's RMSPE: 0.498603
[99] train's rmse: 0.000730535 train's RMSPE: 0.480818 valid's rmse: 0.00061356 valid's RMSPE: 0.499667
[100] train's rmse: 0.000733235 train's RMSPE: 0.482595 valid's rmse: 0.000614763 valid's RMSPE: 0.500647
[101] train's rmse: 0.000726366 train's RMSPE: 0.478074 valid's rmse: 0.000610824 valid's RMSPE: 0.497439
[102] train's rmse: 0.000719735 train's RMSPE: 0.473709 valid's rmse: 0.000607749 valid's RMSPE: 0.494935
[103] train's rmse: 0.000721965 train's RMSPE: 0.475177 valid's rmse: 0.000608485 valid's RMSPE: 0.495534
[104] train's rmse: 0.000724002 train's RMSPE: 0.476518 valid's rmse: 0.000610065 valid's RMSPE: 0.496821
[105] train's rmse: 0.000726779 train's RMSPE: 0.478345 valid's rmse: 0.000612181 valid's RMSPE: 0.498544
[106] train's rmse: 0.000738691 train's RMSPE: 0.486186 valid's rmse: 0.000612712 valid's RMSPE: 0.498977
[107] train's rmse: 0.000742405 train's RMSPE: 0.48863 valid's rmse: 0.000614749 valid's RMSPE: 0.500636
[108] train's rmse: 0.0007464 train's RMSPE: 0.491259 valid's rmse: 0.000617183 valid's RMSPE: 0.502618
[109] train's rmse: 0.000750431 train's RMSPE: 0.493913 valid's rmse: 0.000619601 valid's RMSPE: 0.504587
[110] train's rmse: 0.000742206 train's RMSPE: 0.488499 valid's rmse: 0.000612947 valid's RMSPE: 0.499168
[111] train's rmse: 0.000746003 train's RMSPE: 0.490998 valid's rmse: 0.00061525 valid's RMSPE: 0.501044
[112] train's rmse: 0.000750033 train's RMSPE: 0.493651 valid's rmse: 0.000618101 valid's RMSPE: 0.503366
[113] train's rmse: 0.000745426 train's RMSPE: 0.490619 valid's rmse: 0.000611998 valid's RMSPE: 0.498395
[114] train's rmse: 0.000749347 train's RMSPE: 0.4932 valid's rmse: 0.000615149 valid's RMSPE: 0.500961
[115] train's rmse: 0.000752398 train's RMSPE: 0.495208 valid's rmse: 0.000616992 valid's RMSPE: 0.502463
[116] train's rmse: 0.000743553 train's RMSPE: 0.489386 valid's rmse: 0.000615993 valid's RMSPE: 0.501649
[117] train's rmse: 0.000746008 train's RMSPE: 0.491002 valid's rmse: 0.000618 valid's RMSPE: 0.503283
[118] train's rmse: 0.000749266 train's RMSPE: 0.493146 valid's rmse: 0.000619966 valid's RMSPE: 0.504884
[119] train's rmse: 0.000751477 train's RMSPE: 0.494601 valid's rmse: 0.000620975 valid's RMSPE: 0.505706
[120] train's rmse: 0.000741518 train's RMSPE: 0.488046 valid's rmse: 0.00061515 valid's RMSPE: 0.500962
[121] train's rmse: 0.000744512 train's RMSPE: 0.490017 valid's rmse: 0.00061706 valid's RMSPE: 0.502517
[122] train's rmse: 0.00074813 train's RMSPE: 0.492398 valid's rmse: 0.000619561 valid's RMSPE: 0.504554
[123] train's rmse: 0.000757456 train's RMSPE: 0.498537 valid's rmse: 0.00062183 valid's RMSPE: 0.506403
[124] train's rmse: 0.000759782 train's RMSPE: 0.500067 valid's rmse: 0.000623797 valid's RMSPE: 0.508004
[125] train's rmse: 0.000749163 train's RMSPE: 0.493078 valid's rmse: 0.00061664 valid's RMSPE: 0.502176
[126] train's rmse: 0.000752109 train's RMSPE: 0.495017 valid's rmse: 0.000618873 valid's RMSPE: 0.503994
[127] train's rmse: 0.000754407 train's RMSPE: 0.496529 valid's rmse: 0.000620997 valid's RMSPE: 0.505724
[128] train's rmse: 0.00074613 train's RMSPE: 0.491082 valid's rmse: 0.000615697 valid's RMSPE: 0.501408
[129] train's rmse: 0.000737034 train's RMSPE: 0.485095 valid's rmse: 0.000613767 valid's RMSPE: 0.499836
[130] train's rmse: 0.000744608 train's RMSPE: 0.49008 valid's rmse: 0.000614843 valid's RMSPE: 0.500713
[131] train's rmse: 0.000737415 train's RMSPE: 0.485346 valid's rmse: 0.000610068 valid's RMSPE: 0.496824
[132] train's rmse: 0.000739954 train's RMSPE: 0.487017 valid's rmse: 0.000611955 valid's RMSPE: 0.49836
[133] train's rmse: 0.000730145 train's RMSPE: 0.480561 valid's rmse: 0.00060413 valid's RMSPE: 0.491987
[134] train's rmse: 0.000733626 train's RMSPE: 0.482852 valid's rmse: 0.000606253 valid's RMSPE: 0.493717
[135] train's rmse: 0.000725523 train's RMSPE: 0.477519 valid's rmse: 0.000600433 valid's RMSPE: 0.488977
[136] train's rmse: 0.000728732 train's RMSPE: 0.479631 valid's rmse: 0.000602885 valid's RMSPE: 0.490974
[137] train's rmse: 0.000732492 train's RMSPE: 0.482106 valid's rmse: 0.000605218 valid's RMSPE: 0.492874
[138] train's rmse: 0.000736226 train's RMSPE: 0.484564 valid's rmse: 0.000607654 valid's RMSPE: 0.494858
[139] train's rmse: 0.000738549 train's RMSPE: 0.486093 valid's rmse: 0.000608463 valid's RMSPE: 0.495516
[140] train's rmse: 0.000731572 train's RMSPE: 0.4815 valid's rmse: 0.000603673 valid's RMSPE: 0.491615
[141] train's rmse: 0.000723195 train's RMSPE: 0.475987 valid's rmse: 0.000597184 valid's RMSPE: 0.486331
[142] train's rmse: 0.000716421 train's RMSPE: 0.471528 valid's rmse: 0.000595839 valid's RMSPE: 0.485236
[143] train's rmse: 0.000709644 train's RMSPE: 0.467068 valid's rmse: 0.000595107 valid's RMSPE: 0.48464
[144] train's rmse: 0.000703653 train's RMSPE: 0.463125 valid's rmse: 0.000589924 valid's RMSPE: 0.480418
[145] train's rmse: 0.000706611 train's RMSPE: 0.465072 valid's rmse: 0.000591481 valid's RMSPE: 0.481686
[146] train's rmse: 0.000700981 train's RMSPE: 0.461366 valid's rmse: 0.000587379 valid's RMSPE: 0.478346
[147] train's rmse: 0.000703256 train's RMSPE: 0.462864 valid's rmse: 0.000588854 valid's RMSPE: 0.479548
[148] train's rmse: 0.000706153 train's RMSPE: 0.46477 valid's rmse: 0.000590109 valid's RMSPE: 0.48057
[149] train's rmse: 0.000702625 train's RMSPE: 0.462448 valid's rmse: 0.000586091 valid's RMSPE: 0.477297
[150] train's rmse: 0.0006953 train's RMSPE: 0.457627 valid's rmse: 0.000583381 valid's RMSPE: 0.475091
[151] train's rmse: 0.000698732 train's RMSPE: 0.459886 valid's rmse: 0.000585301 valid's RMSPE: 0.476654
[152] train's rmse: 0.000701746 train's RMSPE: 0.46187 valid's rmse: 0.000586905 valid's RMSPE: 0.47796
[153] train's rmse: 0.0007044 train's RMSPE: 0.463616 valid's rmse: 0.00058894 valid's RMSPE: 0.479618
[154] train's rmse: 0.000707754 train's RMSPE: 0.465824 valid's rmse: 0.000590608 valid's RMSPE: 0.480975
[155] train's rmse: 0.000711073 train's RMSPE: 0.468008 valid's rmse: 0.000592397 valid's RMSPE: 0.482433
[156] train's rmse: 0.000712938 train's RMSPE: 0.469236 valid's rmse: 0.000593683 valid's RMSPE: 0.48348
[157] train's rmse: 0.000716491 train's RMSPE: 0.471574 valid's rmse: 0.000595668 valid's RMSPE: 0.485096
[158] train's rmse: 0.00071956 train's RMSPE: 0.473595 valid's rmse: 0.000597577 valid's RMSPE: 0.486651
[159] train's rmse: 0.000722102 train's RMSPE: 0.475267 valid's rmse: 0.000599117 valid's RMSPE: 0.487906
[160] train's rmse: 0.000715339 train's RMSPE: 0.470816 valid's rmse: 0.000594361 valid's RMSPE: 0.484032
[161] train's rmse: 0.000717903 train's RMSPE: 0.472504 valid's rmse: 0.000596166 valid's RMSPE: 0.485503
[162] train's rmse: 0.000711235 train's RMSPE: 0.468115 valid's rmse: 0.000589929 valid's RMSPE: 0.480423
[163] train's rmse: 0.000717379 train's RMSPE: 0.472159 valid's rmse: 0.000591681 valid's RMSPE: 0.48185
[164] train's rmse: 0.000711038 train's RMSPE: 0.467986 valid's rmse: 0.000588412 valid's RMSPE: 0.479187
[165] train's rmse: 0.000717948 train's RMSPE: 0.472533 valid's rmse: 0.00058992 valid's RMSPE: 0.480415
[166] train's rmse: 0.000720742 train's RMSPE: 0.474373 valid's rmse: 0.000591665 valid's RMSPE: 0.481837
[167] train's rmse: 0.000714538 train's RMSPE: 0.470289 valid's rmse: 0.000591526 valid's RMSPE: 0.481723
[168] train's rmse: 0.000707918 train's RMSPE: 0.465932 valid's rmse: 0.000586558 valid's RMSPE: 0.477677
[169] train's rmse: 0.00070215 train's RMSPE: 0.462136 valid's rmse: 0.000585587 valid's RMSPE: 0.476887
[170] train's rmse: 0.000704917 train's RMSPE: 0.463957 valid's rmse: 0.000587323 valid's RMSPE: 0.478301
[171] train's rmse: 0.000707785 train's RMSPE: 0.465844 valid's rmse: 0.000589109 valid's RMSPE: 0.479755
[172] train's rmse: 0.000701058 train's RMSPE: 0.461417 valid's rmse: 0.000584449 valid's RMSPE: 0.47596
[173] train's rmse: 0.000697295 train's RMSPE: 0.45894 valid's rmse: 0.000581558 valid's RMSPE: 0.473606
[174] train's rmse: 0.000700097 train's RMSPE: 0.460784 valid's rmse: 0.000582992 valid's RMSPE: 0.474774
[175] train's rmse: 0.00069522 train's RMSPE: 0.457574 valid's rmse: 0.000579245 valid's RMSPE: 0.471722
[176] train's rmse: 0.000687506 train's RMSPE: 0.452497 valid's rmse: 0.000585671 valid's RMSPE: 0.476955
[177] train's rmse: 0.000690141 train's RMSPE: 0.454232 valid's rmse: 0.00058691 valid's RMSPE: 0.477964
[178] train's rmse: 0.000685266 train's RMSPE: 0.451023 valid's rmse: 0.000583086 valid's RMSPE: 0.47485
[179] train's rmse: 0.000679611 train's RMSPE: 0.447301 valid's rmse: 0.000581385 valid's RMSPE: 0.473465
[180] train's rmse: 0.000682516 train's RMSPE: 0.449213 valid's rmse: 0.000582665 valid's RMSPE: 0.474507
[181] train's rmse: 0.000684981 train's RMSPE: 0.450835 valid's rmse: 0.00058376 valid's RMSPE: 0.475399
[182] train's rmse: 0.000690944 train's RMSPE: 0.45476 valid's rmse: 0.000583113 valid's RMSPE: 0.474872
[183] train's rmse: 0.000684791 train's RMSPE: 0.450711 valid's rmse: 0.000578952 valid's RMSPE: 0.471483
[184] train's rmse: 0.000687245 train's RMSPE: 0.452326 valid's rmse: 0.000580097 valid's RMSPE: 0.472416
[185] train's rmse: 0.000680747 train's RMSPE: 0.448048 valid's rmse: 0.000576619 valid's RMSPE: 0.469584
[186] train's rmse: 0.000683698 train's RMSPE: 0.449991 valid's rmse: 0.000578208 valid's RMSPE: 0.470878
[187] train's rmse: 0.000686302 train's RMSPE: 0.451705 valid's rmse: 0.000579974 valid's RMSPE: 0.472316
[188] train's rmse: 0.000681378 train's RMSPE: 0.448464 valid's rmse: 0.000577471 valid's RMSPE: 0.470278
[189] train's rmse: 0.000684121 train's RMSPE: 0.450269 valid's rmse: 0.000578456 valid's RMSPE: 0.47108
[190] train's rmse: 0.000680619 train's RMSPE: 0.447965 valid's rmse: 0.000574759 valid's RMSPE: 0.468069
[191] train's rmse: 0.000683349 train's RMSPE: 0.449761 valid's rmse: 0.000576708 valid's RMSPE: 0.469656
[192] train's rmse: 0.000678787 train's RMSPE: 0.446758 valid's rmse: 0.000575363 valid's RMSPE: 0.468561
[193] train's rmse: 0.000681496 train's RMSPE: 0.448542 valid's rmse: 0.000576789 valid's RMSPE: 0.469722
[194] train's rmse: 0.000678485 train's RMSPE: 0.44656 valid's rmse: 0.000580918 valid's RMSPE: 0.473084
[195] train's rmse: 0.000681562 train's RMSPE: 0.448585 valid's rmse: 0.000581494 valid's RMSPE: 0.473554
[196] train's rmse: 0.000678455 train's RMSPE: 0.44654 valid's rmse: 0.000578932 valid's RMSPE: 0.471467
[197] train's rmse: 0.000681012 train's RMSPE: 0.448223 valid's rmse: 0.000579759 valid's RMSPE: 0.472141
[198] train's rmse: 0.000683077 train's RMSPE: 0.449582 valid's rmse: 0.000580553 valid's RMSPE: 0.472787
[199] train's rmse: 0.000685671 train's RMSPE: 0.45129 valid's rmse: 0.000581981 valid's RMSPE: 0.473951
[200] train's rmse: 0.000687665 train's RMSPE: 0.452602 valid's rmse: 0.000582657 valid's RMSPE: 0.474501
[201] train's rmse: 0.000690032 train's RMSPE: 0.45416 valid's rmse: 0.000583546 valid's RMSPE: 0.475225
[202] train's rmse: 0.000692185 train's RMSPE: 0.455577 valid's rmse: 0.000584754 valid's RMSPE: 0.476208
[203] train's rmse: 0.000694749 train's RMSPE: 0.457265 valid's rmse: 0.000585818 valid's RMSPE: 0.477075
[204] train's rmse: 0.000697044 train's RMSPE: 0.458775 valid's rmse: 0.000586934 valid's RMSPE: 0.477984
[205] train's rmse: 0.000693028 train's RMSPE: 0.456132 valid's rmse: 0.000584086 valid's RMSPE: 0.475664
[206] train's rmse: 0.000695682 train's RMSPE: 0.457879 valid's rmse: 0.000585613 valid's RMSPE: 0.476908
[207] train's rmse: 0.000698065 train's RMSPE: 0.459447 valid's rmse: 0.000587041 valid's RMSPE: 0.478071
[208] train's rmse: 0.000700543 train's RMSPE: 0.461078 valid's rmse: 0.000588345 valid's RMSPE: 0.479133
[209] train's rmse: 0.000695296 train's RMSPE: 0.457624 valid's rmse: 0.000587794 valid's RMSPE: 0.478685
[210] train's rmse: 0.000692896 train's RMSPE: 0.456045 valid's rmse: 0.000583669 valid's RMSPE: 0.475325
[211] train's rmse: 0.000688953 train's RMSPE: 0.45345 valid's rmse: 0.000587367 valid's RMSPE: 0.478337
[212] train's rmse: 0.000685449 train's RMSPE: 0.451144 valid's rmse: 0.000587402 valid's RMSPE: 0.478365
[213] train's rmse: 0.000679239 train's RMSPE: 0.447056 valid's rmse: 0.000590018 valid's RMSPE: 0.480496
[214] train's rmse: 0.00068268 train's RMSPE: 0.449321 valid's rmse: 0.000588768 valid's RMSPE: 0.479478
[215] train's rmse: 0.000679364 train's RMSPE: 0.447138 valid's rmse: 0.000590291 valid's RMSPE: 0.480718
[216] train's rmse: 0.00067593 train's RMSPE: 0.444878 valid's rmse: 0.000587857 valid's RMSPE: 0.478736
[217] train's rmse: 0.000677651 train's RMSPE: 0.446011 valid's rmse: 0.000588244 valid's RMSPE: 0.47905
[218] train's rmse: 0.000679274 train's RMSPE: 0.447079 valid's rmse: 0.00058855 valid's RMSPE: 0.4793
[219] train's rmse: 0.000675356 train's RMSPE: 0.4445 valid's rmse: 0.000587971 valid's RMSPE: 0.478828
[220] train's rmse: 0.000677307 train's RMSPE: 0.445784 valid's rmse: 0.000588258 valid's RMSPE: 0.479062
[221] train's rmse: 0.000679047 train's RMSPE: 0.44693 valid's rmse: 0.000588596 valid's RMSPE: 0.479337
[222] train's rmse: 0.000673526 train's RMSPE: 0.443296 valid's rmse: 0.000586133 valid's RMSPE: 0.477332
[223] train's rmse: 0.000667592 train's RMSPE: 0.43939 valid's rmse: 0.000587982 valid's RMSPE: 0.478837
[224] train's rmse: 0.000664354 train's RMSPE: 0.437259 valid's rmse: 0.000585321 valid's RMSPE: 0.47667
[225] train's rmse: 0.000664316 train's RMSPE: 0.437234 valid's rmse: 0.000585322 valid's RMSPE: 0.476671
[226] train's rmse: 0.000661001 train's RMSPE: 0.435052 valid's rmse: 0.000583242 valid's RMSPE: 0.474977
[227] train's rmse: 0.000662705 train's RMSPE: 0.436174 valid's rmse: 0.000583335 valid's RMSPE: 0.475053
[228] train's rmse: 0.000659736 train's RMSPE: 0.43422 valid's rmse: 0.000585608 valid's RMSPE: 0.476904
[229] train's rmse: 0.000659663 train's RMSPE: 0.434172 valid's rmse: 0.000585236 valid's RMSPE: 0.476601
[230] train's rmse: 0.000658925 train's RMSPE: 0.433686 valid's rmse: 0.000583515 valid's RMSPE: 0.475199
[231] train's rmse: 0.000660528 train's RMSPE: 0.434741 valid's rmse: 0.000583413 valid's RMSPE: 0.475117
[232] train's rmse: 0.000660147 train's RMSPE: 0.43449 valid's rmse: 0.000581274 valid's RMSPE: 0.473374
[233] train's rmse: 0.000657625 train's RMSPE: 0.432831 valid's rmse: 0.000579768 valid's RMSPE: 0.472148
[234] train's rmse: 0.000658769 train's RMSPE: 0.433583 valid's rmse: 0.000579408 valid's RMSPE: 0.471855
[235] train's rmse: 0.00066004 train's RMSPE: 0.43442 valid's rmse: 0.000579144 valid's RMSPE: 0.47164
[236] train's rmse: 0.000661443 train's RMSPE: 0.435343 valid's rmse: 0.000579216 valid's RMSPE: 0.471699
[237] train's rmse: 0.00066271 train's RMSPE: 0.436177 valid's rmse: 0.000579624 valid's RMSPE: 0.472031
[238] train's rmse: 0.000664067 train's RMSPE: 0.43707 valid's rmse: 0.000579912 valid's RMSPE: 0.472265
[239] train's rmse: 0.000665863 train's RMSPE: 0.438252 valid's rmse: 0.000580001 valid's RMSPE: 0.472338
[240] train's rmse: 0.000664253 train's RMSPE: 0.437193 valid's rmse: 0.000578061 valid's RMSPE: 0.470758
[241] train's rmse: 0.000665982 train's RMSPE: 0.438331 valid's rmse: 0.000578153 valid's RMSPE: 0.470833
[242] train's rmse: 0.000667588 train's RMSPE: 0.439388 valid's rmse: 0.000579242 valid's RMSPE: 0.471719
[243] train's rmse: 0.000669504 train's RMSPE: 0.440649 valid's rmse: 0.000579767 valid's RMSPE: 0.472147
[244] train's rmse: 0.000667433 train's RMSPE: 0.439286 valid's rmse: 0.000587485 valid's RMSPE: 0.478433
[245] train's rmse: 0.000664612 train's RMSPE: 0.437429 valid's rmse: 0.000585339 valid's RMSPE: 0.476685
[246] train's rmse: 0.000664845 train's RMSPE: 0.437583 valid's rmse: 0.000583481 valid's RMSPE: 0.475172
[247] train's rmse: 0.000664623 train's RMSPE: 0.437436 valid's rmse: 0.000583679 valid's RMSPE: 0.475333
[248] train's rmse: 0.000665578 train's RMSPE: 0.438065 valid's rmse: 0.000584078 valid's RMSPE: 0.475658
[249] train's rmse: 0.000665018 train's RMSPE: 0.437696 valid's rmse: 0.000589233 valid's RMSPE: 0.479856
[250] train's rmse: 0.000666577 train's RMSPE: 0.438722 valid's rmse: 0.000588276 valid's RMSPE: 0.479077
[251] train's rmse: 0.000661652 train's RMSPE: 0.435481 valid's rmse: 0.000586826 valid's RMSPE: 0.477896
[252] train's rmse: 0.000659182 train's RMSPE: 0.433855 valid's rmse: 0.000589783 valid's RMSPE: 0.480304
[253] train's rmse: 0.000660548 train's RMSPE: 0.434754 valid's rmse: 0.000589579 valid's RMSPE: 0.480138
[254] train's rmse: 0.000659605 train's RMSPE: 0.434134 valid's rmse: 0.000589341 valid's RMSPE: 0.479944
[255] train's rmse: 0.000660965 train's RMSPE: 0.435029 valid's rmse: 0.000588352 valid's RMSPE: 0.479139
[256] train's rmse: 0.000662034 train's RMSPE: 0.435733 valid's rmse: 0.000587574 valid's RMSPE: 0.478505
[257] train's rmse: 0.000658386 train's RMSPE: 0.433331 valid's rmse: 0.000587649 valid's RMSPE: 0.478566
[258] train's rmse: 0.000659619 train's RMSPE: 0.434143 valid's rmse: 0.000587195 valid's RMSPE: 0.478196
[259] train's rmse: 0.000660613 train's RMSPE: 0.434797 valid's rmse: 0.000587596 valid's RMSPE: 0.478523
[260] train's rmse: 0.000657346 train's RMSPE: 0.432647 valid's rmse: 0.000586946 valid's RMSPE: 0.477994
[261] train's rmse: 0.000658267 train's RMSPE: 0.433253 valid's rmse: 0.000586854 valid's RMSPE: 0.477918
[262] train's rmse: 0.000659303 train's RMSPE: 0.433935 valid's rmse: 0.000586338 valid's RMSPE: 0.477498
[263] train's rmse: 0.000660514 train's RMSPE: 0.434732 valid's rmse: 0.000586284 valid's RMSPE: 0.477455
[264] train's rmse: 0.000662636 train's RMSPE: 0.436128 valid's rmse: 0.000584515 valid's RMSPE: 0.476014
[265] train's rmse: 0.000659685 train's RMSPE: 0.434187 valid's rmse: 0.000585817 valid's RMSPE: 0.477074
[266] train's rmse: 0.000660952 train's RMSPE: 0.43502 valid's rmse: 0.000585803 valid's RMSPE: 0.477063
[267] train's rmse: 0.000658703 train's RMSPE: 0.43354 valid's rmse: 0.000584893 valid's RMSPE: 0.476322
[268] train's rmse: 0.000656981 train's RMSPE: 0.432406 valid's rmse: 0.000583211 valid's RMSPE: 0.474952
[269] train's rmse: 0.000652009 train's RMSPE: 0.429134 valid's rmse: 0.000583396 valid's RMSPE: 0.475103
[270] train's rmse: 0.00064819 train's RMSPE: 0.426621 valid's rmse: 0.000587123 valid's RMSPE: 0.478137
[271] train's rmse: 0.000649413 train's RMSPE: 0.427426 valid's rmse: 0.000586469 valid's RMSPE: 0.477605
[272] train's rmse: 0.00065032 train's RMSPE: 0.428022 valid's rmse: 0.00058631 valid's RMSPE: 0.477475
[273] train's rmse: 0.000651782 train's RMSPE: 0.428984 valid's rmse: 0.000585731 valid's RMSPE: 0.477004
[274] train's rmse: 0.000651984 train's RMSPE: 0.429118 valid's rmse: 0.000582113 valid's RMSPE: 0.474058
[275] train's rmse: 0.000649998 train's RMSPE: 0.42781 valid's rmse: 0.000585081 valid's RMSPE: 0.476475
[276] train's rmse: 0.000651441 train's RMSPE: 0.42876 valid's rmse: 0.000584904 valid's RMSPE: 0.476331
[277] train's rmse: 0.000647346 train's RMSPE: 0.426065 valid's rmse: 0.000593426 valid's RMSPE: 0.483271
[278] train's rmse: 0.000645693 train's RMSPE: 0.424977 valid's rmse: 0.000597305 valid's RMSPE: 0.48643
[279] train's rmse: 0.00064689 train's RMSPE: 0.425765 valid's rmse: 0.00059687 valid's RMSPE: 0.486076
[280] train's rmse: 0.000644209 train's RMSPE: 0.424001 valid's rmse: 0.000598466 valid's RMSPE: 0.487375
[281] train's rmse: 0.000645446 train's RMSPE: 0.424815 valid's rmse: 0.000598298 valid's RMSPE: 0.487239
[282] train's rmse: 0.000646469 train's RMSPE: 0.425488 valid's rmse: 0.000598632 valid's RMSPE: 0.48751
[283] train's rmse: 0.0006432 train's RMSPE: 0.423336 valid's rmse: 0.000597748 valid's RMSPE: 0.486791
[284] train's rmse: 0.000644577 train's RMSPE: 0.424243 valid's rmse: 0.000597428 valid's RMSPE: 0.48653
[285] train's rmse: 0.000641756 train's RMSPE: 0.422386 valid's rmse: 0.000602885 valid's RMSPE: 0.490974
[286] train's rmse: 0.000643046 train's RMSPE: 0.423235 valid's rmse: 0.000602407 valid's RMSPE: 0.490584
[287] train's rmse: 0.000640138 train's RMSPE: 0.421321 valid's rmse: 0.000607705 valid's RMSPE: 0.4949
[288] train's rmse: 0.000641525 train's RMSPE: 0.422234 valid's rmse: 0.00060648 valid's RMSPE: 0.493902
[289] train's rmse: 0.000642881 train's RMSPE: 0.423127 valid's rmse: 0.000605876 valid's RMSPE: 0.493409
[290] train's rmse: 0.000639681 train's RMSPE: 0.42102 valid's rmse: 0.000607512 valid's RMSPE: 0.494742
[291] train's rmse: 0.000637236 train's RMSPE: 0.419411 valid's rmse: 0.000605929 valid's RMSPE: 0.493453
[292] train's rmse: 0.000638637 train's RMSPE: 0.420333 valid's rmse: 0.000605258 valid's RMSPE: 0.492907
[293] train's rmse: 0.000635864 train's RMSPE: 0.418508 valid's rmse: 0.000603763 valid's RMSPE: 0.491689
[294] train's rmse: 0.000637194 train's RMSPE: 0.419384 valid's rmse: 0.000603399 valid's RMSPE: 0.491393
[295] train's rmse: 0.000638574 train's RMSPE: 0.420292 valid's rmse: 0.000602427 valid's RMSPE: 0.490601
[296] train's rmse: 0.000639761 train's RMSPE: 0.421073 valid's rmse: 0.000601788 valid's RMSPE: 0.49008
[297] train's rmse: 0.000639083 train's RMSPE: 0.420627 valid's rmse: 0.000599539 valid's RMSPE: 0.488249
[298] train's rmse: 0.000640374 train's RMSPE: 0.421476 valid's rmse: 0.00059929 valid's RMSPE: 0.488046
[299] train's rmse: 0.000636558 train's RMSPE: 0.418964 valid's rmse: 0.000596419 valid's RMSPE: 0.485708
[300] train's rmse: 0.000633792 train's RMSPE: 0.417144 valid's rmse: 0.000596084 valid's RMSPE: 0.485436
[301] train's rmse: 0.00063064 train's RMSPE: 0.41507 valid's rmse: 0.000595405 valid's RMSPE: 0.484882
[302] train's rmse: 0.00062764 train's RMSPE: 0.413095 valid's rmse: 0.000595629 valid's RMSPE: 0.485064
[303] train's rmse: 0.000628682 train's RMSPE: 0.413781 valid's rmse: 0.000594526 valid's RMSPE: 0.484167
[304] train's rmse: 0.000625713 train's RMSPE: 0.411827 valid's rmse: 0.000594251 valid's RMSPE: 0.483943
[305] train's rmse: 0.000623278 train's RMSPE: 0.410225 valid's rmse: 0.000602732 valid's RMSPE: 0.490849
[306] train's rmse: 0.000624667 train's RMSPE: 0.411138 valid's rmse: 0.000601719 valid's RMSPE: 0.490024
[307] train's rmse: 0.000623139 train's RMSPE: 0.410133 valid's rmse: 0.0006016 valid's RMSPE: 0.489927
[308] train's rmse: 0.00062424 train's RMSPE: 0.410857 valid's rmse: 0.000601661 valid's RMSPE: 0.489977
[309] train's rmse: 0.000621146 train's RMSPE: 0.408821 valid's rmse: 0.00060178 valid's RMSPE: 0.490074
[310] train's rmse: 0.000618558 train's RMSPE: 0.407117 valid's rmse: 0.000611849 valid's RMSPE: 0.498274
[311] train's rmse: 0.000618908 train's RMSPE: 0.407348 valid's rmse: 0.000612757 valid's RMSPE: 0.499013
[312] train's rmse: 0.000620003 train's RMSPE: 0.408069 valid's rmse: 0.000612081 valid's RMSPE: 0.498463
[313] train's rmse: 0.00062121 train's RMSPE: 0.408863 valid's rmse: 0.000611862 valid's RMSPE: 0.498285
[314] train's rmse: 0.000619493 train's RMSPE: 0.407733 valid's rmse: 0.000611502 valid's RMSPE: 0.497991
[315] train's rmse: 0.000618757 train's RMSPE: 0.407249 valid's rmse: 0.000610671 valid's RMSPE: 0.497314
[316] train's rmse: 0.000616609 train's RMSPE: 0.405835 valid's rmse: 0.000619134 valid's RMSPE: 0.504207
[317] train's rmse: 0.000617469 train's RMSPE: 0.406401 valid's rmse: 0.000618122 valid's RMSPE: 0.503383
[318] train's rmse: 0.000616814 train's RMSPE: 0.40597 valid's rmse: 0.000620257 valid's RMSPE: 0.505121
[319] train's rmse: 0.00061798 train's RMSPE: 0.406737 valid's rmse: 0.000618645 valid's RMSPE: 0.503808
[320] train's rmse: 0.000618936 train's RMSPE: 0.407366 valid's rmse: 0.000618013 valid's RMSPE: 0.503294
[321] train's rmse: 0.000619984 train's RMSPE: 0.408056 valid's rmse: 0.00061718 valid's RMSPE: 0.502615
[322] train's rmse: 0.000621199 train's RMSPE: 0.408856 valid's rmse: 0.000615402 valid's RMSPE: 0.501167
[323] train's rmse: 0.000622267 train's RMSPE: 0.409559 valid's rmse: 0.000614502 valid's RMSPE: 0.500435
[324] train's rmse: 0.000623416 train's RMSPE: 0.410315 valid's rmse: 0.000613718 valid's RMSPE: 0.499796
[325] train's rmse: 0.000622492 train's RMSPE: 0.409707 valid's rmse: 0.000613348 valid's RMSPE: 0.499495
[326] train's rmse: 0.00062076 train's RMSPE: 0.408567 valid's rmse: 0.000618683 valid's RMSPE: 0.503839
[327] train's rmse: 0.000621767 train's RMSPE: 0.40923 valid's rmse: 0.000618118 valid's RMSPE: 0.50338
[328] train's rmse: 0.000619457 train's RMSPE: 0.407709 valid's rmse: 0.000621849 valid's RMSPE: 0.506418
[329] train's rmse: 0.000620343 train's RMSPE: 0.408292 valid's rmse: 0.000621282 valid's RMSPE: 0.505956
[330] train's rmse: 0.00062115 train's RMSPE: 0.408824 valid's rmse: 0.000620443 valid's RMSPE: 0.505273
[331] train's rmse: 0.000621957 train's RMSPE: 0.409355 valid's rmse: 0.000619601 valid's RMSPE: 0.504587
[332] train's rmse: 0.000619351 train's RMSPE: 0.40764 valid's rmse: 0.000620205 valid's RMSPE: 0.505079
[333] train's rmse: 0.000620359 train's RMSPE: 0.408303 valid's rmse: 0.000619563 valid's RMSPE: 0.504556
[334] train's rmse: 0.000621602 train's RMSPE: 0.409121 valid's rmse: 0.000616376 valid's RMSPE: 0.501961
[335] train's rmse: 0.000620486 train's RMSPE: 0.408387 valid's rmse: 0.000614965 valid's RMSPE: 0.500812
[336] train's rmse: 0.000621759 train's RMSPE: 0.409224 valid's rmse: 0.000613785 valid's RMSPE: 0.499851
[337] train's rmse: 0.000622776 train's RMSPE: 0.409894 valid's rmse: 0.000613315 valid's RMSPE: 0.499468
[338] train's rmse: 0.000622521 train's RMSPE: 0.409726 valid's rmse: 0.000610828 valid's RMSPE: 0.497443
[339] train's rmse: 0.000623737 train's RMSPE: 0.410526 valid's rmse: 0.000610481 valid's RMSPE: 0.49716
[340] train's rmse: 0.000621333 train's RMSPE: 0.408944 valid's rmse: 0.000605366 valid's RMSPE: 0.492995
[341] train's rmse: 0.000622391 train's RMSPE: 0.40964 valid's rmse: 0.000604533 valid's RMSPE: 0.492316
[342] train's rmse: 0.000620978 train's RMSPE: 0.40871 valid's rmse: 0.000610022 valid's RMSPE: 0.496786
[343] train's rmse: 0.000621947 train's RMSPE: 0.409348 valid's rmse: 0.000609419 valid's RMSPE: 0.496295
[344] train's rmse: 0.000619719 train's RMSPE: 0.407882 valid's rmse: 0.000609172 valid's RMSPE: 0.496094
[345] train's rmse: 0.000617045 train's RMSPE: 0.406122 valid's rmse: 0.000608814 valid's RMSPE: 0.495802
[346] train's rmse: 0.000617993 train's RMSPE: 0.406746 valid's rmse: 0.000608155 valid's RMSPE: 0.495266
[347] train's rmse: 0.000615817 train's RMSPE: 0.405314 valid's rmse: 0.000612262 valid's RMSPE: 0.49861
[348] train's rmse: 0.000614355 train's RMSPE: 0.404351 valid's rmse: 0.000620439 valid's RMSPE: 0.505269
[349] train's rmse: 0.000615389 train's RMSPE: 0.405032 valid's rmse: 0.000619529 valid's RMSPE: 0.504528
[350] train's rmse: 0.000616389 train's RMSPE: 0.40569 valid's rmse: 0.000618675 valid's RMSPE: 0.503833
[351] train's rmse: 0.000617654 train's RMSPE: 0.406523 valid's rmse: 0.000615071 valid's RMSPE: 0.500898
[352] train's rmse: 0.000618678 train's RMSPE: 0.407197 valid's rmse: 0.000614147 valid's RMSPE: 0.500145
[353] train's rmse: 0.000619625 train's RMSPE: 0.40782 valid's rmse: 0.00061297 valid's RMSPE: 0.499187
[354] train's rmse: 0.000619363 train's RMSPE: 0.407647 valid's rmse: 0.000614672 valid's RMSPE: 0.500573
[355] train's rmse: 0.000620358 train's RMSPE: 0.408302 valid's rmse: 0.000613845 valid's RMSPE: 0.4999
[356] train's rmse: 0.000621557 train's RMSPE: 0.409091 valid's rmse: 0.000610839 valid's RMSPE: 0.497451
[357] train's rmse: 0.000622715 train's RMSPE: 0.409854 valid's rmse: 0.000609666 valid's RMSPE: 0.496496
[358] train's rmse: 0.000623966 train's RMSPE: 0.410677 valid's rmse: 0.000608498 valid's RMSPE: 0.495545
[359] train's rmse: 0.000625043 train's RMSPE: 0.411386 valid's rmse: 0.00060786 valid's RMSPE: 0.495026
[360] train's rmse: 0.000621956 train's RMSPE: 0.409354 valid's rmse: 0.000606632 valid's RMSPE: 0.494025
[361] train's rmse: 0.00062282 train's RMSPE: 0.409923 valid's rmse: 0.000606414 valid's RMSPE: 0.493848
[362] train's rmse: 0.000621377 train's RMSPE: 0.408973 valid's rmse: 0.000605164 valid's RMSPE: 0.492829
[363] train's rmse: 0.000622735 train's RMSPE: 0.409867 valid's rmse: 0.000605142 valid's RMSPE: 0.492812
[364] train's rmse: 0.000620345 train's RMSPE: 0.408294 valid's rmse: 0.000606512 valid's RMSPE: 0.493928
[365] train's rmse: 0.000621572 train's RMSPE: 0.409101 valid's rmse: 0.00060592 valid's RMSPE: 0.493446
[366] train's rmse: 0.000618601 train's RMSPE: 0.407146 valid's rmse: 0.000605223 valid's RMSPE: 0.492878
[367] train's rmse: 0.000620026 train's RMSPE: 0.408084 valid's rmse: 0.000603335 valid's RMSPE: 0.49134
[368] train's rmse: 0.000621253 train's RMSPE: 0.408891 valid's rmse: 0.000603052 valid's RMSPE: 0.49111
[369] train's rmse: 0.000618575 train's RMSPE: 0.407129 valid's rmse: 0.000600086 valid's RMSPE: 0.488694
[370] train's rmse: 0.000619727 train's RMSPE: 0.407887 valid's rmse: 0.000599167 valid's RMSPE: 0.487946
[371] train's rmse: 0.000619353 train's RMSPE: 0.407641 valid's rmse: 0.000599774 valid's RMSPE: 0.48844
[372] train's rmse: 0.000620343 train's RMSPE: 0.408293 valid's rmse: 0.000599448 valid's RMSPE: 0.488175
[373] train's rmse: 0.000617967 train's RMSPE: 0.406729 valid's rmse: 0.000600574 valid's RMSPE: 0.489092
[374] train's rmse: 0.000615808 train's RMSPE: 0.405308 valid's rmse: 0.000598621 valid's RMSPE: 0.487502
[375] train's rmse: 0.000617063 train's RMSPE: 0.406134 valid's rmse: 0.000598013 valid's RMSPE: 0.487006
[376] train's rmse: 0.000618118 train's RMSPE: 0.406828 valid's rmse: 0.000597698 valid's RMSPE: 0.48675
[377] train's rmse: 0.000615066 train's RMSPE: 0.404819 valid's rmse: 0.000600533 valid's RMSPE: 0.489058
[378] train's rmse: 0.000614771 train's RMSPE: 0.404625 valid's rmse: 0.000600567 valid's RMSPE: 0.489086
[379] train's rmse: 0.000613245 train's RMSPE: 0.403621 valid's rmse: 0.000599873 valid's RMSPE: 0.488521
[380] train's rmse: 0.000610919 train's RMSPE: 0.40209 valid's rmse: 0.000608345 valid's RMSPE: 0.495421
[381] train's rmse: 0.00061198 train's RMSPE: 0.402788 valid's rmse: 0.000607359 valid's RMSPE: 0.494618
[382] train's rmse: 0.000613056 train's RMSPE: 0.403496 valid's rmse: 0.00060688 valid's RMSPE: 0.494227
[383] train's rmse: 0.000614036 train's RMSPE: 0.404141 valid's rmse: 0.000605847 valid's RMSPE: 0.493386
[384] train's rmse: 0.000611678 train's RMSPE: 0.40259 valid's rmse: 0.000607679 valid's RMSPE: 0.494878
[385] train's rmse: 0.000608866 train's RMSPE: 0.400739 valid's rmse: 0.000607647 valid's RMSPE: 0.494852
[386] train's rmse: 0.000609777 train's RMSPE: 0.401338 valid's rmse: 0.000607211 valid's RMSPE: 0.494497
[387] train's rmse: 0.000610938 train's RMSPE: 0.402103 valid's rmse: 0.000606235 valid's RMSPE: 0.493702
[388] train's rmse: 0.000609049 train's RMSPE: 0.400859 valid's rmse: 0.000609293 valid's RMSPE: 0.496193
[389] train's rmse: 0.000608428 train's RMSPE: 0.40045 valid's rmse: 0.000612671 valid's RMSPE: 0.498944
[390] train's rmse: 0.000609222 train's RMSPE: 0.400973 valid's rmse: 0.000612068 valid's RMSPE: 0.498453
[391] train's rmse: 0.000610322 train's RMSPE: 0.401697 valid's rmse: 0.000611529 valid's RMSPE: 0.498013
[392] train's rmse: 0.000611389 train's RMSPE: 0.402399 valid's rmse: 0.00061111 valid's RMSPE: 0.497672
[393] train's rmse: 0.000612447 train's RMSPE: 0.403095 valid's rmse: 0.0006102 valid's RMSPE: 0.496931
[394] train's rmse: 0.000613616 train's RMSPE: 0.403865 valid's rmse: 0.000607863 valid's RMSPE: 0.495028
[395] train's rmse: 0.000614605 train's RMSPE: 0.404516 valid's rmse: 0.000607267 valid's RMSPE: 0.494543
[396] train's rmse: 0.000612116 train's RMSPE: 0.402878 valid's rmse: 0.000607731 valid's RMSPE: 0.49492
[397] train's rmse: 0.000613189 train's RMSPE: 0.403584 valid's rmse: 0.000606568 valid's RMSPE: 0.493973
[398] train's rmse: 0.000610903 train's RMSPE: 0.402079 valid's rmse: 0.000612519 valid's RMSPE: 0.498819
[399] train's rmse: 0.000611902 train's RMSPE: 0.402737 valid's rmse: 0.000611499 valid's RMSPE: 0.497989
[400] train's rmse: 0.000610771 train's RMSPE: 0.401992 valid's rmse: 0.000618197 valid's RMSPE: 0.503444
[401] train's rmse: 0.000611755 train's RMSPE: 0.40264 valid's rmse: 0.000617413 valid's RMSPE: 0.502805
[402] train's rmse: 0.000609057 train's RMSPE: 0.400864 valid's rmse: 0.000619404 valid's RMSPE: 0.504427
[403] train's rmse: 0.000606593 train's RMSPE: 0.399243 valid's rmse: 0.000620321 valid's RMSPE: 0.505173
[404] train's rmse: 0.00060752 train's RMSPE: 0.399853 valid's rmse: 0.000619425 valid's RMSPE: 0.504443
[405] train's rmse: 0.000606445 train's RMSPE: 0.399145 valid's rmse: 0.000627422 valid's RMSPE: 0.510956
[406] train's rmse: 0.00060748 train's RMSPE: 0.399827 valid's rmse: 0.000626296 valid's RMSPE: 0.510039
[407] train's rmse: 0.000607304 train's RMSPE: 0.399711 valid's rmse: 0.000637574 valid's RMSPE: 0.519224
[408] train's rmse: 0.000604637 train's RMSPE: 0.397955 valid's rmse: 0.00063723 valid's RMSPE: 0.518943
[409] train's rmse: 0.000602586 train's RMSPE: 0.396605 valid's rmse: 0.000638312 valid's RMSPE: 0.519825
[410] train's rmse: 0.000603647 train's RMSPE: 0.397304 valid's rmse: 0.000637437 valid's RMSPE: 0.519112
[411] train's rmse: 0.00060458 train's RMSPE: 0.397918 valid's rmse: 0.000636713 valid's RMSPE: 0.518523
[412] train's rmse: 0.0006056 train's RMSPE: 0.398589 valid's rmse: 0.000635462 valid's RMSPE: 0.517504
[413] train's rmse: 0.000606495 train's RMSPE: 0.399178 valid's rmse: 0.000634066 valid's RMSPE: 0.516367
[414] train's rmse: 0.000607493 train's RMSPE: 0.399835 valid's rmse: 0.0006329 valid's RMSPE: 0.515417
[415] train's rmse: 0.000608459 train's RMSPE: 0.400471 valid's rmse: 0.00063186 valid's RMSPE: 0.514571
[416] train's rmse: 0.000608449 train's RMSPE: 0.400464 valid's rmse: 0.000631115 valid's RMSPE: 0.513963
[417] train's rmse: 0.000605961 train's RMSPE: 0.398827 valid's rmse: 0.000630105 valid's RMSPE: 0.513141
[418] train's rmse: 0.000603935 train's RMSPE: 0.397493 valid's rmse: 0.000629449 valid's RMSPE: 0.512607
[419] train's rmse: 0.000602651 train's RMSPE: 0.396648 valid's rmse: 0.000631374 valid's RMSPE: 0.514174
[420] train's rmse: 0.000603519 train's RMSPE: 0.397219 valid's rmse: 0.000630495 valid's RMSPE: 0.513459
[421] train's rmse: 0.000604593 train's RMSPE: 0.397926 valid's rmse: 0.000629605 valid's RMSPE: 0.512734
[422] train's rmse: 0.000602263 train's RMSPE: 0.396393 valid's rmse: 0.000636433 valid's RMSPE: 0.518294
[423] train's rmse: 0.000603138 train's RMSPE: 0.396968 valid's rmse: 0.000634821 valid's RMSPE: 0.516982
[424] train's rmse: 0.00060411 train's RMSPE: 0.397609 valid's rmse: 0.000633601 valid's RMSPE: 0.515988
[425] train's rmse: 0.000604904 train's RMSPE: 0.398131 valid's rmse: 0.000633175 valid's RMSPE: 0.515641
[426] train's rmse: 0.000606007 train's RMSPE: 0.398857 valid's rmse: 0.000632511 valid's RMSPE: 0.515101
[427] train's rmse: 0.000604207 train's RMSPE: 0.397672 valid's rmse: 0.000640142 valid's RMSPE: 0.521315
[428] train's rmse: 0.000605293 train's RMSPE: 0.398387 valid's rmse: 0.00063759 valid's RMSPE: 0.519237
[429] train's rmse: 0.000606211 train's RMSPE: 0.398991 valid's rmse: 0.000635965 valid's RMSPE: 0.517913
[430] train's rmse: 0.00060719 train's RMSPE: 0.399636 valid's rmse: 0.000634453 valid's RMSPE: 0.516682
[431] train's rmse: 0.000605228 train's RMSPE: 0.398344 valid's rmse: 0.000633098 valid's RMSPE: 0.515579
[432] train's rmse: 0.000606285 train's RMSPE: 0.39904 valid's rmse: 0.000632052 valid's RMSPE: 0.514727
[433] train's rmse: 0.000603715 train's RMSPE: 0.397348 valid's rmse: 0.000630651 valid's RMSPE: 0.513585
[434] train's rmse: 0.000604571 train's RMSPE: 0.397912 valid's rmse: 0.000629743 valid's RMSPE: 0.512846
[435] train's rmse: 0.000603183 train's RMSPE: 0.396998 valid's rmse: 0.000632557 valid's RMSPE: 0.515138
[436] train's rmse: 0.000601311 train's RMSPE: 0.395766 valid's rmse: 0.000639156 valid's RMSPE: 0.520512
[437] train's rmse: 0.00060241 train's RMSPE: 0.396489 valid's rmse: 0.000638457 valid's RMSPE: 0.519943
[438] train's rmse: 0.000601535 train's RMSPE: 0.395914 valid's rmse: 0.000637115 valid's RMSPE: 0.51885
[439] train's rmse: 0.000602486 train's RMSPE: 0.39654 valid's rmse: 0.000635786 valid's RMSPE: 0.517768
[440] train's rmse: 0.0006036 train's RMSPE: 0.397272 valid's rmse: 0.000632978 valid's RMSPE: 0.515481
[441] train's rmse: 0.000604578 train's RMSPE: 0.397917 valid's rmse: 0.000632431 valid's RMSPE: 0.515036
[442] train's rmse: 0.000605682 train's RMSPE: 0.398643 valid's rmse: 0.000631198 valid's RMSPE: 0.514032
[443] train's rmse: 0.000606636 train's RMSPE: 0.399271 valid's rmse: 0.000630317 valid's RMSPE: 0.513314
[444] train's rmse: 0.000607543 train's RMSPE: 0.399868 valid's rmse: 0.00062944 valid's RMSPE: 0.512599
[445] train's rmse: 0.000604748 train's RMSPE: 0.398028 valid's rmse: 0.000628024 valid's RMSPE: 0.511446
[446] train's rmse: 0.000605839 train's RMSPE: 0.398747 valid's rmse: 0.000627198 valid's RMSPE: 0.510774
[447] train's rmse: 0.000606831 train's RMSPE: 0.399399 valid's rmse: 0.000625922 valid's RMSPE: 0.509735
[448] train's rmse: 0.000604482 train's RMSPE: 0.397853 valid's rmse: 0.000625983 valid's RMSPE: 0.509785
[449] train's rmse: 0.000605552 train's RMSPE: 0.398558 valid's rmse: 0.000624734 valid's RMSPE: 0.508767
[450] train's rmse: 0.00060658 train's RMSPE: 0.399234 valid's rmse: 0.000623706 valid's RMSPE: 0.50793
[451] train's rmse: 0.000607511 train's RMSPE: 0.399847 valid's rmse: 0.000623072 valid's RMSPE: 0.507413
[452] train's rmse: 0.000606655 train's RMSPE: 0.399283 valid's rmse: 0.000630704 valid's RMSPE: 0.513629
[453] train's rmse: 0.000604917 train's RMSPE: 0.39814 valid's rmse: 0.000637652 valid's RMSPE: 0.519287
[454] train's rmse: 0.000604444 train's RMSPE: 0.397828 valid's rmse: 0.000641518 valid's RMSPE: 0.522436
[455] train's rmse: 0.000605425 train's RMSPE: 0.398474 valid's rmse: 0.000639915 valid's RMSPE: 0.52113
[456] train's rmse: 0.000602762 train's RMSPE: 0.396721 valid's rmse: 0.000635997 valid's RMSPE: 0.517939
[457] train's rmse: 0.000603658 train's RMSPE: 0.397311 valid's rmse: 0.000635057 valid's RMSPE: 0.517174
[458] train's rmse: 0.00060144 train's RMSPE: 0.395851 valid's rmse: 0.000635248 valid's RMSPE: 0.517329
[459] train's rmse: 0.000599476 train's RMSPE: 0.394559 valid's rmse: 0.000637743 valid's RMSPE: 0.519362
[460] train's rmse: 0.000600297 train's RMSPE: 0.395099 valid's rmse: 0.000636645 valid's RMSPE: 0.518468
[461] train's rmse: 0.000601251 train's RMSPE: 0.395726 valid's rmse: 0.00063577 valid's RMSPE: 0.517754
[462] train's rmse: 0.000599968 train's RMSPE: 0.394883 valid's rmse: 0.000634661 valid's RMSPE: 0.516851
[463] train's rmse: 0.000597088 train's RMSPE: 0.392987 valid's rmse: 0.000636889 valid's RMSPE: 0.518666
[464] train's rmse: 0.000598116 train's RMSPE: 0.393663 valid's rmse: 0.000634182 valid's RMSPE: 0.516462
[465] train's rmse: 0.000595875 train's RMSPE: 0.392188 valid's rmse: 0.000644408 valid's RMSPE: 0.524789
[466] train's rmse: 0.000594288 train's RMSPE: 0.391144 valid's rmse: 0.000649479 valid's RMSPE: 0.528919
[467] train's rmse: 0.000594625 train's RMSPE: 0.391366 valid's rmse: 0.000649746 valid's RMSPE: 0.529136
[468] train's rmse: 0.000593031 train's RMSPE: 0.390317 valid's rmse: 0.000655024 valid's RMSPE: 0.533435
[469] train's rmse: 0.000593266 train's RMSPE: 0.390471 valid's rmse: 0.000656335 valid's RMSPE: 0.534502
[470] train's rmse: 0.000591459 train's RMSPE: 0.389282 valid's rmse: 0.000656135 valid's RMSPE: 0.53434
[471] train's rmse: 0.000592184 train's RMSPE: 0.389759 valid's rmse: 0.00065505 valid's RMSPE: 0.533456
[472] train's rmse: 0.000592398 train's RMSPE: 0.3899 valid's rmse: 0.000653591 valid's RMSPE: 0.532267
[473] train's rmse: 0.000591742 train's RMSPE: 0.389468 valid's rmse: 0.000663331 valid's RMSPE: 0.5402
[474] train's rmse: 0.000592505 train's RMSPE: 0.389971 valid's rmse: 0.000661432 valid's RMSPE: 0.538653
[475] train's rmse: 0.000591268 train's RMSPE: 0.389156 valid's rmse: 0.000666929 valid's RMSPE: 0.54313
[476] train's rmse: 0.000589334 train's RMSPE: 0.387883 valid's rmse: 0.000669227 valid's RMSPE: 0.545001
[477] train's rmse: 0.000590168 train's RMSPE: 0.388432 valid's rmse: 0.000667447 valid's RMSPE: 0.543552
[478] train's rmse: 0.000590902 train's RMSPE: 0.388915 valid's rmse: 0.000665942 valid's RMSPE: 0.542326
[479] train's rmse: 0.000589399 train's RMSPE: 0.387926 valid's rmse: 0.00066679 valid's RMSPE: 0.543016
[480] train's rmse: 0.000589182 train's RMSPE: 0.387783 valid's rmse: 0.0006733 valid's RMSPE: 0.548318
[481] train's rmse: 0.00058978 train's RMSPE: 0.388176 valid's rmse: 0.000671384 valid's RMSPE: 0.546758
[482] train's rmse: 0.000589878 train's RMSPE: 0.388241 valid's rmse: 0.000677663 valid's RMSPE: 0.551871
[483] train's rmse: 0.000590518 train's RMSPE: 0.388662 valid's rmse: 0.000673544 valid's RMSPE: 0.548517
[484] train's rmse: 0.000588723 train's RMSPE: 0.387481 valid's rmse: 0.000669708 valid's RMSPE: 0.545393
[485] train's rmse: 0.000589298 train's RMSPE: 0.387859 valid's rmse: 0.000668517 valid's RMSPE: 0.544423
[486] train's rmse: 0.000588337 train's RMSPE: 0.387227 valid's rmse: 0.000675156 valid's RMSPE: 0.54983
[487] train's rmse: 0.000586444 train's RMSPE: 0.385981 valid's rmse: 0.00068107 valid's RMSPE: 0.554646
[488] train's rmse: 0.000584616 train's RMSPE: 0.384778 valid's rmse: 0.000679794 valid's RMSPE: 0.553607
[489] train's rmse: 0.000583234 train's RMSPE: 0.383868 valid's rmse: 0.000681486 valid's RMSPE: 0.554984
[490] train's rmse: 0.000581989 train's RMSPE: 0.383049 valid's rmse: 0.000678992 valid's RMSPE: 0.552954
[491] train's rmse: 0.000582493 train's RMSPE: 0.383381 valid's rmse: 0.000677823 valid's RMSPE: 0.552002
[492] train's rmse: 0.000581243 train's RMSPE: 0.382558 valid's rmse: 0.000682736 valid's RMSPE: 0.556003
[493] train's rmse: 0.000581757 train's RMSPE: 0.382896 valid's rmse: 0.00068088 valid's RMSPE: 0.554491
[494] train's rmse: 0.000582414 train's RMSPE: 0.383328 valid's rmse: 0.000679133 valid's RMSPE: 0.553068
[495] train's rmse: 0.000583042 train's RMSPE: 0.383742 valid's rmse: 0.000675397 valid's RMSPE: 0.550026
[496] train's rmse: 0.000583697 train's RMSPE: 0.384173 valid's rmse: 0.000673877 valid's RMSPE: 0.548788
[497] train's rmse: 0.000581917 train's RMSPE: 0.383001 valid's rmse: 0.000676729 valid's RMSPE: 0.55111
[498] train's rmse: 0.000580647 train's RMSPE: 0.382165 valid's rmse: 0.000681343 valid's RMSPE: 0.554868
[499] train's rmse: 0.000581347 train's RMSPE: 0.382627 valid's rmse: 0.000680175 valid's RMSPE: 0.553917
[500] train's rmse: 0.000582001 train's RMSPE: 0.383057 valid's rmse: 0.000678523 valid's RMSPE: 0.552571
[501] train's rmse: 0.000580332 train's RMSPE: 0.381959 valid's rmse: 0.000679392 valid's RMSPE: 0.55328
[502] train's rmse: 0.000580949 train's RMSPE: 0.382364 valid's rmse: 0.000677798 valid's RMSPE: 0.551981
[503] train's rmse: 0.000579808 train's RMSPE: 0.381613 valid's rmse: 0.000683698 valid's RMSPE: 0.556786
[504] train's rmse: 0.000580437 train's RMSPE: 0.382028 valid's rmse: 0.000682341 valid's RMSPE: 0.555681
[505] train's rmse: 0.000581111 train's RMSPE: 0.382471 valid's rmse: 0.000681138 valid's RMSPE: 0.554701
[506] train's rmse: 0.000579709 train's RMSPE: 0.381549 valid's rmse: 0.000680008 valid's RMSPE: 0.553781
[507] train's rmse: 0.000578408 train's RMSPE: 0.380692 valid's rmse: 0.000678931 valid's RMSPE: 0.552904
[508] train's rmse: 0.000577426 train's RMSPE: 0.380045 valid's rmse: 0.00068195 valid's RMSPE: 0.555362
[509] train's rmse: 0.000576116 train's RMSPE: 0.379184 valid's rmse: 0.000686512 valid's RMSPE: 0.559077
[510] train's rmse: 0.000576852 train's RMSPE: 0.379668 valid's rmse: 0.000684733 valid's RMSPE: 0.557629
[511] train's rmse: 0.000575564 train's RMSPE: 0.378821 valid's rmse: 0.000687688 valid's RMSPE: 0.560035
[512] train's rmse: 0.000576116 train's RMSPE: 0.379184 valid's rmse: 0.000684243 valid's RMSPE: 0.55723
[513] train's rmse: 0.000576763 train's RMSPE: 0.379609 valid's rmse: 0.000682211 valid's RMSPE: 0.555575
[514] train's rmse: 0.000577379 train's RMSPE: 0.380015 valid's rmse: 0.000680427 valid's RMSPE: 0.554122
[515] train's rmse: 0.000578053 train's RMSPE: 0.380458 valid's rmse: 0.000679465 valid's RMSPE: 0.553339
[516] train's rmse: 0.000578675 train's RMSPE: 0.380868 valid's rmse: 0.000678019 valid's RMSPE: 0.552161
[517] train's rmse: 0.000579437 train's RMSPE: 0.381369 valid's rmse: 0.000677015 valid's RMSPE: 0.551344
[518] train's rmse: 0.000580085 train's RMSPE: 0.381796 valid's rmse: 0.000674984 valid's RMSPE: 0.549689
[519] train's rmse: 0.000580901 train's RMSPE: 0.382333 valid's rmse: 0.000671766 valid's RMSPE: 0.547069
[520] train's rmse: 0.000581812 train's RMSPE: 0.382932 valid's rmse: 0.000668751 valid's RMSPE: 0.544614
[521] train's rmse: 0.000582585 train's RMSPE: 0.383441 valid's rmse: 0.000667285 valid's RMSPE: 0.543419
[522] train's rmse: 0.00058091 train's RMSPE: 0.382339 valid's rmse: 0.000669833 valid's RMSPE: 0.545495
[523] train's rmse: 0.00058161 train's RMSPE: 0.3828 valid's rmse: 0.00066847 valid's RMSPE: 0.544385
[524] train's rmse: 0.000582436 train's RMSPE: 0.383343 valid's rmse: 0.000666879 valid's RMSPE: 0.543089
[525] train's rmse: 0.000583348 train's RMSPE: 0.383943 valid's rmse: 0.000665732 valid's RMSPE: 0.542155
[526] train's rmse: 0.000584124 train's RMSPE: 0.384454 valid's rmse: 0.00066447 valid's RMSPE: 0.541127
[527] train's rmse: 0.000582405 train's RMSPE: 0.383323 valid's rmse: 0.000665634 valid's RMSPE: 0.542075
[528] train's rmse: 0.000581068 train's RMSPE: 0.382443 valid's rmse: 0.000664578 valid's RMSPE: 0.541215
[529] train's rmse: 0.000579199 train's RMSPE: 0.381212 valid's rmse: 0.000663865 valid's RMSPE: 0.540635
[530] train's rmse: 0.00058007 train's RMSPE: 0.381786 valid's rmse: 0.000663097 valid's RMSPE: 0.540009
[531] train's rmse: 0.000580731 train's RMSPE: 0.382221 valid's rmse: 0.000662076 valid's RMSPE: 0.539178
[532] train's rmse: 0.000578751 train's RMSPE: 0.380918 valid's rmse: 0.000672105 valid's RMSPE: 0.547345
[533] train's rmse: 0.00057956 train's RMSPE: 0.38145 valid's rmse: 0.000671043 valid's RMSPE: 0.54648
[534] train's rmse: 0.000578475 train's RMSPE: 0.380736 valid's rmse: 0.000674963 valid's RMSPE: 0.549672
[535] train's rmse: 0.000577086 train's RMSPE: 0.379822 valid's rmse: 0.00067888 valid's RMSPE: 0.552862
[536] train's rmse: 0.000577013 train's RMSPE: 0.379774 valid's rmse: 0.000680363 valid's RMSPE: 0.55407
[537] train's rmse: 0.000575855 train's RMSPE: 0.379012 valid's rmse: 0.000690174 valid's RMSPE: 0.56206
[538] train's rmse: 0.000576512 train's RMSPE: 0.379444 valid's rmse: 0.000689522 valid's RMSPE: 0.561529
[539] train's rmse: 0.000575116 train's RMSPE: 0.378525 valid's rmse: 0.00068988 valid's RMSPE: 0.56182
[540] train's rmse: 0.000575805 train's RMSPE: 0.378979 valid's rmse: 0.000687892 valid's RMSPE: 0.560202
[541] train's rmse: 0.000576618 train's RMSPE: 0.379514 valid's rmse: 0.000686195 valid's RMSPE: 0.55882
[542] train's rmse: 0.000576001 train's RMSPE: 0.379108 valid's rmse: 0.000685326 valid's RMSPE: 0.558112
[543] train's rmse: 0.0005746 train's RMSPE: 0.378186 valid's rmse: 0.000682183 valid's RMSPE: 0.555552
[544] train's rmse: 0.000572967 train's RMSPE: 0.377111 valid's rmse: 0.000681625 valid's RMSPE: 0.555098
[545] train's rmse: 0.000571193 train's RMSPE: 0.375944 valid's rmse: 0.000682166 valid's RMSPE: 0.555538
[546] train's rmse: 0.000569879 train's RMSPE: 0.375079 valid's rmse: 0.000683045 valid's RMSPE: 0.556254
[547] train's rmse: 0.000570499 train's RMSPE: 0.375486 valid's rmse: 0.000681711 valid's RMSPE: 0.555168
[548] train's rmse: 0.00056931 train's RMSPE: 0.374704 valid's rmse: 0.000691136 valid's RMSPE: 0.562843
[549] train's rmse: 0.000569914 train's RMSPE: 0.375102 valid's rmse: 0.000689853 valid's RMSPE: 0.561799
[550] train's rmse: 0.000570643 train's RMSPE: 0.375581 valid's rmse: 0.000688151 valid's RMSPE: 0.560412
[551] train's rmse: 0.000570041 train's RMSPE: 0.375185 valid's rmse: 0.000688313 valid's RMSPE: 0.560544
[552] train's rmse: 0.000570619 train's RMSPE: 0.375566 valid's rmse: 0.000687075 valid's RMSPE: 0.559536
[553] train's rmse: 0.000571313 train's RMSPE: 0.376022 valid's rmse: 0.000685794 valid's RMSPE: 0.558493
[554] train's rmse: 0.000571945 train's RMSPE: 0.376438 valid's rmse: 0.00068492 valid's RMSPE: 0.557781
[555] train's rmse: 0.000572579 train's RMSPE: 0.376856 valid's rmse: 0.000683324 valid's RMSPE: 0.556482
[556] train's rmse: 0.000571456 train's RMSPE: 0.376116 valid's rmse: 0.000689084 valid's RMSPE: 0.561172
[557] train's rmse: 0.00057009 train's RMSPE: 0.375217 valid's rmse: 0.000688181 valid's RMSPE: 0.560437
[558] train's rmse: 0.000569565 train's RMSPE: 0.374872 valid's rmse: 0.000695147 valid's RMSPE: 0.566109
[559] train's rmse: 0.000570259 train's RMSPE: 0.375328 valid's rmse: 0.000693689 valid's RMSPE: 0.564923
[560] train's rmse: 0.000569178 train's RMSPE: 0.374617 valid's rmse: 0.000695998 valid's RMSPE: 0.566802
[561] train's rmse: 0.00056981 train's RMSPE: 0.375033 valid's rmse: 0.00069524 valid's RMSPE: 0.566185
[562] train's rmse: 0.000570569 train's RMSPE: 0.375533 valid's rmse: 0.00069381 valid's RMSPE: 0.565021
[563] train's rmse: 0.000569235 train's RMSPE: 0.374654 valid's rmse: 0.00069062 valid's RMSPE: 0.562423
[564] train's rmse: 0.000569935 train's RMSPE: 0.375116 valid's rmse: 0.000686796 valid's RMSPE: 0.559308
[565] train's rmse: 0.000568581 train's RMSPE: 0.374224 valid's rmse: 0.000691512 valid's RMSPE: 0.56315
[566] train's rmse: 0.000569253 train's RMSPE: 0.374666 valid's rmse: 0.000689967 valid's RMSPE: 0.561891
[567] train's rmse: 0.000569882 train's RMSPE: 0.37508 valid's rmse: 0.000688411 valid's RMSPE: 0.560624
[568] train's rmse: 0.000568344 train's RMSPE: 0.374068 valid's rmse: 0.00069028 valid's RMSPE: 0.562146
[569] train's rmse: 0.000568957 train's RMSPE: 0.374472 valid's rmse: 0.000688814 valid's RMSPE: 0.560952
[570] train's rmse: 0.000569545 train's RMSPE: 0.374859 valid's rmse: 0.000687719 valid's RMSPE: 0.56006
[571] train's rmse: 0.000570331 train's RMSPE: 0.375376 valid's rmse: 0.000685484 valid's RMSPE: 0.558241
[572] train's rmse: 0.000571078 train's RMSPE: 0.375868 valid's rmse: 0.000684296 valid's RMSPE: 0.557273
[573] train's rmse: 0.000571905 train's RMSPE: 0.376412 valid's rmse: 0.000682728 valid's RMSPE: 0.555996
[574] train's rmse: 0.000571629 train's RMSPE: 0.376231 valid's rmse: 0.000683001 valid's RMSPE: 0.556218
[575] train's rmse: 0.000572276 train's RMSPE: 0.376656 valid's rmse: 0.000682007 valid's RMSPE: 0.555409
[576] train's rmse: 0.000572989 train's RMSPE: 0.377125 valid's rmse: 0.000680465 valid's RMSPE: 0.554153
[577] train's rmse: 0.000573784 train's RMSPE: 0.377649 valid's rmse: 0.000679558 valid's RMSPE: 0.553414
[578] train's rmse: 0.00057304 train's RMSPE: 0.377159 valid's rmse: 0.000681775 valid's RMSPE: 0.55522
[579] train's rmse: 0.00057159 train's RMSPE: 0.376205 valid's rmse: 0.000685725 valid's RMSPE: 0.558437
[580] train's rmse: 0.000572305 train's RMSPE: 0.376675 valid's rmse: 0.000683892 valid's RMSPE: 0.556944
[581] train's rmse: 0.000569822 train's RMSPE: 0.375041 valid's rmse: 0.000682975 valid's RMSPE: 0.556197
[582] train's rmse: 0.000570373 train's RMSPE: 0.375404 valid's rmse: 0.000681811 valid's RMSPE: 0.555249
[583] train's rmse: 0.000570917 train's RMSPE: 0.375762 valid's rmse: 0.000680967 valid's RMSPE: 0.554562
[584] train's rmse: 0.000569054 train's RMSPE: 0.374536 valid's rmse: 0.000684717 valid's RMSPE: 0.557616
[585] train's rmse: 0.000569751 train's RMSPE: 0.374994 valid's rmse: 0.000683579 valid's RMSPE: 0.556689
[586] train's rmse: 0.00056772 train's RMSPE: 0.373657 valid's rmse: 0.000684148 valid's RMSPE: 0.557152
[587] train's rmse: 0.000566305 train's RMSPE: 0.372726 valid's rmse: 0.000686295 valid's RMSPE: 0.558901
[588] train's rmse: 0.000566336 train's RMSPE: 0.372747 valid's rmse: 0.00069431 valid's RMSPE: 0.565428
[589] train's rmse: 0.000567037 train's RMSPE: 0.373208 valid's rmse: 0.000693201 valid's RMSPE: 0.564525
Early stopping, best iteration is:
[190] 0.4680685766972542
189
Training fold 4/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `n_estimators` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/callback.py:183: UserWarning: Early stopping is not available in dart mode
_log_warning('Early stopping is not available in dart mode')[1] train's rmse: 0.00109055 train's RMSPE: 0.757936 valid's rmse: 0.00109764 valid's RMSPE: 0.747566
[2] train's rmse: 0.00106299 train's RMSPE: 0.738781 valid's rmse: 0.00106913 valid's RMSPE: 0.728144
[3] train's rmse: 0.00103989 train's RMSPE: 0.722729 valid's rmse: 0.00104385 valid's RMSPE: 0.710932
[4] train's rmse: 0.00101888 train's RMSPE: 0.708125 valid's rmse: 0.00101935 valid's RMSPE: 0.694243
[5] train's rmse: 0.000994633 train's RMSPE: 0.691273 valid's rmse: 0.000996931 valid's RMSPE: 0.678974
[6] train's rmse: 0.000977325 train's RMSPE: 0.679245 valid's rmse: 0.000974658 valid's RMSPE: 0.663805
[7] train's rmse: 0.000976785 train's RMSPE: 0.678869 valid's rmse: 0.000974485 valid's RMSPE: 0.663687
[8] train's rmse: 0.000956633 train's RMSPE: 0.664863 valid's rmse: 0.000955151 valid's RMSPE: 0.650519
[9] train's rmse: 0.00093296 train's RMSPE: 0.64841 valid's rmse: 0.000933871 valid's RMSPE: 0.636026
[10] train's rmse: 0.000934559 train's RMSPE: 0.649522 valid's rmse: 0.000937393 valid's RMSPE: 0.638424
[11] train's rmse: 0.000918924 train's RMSPE: 0.638655 valid's rmse: 0.000917002 valid's RMSPE: 0.624537
[12] train's rmse: 0.000921543 train's RMSPE: 0.640475 valid's rmse: 0.000920005 valid's RMSPE: 0.626582
[13] train's rmse: 0.00089945 train's RMSPE: 0.625121 valid's rmse: 0.000905689 valid's RMSPE: 0.616832
[14] train's rmse: 0.000880848 train's RMSPE: 0.612192 valid's rmse: 0.000887239 valid's RMSPE: 0.604266
[15] train's rmse: 0.000866499 train's RMSPE: 0.60222 valid's rmse: 0.000873556 valid's RMSPE: 0.594948
[16] train's rmse: 0.000851599 train's RMSPE: 0.591864 valid's rmse: 0.000859066 valid's RMSPE: 0.585079
[17] train's rmse: 0.000856686 train's RMSPE: 0.5954 valid's rmse: 0.000863689 valid's RMSPE: 0.588227
[18] train's rmse: 0.000844809 train's RMSPE: 0.587145 valid's rmse: 0.000850691 valid's RMSPE: 0.579375
[19] train's rmse: 0.000845369 train's RMSPE: 0.587535 valid's rmse: 0.000849995 valid's RMSPE: 0.578901
[20] train's rmse: 0.000848456 train's RMSPE: 0.58968 valid's rmse: 0.000851703 valid's RMSPE: 0.580064
[21] train's rmse: 0.00085683 train's RMSPE: 0.5955 valid's rmse: 0.000857205 valid's RMSPE: 0.583811
[22] train's rmse: 0.000872355 train's RMSPE: 0.60629 valid's rmse: 0.000876192 valid's RMSPE: 0.596743
[23] train's rmse: 0.000859862 train's RMSPE: 0.597607 valid's rmse: 0.000857811 valid's RMSPE: 0.584224
[24] train's rmse: 0.000895557 train's RMSPE: 0.622415 valid's rmse: 0.00089685 valid's RMSPE: 0.610812
[25] train's rmse: 0.000889633 train's RMSPE: 0.618298 valid's rmse: 0.000892879 valid's RMSPE: 0.608108
[26] train's rmse: 0.000870624 train's RMSPE: 0.605086 valid's rmse: 0.000871487 valid's RMSPE: 0.593538
[27] train's rmse: 0.000858139 train's RMSPE: 0.59641 valid's rmse: 0.000854016 valid's RMSPE: 0.58164
[28] train's rmse: 0.000862223 train's RMSPE: 0.599248 valid's rmse: 0.000858274 valid's RMSPE: 0.584539
[29] train's rmse: 0.000867275 train's RMSPE: 0.602759 valid's rmse: 0.000864292 valid's RMSPE: 0.588638
[30] train's rmse: 0.000848609 train's RMSPE: 0.589787 valid's rmse: 0.000847453 valid's RMSPE: 0.57717
[31] train's rmse: 0.000835312 train's RMSPE: 0.580545 valid's rmse: 0.000833363 valid's RMSPE: 0.567574
[32] train's rmse: 0.000842089 train's RMSPE: 0.585255 valid's rmse: 0.000841761 valid's RMSPE: 0.573293
[33] train's rmse: 0.000829855 train's RMSPE: 0.576752 valid's rmse: 0.000828868 valid's RMSPE: 0.564512
[34] train's rmse: 0.000818951 train's RMSPE: 0.569174 valid's rmse: 0.000816483 valid's RMSPE: 0.556077
[35] train's rmse: 0.000805014 train's RMSPE: 0.559488 valid's rmse: 0.000805653 valid's RMSPE: 0.548701
[36] train's rmse: 0.000796876 train's RMSPE: 0.553832 valid's rmse: 0.000795792 valid's RMSPE: 0.541985
[37] train's rmse: 0.000799209 train's RMSPE: 0.555453 valid's rmse: 0.000798704 valid's RMSPE: 0.543969
[38] train's rmse: 0.000824665 train's RMSPE: 0.573145 valid's rmse: 0.000822476 valid's RMSPE: 0.560159
[39] train's rmse: 0.000808723 train's RMSPE: 0.562065 valid's rmse: 0.00080675 valid's RMSPE: 0.549449
[40] train's rmse: 0.000798397 train's RMSPE: 0.554889 valid's rmse: 0.000793524 valid's RMSPE: 0.54044
[41] train's rmse: 0.000803508 train's RMSPE: 0.558441 valid's rmse: 0.000799016 valid's RMSPE: 0.544181
[42] train's rmse: 0.00080698 train's RMSPE: 0.560854 valid's rmse: 0.000803898 valid's RMSPE: 0.547506
[43] train's rmse: 0.00079339 train's RMSPE: 0.551409 valid's rmse: 0.000790686 valid's RMSPE: 0.538508
[44] train's rmse: 0.000785001 train's RMSPE: 0.545578 valid's rmse: 0.000778548 valid's RMSPE: 0.530241
[45] train's rmse: 0.000772684 train's RMSPE: 0.537018 valid's rmse: 0.000768833 valid's RMSPE: 0.523624
[46] train's rmse: 0.000777448 train's RMSPE: 0.540329 valid's rmse: 0.000773804 valid's RMSPE: 0.52701
[47] train's rmse: 0.000764747 train's RMSPE: 0.531502 valid's rmse: 0.000761019 valid's RMSPE: 0.518302
[48] train's rmse: 0.00077072 train's RMSPE: 0.535653 valid's rmse: 0.000766526 valid's RMSPE: 0.522054
[49] train's rmse: 0.000775966 train's RMSPE: 0.539299 valid's rmse: 0.000771324 valid's RMSPE: 0.525321
[50] train's rmse: 0.000765719 train's RMSPE: 0.532177 valid's rmse: 0.000762328 valid's RMSPE: 0.519194
[51] train's rmse: 0.000769333 train's RMSPE: 0.534689 valid's rmse: 0.000766307 valid's RMSPE: 0.521904
[52] train's rmse: 0.000771411 train's RMSPE: 0.536133 valid's rmse: 0.00076788 valid's RMSPE: 0.522976
[53] train's rmse: 0.000774726 train's RMSPE: 0.538437 valid's rmse: 0.000771862 valid's RMSPE: 0.525687
[54] train's rmse: 0.000762197 train's RMSPE: 0.52973 valid's rmse: 0.000759823 valid's RMSPE: 0.517488
[55] train's rmse: 0.000765166 train's RMSPE: 0.531793 valid's rmse: 0.00076381 valid's RMSPE: 0.520204
[56] train's rmse: 0.000755407 train's RMSPE: 0.52501 valid's rmse: 0.000756254 valid's RMSPE: 0.515058
[57] train's rmse: 0.000745275 train's RMSPE: 0.517969 valid's rmse: 0.000747935 valid's RMSPE: 0.509391
[58] train's rmse: 0.000737915 train's RMSPE: 0.512854 valid's rmse: 0.000737129 valid's RMSPE: 0.502032
[59] train's rmse: 0.00074183 train's RMSPE: 0.515575 valid's rmse: 0.000741685 valid's RMSPE: 0.505135
[60] train's rmse: 0.000737673 train's RMSPE: 0.512686 valid's rmse: 0.00073463 valid's RMSPE: 0.50033
[61] train's rmse: 0.000743288 train's RMSPE: 0.516588 valid's rmse: 0.000740757 valid's RMSPE: 0.504503
[62] train's rmse: 0.000733025 train's RMSPE: 0.509455 valid's rmse: 0.000733058 valid's RMSPE: 0.49926
[63] train's rmse: 0.000747865 train's RMSPE: 0.519769 valid's rmse: 0.000745544 valid's RMSPE: 0.507763
[64] train's rmse: 0.000763286 train's RMSPE: 0.530486 valid's rmse: 0.000760582 valid's RMSPE: 0.518005
[65] train's rmse: 0.000768828 train's RMSPE: 0.534338 valid's rmse: 0.000766806 valid's RMSPE: 0.522244
[66] train's rmse: 0.000756015 train's RMSPE: 0.525433 valid's rmse: 0.000755912 valid's RMSPE: 0.514825
[67] train's rmse: 0.000758834 train's RMSPE: 0.527392 valid's rmse: 0.000757974 valid's RMSPE: 0.516229
[68] train's rmse: 0.000746158 train's RMSPE: 0.518582 valid's rmse: 0.000748757 valid's RMSPE: 0.509951
[69] train's rmse: 0.00073831 train's RMSPE: 0.513128 valid's rmse: 0.000739855 valid's RMSPE: 0.503888
[70] train's rmse: 0.000742579 train's RMSPE: 0.516095 valid's rmse: 0.000744432 valid's RMSPE: 0.507006
[71] train's rmse: 0.000745732 train's RMSPE: 0.518287 valid's rmse: 0.000747783 valid's RMSPE: 0.509288
[72] train's rmse: 0.000734718 train's RMSPE: 0.510632 valid's rmse: 0.000738292 valid's RMSPE: 0.502824
[73] train's rmse: 0.000727348 train's RMSPE: 0.505509 valid's rmse: 0.000728205 valid's RMSPE: 0.495954
[74] train's rmse: 0.000731837 train's RMSPE: 0.508629 valid's rmse: 0.000732237 valid's RMSPE: 0.4987
[75] train's rmse: 0.000721453 train's RMSPE: 0.501412 valid's rmse: 0.000724896 valid's RMSPE: 0.493701
[76] train's rmse: 0.000725317 train's RMSPE: 0.504098 valid's rmse: 0.000728889 valid's RMSPE: 0.49642
[77] train's rmse: 0.000716591 train's RMSPE: 0.498033 valid's rmse: 0.000720989 valid's RMSPE: 0.491039
[78] train's rmse: 0.000716185 train's RMSPE: 0.497751 valid's rmse: 0.000719675 valid's RMSPE: 0.490145
[79] train's rmse: 0.000720503 train's RMSPE: 0.500752 valid's rmse: 0.000723692 valid's RMSPE: 0.492881
[80] train's rmse: 0.000723455 train's RMSPE: 0.502804 valid's rmse: 0.000726376 valid's RMSPE: 0.494709
[81] train's rmse: 0.000714695 train's RMSPE: 0.496715 valid's rmse: 0.000718019 valid's RMSPE: 0.489017
[82] train's rmse: 0.000707209 train's RMSPE: 0.491513 valid's rmse: 0.000711999 valid's RMSPE: 0.484917
[83] train's rmse: 0.000711925 train's RMSPE: 0.49479 valid's rmse: 0.000715683 valid's RMSPE: 0.487426
[84] train's rmse: 0.0007032 train's RMSPE: 0.488727 valid's rmse: 0.000709888 valid's RMSPE: 0.483479
[85] train's rmse: 0.000706992 train's RMSPE: 0.491362 valid's rmse: 0.000713227 valid's RMSPE: 0.485753
[86] train's rmse: 0.000711261 train's RMSPE: 0.494329 valid's rmse: 0.000717212 valid's RMSPE: 0.488467
[87] train's rmse: 0.000703414 train's RMSPE: 0.488875 valid's rmse: 0.000710383 valid's RMSPE: 0.483817
[88] train's rmse: 0.000706094 train's RMSPE: 0.490738 valid's rmse: 0.000712719 valid's RMSPE: 0.485407
[89] train's rmse: 0.000710133 train's RMSPE: 0.493545 valid's rmse: 0.000716554 valid's RMSPE: 0.488019
[90] train's rmse: 0.000714734 train's RMSPE: 0.496743 valid's rmse: 0.00072042 valid's RMSPE: 0.490652
[91] train's rmse: 0.000719307 train's RMSPE: 0.499921 valid's rmse: 0.000724476 valid's RMSPE: 0.493415
[92] train's rmse: 0.000711147 train's RMSPE: 0.49425 valid's rmse: 0.000716959 valid's RMSPE: 0.488295
[93] train's rmse: 0.000704156 train's RMSPE: 0.489391 valid's rmse: 0.000709915 valid's RMSPE: 0.483498
[94] train's rmse: 0.000699253 train's RMSPE: 0.485983 valid's rmse: 0.000705525 valid's RMSPE: 0.480508
[95] train's rmse: 0.000693448 train's RMSPE: 0.481948 valid's rmse: 0.00070216 valid's RMSPE: 0.478216
[96] train's rmse: 0.000686487 train's RMSPE: 0.477111 valid's rmse: 0.000696091 valid's RMSPE: 0.474083
[97] train's rmse: 0.00068071 train's RMSPE: 0.473095 valid's rmse: 0.000696437 valid's RMSPE: 0.474318
[98] train's rmse: 0.000684307 train's RMSPE: 0.475596 valid's rmse: 0.000699712 valid's RMSPE: 0.476549
[99] train's rmse: 0.00068727 train's RMSPE: 0.477655 valid's rmse: 0.000701434 valid's RMSPE: 0.477721
[100] train's rmse: 0.000690661 train's RMSPE: 0.480012 valid's rmse: 0.000704472 valid's RMSPE: 0.47979
[101] train's rmse: 0.000683596 train's RMSPE: 0.475102 valid's rmse: 0.000699419 valid's RMSPE: 0.476349
[102] train's rmse: 0.000679217 train's RMSPE: 0.472058 valid's rmse: 0.000692865 valid's RMSPE: 0.471886
[103] train's rmse: 0.000682347 train's RMSPE: 0.474233 valid's rmse: 0.000695468 valid's RMSPE: 0.473658
[104] train's rmse: 0.000684952 train's RMSPE: 0.476044 valid's rmse: 0.00069793 valid's RMSPE: 0.475335
[105] train's rmse: 0.000687291 train's RMSPE: 0.47767 valid's rmse: 0.000700449 valid's RMSPE: 0.477051
[106] train's rmse: 0.000697594 train's RMSPE: 0.48483 valid's rmse: 0.000707412 valid's RMSPE: 0.481793
[107] train's rmse: 0.000700946 train's RMSPE: 0.48716 valid's rmse: 0.000710522 valid's RMSPE: 0.483911
[108] train's rmse: 0.000704893 train's RMSPE: 0.489903 valid's rmse: 0.000713663 valid's RMSPE: 0.48605
[109] train's rmse: 0.000708104 train's RMSPE: 0.492135 valid's rmse: 0.000716607 valid's RMSPE: 0.488055
[110] train's rmse: 0.000703927 train's RMSPE: 0.489232 valid's rmse: 0.000708886 valid's RMSPE: 0.482797
[111] train's rmse: 0.000707661 train's RMSPE: 0.491827 valid's rmse: 0.000712286 valid's RMSPE: 0.485113
[112] train's rmse: 0.000711703 train's RMSPE: 0.494636 valid's rmse: 0.000716147 valid's RMSPE: 0.487742
[113] train's rmse: 0.000703691 train's RMSPE: 0.489068 valid's rmse: 0.000709845 valid's RMSPE: 0.48345
[114] train's rmse: 0.00070774 train's RMSPE: 0.491882 valid's rmse: 0.000713793 valid's RMSPE: 0.486139
[115] train's rmse: 0.000711224 train's RMSPE: 0.494303 valid's rmse: 0.00071624 valid's RMSPE: 0.487805
[116] train's rmse: 0.000704247 train's RMSPE: 0.489454 valid's rmse: 0.000709456 valid's RMSPE: 0.483185
[117] train's rmse: 0.000706061 train's RMSPE: 0.490715 valid's rmse: 0.000711395 valid's RMSPE: 0.484506
[118] train's rmse: 0.000709011 train's RMSPE: 0.492765 valid's rmse: 0.000714407 valid's RMSPE: 0.486557
[119] train's rmse: 0.000711213 train's RMSPE: 0.494296 valid's rmse: 0.000716688 valid's RMSPE: 0.48811
[120] train's rmse: 0.000705768 train's RMSPE: 0.490511 valid's rmse: 0.000710659 valid's RMSPE: 0.484004
[121] train's rmse: 0.000708706 train's RMSPE: 0.492553 valid's rmse: 0.000713048 valid's RMSPE: 0.485631
[122] train's rmse: 0.000712607 train's RMSPE: 0.495264 valid's rmse: 0.000716666 valid's RMSPE: 0.488096
[123] train's rmse: 0.000720536 train's RMSPE: 0.500775 valid's rmse: 0.000723226 valid's RMSPE: 0.492563
[124] train's rmse: 0.000722643 train's RMSPE: 0.50224 valid's rmse: 0.000725338 valid's RMSPE: 0.494002
[125] train's rmse: 0.000716626 train's RMSPE: 0.498057 valid's rmse: 0.000717847 valid's RMSPE: 0.4889
[126] train's rmse: 0.000719078 train's RMSPE: 0.499762 valid's rmse: 0.000720556 valid's RMSPE: 0.490745
[127] train's rmse: 0.000721351 train's RMSPE: 0.501341 valid's rmse: 0.000723314 valid's RMSPE: 0.492623
[128] train's rmse: 0.000715223 train's RMSPE: 0.497083 valid's rmse: 0.000715525 valid's RMSPE: 0.487318
[129] train's rmse: 0.000707397 train's RMSPE: 0.491643 valid's rmse: 0.000710425 valid's RMSPE: 0.483845
[130] train's rmse: 0.000714477 train's RMSPE: 0.496564 valid's rmse: 0.000716184 valid's RMSPE: 0.487767
[131] train's rmse: 0.000709543 train's RMSPE: 0.493135 valid's rmse: 0.000707243 valid's RMSPE: 0.481677
[132] train's rmse: 0.000712112 train's RMSPE: 0.49492 valid's rmse: 0.000710174 valid's RMSPE: 0.483674
[133] train's rmse: 0.000703859 train's RMSPE: 0.489184 valid's rmse: 0.000705061 valid's RMSPE: 0.480191
[134] train's rmse: 0.000706665 train's RMSPE: 0.491134 valid's rmse: 0.000707683 valid's RMSPE: 0.481978
[135] train's rmse: 0.000699607 train's RMSPE: 0.48623 valid's rmse: 0.000702806 valid's RMSPE: 0.478656
[136] train's rmse: 0.000702085 train's RMSPE: 0.487952 valid's rmse: 0.000705722 valid's RMSPE: 0.480642
[137] train's rmse: 0.000705018 train's RMSPE: 0.48999 valid's rmse: 0.00070867 valid's RMSPE: 0.48265
[138] train's rmse: 0.000708077 train's RMSPE: 0.492116 valid's rmse: 0.000711861 valid's RMSPE: 0.484823
[139] train's rmse: 0.000710353 train's RMSPE: 0.493697 valid's rmse: 0.000714003 valid's RMSPE: 0.486282
[140] train's rmse: 0.000702362 train's RMSPE: 0.488144 valid's rmse: 0.000709246 valid's RMSPE: 0.483042
[141] train's rmse: 0.000694419 train's RMSPE: 0.482624 valid's rmse: 0.000702316 valid's RMSPE: 0.478322
[142] train's rmse: 0.000684008 train's RMSPE: 0.475388 valid's rmse: 0.000699637 valid's RMSPE: 0.476497
[143] train's rmse: 0.00067542 train's RMSPE: 0.469419 valid's rmse: 0.000693692 valid's RMSPE: 0.472448
[144] train's rmse: 0.0006729 train's RMSPE: 0.467668 valid's rmse: 0.000687993 valid's RMSPE: 0.468567
[145] train's rmse: 0.000675848 train's RMSPE: 0.469717 valid's rmse: 0.000690305 valid's RMSPE: 0.470142
[146] train's rmse: 0.000671742 train's RMSPE: 0.466863 valid's rmse: 0.000685709 valid's RMSPE: 0.467012
[147] train's rmse: 0.000674296 train's RMSPE: 0.468638 valid's rmse: 0.000687622 valid's RMSPE: 0.468314
[148] train's rmse: 0.00067745 train's RMSPE: 0.47083 valid's rmse: 0.000689276 valid's RMSPE: 0.469441
[149] train's rmse: 0.000671028 train's RMSPE: 0.466367 valid's rmse: 0.000684534 valid's RMSPE: 0.466211
[150] train's rmse: 0.000664502 train's RMSPE: 0.461831 valid's rmse: 0.000682313 valid's RMSPE: 0.464699
[151] train's rmse: 0.000667798 train's RMSPE: 0.464122 valid's rmse: 0.000684545 valid's RMSPE: 0.466219
[152] train's rmse: 0.000670629 train's RMSPE: 0.466089 valid's rmse: 0.000686809 valid's RMSPE: 0.467761
[153] train's rmse: 0.000673297 train's RMSPE: 0.467944 valid's rmse: 0.000688769 valid's RMSPE: 0.469096
[154] train's rmse: 0.000676513 train's RMSPE: 0.470179 valid's rmse: 0.000691374 valid's RMSPE: 0.47087
[155] train's rmse: 0.000679741 train's RMSPE: 0.472422 valid's rmse: 0.000693837 valid's RMSPE: 0.472547
[156] train's rmse: 0.000681651 train's RMSPE: 0.47375 valid's rmse: 0.000695502 valid's RMSPE: 0.473681
[157] train's rmse: 0.000684769 train's RMSPE: 0.475917 valid's rmse: 0.000697925 valid's RMSPE: 0.475332
[158] train's rmse: 0.000687611 train's RMSPE: 0.477892 valid's rmse: 0.000700354 valid's RMSPE: 0.476986
[159] train's rmse: 0.000690068 train's RMSPE: 0.4796 valid's rmse: 0.000702462 valid's RMSPE: 0.478422
[160] train's rmse: 0.000682567 train's RMSPE: 0.474386 valid's rmse: 0.000699253 valid's RMSPE: 0.476236
[161] train's rmse: 0.000685253 train's RMSPE: 0.476253 valid's rmse: 0.000701221 valid's RMSPE: 0.477576
[162] train's rmse: 0.000681744 train's RMSPE: 0.473815 valid's rmse: 0.000693946 valid's RMSPE: 0.472622
[163] train's rmse: 0.000687119 train's RMSPE: 0.47755 valid's rmse: 0.000697696 valid's RMSPE: 0.475175
[164] train's rmse: 0.000680328 train's RMSPE: 0.47283 valid's rmse: 0.000691705 valid's RMSPE: 0.471095
[165] train's rmse: 0.000686089 train's RMSPE: 0.476834 valid's rmse: 0.000695314 valid's RMSPE: 0.473553
[166] train's rmse: 0.000688408 train's RMSPE: 0.478446 valid's rmse: 0.000697757 valid's RMSPE: 0.475217
[167] train's rmse: 0.000680046 train's RMSPE: 0.472634 valid's rmse: 0.000694227 valid's RMSPE: 0.472813
[168] train's rmse: 0.000673481 train's RMSPE: 0.468072 valid's rmse: 0.000689379 valid's RMSPE: 0.469511
[169] train's rmse: 0.000668476 train's RMSPE: 0.464593 valid's rmse: 0.000683773 valid's RMSPE: 0.465693
[170] train's rmse: 0.000671173 train's RMSPE: 0.466468 valid's rmse: 0.000685761 valid's RMSPE: 0.467047
[171] train's rmse: 0.0006738 train's RMSPE: 0.468294 valid's rmse: 0.00068785 valid's RMSPE: 0.46847
[172] train's rmse: 0.000667001 train's RMSPE: 0.463568 valid's rmse: 0.000684849 valid's RMSPE: 0.466426
[173] train's rmse: 0.000660174 train's RMSPE: 0.458824 valid's rmse: 0.000683386 valid's RMSPE: 0.46543
[174] train's rmse: 0.000662762 train's RMSPE: 0.460622 valid's rmse: 0.000685103 valid's RMSPE: 0.466599
[175] train's rmse: 0.000657487 train's RMSPE: 0.456955 valid's rmse: 0.000680479 valid's RMSPE: 0.463449
[176] train's rmse: 0.000652833 train's RMSPE: 0.453721 valid's rmse: 0.00067725 valid's RMSPE: 0.461251
[177] train's rmse: 0.000655704 train's RMSPE: 0.455717 valid's rmse: 0.000678861 valid's RMSPE: 0.462347
[178] train's rmse: 0.000651288 train's RMSPE: 0.452648 valid's rmse: 0.000675277 valid's RMSPE: 0.459907
[179] train's rmse: 0.000647323 train's RMSPE: 0.449892 valid's rmse: 0.000672158 valid's RMSPE: 0.457782
[180] train's rmse: 0.000649452 train's RMSPE: 0.451371 valid's rmse: 0.000673983 valid's RMSPE: 0.459026
[181] train's rmse: 0.000651786 train's RMSPE: 0.452994 valid's rmse: 0.00067596 valid's RMSPE: 0.460372
[182] train's rmse: 0.000657782 train's RMSPE: 0.457161 valid's rmse: 0.00067838 valid's RMSPE: 0.46202
[183] train's rmse: 0.000651528 train's RMSPE: 0.452814 valid's rmse: 0.000675345 valid's RMSPE: 0.459953
[184] train's rmse: 0.000653967 train's RMSPE: 0.45451 valid's rmse: 0.000677182 valid's RMSPE: 0.461204
[185] train's rmse: 0.000651966 train's RMSPE: 0.453119 valid's rmse: 0.000674346 valid's RMSPE: 0.459272
[186] train's rmse: 0.000654509 train's RMSPE: 0.454886 valid's rmse: 0.000676075 valid's RMSPE: 0.46045
[187] train's rmse: 0.000656613 train's RMSPE: 0.456348 valid's rmse: 0.000678025 valid's RMSPE: 0.461778
[188] train's rmse: 0.000652124 train's RMSPE: 0.453228 valid's rmse: 0.000674766 valid's RMSPE: 0.459559
[189] train's rmse: 0.000654371 train's RMSPE: 0.45479 valid's rmse: 0.000676345 valid's RMSPE: 0.460634
[190] train's rmse: 0.000648575 train's RMSPE: 0.450762 valid's rmse: 0.000672928 valid's RMSPE: 0.458307
[191] train's rmse: 0.00065102 train's RMSPE: 0.452461 valid's rmse: 0.000674427 valid's RMSPE: 0.459328
[192] train's rmse: 0.000644178 train's RMSPE: 0.447706 valid's rmse: 0.000671061 valid's RMSPE: 0.457035
[193] train's rmse: 0.000646926 train's RMSPE: 0.449616 valid's rmse: 0.000672565 valid's RMSPE: 0.45806
[194] train's rmse: 0.000641745 train's RMSPE: 0.446015 valid's rmse: 0.000669134 valid's RMSPE: 0.455723
[195] train's rmse: 0.000644656 train's RMSPE: 0.448038 valid's rmse: 0.000670731 valid's RMSPE: 0.45681
[196] train's rmse: 0.000640229 train's RMSPE: 0.444962 valid's rmse: 0.00066798 valid's RMSPE: 0.454937
[197] train's rmse: 0.000642302 train's RMSPE: 0.446402 valid's rmse: 0.00066951 valid's RMSPE: 0.455979
[198] train's rmse: 0.000644379 train's RMSPE: 0.447845 valid's rmse: 0.000671138 valid's RMSPE: 0.457088
[199] train's rmse: 0.000646892 train's RMSPE: 0.449592 valid's rmse: 0.00067288 valid's RMSPE: 0.458274
[200] train's rmse: 0.000649048 train's RMSPE: 0.451091 valid's rmse: 0.000674149 valid's RMSPE: 0.459139
[201] train's rmse: 0.000651634 train's RMSPE: 0.452888 valid's rmse: 0.000675772 valid's RMSPE: 0.460244
[202] train's rmse: 0.000653757 train's RMSPE: 0.454364 valid's rmse: 0.000676849 valid's RMSPE: 0.460977
[203] train's rmse: 0.000656017 train's RMSPE: 0.455934 valid's rmse: 0.000678643 valid's RMSPE: 0.462199
[204] train's rmse: 0.000658561 train's RMSPE: 0.457702 valid's rmse: 0.00068023 valid's RMSPE: 0.46328
[205] train's rmse: 0.000653061 train's RMSPE: 0.45388 valid's rmse: 0.000677089 valid's RMSPE: 0.461141
[206] train's rmse: 0.000655607 train's RMSPE: 0.455649 valid's rmse: 0.000678718 valid's RMSPE: 0.462251
[207] train's rmse: 0.000658075 train's RMSPE: 0.457364 valid's rmse: 0.000680347 valid's RMSPE: 0.46336
[208] train's rmse: 0.000660568 train's RMSPE: 0.459097 valid's rmse: 0.000681874 valid's RMSPE: 0.4644
[209] train's rmse: 0.000653995 train's RMSPE: 0.454529 valid's rmse: 0.000679764 valid's RMSPE: 0.462963
[210] train's rmse: 0.000647684 train's RMSPE: 0.450143 valid's rmse: 0.000677131 valid's RMSPE: 0.461169
[211] train's rmse: 0.000644906 train's RMSPE: 0.448212 valid's rmse: 0.000675411 valid's RMSPE: 0.459998
[212] train's rmse: 0.000639631 train's RMSPE: 0.444546 valid's rmse: 0.000670829 valid's RMSPE: 0.456877
[213] train's rmse: 0.000635258 train's RMSPE: 0.441507 valid's rmse: 0.000667029 valid's RMSPE: 0.45429
[214] train's rmse: 0.000639037 train's RMSPE: 0.444133 valid's rmse: 0.000668268 valid's RMSPE: 0.455133
[215] train's rmse: 0.000634457 train's RMSPE: 0.44095 valid's rmse: 0.000663652 valid's RMSPE: 0.451989
[216] train's rmse: 0.000632471 train's RMSPE: 0.439569 valid's rmse: 0.000666066 valid's RMSPE: 0.453633
[217] train's rmse: 0.000634106 train's RMSPE: 0.440706 valid's rmse: 0.000667068 valid's RMSPE: 0.454316
[218] train's rmse: 0.000636078 train's RMSPE: 0.442076 valid's rmse: 0.000668052 valid's RMSPE: 0.454986
[219] train's rmse: 0.000632635 train's RMSPE: 0.439683 valid's rmse: 0.00066961 valid's RMSPE: 0.456047
[220] train's rmse: 0.000634702 train's RMSPE: 0.44112 valid's rmse: 0.000670541 valid's RMSPE: 0.456681
[221] train's rmse: 0.00063693 train's RMSPE: 0.442668 valid's rmse: 0.000671453 valid's RMSPE: 0.457302
[222] train's rmse: 0.000632433 train's RMSPE: 0.439543 valid's rmse: 0.000669855 valid's RMSPE: 0.456214
[223] train's rmse: 0.000628836 train's RMSPE: 0.437043 valid's rmse: 0.000667022 valid's RMSPE: 0.454285
[224] train's rmse: 0.00062453 train's RMSPE: 0.434051 valid's rmse: 0.000664499 valid's RMSPE: 0.452567
[225] train's rmse: 0.000621552 train's RMSPE: 0.431981 valid's rmse: 0.000663712 valid's RMSPE: 0.45203
[226] train's rmse: 0.000618675 train's RMSPE: 0.429981 valid's rmse: 0.00066223 valid's RMSPE: 0.451021
[227] train's rmse: 0.000620282 train's RMSPE: 0.431098 valid's rmse: 0.000662486 valid's RMSPE: 0.451196
[228] train's rmse: 0.000615318 train's RMSPE: 0.427648 valid's rmse: 0.000662162 valid's RMSPE: 0.450975
[229] train's rmse: 0.000611478 train's RMSPE: 0.424979 valid's rmse: 0.000666151 valid's RMSPE: 0.453692
[230] train's rmse: 0.00060964 train's RMSPE: 0.423702 valid's rmse: 0.000667901 valid's RMSPE: 0.454884
[231] train's rmse: 0.000611788 train's RMSPE: 0.425195 valid's rmse: 0.00066804 valid's RMSPE: 0.454978
[232] train's rmse: 0.000610892 train's RMSPE: 0.424572 valid's rmse: 0.000666844 valid's RMSPE: 0.454163
[233] train's rmse: 0.00060661 train's RMSPE: 0.421596 valid's rmse: 0.000667315 valid's RMSPE: 0.454484
[234] train's rmse: 0.000608252 train's RMSPE: 0.422738 valid's rmse: 0.000667274 valid's RMSPE: 0.454456
[235] train's rmse: 0.000610127 train's RMSPE: 0.424041 valid's rmse: 0.000667612 valid's RMSPE: 0.454686
[236] train's rmse: 0.000612001 train's RMSPE: 0.425343 valid's rmse: 0.000668029 valid's RMSPE: 0.45497
[237] train's rmse: 0.00061338 train's RMSPE: 0.426301 valid's rmse: 0.000668717 valid's RMSPE: 0.455439
[238] train's rmse: 0.000614686 train's RMSPE: 0.427209 valid's rmse: 0.000668861 valid's RMSPE: 0.455537
[239] train's rmse: 0.000616615 train's RMSPE: 0.42855 valid's rmse: 0.000669484 valid's RMSPE: 0.455961
[240] train's rmse: 0.000613509 train's RMSPE: 0.426391 valid's rmse: 0.000669551 valid's RMSPE: 0.456007
[241] train's rmse: 0.000615338 train's RMSPE: 0.427662 valid's rmse: 0.000669678 valid's RMSPE: 0.456094
[242] train's rmse: 0.000617375 train's RMSPE: 0.429078 valid's rmse: 0.0006702 valid's RMSPE: 0.456449
[243] train's rmse: 0.0006197 train's RMSPE: 0.430693 valid's rmse: 0.000671144 valid's RMSPE: 0.457092
[244] train's rmse: 0.000616218 train's RMSPE: 0.428274 valid's rmse: 0.000668953 valid's RMSPE: 0.4556
[245] train's rmse: 0.000613557 train's RMSPE: 0.426424 valid's rmse: 0.0006671 valid's RMSPE: 0.454338
[246] train's rmse: 0.000611996 train's RMSPE: 0.425339 valid's rmse: 0.000665068 valid's RMSPE: 0.452954
[247] train's rmse: 0.000609505 train's RMSPE: 0.423608 valid's rmse: 0.000661961 valid's RMSPE: 0.450838
[248] train's rmse: 0.000611234 train's RMSPE: 0.424809 valid's rmse: 0.000662489 valid's RMSPE: 0.451197
[249] train's rmse: 0.000607809 train's RMSPE: 0.422429 valid's rmse: 0.000660816 valid's RMSPE: 0.450058
[250] train's rmse: 0.000609441 train's RMSPE: 0.423564 valid's rmse: 0.000661214 valid's RMSPE: 0.450329
[251] train's rmse: 0.000605836 train's RMSPE: 0.421058 valid's rmse: 0.000664606 valid's RMSPE: 0.452639
[252] train's rmse: 0.000605317 train's RMSPE: 0.420698 valid's rmse: 0.00066235 valid's RMSPE: 0.451103
[253] train's rmse: 0.000607118 train's RMSPE: 0.421949 valid's rmse: 0.000662414 valid's RMSPE: 0.451146
[254] train's rmse: 0.000606673 train's RMSPE: 0.42164 valid's rmse: 0.000659828 valid's RMSPE: 0.449385
[255] train's rmse: 0.000608149 train's RMSPE: 0.422666 valid's rmse: 0.000660301 valid's RMSPE: 0.449707
[256] train's rmse: 0.000609635 train's RMSPE: 0.423699 valid's rmse: 0.000660752 valid's RMSPE: 0.450014
[257] train's rmse: 0.000605281 train's RMSPE: 0.420672 valid's rmse: 0.000660481 valid's RMSPE: 0.44983
[258] train's rmse: 0.000606922 train's RMSPE: 0.421813 valid's rmse: 0.000660656 valid's RMSPE: 0.449949
[259] train's rmse: 0.000608471 train's RMSPE: 0.42289 valid's rmse: 0.000661086 valid's RMSPE: 0.450242
[260] train's rmse: 0.000608257 train's RMSPE: 0.422741 valid's rmse: 0.000659998 valid's RMSPE: 0.449501
[261] train's rmse: 0.000609479 train's RMSPE: 0.42359 valid's rmse: 0.000660089 valid's RMSPE: 0.449563
[262] train's rmse: 0.000610695 train's RMSPE: 0.424435 valid's rmse: 0.000660463 valid's RMSPE: 0.449818
[263] train's rmse: 0.000612152 train's RMSPE: 0.425448 valid's rmse: 0.000660718 valid's RMSPE: 0.449991
[264] train's rmse: 0.000614162 train's RMSPE: 0.426845 valid's rmse: 0.000660875 valid's RMSPE: 0.450098
[265] train's rmse: 0.000613324 train's RMSPE: 0.426262 valid's rmse: 0.000658401 valid's RMSPE: 0.448414
[266] train's rmse: 0.000614827 train's RMSPE: 0.427307 valid's rmse: 0.000658754 valid's RMSPE: 0.448654
[267] train's rmse: 0.000611832 train's RMSPE: 0.425225 valid's rmse: 0.000657896 valid's RMSPE: 0.448069
[268] train's rmse: 0.000607883 train's RMSPE: 0.422481 valid's rmse: 0.000657969 valid's RMSPE: 0.448119
[269] train's rmse: 0.000605535 train's RMSPE: 0.420849 valid's rmse: 0.000657163 valid's RMSPE: 0.44757
[270] train's rmse: 0.000604631 train's RMSPE: 0.42022 valid's rmse: 0.000658199 valid's RMSPE: 0.448276
[271] train's rmse: 0.000605899 train's RMSPE: 0.421102 valid's rmse: 0.000658478 valid's RMSPE: 0.448466
[272] train's rmse: 0.000607229 train's RMSPE: 0.422027 valid's rmse: 0.000658519 valid's RMSPE: 0.448494
[273] train's rmse: 0.000608606 train's RMSPE: 0.422983 valid's rmse: 0.000659104 valid's RMSPE: 0.448892
[274] train's rmse: 0.000604415 train's RMSPE: 0.42007 valid's rmse: 0.000658002 valid's RMSPE: 0.448141
[275] train's rmse: 0.00060377 train's RMSPE: 0.419622 valid's rmse: 0.000658813 valid's RMSPE: 0.448694
[276] train's rmse: 0.000605075 train's RMSPE: 0.420529 valid's rmse: 0.000658817 valid's RMSPE: 0.448697
[277] train's rmse: 0.000602275 train's RMSPE: 0.418583 valid's rmse: 0.00065909 valid's RMSPE: 0.448882
[278] train's rmse: 0.00059939 train's RMSPE: 0.416578 valid's rmse: 0.000659187 valid's RMSPE: 0.448949
[279] train's rmse: 0.000600675 train's RMSPE: 0.417471 valid's rmse: 0.000659223 valid's RMSPE: 0.448973
[280] train's rmse: 0.000597987 train's RMSPE: 0.415603 valid's rmse: 0.000659358 valid's RMSPE: 0.449065
[281] train's rmse: 0.00059934 train's RMSPE: 0.416543 valid's rmse: 0.000659315 valid's RMSPE: 0.449036
[282] train's rmse: 0.000600646 train's RMSPE: 0.417451 valid's rmse: 0.000659595 valid's RMSPE: 0.449226
[283] train's rmse: 0.000598281 train's RMSPE: 0.415807 valid's rmse: 0.000659181 valid's RMSPE: 0.448945
[284] train's rmse: 0.00059964 train's RMSPE: 0.416752 valid's rmse: 0.000659435 valid's RMSPE: 0.449118
[285] train's rmse: 0.000596299 train's RMSPE: 0.41443 valid's rmse: 0.000660293 valid's RMSPE: 0.449702
[286] train's rmse: 0.000597577 train's RMSPE: 0.415318 valid's rmse: 0.000660461 valid's RMSPE: 0.449816
[287] train's rmse: 0.000595309 train's RMSPE: 0.413742 valid's rmse: 0.000659079 valid's RMSPE: 0.448875
[288] train's rmse: 0.000596543 train's RMSPE: 0.4146 valid's rmse: 0.000659212 valid's RMSPE: 0.448966
[289] train's rmse: 0.000597838 train's RMSPE: 0.415499 valid's rmse: 0.000659491 valid's RMSPE: 0.449155
[290] train's rmse: 0.000598518 train's RMSPE: 0.415972 valid's rmse: 0.000662132 valid's RMSPE: 0.450954
[291] train's rmse: 0.00059563 train's RMSPE: 0.413965 valid's rmse: 0.000664339 valid's RMSPE: 0.452457
[292] train's rmse: 0.00059697 train's RMSPE: 0.414896 valid's rmse: 0.00066441 valid's RMSPE: 0.452506
[293] train's rmse: 0.000595984 train's RMSPE: 0.414211 valid's rmse: 0.000662725 valid's RMSPE: 0.451358
[294] train's rmse: 0.000597028 train's RMSPE: 0.414936 valid's rmse: 0.000662653 valid's RMSPE: 0.451309
[295] train's rmse: 0.00059853 train's RMSPE: 0.415981 valid's rmse: 0.00066251 valid's RMSPE: 0.451212
[296] train's rmse: 0.000599677 train's RMSPE: 0.416777 valid's rmse: 0.000662924 valid's RMSPE: 0.451494
[297] train's rmse: 0.000597011 train's RMSPE: 0.414925 valid's rmse: 0.000665825 valid's RMSPE: 0.45347
[298] train's rmse: 0.000598109 train's RMSPE: 0.415688 valid's rmse: 0.000665878 valid's RMSPE: 0.453506
[299] train's rmse: 0.000595006 train's RMSPE: 0.413532 valid's rmse: 0.000664527 valid's RMSPE: 0.452585
[300] train's rmse: 0.000592704 train's RMSPE: 0.411931 valid's rmse: 0.000663641 valid's RMSPE: 0.451982
[301] train's rmse: 0.000589891 train's RMSPE: 0.409976 valid's rmse: 0.000663736 valid's RMSPE: 0.452047
[302] train's rmse: 0.000586343 train's RMSPE: 0.40751 valid's rmse: 0.000662441 valid's RMSPE: 0.451164
[303] train's rmse: 0.000587379 train's RMSPE: 0.408231 valid's rmse: 0.000661934 valid's RMSPE: 0.450819
[304] train's rmse: 0.000585354 train's RMSPE: 0.406823 valid's rmse: 0.000660943 valid's RMSPE: 0.450144
[305] train's rmse: 0.000583339 train's RMSPE: 0.405423 valid's rmse: 0.000659444 valid's RMSPE: 0.449124
[306] train's rmse: 0.00058466 train's RMSPE: 0.40634 valid's rmse: 0.000659263 valid's RMSPE: 0.449
[307] train's rmse: 0.000583953 train's RMSPE: 0.405849 valid's rmse: 0.000658969 valid's RMSPE: 0.4488
[308] train's rmse: 0.000585 train's RMSPE: 0.406577 valid's rmse: 0.000658871 valid's RMSPE: 0.448733
[309] train's rmse: 0.000582718 train's RMSPE: 0.404991 valid's rmse: 0.000659378 valid's RMSPE: 0.449079
[310] train's rmse: 0.000581703 train's RMSPE: 0.404285 valid's rmse: 0.000662045 valid's RMSPE: 0.450895
[311] train's rmse: 0.000579256 train's RMSPE: 0.402585 valid's rmse: 0.000660798 valid's RMSPE: 0.450046
[312] train's rmse: 0.00058044 train's RMSPE: 0.403408 valid's rmse: 0.000660376 valid's RMSPE: 0.449758
[313] train's rmse: 0.000581438 train's RMSPE: 0.404101 valid's rmse: 0.00066011 valid's RMSPE: 0.449577
[314] train's rmse: 0.000579616 train's RMSPE: 0.402835 valid's rmse: 0.000664247 valid's RMSPE: 0.452395
[315] train's rmse: 0.000579896 train's RMSPE: 0.40303 valid's rmse: 0.000664271 valid's RMSPE: 0.452411
[316] train's rmse: 0.000577872 train's RMSPE: 0.401623 valid's rmse: 0.000665469 valid's RMSPE: 0.453227
[317] train's rmse: 0.000578798 train's RMSPE: 0.402267 valid's rmse: 0.000665011 valid's RMSPE: 0.452915
[318] train's rmse: 0.000577993 train's RMSPE: 0.401707 valid's rmse: 0.000665531 valid's RMSPE: 0.45327
[319] train's rmse: 0.000579319 train's RMSPE: 0.402629 valid's rmse: 0.000665086 valid's RMSPE: 0.452966
[320] train's rmse: 0.000580275 train's RMSPE: 0.403293 valid's rmse: 0.000664365 valid's RMSPE: 0.452475
[321] train's rmse: 0.000581449 train's RMSPE: 0.404109 valid's rmse: 0.000663772 valid's RMSPE: 0.452071
[322] train's rmse: 0.000582563 train's RMSPE: 0.404884 valid's rmse: 0.000663624 valid's RMSPE: 0.45197
[323] train's rmse: 0.000583642 train's RMSPE: 0.405633 valid's rmse: 0.000663395 valid's RMSPE: 0.451814
[324] train's rmse: 0.000584741 train's RMSPE: 0.406397 valid's rmse: 0.000663376 valid's RMSPE: 0.451802
[325] train's rmse: 0.000582525 train's RMSPE: 0.404857 valid's rmse: 0.000663821 valid's RMSPE: 0.452105
[326] train's rmse: 0.000582144 train's RMSPE: 0.404592 valid's rmse: 0.000664568 valid's RMSPE: 0.452614
[327] train's rmse: 0.000583194 train's RMSPE: 0.405322 valid's rmse: 0.000664275 valid's RMSPE: 0.452414
[328] train's rmse: 0.000580143 train's RMSPE: 0.403201 valid's rmse: 0.000663021 valid's RMSPE: 0.45156
[329] train's rmse: 0.000581123 train's RMSPE: 0.403883 valid's rmse: 0.000662942 valid's RMSPE: 0.451506
[330] train's rmse: 0.000582092 train's RMSPE: 0.404556 valid's rmse: 0.000662505 valid's RMSPE: 0.451208
[331] train's rmse: 0.000583162 train's RMSPE: 0.4053 valid's rmse: 0.000662266 valid's RMSPE: 0.451046
[332] train's rmse: 0.000581563 train's RMSPE: 0.404188 valid's rmse: 0.000660365 valid's RMSPE: 0.449751
[333] train's rmse: 0.000582645 train's RMSPE: 0.40494 valid's rmse: 0.000660015 valid's RMSPE: 0.449512
[334] train's rmse: 0.000584042 train's RMSPE: 0.405912 valid's rmse: 0.000658624 valid's RMSPE: 0.448565
[335] train's rmse: 0.000583463 train's RMSPE: 0.405509 valid's rmse: 0.000657888 valid's RMSPE: 0.448064
[336] train's rmse: 0.000584694 train's RMSPE: 0.406364 valid's rmse: 0.000657813 valid's RMSPE: 0.448013
[337] train's rmse: 0.00058561 train's RMSPE: 0.407001 valid's rmse: 0.000657936 valid's RMSPE: 0.448097
[338] train's rmse: 0.000585356 train's RMSPE: 0.406824 valid's rmse: 0.000656888 valid's RMSPE: 0.447383
[339] train's rmse: 0.000586566 train's RMSPE: 0.407665 valid's rmse: 0.000656952 valid's RMSPE: 0.447426
[340] train's rmse: 0.000584421 train's RMSPE: 0.406175 valid's rmse: 0.000656026 valid's RMSPE: 0.446795
[341] train's rmse: 0.000585581 train's RMSPE: 0.406981 valid's rmse: 0.000655971 valid's RMSPE: 0.446758
[342] train's rmse: 0.000583555 train's RMSPE: 0.405573 valid's rmse: 0.000655322 valid's RMSPE: 0.446317
[343] train's rmse: 0.000584648 train's RMSPE: 0.406332 valid's rmse: 0.000655354 valid's RMSPE: 0.446338
[344] train's rmse: 0.00058176 train's RMSPE: 0.404325 valid's rmse: 0.000656306 valid's RMSPE: 0.446986
[345] train's rmse: 0.000582472 train's RMSPE: 0.40482 valid's rmse: 0.000657424 valid's RMSPE: 0.447748
[346] train's rmse: 0.000583517 train's RMSPE: 0.405546 valid's rmse: 0.000657103 valid's RMSPE: 0.447529
[347] train's rmse: 0.000582561 train's RMSPE: 0.404882 valid's rmse: 0.000657537 valid's RMSPE: 0.447825
[348] train's rmse: 0.0005811 train's RMSPE: 0.403866 valid's rmse: 0.000655954 valid's RMSPE: 0.446747
[349] train's rmse: 0.000581924 train's RMSPE: 0.404439 valid's rmse: 0.000655831 valid's RMSPE: 0.446663
[350] train's rmse: 0.000582748 train's RMSPE: 0.405012 valid's rmse: 0.000655565 valid's RMSPE: 0.446482
[351] train's rmse: 0.000583907 train's RMSPE: 0.405817 valid's rmse: 0.000654434 valid's RMSPE: 0.445711
[352] train's rmse: 0.000584802 train's RMSPE: 0.40644 valid's rmse: 0.0006542 valid's RMSPE: 0.445552
[353] train's rmse: 0.000585964 train's RMSPE: 0.407247 valid's rmse: 0.000654574 valid's RMSPE: 0.445807
[354] train's rmse: 0.000585521 train's RMSPE: 0.406939 valid's rmse: 0.000652774 valid's RMSPE: 0.444581
[355] train's rmse: 0.000586681 train's RMSPE: 0.407745 valid's rmse: 0.000652588 valid's RMSPE: 0.444454
[356] train's rmse: 0.000587973 train's RMSPE: 0.408643 valid's rmse: 0.000652083 valid's RMSPE: 0.44411
[357] train's rmse: 0.000589046 train's RMSPE: 0.409389 valid's rmse: 0.00065232 valid's RMSPE: 0.444271
[358] train's rmse: 0.000590257 train's RMSPE: 0.410231 valid's rmse: 0.000652596 valid's RMSPE: 0.44446
[359] train's rmse: 0.000591232 train's RMSPE: 0.410908 valid's rmse: 0.000652647 valid's RMSPE: 0.444494
[360] train's rmse: 0.000588761 train's RMSPE: 0.409191 valid's rmse: 0.000652782 valid's RMSPE: 0.444586
[361] train's rmse: 0.000589839 train's RMSPE: 0.40994 valid's rmse: 0.000652744 valid's RMSPE: 0.44456
[362] train's rmse: 0.000586771 train's RMSPE: 0.407808 valid's rmse: 0.000654507 valid's RMSPE: 0.445761
[363] train's rmse: 0.000587939 train's RMSPE: 0.40862 valid's rmse: 0.000654637 valid's RMSPE: 0.445849
[364] train's rmse: 0.000586053 train's RMSPE: 0.407309 valid's rmse: 0.000656635 valid's RMSPE: 0.44721
[365] train's rmse: 0.000587157 train's RMSPE: 0.408076 valid's rmse: 0.000656635 valid's RMSPE: 0.44721
[366] train's rmse: 0.000585808 train's RMSPE: 0.407139 valid's rmse: 0.000658853 valid's RMSPE: 0.448721
[367] train's rmse: 0.00058707 train's RMSPE: 0.408016 valid's rmse: 0.000658167 valid's RMSPE: 0.448254
[368] train's rmse: 0.000588287 train's RMSPE: 0.408861 valid's rmse: 0.000658198 valid's RMSPE: 0.448275
[369] train's rmse: 0.000588687 train's RMSPE: 0.409139 valid's rmse: 0.000659335 valid's RMSPE: 0.44905
[370] train's rmse: 0.000589632 train's RMSPE: 0.409797 valid's rmse: 0.000659283 valid's RMSPE: 0.449014
[371] train's rmse: 0.000586782 train's RMSPE: 0.407816 valid's rmse: 0.000660535 valid's RMSPE: 0.449867
[372] train's rmse: 0.000587464 train's RMSPE: 0.408289 valid's rmse: 0.00066055 valid's RMSPE: 0.449877
[373] train's rmse: 0.000586705 train's RMSPE: 0.407762 valid's rmse: 0.000659803 valid's RMSPE: 0.449368
[374] train's rmse: 0.000584139 train's RMSPE: 0.405979 valid's rmse: 0.000659172 valid's RMSPE: 0.448939
[375] train's rmse: 0.000585001 train's RMSPE: 0.406578 valid's rmse: 0.000659004 valid's RMSPE: 0.448824
[376] train's rmse: 0.000585786 train's RMSPE: 0.407123 valid's rmse: 0.000659006 valid's RMSPE: 0.448825
[377] train's rmse: 0.000582802 train's RMSPE: 0.405049 valid's rmse: 0.000665048 valid's RMSPE: 0.452941
[378] train's rmse: 0.00058083 train's RMSPE: 0.403679 valid's rmse: 0.000665907 valid's RMSPE: 0.453525
[379] train's rmse: 0.000579932 train's RMSPE: 0.403055 valid's rmse: 0.000664856 valid's RMSPE: 0.45281
[380] train's rmse: 0.000577055 train's RMSPE: 0.401055 valid's rmse: 0.000664842 valid's RMSPE: 0.4528
[381] train's rmse: 0.000577903 train's RMSPE: 0.401645 valid's rmse: 0.000664803 valid's RMSPE: 0.452774
[382] train's rmse: 0.000578852 train's RMSPE: 0.402304 valid's rmse: 0.000664716 valid's RMSPE: 0.452714
[383] train's rmse: 0.00057972 train's RMSPE: 0.402907 valid's rmse: 0.000664471 valid's RMSPE: 0.452548
[384] train's rmse: 0.000577149 train's RMSPE: 0.40112 valid's rmse: 0.000664045 valid's RMSPE: 0.452257
[385] train's rmse: 0.000574722 train's RMSPE: 0.399434 valid's rmse: 0.000666619 valid's RMSPE: 0.45401
[386] train's rmse: 0.000575718 train's RMSPE: 0.400126 valid's rmse: 0.000666246 valid's RMSPE: 0.453756
[387] train's rmse: 0.000576612 train's RMSPE: 0.400747 valid's rmse: 0.000665673 valid's RMSPE: 0.453366
[388] train's rmse: 0.000574331 train's RMSPE: 0.399162 valid's rmse: 0.000663164 valid's RMSPE: 0.451657
[389] train's rmse: 0.000571994 train's RMSPE: 0.397538 valid's rmse: 0.000664193 valid's RMSPE: 0.452358
[390] train's rmse: 0.000572902 train's RMSPE: 0.398169 valid's rmse: 0.000663893 valid's RMSPE: 0.452153
[391] train's rmse: 0.000573969 train's RMSPE: 0.398911 valid's rmse: 0.000663731 valid's RMSPE: 0.452043
[392] train's rmse: 0.00057502 train's RMSPE: 0.399641 valid's rmse: 0.000663227 valid's RMSPE: 0.4517
[393] train's rmse: 0.000576142 train's RMSPE: 0.40042 valid's rmse: 0.0006631 valid's RMSPE: 0.451614
[394] train's rmse: 0.000577402 train's RMSPE: 0.401296 valid's rmse: 0.000662077 valid's RMSPE: 0.450917
[395] train's rmse: 0.000578451 train's RMSPE: 0.402026 valid's rmse: 0.00066183 valid's RMSPE: 0.450748
[396] train's rmse: 0.000575884 train's RMSPE: 0.400242 valid's rmse: 0.000661718 valid's RMSPE: 0.450672
[397] train's rmse: 0.000576853 train's RMSPE: 0.400915 valid's rmse: 0.000661455 valid's RMSPE: 0.450493
[398] train's rmse: 0.000575642 train's RMSPE: 0.400074 valid's rmse: 0.000660924 valid's RMSPE: 0.450131
[399] train's rmse: 0.0005768 train's RMSPE: 0.400878 valid's rmse: 0.000660677 valid's RMSPE: 0.449963
[400] train's rmse: 0.000576439 train's RMSPE: 0.400627 valid's rmse: 0.000661245 valid's RMSPE: 0.45035
[401] train's rmse: 0.000577297 train's RMSPE: 0.401223 valid's rmse: 0.000661085 valid's RMSPE: 0.450241
[402] train's rmse: 0.000575234 train's RMSPE: 0.39979 valid's rmse: 0.000661088 valid's RMSPE: 0.450243
[403] train's rmse: 0.000573074 train's RMSPE: 0.398288 valid's rmse: 0.000660162 valid's RMSPE: 0.449613
[404] train's rmse: 0.000573979 train's RMSPE: 0.398918 valid's rmse: 0.000660138 valid's RMSPE: 0.449596
[405] train's rmse: 0.000571468 train's RMSPE: 0.397172 valid's rmse: 0.000661917 valid's RMSPE: 0.450808
[406] train's rmse: 0.000572417 train's RMSPE: 0.397832 valid's rmse: 0.000661518 valid's RMSPE: 0.450536
[407] train's rmse: 0.000570429 train's RMSPE: 0.39645 valid's rmse: 0.00066149 valid's RMSPE: 0.450517
[408] train's rmse: 0.000569582 train's RMSPE: 0.395861 valid's rmse: 0.000666295 valid's RMSPE: 0.453789
[409] train's rmse: 0.000569674 train's RMSPE: 0.395925 valid's rmse: 0.000666064 valid's RMSPE: 0.453632
[410] train's rmse: 0.00057056 train's RMSPE: 0.396541 valid's rmse: 0.000665768 valid's RMSPE: 0.45343
[411] train's rmse: 0.000571474 train's RMSPE: 0.397176 valid's rmse: 0.000665498 valid's RMSPE: 0.453247
[412] train's rmse: 0.00057239 train's RMSPE: 0.397813 valid's rmse: 0.000665167 valid's RMSPE: 0.453021
[413] train's rmse: 0.000573305 train's RMSPE: 0.398449 valid's rmse: 0.000664926 valid's RMSPE: 0.452857
[414] train's rmse: 0.000574237 train's RMSPE: 0.399097 valid's rmse: 0.000664742 valid's RMSPE: 0.452732
[415] train's rmse: 0.000575195 train's RMSPE: 0.399762 valid's rmse: 0.000664425 valid's RMSPE: 0.452516
[416] train's rmse: 0.000572776 train's RMSPE: 0.398081 valid's rmse: 0.0006635 valid's RMSPE: 0.451886
[417] train's rmse: 0.000572469 train's RMSPE: 0.397868 valid's rmse: 0.000664717 valid's RMSPE: 0.452715
[418] train's rmse: 0.000570192 train's RMSPE: 0.396286 valid's rmse: 0.000667882 valid's RMSPE: 0.45487
[419] train's rmse: 0.000570404 train's RMSPE: 0.396433 valid's rmse: 0.000666775 valid's RMSPE: 0.454116
[420] train's rmse: 0.000571359 train's RMSPE: 0.397097 valid's rmse: 0.000666232 valid's RMSPE: 0.453747
[421] train's rmse: 0.000572358 train's RMSPE: 0.397791 valid's rmse: 0.000665757 valid's RMSPE: 0.453423
[422] train's rmse: 0.000571216 train's RMSPE: 0.396997 valid's rmse: 0.00066755 valid's RMSPE: 0.454644
[423] train's rmse: 0.000572197 train's RMSPE: 0.397679 valid's rmse: 0.000667162 valid's RMSPE: 0.45438
[424] train's rmse: 0.000573074 train's RMSPE: 0.398289 valid's rmse: 0.000666846 valid's RMSPE: 0.454165
[425] train's rmse: 0.000573859 train's RMSPE: 0.398834 valid's rmse: 0.000666846 valid's RMSPE: 0.454165
[426] train's rmse: 0.000574848 train's RMSPE: 0.399522 valid's rmse: 0.00066664 valid's RMSPE: 0.454025
[427] train's rmse: 0.000573794 train's RMSPE: 0.398788 valid's rmse: 0.000664991 valid's RMSPE: 0.452901
[428] train's rmse: 0.000574834 train's RMSPE: 0.399512 valid's rmse: 0.000663775 valid's RMSPE: 0.452073
[429] train's rmse: 0.000575811 train's RMSPE: 0.40019 valid's rmse: 0.000663422 valid's RMSPE: 0.451833
[430] train's rmse: 0.000576771 train's RMSPE: 0.400858 valid's rmse: 0.000663159 valid's RMSPE: 0.451653
[431] train's rmse: 0.000574832 train's RMSPE: 0.39951 valid's rmse: 0.000666007 valid's RMSPE: 0.453593
[432] train's rmse: 0.000575661 train's RMSPE: 0.400087 valid's rmse: 0.000665484 valid's RMSPE: 0.453237
[433] train's rmse: 0.000573291 train's RMSPE: 0.398439 valid's rmse: 0.000664468 valid's RMSPE: 0.452545
[434] train's rmse: 0.000574201 train's RMSPE: 0.399072 valid's rmse: 0.000664411 valid's RMSPE: 0.452507
[435] train's rmse: 0.000572441 train's RMSPE: 0.397849 valid's rmse: 0.00066327 valid's RMSPE: 0.451729
[436] train's rmse: 0.000571198 train's RMSPE: 0.396984 valid's rmse: 0.00066483 valid's RMSPE: 0.452792
[437] train's rmse: 0.000572156 train's RMSPE: 0.39765 valid's rmse: 0.000664497 valid's RMSPE: 0.452565
[438] train's rmse: 0.000569418 train's RMSPE: 0.395747 valid's rmse: 0.000667076 valid's RMSPE: 0.454321
[439] train's rmse: 0.000570282 train's RMSPE: 0.396348 valid's rmse: 0.000666695 valid's RMSPE: 0.454062
[440] train's rmse: 0.000571383 train's RMSPE: 0.397113 valid's rmse: 0.000665291 valid's RMSPE: 0.453105
[441] train's rmse: 0.000572293 train's RMSPE: 0.397745 valid's rmse: 0.000665151 valid's RMSPE: 0.45301
[442] train's rmse: 0.000573247 train's RMSPE: 0.398409 valid's rmse: 0.000665209 valid's RMSPE: 0.45305
[443] train's rmse: 0.000574025 train's RMSPE: 0.398949 valid's rmse: 0.000664988 valid's RMSPE: 0.4529
[444] train's rmse: 0.000574922 train's RMSPE: 0.399573 valid's rmse: 0.000664826 valid's RMSPE: 0.452789
[445] train's rmse: 0.000573752 train's RMSPE: 0.39876 valid's rmse: 0.000670199 valid's RMSPE: 0.456449
[446] train's rmse: 0.000574527 train's RMSPE: 0.399298 valid's rmse: 0.000669642 valid's RMSPE: 0.456069
[447] train's rmse: 0.000575352 train's RMSPE: 0.399872 valid's rmse: 0.000669276 valid's RMSPE: 0.45582
[448] train's rmse: 0.000572919 train's RMSPE: 0.398181 valid's rmse: 0.000671671 valid's RMSPE: 0.457451
[449] train's rmse: 0.000573852 train's RMSPE: 0.398829 valid's rmse: 0.000671886 valid's RMSPE: 0.457597
[450] train's rmse: 0.000574823 train's RMSPE: 0.399504 valid's rmse: 0.000671553 valid's RMSPE: 0.45737
[451] train's rmse: 0.000575787 train's RMSPE: 0.400174 valid's rmse: 0.000671212 valid's RMSPE: 0.457138
[452] train's rmse: 0.000573646 train's RMSPE: 0.398686 valid's rmse: 0.000674001 valid's RMSPE: 0.459038
[453] train's rmse: 0.000573036 train's RMSPE: 0.398262 valid's rmse: 0.000675687 valid's RMSPE: 0.460186
[454] train's rmse: 0.000571261 train's RMSPE: 0.397029 valid's rmse: 0.000678677 valid's RMSPE: 0.462223
[455] train's rmse: 0.000572206 train's RMSPE: 0.397685 valid's rmse: 0.000678095 valid's RMSPE: 0.461826
[456] train's rmse: 0.000569349 train's RMSPE: 0.395699 valid's rmse: 0.000677472 valid's RMSPE: 0.461402
[457] train's rmse: 0.000570254 train's RMSPE: 0.396328 valid's rmse: 0.000677061 valid's RMSPE: 0.461122
[458] train's rmse: 0.000570931 train's RMSPE: 0.396799 valid's rmse: 0.00067775 valid's RMSPE: 0.461591
[459] train's rmse: 0.000570484 train's RMSPE: 0.396488 valid's rmse: 0.000676851 valid's RMSPE: 0.460979
[460] train's rmse: 0.000571212 train's RMSPE: 0.396995 valid's rmse: 0.000676539 valid's RMSPE: 0.460766
[461] train's rmse: 0.000571897 train's RMSPE: 0.397471 valid's rmse: 0.000675888 valid's RMSPE: 0.460323
[462] train's rmse: 0.000571754 train's RMSPE: 0.397371 valid's rmse: 0.000675041 valid's RMSPE: 0.459746
[463] train's rmse: 0.000572115 train's RMSPE: 0.397622 valid's rmse: 0.000676898 valid's RMSPE: 0.461011
[464] train's rmse: 0.000572686 train's RMSPE: 0.398019 valid's rmse: 0.000675277 valid's RMSPE: 0.459907
[465] train's rmse: 0.000571356 train's RMSPE: 0.397094 valid's rmse: 0.000677729 valid's RMSPE: 0.461577
[466] train's rmse: 0.000569505 train's RMSPE: 0.395808 valid's rmse: 0.000677507 valid's RMSPE: 0.461426
[467] train's rmse: 0.000567187 train's RMSPE: 0.394197 valid's rmse: 0.000678905 valid's RMSPE: 0.462378
[468] train's rmse: 0.00056523 train's RMSPE: 0.392837 valid's rmse: 0.000676793 valid's RMSPE: 0.460939
[469] train's rmse: 0.000564877 train's RMSPE: 0.392592 valid's rmse: 0.000680374 valid's RMSPE: 0.463378
[470] train's rmse: 0.000564922 train's RMSPE: 0.392622 valid's rmse: 0.000683736 valid's RMSPE: 0.465668
[471] train's rmse: 0.000565594 train's RMSPE: 0.39309 valid's rmse: 0.000682528 valid's RMSPE: 0.464845
[472] train's rmse: 0.000563665 train's RMSPE: 0.391749 valid's rmse: 0.000682878 valid's RMSPE: 0.465084
[473] train's rmse: 0.000561724 train's RMSPE: 0.3904 valid's rmse: 0.000681608 valid's RMSPE: 0.464219
[474] train's rmse: 0.000562344 train's RMSPE: 0.390831 valid's rmse: 0.000680853 valid's RMSPE: 0.463705
[475] train's rmse: 0.000561679 train's RMSPE: 0.390369 valid's rmse: 0.000681534 valid's RMSPE: 0.464168
[476] train's rmse: 0.000560323 train's RMSPE: 0.389427 valid's rmse: 0.000680093 valid's RMSPE: 0.463187
[477] train's rmse: 0.000560944 train's RMSPE: 0.389858 valid's rmse: 0.000679285 valid's RMSPE: 0.462636
[478] train's rmse: 0.000561534 train's RMSPE: 0.390268 valid's rmse: 0.000678737 valid's RMSPE: 0.462264
[479] train's rmse: 0.000561046 train's RMSPE: 0.389929 valid's rmse: 0.00067888 valid's RMSPE: 0.46236
[480] train's rmse: 0.000559323 train's RMSPE: 0.388731 valid's rmse: 0.000680517 valid's RMSPE: 0.463476
[481] train's rmse: 0.000559915 train's RMSPE: 0.389143 valid's rmse: 0.000679974 valid's RMSPE: 0.463106
[482] train's rmse: 0.000559505 train's RMSPE: 0.388858 valid's rmse: 0.000683668 valid's RMSPE: 0.465622
[483] train's rmse: 0.00056 train's RMSPE: 0.389202 valid's rmse: 0.000681697 valid's RMSPE: 0.464279
[484] train's rmse: 0.000558087 train's RMSPE: 0.387872 valid's rmse: 0.00068525 valid's RMSPE: 0.466699
[485] train's rmse: 0.000558588 train's RMSPE: 0.388221 valid's rmse: 0.000684655 valid's RMSPE: 0.466294
[486] train's rmse: 0.000556499 train's RMSPE: 0.386769 valid's rmse: 0.000684205 valid's RMSPE: 0.465987
[487] train's rmse: 0.00055475 train's RMSPE: 0.385553 valid's rmse: 0.000684888 valid's RMSPE: 0.466452
[488] train's rmse: 0.000552503 train's RMSPE: 0.383991 valid's rmse: 0.000684149 valid's RMSPE: 0.465949
[489] train's rmse: 0.000553193 train's RMSPE: 0.384471 valid's rmse: 0.000685725 valid's RMSPE: 0.467022
[490] train's rmse: 0.000551469 train's RMSPE: 0.383273 valid's rmse: 0.000687966 valid's RMSPE: 0.468549
[491] train's rmse: 0.000552 train's RMSPE: 0.383642 valid's rmse: 0.000686855 valid's RMSPE: 0.467792
[492] train's rmse: 0.000550354 train's RMSPE: 0.382498 valid's rmse: 0.000685231 valid's RMSPE: 0.466686
[493] train's rmse: 0.000550943 train's RMSPE: 0.382907 valid's rmse: 0.000684426 valid's RMSPE: 0.466138
[494] train's rmse: 0.000551562 train's RMSPE: 0.383338 valid's rmse: 0.000683518 valid's RMSPE: 0.465519
[495] train's rmse: 0.000552108 train's RMSPE: 0.383717 valid's rmse: 0.000681345 valid's RMSPE: 0.464039
[496] train's rmse: 0.000552806 train's RMSPE: 0.384202 valid's rmse: 0.000680807 valid's RMSPE: 0.463673
[497] train's rmse: 0.000552619 train's RMSPE: 0.384072 valid's rmse: 0.000681632 valid's RMSPE: 0.464235
[498] train's rmse: 0.000551298 train's RMSPE: 0.383154 valid's rmse: 0.000683821 valid's RMSPE: 0.465726
[499] train's rmse: 0.00055175 train's RMSPE: 0.383468 valid's rmse: 0.000683186 valid's RMSPE: 0.465294
[500] train's rmse: 0.000552332 train's RMSPE: 0.383873 valid's rmse: 0.000682575 valid's RMSPE: 0.464877
[501] train's rmse: 0.000551131 train's RMSPE: 0.383038 valid's rmse: 0.000681347 valid's RMSPE: 0.464041
[502] train's rmse: 0.000551731 train's RMSPE: 0.383455 valid's rmse: 0.000680739 valid's RMSPE: 0.463627
[503] train's rmse: 0.000550301 train's RMSPE: 0.382461 valid's rmse: 0.000680107 valid's RMSPE: 0.463196
[504] train's rmse: 0.000550873 train's RMSPE: 0.382859 valid's rmse: 0.000679294 valid's RMSPE: 0.462643
[505] train's rmse: 0.000551499 train's RMSPE: 0.383294 valid's rmse: 0.000678881 valid's RMSPE: 0.462361
[506] train's rmse: 0.000551677 train's RMSPE: 0.383417 valid's rmse: 0.000677338 valid's RMSPE: 0.461311
[507] train's rmse: 0.00055151 train's RMSPE: 0.383302 valid's rmse: 0.000676989 valid's RMSPE: 0.461073
[508] train's rmse: 0.000552705 train's RMSPE: 0.384132 valid's rmse: 0.000679116 valid's RMSPE: 0.462522
[509] train's rmse: 0.000550986 train's RMSPE: 0.382937 valid's rmse: 0.000680644 valid's RMSPE: 0.463562
[510] train's rmse: 0.000551528 train's RMSPE: 0.383314 valid's rmse: 0.000679975 valid's RMSPE: 0.463107
[511] train's rmse: 0.000549608 train's RMSPE: 0.381979 valid's rmse: 0.000682453 valid's RMSPE: 0.464794
[512] train's rmse: 0.000550187 train's RMSPE: 0.382382 valid's rmse: 0.000680419 valid's RMSPE: 0.463409
[513] train's rmse: 0.000550788 train's RMSPE: 0.3828 valid's rmse: 0.000679343 valid's RMSPE: 0.462676
[514] train's rmse: 0.000551419 train's RMSPE: 0.383238 valid's rmse: 0.000678925 valid's RMSPE: 0.462391
[515] train's rmse: 0.000552006 train's RMSPE: 0.383646 valid's rmse: 0.000678321 valid's RMSPE: 0.46198
[516] train's rmse: 0.000552577 train's RMSPE: 0.384043 valid's rmse: 0.00067768 valid's RMSPE: 0.461543
[517] train's rmse: 0.00055324 train's RMSPE: 0.384504 valid's rmse: 0.000677057 valid's RMSPE: 0.461119
[518] train's rmse: 0.00055395 train's RMSPE: 0.384997 valid's rmse: 0.000676577 valid's RMSPE: 0.460792
[519] train's rmse: 0.000554707 train's RMSPE: 0.385523 valid's rmse: 0.000674984 valid's RMSPE: 0.459707
[520] train's rmse: 0.000555395 train's RMSPE: 0.386001 valid's rmse: 0.00067359 valid's RMSPE: 0.458758
[521] train's rmse: 0.000556185 train's RMSPE: 0.38655 valid's rmse: 0.000673045 valid's RMSPE: 0.458387
[522] train's rmse: 0.0005531 train's RMSPE: 0.384407 valid's rmse: 0.000672403 valid's RMSPE: 0.45795
[523] train's rmse: 0.000553796 train's RMSPE: 0.38489 valid's rmse: 0.00067178 valid's RMSPE: 0.457525
[524] train's rmse: 0.000554595 train's RMSPE: 0.385446 valid's rmse: 0.000671192 valid's RMSPE: 0.457125
[525] train's rmse: 0.000555264 train's RMSPE: 0.385911 valid's rmse: 0.000670932 valid's RMSPE: 0.456948
[526] train's rmse: 0.000555955 train's RMSPE: 0.38639 valid's rmse: 0.00067056 valid's RMSPE: 0.456694
[527] train's rmse: 0.00055453 train's RMSPE: 0.3854 valid's rmse: 0.000670348 valid's RMSPE: 0.45655
[528] train's rmse: 0.000552253 train's RMSPE: 0.383818 valid's rmse: 0.000676316 valid's RMSPE: 0.460614
[529] train's rmse: 0.000550739 train's RMSPE: 0.382765 valid's rmse: 0.000676037 valid's RMSPE: 0.460424
[530] train's rmse: 0.000551508 train's RMSPE: 0.3833 valid's rmse: 0.000675178 valid's RMSPE: 0.459839
[531] train's rmse: 0.000552245 train's RMSPE: 0.383812 valid's rmse: 0.000674705 valid's RMSPE: 0.459517
[532] train's rmse: 0.000550761 train's RMSPE: 0.382781 valid's rmse: 0.000674862 valid's RMSPE: 0.459624
[533] train's rmse: 0.00055147 train's RMSPE: 0.383274 valid's rmse: 0.000674286 valid's RMSPE: 0.459232
[534] train's rmse: 0.000549918 train's RMSPE: 0.382195 valid's rmse: 0.000676622 valid's RMSPE: 0.460823
[535] train's rmse: 0.000547636 train's RMSPE: 0.380609 valid's rmse: 0.000680064 valid's RMSPE: 0.463167
[536] train's rmse: 0.00054611 train's RMSPE: 0.379548 valid's rmse: 0.000679218 valid's RMSPE: 0.462591
[537] train's rmse: 0.000544764 train's RMSPE: 0.378613 valid's rmse: 0.000678423 valid's RMSPE: 0.462049
[538] train's rmse: 0.000545218 train's RMSPE: 0.378929 valid's rmse: 0.000677795 valid's RMSPE: 0.461622
[539] train's rmse: 0.000543271 train's RMSPE: 0.377575 valid's rmse: 0.000678218 valid's RMSPE: 0.46191
[540] train's rmse: 0.00054408 train's RMSPE: 0.378137 valid's rmse: 0.000677293 valid's RMSPE: 0.46128
[541] train's rmse: 0.000544715 train's RMSPE: 0.378579 valid's rmse: 0.000676401 valid's RMSPE: 0.460672
[542] train's rmse: 0.00054437 train's RMSPE: 0.378339 valid's rmse: 0.000681256 valid's RMSPE: 0.463979
[543] train's rmse: 0.000543495 train's RMSPE: 0.377731 valid's rmse: 0.000682491 valid's RMSPE: 0.46482
[544] train's rmse: 0.000541727 train's RMSPE: 0.376502 valid's rmse: 0.000683471 valid's RMSPE: 0.465487
[545] train's rmse: 0.000540299 train's RMSPE: 0.37551 valid's rmse: 0.0006839 valid's RMSPE: 0.46578
[546] train's rmse: 0.00053845 train's RMSPE: 0.374224 valid's rmse: 0.00068819 valid's RMSPE: 0.468701
[547] train's rmse: 0.000539009 train's RMSPE: 0.374613 valid's rmse: 0.000687433 valid's RMSPE: 0.468186
[548] train's rmse: 0.000537611 train's RMSPE: 0.373641 valid's rmse: 0.000690113 valid's RMSPE: 0.470011
[549] train's rmse: 0.000538199 train's RMSPE: 0.37405 valid's rmse: 0.000689083 valid's RMSPE: 0.46931
[550] train's rmse: 0.000538879 train's RMSPE: 0.374523 valid's rmse: 0.000688382 valid's RMSPE: 0.468832
[551] train's rmse: 0.000538503 train's RMSPE: 0.374261 valid's rmse: 0.000691467 valid's RMSPE: 0.470933
[552] train's rmse: 0.000539091 train's RMSPE: 0.37467 valid's rmse: 0.000690725 valid's RMSPE: 0.470428
[553] train's rmse: 0.000539691 train's RMSPE: 0.375087 valid's rmse: 0.000689783 valid's RMSPE: 0.469786
[554] train's rmse: 0.000540252 train's RMSPE: 0.375477 valid's rmse: 0.000689122 valid's RMSPE: 0.469336
[555] train's rmse: 0.000540668 train's RMSPE: 0.375766 valid's rmse: 0.000688468 valid's RMSPE: 0.468891
[556] train's rmse: 0.000539264 train's RMSPE: 0.37479 valid's rmse: 0.000687083 valid's RMSPE: 0.467948
[557] train's rmse: 0.000538075 train's RMSPE: 0.373964 valid's rmse: 0.000693006 valid's RMSPE: 0.471981
[558] train's rmse: 0.000536736 train's RMSPE: 0.373034 valid's rmse: 0.000695931 valid's RMSPE: 0.473974
[559] train's rmse: 0.000537419 train's RMSPE: 0.373508 valid's rmse: 0.000694911 valid's RMSPE: 0.473279
[560] train's rmse: 0.000535944 train's RMSPE: 0.372483 valid's rmse: 0.000694258 valid's RMSPE: 0.472834
[561] train's rmse: 0.000536533 train's RMSPE: 0.372892 valid's rmse: 0.000693223 valid's RMSPE: 0.472129
[562] train's rmse: 0.000537178 train's RMSPE: 0.373341 valid's rmse: 0.000692365 valid's RMSPE: 0.471545
[563] train's rmse: 0.00053566 train's RMSPE: 0.372286 valid's rmse: 0.00069576 valid's RMSPE: 0.473857
[564] train's rmse: 0.000536355 train's RMSPE: 0.372768 valid's rmse: 0.000693722 valid's RMSPE: 0.472469
[565] train's rmse: 0.000535158 train's RMSPE: 0.371936 valid's rmse: 0.000693664 valid's RMSPE: 0.472429
[566] train's rmse: 0.000535774 train's RMSPE: 0.372365 valid's rmse: 0.000692932 valid's RMSPE: 0.471931
[567] train's rmse: 0.000536373 train's RMSPE: 0.372781 valid's rmse: 0.000692163 valid's RMSPE: 0.471407
[568] train's rmse: 0.000534784 train's RMSPE: 0.371677 valid's rmse: 0.000694242 valid's RMSPE: 0.472824
[569] train's rmse: 0.000535305 train's RMSPE: 0.372039 valid's rmse: 0.000693543 valid's RMSPE: 0.472347
[570] train's rmse: 0.000535772 train's RMSPE: 0.372363 valid's rmse: 0.000692685 valid's RMSPE: 0.471763
[571] train's rmse: 0.000536564 train's RMSPE: 0.372914 valid's rmse: 0.000692095 valid's RMSPE: 0.471361
[572] train's rmse: 0.000537167 train's RMSPE: 0.373333 valid's rmse: 0.00069134 valid's RMSPE: 0.470847
[573] train's rmse: 0.000537889 train's RMSPE: 0.373835 valid's rmse: 0.000690496 valid's RMSPE: 0.470272
[574] train's rmse: 0.000536552 train's RMSPE: 0.372906 valid's rmse: 0.000694413 valid's RMSPE: 0.47294
[575] train's rmse: 0.000537168 train's RMSPE: 0.373334 valid's rmse: 0.00069342 valid's RMSPE: 0.472263
[576] train's rmse: 0.000537937 train's RMSPE: 0.373868 valid's rmse: 0.000692576 valid's RMSPE: 0.471689
[577] train's rmse: 0.000538685 train's RMSPE: 0.374388 valid's rmse: 0.000691649 valid's RMSPE: 0.471057
[578] train's rmse: 0.000536897 train's RMSPE: 0.373145 valid's rmse: 0.000691538 valid's RMSPE: 0.470981
[579] train's rmse: 0.000535143 train's RMSPE: 0.371926 valid's rmse: 0.00069182 valid's RMSPE: 0.471174
[580] train's rmse: 0.000535809 train's RMSPE: 0.372389 valid's rmse: 0.000691281 valid's RMSPE: 0.470807
[581] train's rmse: 0.00053454 train's RMSPE: 0.371507 valid's rmse: 0.000692205 valid's RMSPE: 0.471436
[582] train's rmse: 0.000535106 train's RMSPE: 0.371901 valid's rmse: 0.000691818 valid's RMSPE: 0.471172
[583] train's rmse: 0.000535679 train's RMSPE: 0.372299 valid's rmse: 0.000691077 valid's RMSPE: 0.470668
[584] train's rmse: 0.000534717 train's RMSPE: 0.37163 valid's rmse: 0.000698098 valid's RMSPE: 0.475449
[585] train's rmse: 0.000535337 train's RMSPE: 0.372061 valid's rmse: 0.000697312 valid's RMSPE: 0.474914
[586] train's rmse: 0.00053368 train's RMSPE: 0.37091 valid's rmse: 0.000696895 valid's RMSPE: 0.47463
[587] train's rmse: 0.000532479 train's RMSPE: 0.370075 valid's rmse: 0.000699666 valid's RMSPE: 0.476517
[588] train's rmse: 0.000531338 train's RMSPE: 0.369282 valid's rmse: 0.000706338 valid's RMSPE: 0.481061
[589] train's rmse: 0.000532041 train's RMSPE: 0.36977 valid's rmse: 0.000705649 valid's RMSPE: 0.480592
[590] train's rmse: 0.000530435 train's RMSPE: 0.368654 valid's rmse: 0.000705526 valid's RMSPE: 0.480508
[591] train's rmse: 0.000531137 train's RMSPE: 0.369142 valid's rmse: 0.000703669 valid's RMSPE: 0.479244
[592] train's rmse: 0.000530335 train's RMSPE: 0.368585 valid's rmse: 0.000703675 valid's RMSPE: 0.479248
[593] train's rmse: 0.000530814 train's RMSPE: 0.368917 valid's rmse: 0.00070278 valid's RMSPE: 0.478638
[594] train's rmse: 0.000531414 train's RMSPE: 0.369335 valid's rmse: 0.000702028 valid's RMSPE: 0.478126
[595] train's rmse: 0.000530414 train's RMSPE: 0.36864 valid's rmse: 0.000703966 valid's RMSPE: 0.479446
[596] train's rmse: 0.000531112 train's RMSPE: 0.369125 valid's rmse: 0.000703123 valid's RMSPE: 0.478871
[597] train's rmse: 0.0005319 train's RMSPE: 0.369673 valid's rmse: 0.000701872 valid's RMSPE: 0.47802
[598] train's rmse: 0.00053154 train's RMSPE: 0.369422 valid's rmse: 0.000703136 valid's RMSPE: 0.47888
[599] train's rmse: 0.000530683 train's RMSPE: 0.368827 valid's rmse: 0.000707797 valid's RMSPE: 0.482055
[600] train's rmse: 0.000529343 train's RMSPE: 0.367895 valid's rmse: 0.000712996 valid's RMSPE: 0.485596
[601] train's rmse: 0.00052875 train's RMSPE: 0.367483 valid's rmse: 0.000715932 valid's RMSPE: 0.487596
[602] train's rmse: 0.00052747 train's RMSPE: 0.366593 valid's rmse: 0.0007175 valid's RMSPE: 0.488663
[603] train's rmse: 0.000528023 train's RMSPE: 0.366977 valid's rmse: 0.000716761 valid's RMSPE: 0.48816
[604] train's rmse: 0.000526749 train's RMSPE: 0.366093 valid's rmse: 0.000716035 valid's RMSPE: 0.487666
[605] train's rmse: 0.000526046 train's RMSPE: 0.365604 valid's rmse: 0.000719954 valid's RMSPE: 0.490335
[606] train's rmse: 0.000524857 train's RMSPE: 0.364778 valid's rmse: 0.000718603 valid's RMSPE: 0.489415
[607] train's rmse: 0.000525089 train's RMSPE: 0.364939 valid's rmse: 0.000718012 valid's RMSPE: 0.489012
[608] train's rmse: 0.000524356 train's RMSPE: 0.364429 valid's rmse: 0.00072098 valid's RMSPE: 0.491034
[609] train's rmse: 0.000524779 train's RMSPE: 0.364724 valid's rmse: 0.000720105 valid's RMSPE: 0.490438
[610] train's rmse: 0.000523764 train's RMSPE: 0.364018 valid's rmse: 0.000723266 valid's RMSPE: 0.492591
[611] train's rmse: 0.000523469 train's RMSPE: 0.363812 valid's rmse: 0.000723671 valid's RMSPE: 0.492867
[612] train's rmse: 0.000522396 train's RMSPE: 0.363067 valid's rmse: 0.000723496 valid's RMSPE: 0.492747
[613] train's rmse: 0.000521724 train's RMSPE: 0.3626 valid's rmse: 0.000726845 valid's RMSPE: 0.495028
[614] train's rmse: 0.000522272 train's RMSPE: 0.362981 valid's rmse: 0.000725671 valid's RMSPE: 0.494228
[615] train's rmse: 0.00052133 train's RMSPE: 0.362326 valid's rmse: 0.000727724 valid's RMSPE: 0.495627
[616] train's rmse: 0.000521881 train's RMSPE: 0.362709 valid's rmse: 0.00072672 valid's RMSPE: 0.494943
[617] train's rmse: 0.000520603 train's RMSPE: 0.361821 valid's rmse: 0.000729597 valid's RMSPE: 0.496902
[618] train's rmse: 0.000519691 train's RMSPE: 0.361187 valid's rmse: 0.000731391 valid's RMSPE: 0.498124
[619] train's rmse: 0.000520113 train's RMSPE: 0.36148 valid's rmse: 0.000730512 valid's RMSPE: 0.497525
[620] train's rmse: 0.00052048 train's RMSPE: 0.361736 valid's rmse: 0.000729632 valid's RMSPE: 0.496926
[621] train's rmse: 0.000520966 train's RMSPE: 0.362073 valid's rmse: 0.000728561 valid's RMSPE: 0.496197
[622] train's rmse: 0.000521491 train's RMSPE: 0.362438 valid's rmse: 0.000725984 valid's RMSPE: 0.494442
[623] train's rmse: 0.000521943 train's RMSPE: 0.362753 valid's rmse: 0.000725041 valid's RMSPE: 0.4938
[624] train's rmse: 0.000521699 train's RMSPE: 0.362582 valid's rmse: 0.000724155 valid's RMSPE: 0.493196
[625] train's rmse: 0.000520639 train's RMSPE: 0.361846 valid's rmse: 0.000724839 valid's RMSPE: 0.493662
[626] train's rmse: 0.000519576 train's RMSPE: 0.361107 valid's rmse: 0.000722677 valid's RMSPE: 0.49219
[627] train's rmse: 0.000519956 train's RMSPE: 0.361371 valid's rmse: 0.000721921 valid's RMSPE: 0.491674
[628] train's rmse: 0.000520504 train's RMSPE: 0.361752 valid's rmse: 0.00072092 valid's RMSPE: 0.490993
[629] train's rmse: 0.000521052 train's RMSPE: 0.362133 valid's rmse: 0.000718849 valid's RMSPE: 0.489582
[630] train's rmse: 0.000520828 train's RMSPE: 0.361977 valid's rmse: 0.000718671 valid's RMSPE: 0.489461
[631] train's rmse: 0.000521319 train's RMSPE: 0.362319 valid's rmse: 0.000717464 valid's RMSPE: 0.488639
[632] train's rmse: 0.000520183 train's RMSPE: 0.361529 valid's rmse: 0.000717076 valid's RMSPE: 0.488375
[633] train's rmse: 0.000520705 train's RMSPE: 0.361892 valid's rmse: 0.000716114 valid's RMSPE: 0.48772
[634] train's rmse: 0.000520028 train's RMSPE: 0.361421 valid's rmse: 0.000719308 valid's RMSPE: 0.489895
[635] train's rmse: 0.000520501 train's RMSPE: 0.36175 valid's rmse: 0.000717199 valid's RMSPE: 0.488458
[636] train's rmse: 0.000519577 train's RMSPE: 0.361107 valid's rmse: 0.000715754 valid's RMSPE: 0.487474
[637] train's rmse: 0.00051821 train's RMSPE: 0.360158 valid's rmse: 0.000717046 valid's RMSPE: 0.488354
[638] train's rmse: 0.000517713 train's RMSPE: 0.359813 valid's rmse: 0.000719515 valid's RMSPE: 0.490036
[639] train's rmse: 0.000517001 train's RMSPE: 0.359318 valid's rmse: 0.0007222 valid's RMSPE: 0.491864
[640] train's rmse: 0.000516498 train's RMSPE: 0.358968 valid's rmse: 0.000721698 valid's RMSPE: 0.491523
[641] train's rmse: 0.00051701 train's RMSPE: 0.359324 valid's rmse: 0.000720243 valid's RMSPE: 0.490531
[642] train's rmse: 0.000517315 train's RMSPE: 0.359536 valid's rmse: 0.00071815 valid's RMSPE: 0.489106
[643] train's rmse: 0.000516257 train's RMSPE: 0.358801 valid's rmse: 0.000718493 valid's RMSPE: 0.48934
[644] train's rmse: 0.000515659 train's RMSPE: 0.358385 valid's rmse: 0.000718216 valid's RMSPE: 0.489151
[645] train's rmse: 0.00051597 train's RMSPE: 0.358601 valid's rmse: 0.00071723 valid's RMSPE: 0.48848
[646] train's rmse: 0.000516092 train's RMSPE: 0.358686 valid's rmse: 0.000718096 valid's RMSPE: 0.489069
[647] train's rmse: 0.000515147 train's RMSPE: 0.358029 valid's rmse: 0.000718923 valid's RMSPE: 0.489632
[648] train's rmse: 0.000513988 train's RMSPE: 0.357224 valid's rmse: 0.000724521 valid's RMSPE: 0.493445
[649] train's rmse: 0.000514403 train's RMSPE: 0.357512 valid's rmse: 0.000723228 valid's RMSPE: 0.492565
[650] train's rmse: 0.000514867 train's RMSPE: 0.357834 valid's rmse: 0.000721977 valid's RMSPE: 0.491713
[651] train's rmse: 0.000515201 train's RMSPE: 0.358066 valid's rmse: 0.000720959 valid's RMSPE: 0.491019
[652] train's rmse: 0.000514606 train's RMSPE: 0.357653 valid's rmse: 0.000721089 valid's RMSPE: 0.491107
[653] train's rmse: 0.00051506 train's RMSPE: 0.357969 valid's rmse: 0.000720449 valid's RMSPE: 0.490672
[654] train's rmse: 0.000514855 train's RMSPE: 0.357826 valid's rmse: 0.000724307 valid's RMSPE: 0.493299
[655] train's rmse: 0.000515298 train's RMSPE: 0.358134 valid's rmse: 0.000723397 valid's RMSPE: 0.49268
[656] train's rmse: 0.000514158 train's RMSPE: 0.357341 valid's rmse: 0.000717484 valid's RMSPE: 0.488653
[657] train's rmse: 0.000512933 train's RMSPE: 0.35649 valid's rmse: 0.00071569 valid's RMSPE: 0.487431
[658] train's rmse: 0.000512575 train's RMSPE: 0.356241 valid's rmse: 0.000717767 valid's RMSPE: 0.488846
[659] train's rmse: 0.000512038 train's RMSPE: 0.355868 valid's rmse: 0.00071797 valid's RMSPE: 0.488984
[660] train's rmse: 0.000512439 train's RMSPE: 0.356147 valid's rmse: 0.000716823 valid's RMSPE: 0.488202
[661] train's rmse: 0.000511392 train's RMSPE: 0.355419 valid's rmse: 0.000717251 valid's RMSPE: 0.488494
[662] train's rmse: 0.000511209 train's RMSPE: 0.355292 valid's rmse: 0.000721325 valid's RMSPE: 0.491269
[663] train's rmse: 0.000511615 train's RMSPE: 0.355574 valid's rmse: 0.000720156 valid's RMSPE: 0.490472
[664] train's rmse: 0.000512004 train's RMSPE: 0.355844 valid's rmse: 0.000719384 valid's RMSPE: 0.489946
[665] train's rmse: 0.00051239 train's RMSPE: 0.356113 valid's rmse: 0.000718421 valid's RMSPE: 0.489291
[666] train's rmse: 0.000511427 train's RMSPE: 0.355443 valid's rmse: 0.000722543 valid's RMSPE: 0.492098
[667] train's rmse: 0.000511862 train's RMSPE: 0.355746 valid's rmse: 0.000721734 valid's RMSPE: 0.491547
[668] train's rmse: 0.000512091 train's RMSPE: 0.355905 valid's rmse: 0.000721024 valid's RMSPE: 0.491064
[669] train's rmse: 0.000512473 train's RMSPE: 0.356171 valid's rmse: 0.000719945 valid's RMSPE: 0.490328
[670] train's rmse: 0.000512159 train's RMSPE: 0.355952 valid's rmse: 0.000721065 valid's RMSPE: 0.491091
[671] train's rmse: 0.000511336 train's RMSPE: 0.35538 valid's rmse: 0.000723578 valid's RMSPE: 0.492803
[672] train's rmse: 0.000511837 train's RMSPE: 0.355729 valid's rmse: 0.000722283 valid's RMSPE: 0.491921
[673] train's rmse: 0.000512331 train's RMSPE: 0.356072 valid's rmse: 0.000720877 valid's RMSPE: 0.490963
[674] train's rmse: 0.000512804 train's RMSPE: 0.356401 valid's rmse: 0.000719838 valid's RMSPE: 0.490256
[675] train's rmse: 0.000513107 train's RMSPE: 0.356611 valid's rmse: 0.000726872 valid's RMSPE: 0.495046
[676] train's rmse: 0.000513562 train's RMSPE: 0.356927 valid's rmse: 0.000725566 valid's RMSPE: 0.494157
[677] train's rmse: 0.00051274 train's RMSPE: 0.356356 valid's rmse: 0.000730535 valid's RMSPE: 0.497541
[678] train's rmse: 0.000512519 train's RMSPE: 0.356203 valid's rmse: 0.000731853 valid's RMSPE: 0.498438
[679] train's rmse: 0.000511469 train's RMSPE: 0.355473 valid's rmse: 0.00073026 valid's RMSPE: 0.497354
[680] train's rmse: 0.000511835 train's RMSPE: 0.355727 valid's rmse: 0.00072928 valid's RMSPE: 0.496686
[681] train's rmse: 0.000512327 train's RMSPE: 0.356069 valid's rmse: 0.000728269 valid's RMSPE: 0.495998
[682] train's rmse: 0.000512776 train's RMSPE: 0.356381 valid's rmse: 0.000727288 valid's RMSPE: 0.49533
[683] train's rmse: 0.000513083 train's RMSPE: 0.356594 valid's rmse: 0.000726144 valid's RMSPE: 0.494551
[684] train's rmse: 0.000511735 train's RMSPE: 0.355658 valid's rmse: 0.000723999 valid's RMSPE: 0.493089
[685] train's rmse: 0.00051065 train's RMSPE: 0.354904 valid's rmse: 0.000729421 valid's RMSPE: 0.496783
[686] train's rmse: 0.000511118 train's RMSPE: 0.355229 valid's rmse: 0.000728647 valid's RMSPE: 0.496255
[687] train's rmse: 0.000509974 train's RMSPE: 0.354434 valid's rmse: 0.000729934 valid's RMSPE: 0.497132
[688] train's rmse: 0.000510479 train's RMSPE: 0.354785 valid's rmse: 0.000727575 valid's RMSPE: 0.495525
[689] train's rmse: 0.000510628 train's RMSPE: 0.354888 valid's rmse: 0.000735084 valid's RMSPE: 0.500639
[690] train's rmse: 0.000510993 train's RMSPE: 0.355142 valid's rmse: 0.000734575 valid's RMSPE: 0.500292
[691] train's rmse: 0.000511536 train's RMSPE: 0.355519 valid's rmse: 0.000735121 valid's RMSPE: 0.500665
[692] train's rmse: 0.00051029 train's RMSPE: 0.354653 valid's rmse: 0.000736724 valid's RMSPE: 0.501756
[693] train's rmse: 0.000509577 train's RMSPE: 0.354158 valid's rmse: 0.000737354 valid's RMSPE: 0.502185
[694] train's rmse: 0.000509997 train's RMSPE: 0.35445 valid's rmse: 0.000736239 valid's RMSPE: 0.501426
[695] train's rmse: 0.000510266 train's RMSPE: 0.354637 valid's rmse: 0.000738029 valid's RMSPE: 0.502645
[696] train's rmse: 0.000510761 train's RMSPE: 0.35498 valid's rmse: 0.00073716 valid's RMSPE: 0.502053
[697] train's rmse: 0.000509693 train's RMSPE: 0.354238 valid's rmse: 0.000740731 valid's RMSPE: 0.504485
[698] train's rmse: 0.000510148 train's RMSPE: 0.354554 valid's rmse: 0.000739695 valid's RMSPE: 0.50378
[699] train's rmse: 0.000508352 train's RMSPE: 0.353306 valid's rmse: 0.000740696 valid's RMSPE: 0.504462
[700] train's rmse: 0.00050875 train's RMSPE: 0.353583 valid's rmse: 0.00073969 valid's RMSPE: 0.503776
[701] train's rmse: 0.00050917 train's RMSPE: 0.353875 valid's rmse: 0.000738463 valid's RMSPE: 0.502941
[702] train's rmse: 0.000508615 train's RMSPE: 0.353489 valid's rmse: 0.000739115 valid's RMSPE: 0.503384
[703] train's rmse: 0.000508951 train's RMSPE: 0.353723 valid's rmse: 0.000736578 valid's RMSPE: 0.501657
[704] train's rmse: 0.000509394 train's RMSPE: 0.354031 valid's rmse: 0.000735541 valid's RMSPE: 0.50095
[705] train's rmse: 0.000508914 train's RMSPE: 0.353697 valid's rmse: 0.000734719 valid's RMSPE: 0.500391
[706] train's rmse: 0.000507816 train's RMSPE: 0.352934 valid's rmse: 0.000736294 valid's RMSPE: 0.501464
[707] train's rmse: 0.000508164 train's RMSPE: 0.353176 valid's rmse: 0.000735515 valid's RMSPE: 0.500933
[708] train's rmse: 0.000507719 train's RMSPE: 0.352866 valid's rmse: 0.000739746 valid's RMSPE: 0.503814
[709] train's rmse: 0.000507281 train's RMSPE: 0.352562 valid's rmse: 0.000745809 valid's RMSPE: 0.507944
[710] train's rmse: 0.000506708 train's RMSPE: 0.352164 valid's rmse: 0.000744356 valid's RMSPE: 0.506954
[711] train's rmse: 0.000507236 train's RMSPE: 0.352531 valid's rmse: 0.000743343 valid's RMSPE: 0.506264
[712] train's rmse: 0.000507056 train's RMSPE: 0.352406 valid's rmse: 0.00074318 valid's RMSPE: 0.506153
[713] train's rmse: 0.000506512 train's RMSPE: 0.352027 valid's rmse: 0.000745638 valid's RMSPE: 0.507827
[714] train's rmse: 0.000506693 train's RMSPE: 0.352154 valid's rmse: 0.000747586 valid's RMSPE: 0.509154
[715] train's rmse: 0.000507028 train's RMSPE: 0.352386 valid's rmse: 0.000746518 valid's RMSPE: 0.508427
[716] train's rmse: 0.00050688 train's RMSPE: 0.352283 valid's rmse: 0.000749767 valid's RMSPE: 0.510639
[717] train's rmse: 0.000505799 train's RMSPE: 0.351532 valid's rmse: 0.0007498 valid's RMSPE: 0.510662
[718] train's rmse: 0.000505729 train's RMSPE: 0.351484 valid's rmse: 0.000749654 valid's RMSPE: 0.510563
[719] train's rmse: 0.000505705 train's RMSPE: 0.351467 valid's rmse: 0.000750423 valid's RMSPE: 0.511086
[720] train's rmse: 0.000504831 train's RMSPE: 0.350859 valid's rmse: 0.00075429 valid's RMSPE: 0.51372
[721] train's rmse: 0.00050367 train's RMSPE: 0.350052 valid's rmse: 0.000755289 valid's RMSPE: 0.5144
[722] train's rmse: 0.000504041 train's RMSPE: 0.350311 valid's rmse: 0.000754037 valid's RMSPE: 0.513547
[723] train's rmse: 0.000503678 train's RMSPE: 0.350058 valid's rmse: 0.000757503 valid's RMSPE: 0.515908
[724] train's rmse: 0.000503081 train's RMSPE: 0.349643 valid's rmse: 0.000760346 valid's RMSPE: 0.517845
[725] train's rmse: 0.000503437 train's RMSPE: 0.34989 valid's rmse: 0.000758889 valid's RMSPE: 0.516852
[726] train's rmse: 0.000502569 train's RMSPE: 0.349287 valid's rmse: 0.000761732 valid's RMSPE: 0.518789
[727] train's rmse: 0.00050282 train's RMSPE: 0.349462 valid's rmse: 0.000763302 valid's RMSPE: 0.519857
[728] train's rmse: 0.000501988 train's RMSPE: 0.348883 valid's rmse: 0.000765846 valid's RMSPE: 0.52159
[729] train's rmse: 0.000501839 train's RMSPE: 0.34878 valid's rmse: 0.000765938 valid's RMSPE: 0.521653
[730] train's rmse: 0.000502172 train's RMSPE: 0.349011 valid's rmse: 0.00076476 valid's RMSPE: 0.52085
[731] train's rmse: 0.000502565 train's RMSPE: 0.349285 valid's rmse: 0.00076363 valid's RMSPE: 0.520081
[732] train's rmse: 0.00050295 train's RMSPE: 0.349552 valid's rmse: 0.000762373 valid's RMSPE: 0.519225
[733] train's rmse: 0.000503263 train's RMSPE: 0.349769 valid's rmse: 0.000761422 valid's RMSPE: 0.518577
[734] train's rmse: 0.00050369 train's RMSPE: 0.350066 valid's rmse: 0.000760299 valid's RMSPE: 0.517812
[735] train's rmse: 0.000504055 train's RMSPE: 0.35032 valid's rmse: 0.000759116 valid's RMSPE: 0.517007
[736] train's rmse: 0.000504419 train's RMSPE: 0.350573 valid's rmse: 0.000757731 valid's RMSPE: 0.516063
[737] train's rmse: 0.000503822 train's RMSPE: 0.350158 valid's rmse: 0.000764646 valid's RMSPE: 0.520773
[738] train's rmse: 0.000504203 train's RMSPE: 0.350423 valid's rmse: 0.000763539 valid's RMSPE: 0.520019
[739] train's rmse: 0.000503274 train's RMSPE: 0.349777 valid's rmse: 0.000768269 valid's RMSPE: 0.52324
[740] train's rmse: 0.000503484 train's RMSPE: 0.349923 valid's rmse: 0.000767475 valid's RMSPE: 0.522699
[741] train's rmse: 0.000503787 train's RMSPE: 0.350134 valid's rmse: 0.000766356 valid's RMSPE: 0.521937
[742] train's rmse: 0.000502844 train's RMSPE: 0.349478 valid's rmse: 0.000769973 valid's RMSPE: 0.524401
[743] train's rmse: 0.000503039 train's RMSPE: 0.349614 valid's rmse: 0.000773858 valid's RMSPE: 0.527047
[744] train's rmse: 0.000503496 train's RMSPE: 0.349931 valid's rmse: 0.000772772 valid's RMSPE: 0.526307
[745] train's rmse: 0.000503775 train's RMSPE: 0.350126 valid's rmse: 0.000771445 valid's RMSPE: 0.525404
[746] train's rmse: 0.000503235 train's RMSPE: 0.34975 valid's rmse: 0.000772429 valid's RMSPE: 0.526074
[747] train's rmse: 0.000503579 train's RMSPE: 0.349989 valid's rmse: 0.000771558 valid's RMSPE: 0.52548
[748] train's rmse: 0.000502933 train's RMSPE: 0.34954 valid's rmse: 0.000773249 valid's RMSPE: 0.526632
[749] train's rmse: 0.000502223 train's RMSPE: 0.349047 valid's rmse: 0.000778155 valid's RMSPE: 0.529973
[750] train's rmse: 0.000502345 train's RMSPE: 0.349132 valid's rmse: 0.000778354 valid's RMSPE: 0.530109
[751] train's rmse: 0.000502775 train's RMSPE: 0.34943 valid's rmse: 0.000777079 valid's RMSPE: 0.52924
[752] train's rmse: 0.000501916 train's RMSPE: 0.348833 valid's rmse: 0.00077606 valid's RMSPE: 0.528547
[753] train's rmse: 0.000502297 train's RMSPE: 0.349098 valid's rmse: 0.000774885 valid's RMSPE: 0.527747
[754] train's rmse: 0.000502689 train's RMSPE: 0.349371 valid's rmse: 0.000773596 valid's RMSPE: 0.526869
[755] train's rmse: 0.00050176 train's RMSPE: 0.348725 valid's rmse: 0.00077291 valid's RMSPE: 0.526401
Early stopping, best iteration is:
[356] 0.44411014835577256
355
Our out of folds RMSPE is 0.9967
Our cv fold scores are [0.435, 0.673, 0.446, 0.468, 0.444]
https://app.neptune.ai/chrisrichardmiles/optiver/e/OP-130
Remember to stop your run once you’ve finished logging your metadata (https://docs.neptune.ai/api-reference/run#stop). It will be stopped automatically only when the notebook kernel/interactive console is terminated.
Shutting down background jobs, please wait a moment...
Done!Waiting for the remaining 13718 operations to synchronize with Neptune. Do not kill this process.All 13718 operations synced, thanks for waiting!
retraining model with all data for [576, 22, 269, 189, 355] iterations/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `n_estimators` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `n_estimators` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/opt/conda/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
m = lgb.Booster(model_file='./lgb_fold_0.txt')