import numpy as np
import pandas as pd
# 导入我自定义的模块
import sys
sys.path.append("./code_libs")
import alpha_tools as at
Checking data_tools dependencies... Checking numpy >= 1.20.3... Find that numpy == 1.21.5... Checking pandas >= 1.3.4... Find that pandas == 1.3.5... Checking bottleneck >= 1.3.4... Find that bottleneck == 1.3.4... Checking graphviz >= 0.20... Find that graphviz == 0.20... Checking scikit-learn >= 1.0.1... Find that scikit-learn == 1.0.2... Checking xlrd >= 2.0.1... Find that xlrd == 2.0.1... Checking psutil >= 5.8.0... Find that psutil == 5.9.0... Checking openpyxl >= 3.0.9... Find that openpyxl == 3.0.9... Checking xlsxwriter >= 3.0.3... Find that xlsxwriter == 3.0.3... Checking data_tools dependencies finished. Checking tree_tools dependencies... Checking numpy >= 1.20.3... Find that numpy == 1.21.5... Checking pandas >= 1.3.4... Find that pandas == 1.3.5... Checking bottleneck >= 1.3.4... Find that bottleneck == 1.3.4... Checking graphviz >= 0.20... Find that graphviz == 0.20... Checking scikit-learn >= 1.0.1... Find that scikit-learn == 1.0.2... Checking xlrd >= 2.0.1... Find that xlrd == 2.0.1... Checking psutil >= 5.8.0... Find that psutil == 5.9.0... Checking openpyxl >= 3.0.9... Find that openpyxl == 3.0.9... Checking xlsxwriter >= 3.0.3... Find that xlsxwriter == 3.0.3... Checking scipy >= 1.7.1... Find that scipy == 1.7.3... Checking imbalanced-learn >= 0.9.0... Find that imbalanced-learn == 0.9.0... Checking matplotlib >= 3.4.2... Find that matplotlib == 3.5.1... Checking statsmodels >= 0.13.1... Find that statsmodels == 0.13.1... Checking scikit-optimize >= 0.9.0... Find that scikit-optimize == 0.9.0... Checking hyperopt >= 0.2.7... Find that hyperopt == 0.2.7... Checking lxml >= 4.6.3... Find that lxml == 4.7.1... Checking sklearn2pmml >= 0.83.0... Find that sklearn2pmml == 0.83.0... Checking sklearn_pandas >= 2.2.0... Find that sklearn_pandas == 2.2.0... Checking xgboost >= 1.6.1... Find that xgboost == 1.6.1... Checking lightgbm >= 3.3.2... Find that lightgbm == 3.3.2... Checking catboost >= 1.0.4... Find that catboost == 1.0.4... Checking pikepdf >= 5.1.3... Find that pikepdf == 5.1.3... Checking reportlab >= 3.5.68... Find that reportlab == 3.6.5... Checking svglib >= 1.3.0... Find that svglib == 1.3.0... Checking tree_tools dependencies finished. Checking model_tools dependencies... Checking numpy >= 1.20.3... Find that numpy == 1.21.5... Checking pandas >= 1.3.4... Find that pandas == 1.3.5... Checking bottleneck >= 1.3.4... Find that bottleneck == 1.3.4... Checking graphviz >= 0.20... Find that graphviz == 0.20... Checking scikit-learn >= 1.0.1... Find that scikit-learn == 1.0.2... Checking xlrd >= 2.0.1... Find that xlrd == 2.0.1... Checking psutil >= 5.8.0... Find that psutil == 5.9.0... Checking openpyxl >= 3.0.9... Find that openpyxl == 3.0.9... Checking xlsxwriter >= 3.0.3... Find that xlsxwriter == 3.0.3... Checking scipy >= 1.7.1... Find that scipy == 1.7.3... Checking imbalanced-learn >= 0.9.0... Find that imbalanced-learn == 0.9.0... Checking matplotlib >= 3.4.2... Find that matplotlib == 3.5.1... Checking statsmodels >= 0.13.1... Find that statsmodels == 0.13.1... Checking scikit-optimize >= 0.9.0... Find that scikit-optimize == 0.9.0... Checking hyperopt >= 0.2.7... Find that hyperopt == 0.2.7... Checking lxml >= 4.6.3... Find that lxml == 4.7.1... Checking sklearn2pmml >= 0.83.0... Find that sklearn2pmml == 0.83.0... Checking sklearn_pandas >= 2.2.0... Find that sklearn_pandas == 2.2.0... Checking model_tools dependencies finished.
# 导入数据
df_ = pd.read_csv("application_record.csv")
df_response = pd.read_csv("credit_record.csv")
# 添加“年龄”变量
df_['Age'] = -(df_['DAYS_BIRTH']) // 365
# 定义标签
df_["target"] = df_["ID"].map(df_response.groupby("ID")["STATUS"].apply(
lambda x: 1 if ({"2", "3", "4", "5"} & set(x)) else 2 if ({"1"} & set(x)) else 0))
# 定义切片
df_['birth_year'] = df_["Age"].map(lambda x: str(2021 - x) + "0101")
df_data = df_[df_["target"].notnull()]
# 划分数据集
from sklearn.model_selection import train_test_split
df_train, df_test = train_test_split(
df_data, test_size=0.3, stratify=df_data["target"], random_state=42)
at.Analysis.tree_flow(
df_train, "./策略分析demo/v1-lgb/v1-lgb.xlsx", test_data=df_test,
# 目标定义 & 切片定义
response="target", split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
# 默认参数为lgb
# model_type_path="lightgbm.sklearn.LGBMClassifier",
)
INFO Checking train_data...
INFO Checking response...
INFO Checking test_data...
INFO Checking response...
INFO Checking columns...
INFO Checking dtypes...
WARNING Setting format_time_edge to True !
WARNING Find that enable_multi is True and n_jobs not set, setting to 2 !
WARNING Auto setting lightgbm params...
WARNING Setting model params: use_missing to True !
WARNING Setting model params: zero_as_missing to False !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'n_jobs': 2, 'use_missing': True, 'zero_as_missing': False}
INFO Using fit params: {'sample_weight': None, 'feature_name': 'auto', 'categorical_feature': [4, 8, 9, 12, 13, 14, 15, 16]}
INFO Using variables: 17...
INFO Training LGBMClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.001742 secs
INFO [FIT_TRANSFORM] ['Age']: 0.000737 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.00079 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.000663 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.018484 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.000922 secs
INFO [FIT_TRANSFORM] ['FLAG_EMAIL']: 0.000512 secs
INFO [FIT_TRANSFORM] ['FLAG_MOBIL']: 0.000526 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_CAR']: 0.018488 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.079199 secs
INFO [FIT_TRANSFORM] ['FLAG_PHONE']: 0.001086 secs
INFO [FIT_TRANSFORM] ['FLAG_WORK_PHONE']: 0.00067 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.018512 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.077742 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.019437 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.075759 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.01851 secs
INFO Filtering importance by LGBMClassifier ...
INFO Total: 17...
INFO Selected: 13...
WARNING Find that enable_multi is True and n_jobs not set, setting to 2 !
WARNING Auto setting lightgbm params...
WARNING Setting model params: use_missing to True !
WARNING Setting model params: zero_as_missing to False !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'n_jobs': 2, 'use_missing': True, 'zero_as_missing': False}
INFO Using fit params: {'sample_weight': None, 'feature_name': 'auto', 'categorical_feature': [4, 6, 8, 9, 10, 11, 12]}
INFO Using variables: 13...
INFO Training LGBMClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.000693 secs
INFO [FIT_TRANSFORM] ['Age']: 0.000496 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.000515 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.000803 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.095154 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.001232 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.019973 secs
INFO [FIT_TRANSFORM] ['FLAG_PHONE']: 0.000964 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.079555 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.018187 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.075432 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.022891 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.073701 secs
INFO Getting tree: 0 rules...
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INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary...
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INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail...
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INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary...
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INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail...
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INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail...
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INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail...
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INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail...
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INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow...
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INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
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INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
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INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
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INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 0 flow...
INFO Output tree: 1 flow...
INFO Getting tree: 0 train detail...
INFO Getting tree: 0 train summary...
INFO Getting tree: 1 train detail...
INFO Getting tree: 1 train summary...
INFO Getting tree: 0 test detail...
INFO Getting tree: 0 test summary...
INFO Caching psi detail...
INFO Getting tree: 1 test detail...
INFO Caching 0 split tables...
INFO Getting tree: 1 test summary...
INFO Caching psi detail...
INFO Caching 1 split tables...
INFO Output tree: 2 flow...
INFO Output tree: 3 flow...
INFO Getting tree: 3 train detail...
INFO Getting tree: 3 train summary...
INFO Getting tree: 2 train detail...
INFO Getting tree: 2 train summary...
INFO Getting tree: 3 test detail...
INFO Getting tree: 3 test summary...
INFO Caching psi detail...
INFO Caching 3 split tables...
INFO Getting tree: 2 test detail...
INFO Output tree: 4 flow...
INFO Getting tree: 2 test summary...
INFO Caching psi detail...
INFO Caching 2 split tables...
INFO Output tree: 5 flow...
INFO Getting tree: 4 train detail...
INFO Getting tree: 4 train summary...
INFO Getting tree: 5 train detail...
INFO Getting tree: 5 train summary...
INFO Getting tree: 4 test detail...
INFO Getting tree: 4 test summary...
INFO Caching psi detail...
INFO Caching 4 split tables...
INFO Getting tree: 5 test detail...
INFO Getting tree: 5 test summary...
INFO Caching psi detail...
INFO Output tree: 6 flow...
INFO Caching 5 split tables...
INFO Output tree: 7 flow...
INFO Getting tree: 6 train detail...
INFO Getting tree: 6 train summary...
INFO Getting tree: 7 train detail...
INFO Getting tree: 7 train summary...
INFO Getting tree: 6 test detail...
INFO Getting tree: 6 test summary...
INFO Caching psi detail...
INFO Caching 6 split tables...
INFO Getting tree: 7 test detail...
INFO Getting tree: 7 test summary...
INFO Caching psi detail...
INFO Output tree: 8 flow...
INFO Caching 7 split tables...
INFO Output tree: 9 flow...
INFO Getting tree: 8 train detail...
INFO Getting tree: 8 train summary...
INFO Getting tree: 9 train detail...
INFO Getting tree: 9 train summary...
INFO Getting tree: 8 test detail...
INFO Getting tree: 8 test summary...
INFO Caching psi detail...
INFO Caching 8 split tables...
INFO Output tree: 10 flow...
INFO Getting tree: 9 test detail...
INFO Getting tree: 9 test summary...
INFO Caching psi detail...
INFO Caching 9 split tables...
INFO Output tree: 11 flow...
INFO Getting tree: 10 train detail...
INFO Getting tree: 10 train summary...
INFO Getting tree: 11 train detail...
INFO Getting tree: 11 train summary...
INFO Getting tree: 10 test detail...
INFO Getting tree: 10 test summary...
INFO Caching psi detail...
INFO Caching 10 split tables...
INFO Output tree: 12 flow...
INFO Getting tree: 11 test detail...
INFO Getting tree: 11 test summary...
INFO Caching psi detail...
INFO Caching 11 split tables...
INFO Output tree: 13 flow...
INFO Getting tree: 12 train detail...
INFO Getting tree: 13 train detail...
INFO Getting tree: 12 train summary...
INFO Getting tree: 13 train summary...
INFO Getting tree: 13 test detail...
INFO Getting tree: 13 test summary...
INFO Caching psi detail...
INFO Getting tree: 12 test detail...
INFO Getting tree: 12 test summary...
INFO Caching 13 split tables...
INFO Caching psi detail...
INFO Caching 12 split tables...
INFO Output tree: 14 flow...
INFO Output tree: 15 flow...
INFO Getting tree: 15 train detail...
INFO Getting tree: 15 train summary...
INFO Getting tree: 14 train detail...
INFO Getting tree: 14 train summary...
INFO Getting tree: 15 test detail...
INFO Getting tree: 15 test summary...
INFO Caching psi detail...
INFO Caching 15 split tables...
INFO Getting tree: 14 test detail...
INFO Output tree: 16 flow...
INFO Getting tree: 14 test summary...
INFO Caching psi detail...
INFO Caching 14 split tables...
INFO Output tree: 17 flow...
INFO Getting tree: 17 train detail...
INFO Getting tree: 17 train summary...
INFO Getting tree: 16 train detail...
INFO Getting tree: 16 train summary...
INFO Getting tree: 17 test detail...
INFO Getting tree: 16 test detail...
INFO Getting tree: 17 test summary...
INFO Getting tree: 16 test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Caching 17 split tables...
INFO Caching 16 split tables...
INFO Output tree: 18 flow...
INFO Output tree: 19 flow...
INFO Getting tree: 19 train detail...
INFO Getting tree: 19 train summary...
INFO Getting tree: 18 train detail...
INFO Getting tree: 18 train summary...
INFO Getting tree: 19 test detail...
INFO Getting tree: 19 test summary...
INFO Caching psi detail...
INFO Caching 19 split tables...
INFO Output tree: 20 flow...
INFO Getting tree: 18 test detail...
INFO Getting tree: 18 test summary...
INFO Caching psi detail...
INFO Caching 18 split tables...
INFO Output tree: 21 flow...
INFO Getting tree: 20 train detail...
INFO Getting tree: 20 train summary...
INFO Getting tree: 20 test detail...
INFO Getting tree: 20 test summary...
INFO Caching psi detail...
INFO Getting tree: 21 train detail...
INFO Getting tree: 21 train summary...
INFO Caching 20 split tables...
INFO Output tree: 22 flow...
INFO Getting tree: 21 test detail...
INFO Getting tree: 21 test summary...
INFO Caching psi detail...
INFO Caching 21 split tables...
INFO Output tree: 23 flow...
INFO Getting tree: 22 train detail...
INFO Getting tree: 22 train summary...
INFO Getting tree: 23 train detail...
INFO Getting tree: 23 train summary...
INFO Getting tree: 22 test detail...
INFO Getting tree: 22 test summary...
INFO Caching psi detail...
INFO Caching 22 split tables...
INFO Output tree: 24 flow...
INFO Getting tree: 23 test detail...
INFO Getting tree: 23 test summary...
INFO Caching psi detail...
INFO Caching 23 split tables...
INFO Output tree: 25 flow...
INFO Getting tree: 24 train detail...
INFO Getting tree: 24 train summary...
INFO Getting tree: 25 train detail...
INFO Getting tree: 25 train summary...
INFO Getting tree: 24 test detail...
INFO Getting tree: 24 test summary...
INFO Caching psi detail...
INFO Caching 24 split tables...
INFO Output tree: 26 flow...
INFO Getting tree: 25 test detail...
INFO Getting tree: 25 test summary...
INFO Caching psi detail...
INFO Caching 25 split tables...
INFO Output tree: 27 flow...
INFO Getting tree: 26 train detail...
INFO Getting tree: 26 train summary...
INFO Getting tree: 27 train detail...
INFO Getting tree: 27 train summary...
INFO Getting tree: 26 test detail...
INFO Getting tree: 26 test summary...
INFO Caching psi detail...
INFO Caching 26 split tables...
INFO Output tree: 28 flow...
INFO Getting tree: 27 test detail...
INFO Getting tree: 27 test summary...
INFO Caching psi detail...
INFO Caching 27 split tables...
INFO Output tree: 29 flow...
INFO Getting tree: 28 train detail...
INFO Getting tree: 28 train summary...
INFO Getting tree: 28 test detail...
INFO Getting tree: 28 test summary...
INFO Caching psi detail...
INFO Caching 28 split tables...
INFO Getting tree: 29 train detail...
INFO Getting tree: 29 train summary...
INFO Getting tree: 29 test detail...
INFO Getting tree: 29 test summary...
INFO Caching psi detail...
INFO Caching 29 split tables...
INFO Creating path table...
INFO Creating customized_nodes_dict...
INFO Creating rules summary...
INFO Getting 0 rules summary...
INFO Getting 1 rules summary...
INFO Getting train 1 node index
INFO Getting train 0 node index
INFO Getting test 1 node index
INFO Getting 10 rules summary...
INFO Getting train 10 node index
INFO Getting test 10 node index
INFO Getting test 0 node index
INFO Getting 11 rules summary...
INFO Getting train 11 node index
INFO Getting test 11 node index
INFO Getting 12 rules summary...
INFO Getting train 12 node index
INFO Getting 13 rules summary...
INFO Getting train 13 node index
INFO Getting test 12 node index
INFO Getting test 13 node index
INFO Getting 14 rules summary...
INFO Getting train 14 node index
INFO Getting 15 rules summary...
INFO Getting test 14 node index
INFO Getting train 15 node index
INFO Getting 16 rules summary...
INFO Getting test 15 node index
INFO Getting train 16 node index
INFO Getting test 16 node index
INFO Getting 17 rules summary...
INFO Getting train 17 node index
INFO Getting 18 rules summary...
INFO Getting train 18 node index
INFO Getting test 17 node index
INFO Getting test 18 node index
INFO Getting 19 rules summary...
INFO Getting train 19 node index
INFO Getting 2 rules summary...
INFO Getting train 2 node index
INFO Getting test 19 node index
INFO Getting test 2 node index
INFO Getting 20 rules summary...
INFO Getting train 20 node index
INFO Getting 21 rules summary...
INFO Getting train 21 node index
INFO Getting test 20 node index
INFO Getting test 21 node index
INFO Getting 22 rules summary...
INFO Getting 23 rules summary...
INFO Getting train 22 node index
INFO Getting train 23 node index
INFO Getting test 22 node index
INFO Getting test 23 node index
INFO Getting 24 rules summary...
INFO Getting train 24 node index
INFO Getting 25 rules summary...
INFO Getting train 25 node index
INFO Getting test 25 node index
INFO Getting test 24 node index
INFO Getting 26 rules summary...
INFO Getting train 26 node index
INFO Getting 27 rules summary...
INFO Getting train 27 node index
INFO Getting test 26 node index
INFO Getting test 27 node index
INFO Getting 28 rules summary...
INFO Getting train 28 node index
INFO Getting 29 rules summary...
INFO Getting test 28 node index
INFO Getting train 29 node index
INFO Getting 3 rules summary...
INFO Getting train 3 node index
INFO Getting test 29 node index
INFO Getting test 3 node index
INFO Getting 4 rules summary...
INFO Getting train 4 node index
INFO Getting 5 rules summary...
INFO Getting train 5 node index
INFO Getting test 5 node index
INFO Getting test 4 node index
INFO Getting 6 rules summary...
INFO Getting train 6 node index
INFO Getting test 6 node index
INFO Getting 7 rules summary...
INFO Getting train 7 node index
INFO Getting 8 rules summary...
INFO Getting test 7 node index
INFO Getting train 8 node index
INFO Getting test 8 node index
INFO Getting 9 rules summary...
INFO Getting train 9 node index
INFO Getting test 9 node index
INFO Filtering nodes stable...
INFO Creating tree_rules_positive...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_test (1984-01-01, inf) merge line...
INFO Getting positive_train all merge line...
INFO Getting positive_test all merge line...
INFO Creating compare_rules_positive...
INFO Creating total train_rules_psi_positive...
INFO Creating bad train_rules_psi_positive...
INFO Creating total test_rules_psi_positive...
INFO Creating bad test_rules_psi_positive...
INFO Creating total_count compare_rules_psi_positive...
INFO Creating bad_count compare_rules_psi_positive...
INFO Creating tree_rules_negative...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_test (1984-01-01, inf) merge line...
INFO Getting negative_train all merge line...
INFO Getting negative_test all merge line...
INFO Creating compare_rules_negative...
INFO Creating total train_rules_psi_negative...
INFO Creating bad train_rules_psi_negative...
INFO Creating total test_rules_psi_negative...
INFO Creating bad test_rules_psi_negative...
INFO Creating total_count compare_rules_psi_negative...
INFO Creating bad_count compare_rules_psi_negative...
INFO Saving var_drop...
INFO Saving rule tables...
INFO Adding customized_rule to excel...
INFO Saving train_importance_summary...
INFO Saving train_importance_detail...
INFO Saving train_model_detail...
INFO Saving test_importance_summary...
INFO Saving test_importance_detail...
INFO Saving test_model_detail...
INFO Saving train_model_cross_summary...
INFO Saving train_model_rank_cross...
INFO Saving train_model_psi_cross...
INFO Saving test_model_cross_summary...
INFO Saving test_model_rank_cross...
INFO Saving test_model_psi_cross...
INFO Saving compare_model_psi_cross...
INFO Saving model_psi_detail...
INFO Saving model_psi_summary...
INFO Saving rule sql...
INFO Adding rule_sql to excel...
INFO Saving model pkl...
INFO Saving model pmml...
INFO Adding model_pmml to excel...
INFO Adding run_model_pmml_in_java to excel...
INFO Saving setting...
INFO Adding runtime to excel...
INFO Saving directory...
INFO Saving...
INFO Saving files...
INFO Saving json...
INFO Saving tree: train 0 graph...
INFO Saving tree: train 1 graph...
INFO Saving tree: test 1 graph...
INFO Saving tree: test 0 graph...
INFO Saving tree: train 2 graph...
INFO Saving tree: train 3 graph...
INFO Saving tree: test 2 graph...
INFO Saving tree: test 3 graph...
INFO Saving tree: train 4 graph...
INFO Saving tree: train 5 graph...
INFO Saving tree: test 4 graph...
INFO Saving tree: test 5 graph...
INFO Saving tree: train 6 graph...
INFO Saving tree: train 7 graph...
INFO Saving tree: test 6 graph...
INFO Saving tree: test 7 graph...
INFO Saving tree: train 8 graph...
INFO Saving tree: train 9 graph...
INFO Saving tree: test 8 graph...
INFO Saving tree: test 9 graph...
INFO Saving tree: train 10 graph...
INFO Saving tree: train 11 graph...
INFO Saving tree: test 10 graph...
INFO Saving tree: test 11 graph...
INFO Saving tree: train 12 graph...
INFO Saving tree: train 13 graph...
INFO Saving tree: test 12 graph...
INFO Saving tree: test 13 graph...
INFO Saving tree: train 14 graph...
INFO Saving tree: train 15 graph...
INFO Saving tree: test 14 graph...
INFO Saving tree: test 15 graph...
INFO Saving tree: train 16 graph...
INFO Saving tree: train 17 graph...
INFO Saving tree: test 16 graph...
INFO Saving tree: test 17 graph...
INFO Saving tree: train 19 graph...
INFO Saving tree: train 18 graph...
INFO Saving tree: test 18 graph...
INFO Saving tree: test 19 graph...
INFO Saving tree: train 20 graph...
INFO Saving tree: train 21 graph...
INFO Saving tree: test 20 graph...
INFO Saving tree: test 21 graph...
INFO Saving tree: train 22 graph...
INFO Saving tree: train 23 graph...
INFO Saving tree: test 22 graph...
INFO Saving tree: train 24 graph...
INFO Saving tree: test 23 graph...
INFO Saving tree: train 25 graph...
INFO Saving tree: test 24 graph...
INFO Saving tree: train 26 graph...
INFO Saving tree: test 25 graph...
INFO Saving tree: test 26 graph...
INFO Saving tree: train 27 graph...
INFO Saving tree: train 28 graph...
INFO Saving tree: test 27 graph...
INFO Saving tree: train 29 graph...
INFO Saving tree: test 28 graph...
INFO Saving tree: train 0 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 29 graph...
INFO Saving tree: test 0 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 1 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 1 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 16 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 16 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 17 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 18 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 17 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 18 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 19 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 20 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 19 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 20 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 21 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 22 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 21 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 22 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 23 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 24 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 23 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 24 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 25 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 26 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 25 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 26 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 27 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 28 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 27 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 28 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 29 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 29 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 0 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 0 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 1 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 2 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 1 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 2 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 3 - birth_year | 3 | (1984-01-01, inf) graph...
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INFO Saving...
INFO Total: 288.10 s
INFO Total: 288.13 s
at.tt.__pattern__["model_module_path"]
('sklearn.tree',
'sklearn.ensemble',
'imblearn.ensemble',
'lightgbm.sklearn',
'lightgbm',
'xgboost.sklearn',
'xgboost',
'catboost')at.tt.__config__["global_model_parameter"]
{'max_depth': 3, 'n_estimators': 30}at.Analysis.tree_flow(
df_train, "./策略分析demo/v1-lgb-more/v1-lgb-more.xlsx",
# df_train, "./策略分析demo/v1-lgb/v1-lgb.xlsx", test_data=df_test,
# 同时入参两个数据集：测试、全量
test_data=[df_test, df_data], train_name="开发", test_names=["测试", "全量"],
# 目标定义 & 切片定义
response="target", split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
)
INFO Checking train_data...
INFO Checking response...
INFO Checking test_data...
INFO Checking response...
INFO Checking columns...
INFO Checking dtypes...
WARNING Setting format_time_edge to True !
WARNING Find that enable_multi is True and n_jobs not set, setting to 2 !
WARNING Auto setting lightgbm params...
WARNING Setting model params: use_missing to True !
WARNING Setting model params: zero_as_missing to False !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'n_jobs': 2, 'use_missing': True, 'zero_as_missing': False}
INFO Using fit params: {'sample_weight': None, 'feature_name': 'auto', 'categorical_feature': [4, 8, 9, 12, 13, 14, 15, 16]}
INFO Using variables: 17...
INFO Training LGBMClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.000935 secs
INFO [FIT_TRANSFORM] ['Age']: 0.00117 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.001071 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.000991 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.019692 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.000834 secs
INFO [FIT_TRANSFORM] ['FLAG_EMAIL']: 0.001057 secs
INFO [FIT_TRANSFORM] ['FLAG_MOBIL']: 0.000705 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_CAR']: 0.01903 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.079427 secs
INFO [FIT_TRANSFORM] ['FLAG_PHONE']: 0.001014 secs
INFO [FIT_TRANSFORM] ['FLAG_WORK_PHONE']: 0.00049 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.018929 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.079074 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.019079 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.078202 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.019007 secs
INFO Filtering importance by LGBMClassifier ...
INFO Total: 17...
INFO Selected: 13...
WARNING Find that enable_multi is True and n_jobs not set, setting to 2 !
WARNING Auto setting lightgbm params...
WARNING Setting model params: use_missing to True !
WARNING Setting model params: zero_as_missing to False !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'n_jobs': 2, 'use_missing': True, 'zero_as_missing': False}
INFO Using fit params: {'sample_weight': None, 'feature_name': 'auto', 'categorical_feature': [4, 6, 8, 9, 10, 11, 12]}
INFO Using variables: 13...
INFO Training LGBMClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.000636 secs
INFO [FIT_TRANSFORM] ['Age']: 0.000721 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.000712 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.000597 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.096121 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.00138 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.019231 secs
INFO [FIT_TRANSFORM] ['FLAG_PHONE']: 0.000647 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.084163 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.080129 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.020063 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.078252 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.018016 secs
INFO Getting tree: 0 rules...
INFO Getting tree: 2 rules...
INFO Getting tree: 3 rules...
INFO Getting tree: 4 rules...
INFO Getting tree: 5 rules...
INFO Getting tree: 1 rules...
INFO Getting tree: 6 rules...
INFO Getting tree: 8 rules...
INFO Getting tree: 7 rules...
INFO Getting tree: 9 rules...
INFO Getting tree: 10 rules...
INFO Getting tree: 11 rules...
INFO Getting tree: 13 rules...
INFO Getting tree: 12 rules...
INFO Getting tree: 14 rules...
INFO Getting tree: 16 rules...
INFO Getting tree: 17 rules...
INFO Getting tree: 15 rules...
INFO Getting tree: 18 rules...
INFO Getting tree: 20 rules...
INFO Getting tree: 21 rules...
INFO Getting tree: 19 rules...
INFO Getting tree: 22 rules...
INFO Getting tree: 24 rules...
INFO Getting tree: 25 rules...
INFO Getting tree: 23 rules...
INFO Getting tree: 27 rules...
INFO Getting tree: 28 rules...
INFO Getting tree: 26 rules...
INFO Getting tree: 29 rules...
INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Caching psi detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Caching psi detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 0 flow...
INFO Output tree: 1 flow...
INFO Getting tree: 0 train detail...
INFO Getting tree: 0 train summary...
INFO Getting tree: 1 train detail...
INFO Getting tree: 1 train summary...
INFO Getting tree: 0 test detail...
INFO Getting tree: 0 test summary...
INFO Caching psi detail...
INFO Caching 0 split tables...
INFO Output tree: 2 flow...
INFO Getting tree: 1 test detail...
INFO Getting tree: 1 test summary...
INFO Caching psi detail...
INFO Caching 1 split tables...
INFO Output tree: 3 flow...
INFO Getting tree: 2 train detail...
INFO Getting tree: 2 train summary...
INFO Getting tree: 3 train detail...
INFO Getting tree: 3 train summary...
INFO Getting tree: 2 test detail...
INFO Getting tree: 2 test summary...
INFO Caching psi detail...
INFO Caching 2 split tables...
INFO Output tree: 4 flow...
INFO Getting tree: 3 test detail...
INFO Getting tree: 3 test summary...
INFO Caching psi detail...
INFO Caching 3 split tables...
INFO Output tree: 5 flow...
INFO Getting tree: 4 train detail...
INFO Getting tree: 4 train summary...
INFO Getting tree: 5 train detail...
INFO Getting tree: 5 train summary...
INFO Getting tree: 4 test detail...
INFO Getting tree: 4 test summary...
INFO Caching psi detail...
INFO Caching 4 split tables...
INFO Output tree: 6 flow...
INFO Getting tree: 5 test detail...
INFO Getting tree: 5 test summary...
INFO Caching psi detail...
INFO Caching 5 split tables...
INFO Output tree: 7 flow...
INFO Getting tree: 6 train detail...
INFO Getting tree: 6 train summary...
INFO Getting tree: 7 train detail...
INFO Getting tree: 7 train summary...
INFO Getting tree: 6 test detail...
INFO Getting tree: 6 test summary...
INFO Getting tree: 7 test detail...
INFO Caching psi detail...
INFO Getting tree: 7 test summary...
INFO Caching 6 split tables...
INFO Caching psi detail...
INFO Output tree: 8 flow...
INFO Caching 7 split tables...
INFO Output tree: 9 flow...
INFO Getting tree: 8 train detail...
INFO Getting tree: 8 train summary...
INFO Getting tree: 9 train detail...
INFO Getting tree: 9 train summary...
INFO Getting tree: 8 test detail...
INFO Getting tree: 8 test summary...
INFO Caching psi detail...
INFO Caching 8 split tables...
INFO Output tree: 10 flow...
INFO Getting tree: 9 test detail...
INFO Getting tree: 9 test summary...
INFO Caching psi detail...
INFO Caching 9 split tables...
INFO Output tree: 11 flow...
INFO Getting tree: 10 train detail...
INFO Getting tree: 10 train summary...
INFO Getting tree: 11 train detail...
INFO Getting tree: 11 train summary...
INFO Getting tree: 10 test detail...
INFO Getting tree: 10 test summary...
INFO Caching psi detail...
INFO Caching 10 split tables...
INFO Output tree: 12 flow...
INFO Getting tree: 11 test detail...
INFO Getting tree: 11 test summary...
INFO Caching psi detail...
INFO Caching 11 split tables...
INFO Output tree: 13 flow...
INFO Getting tree: 12 train detail...
INFO Getting tree: 12 train summary...
INFO Getting tree: 13 train detail...
INFO Getting tree: 13 train summary...
INFO Getting tree: 12 test detail...
INFO Getting tree: 12 test summary...
INFO Caching psi detail...
INFO Caching 12 split tables...
INFO Output tree: 14 flow...
INFO Getting tree: 13 test detail...
INFO Getting tree: 13 test summary...
INFO Caching psi detail...
INFO Caching 13 split tables...
INFO Output tree: 15 flow...
INFO Getting tree: 14 train detail...
INFO Getting tree: 14 train summary...
INFO Getting tree: 15 train detail...
INFO Getting tree: 15 train summary...
INFO Getting tree: 14 test detail...
INFO Getting tree: 14 test summary...
INFO Caching psi detail...
INFO Caching 14 split tables...
INFO Output tree: 16 flow...
INFO Getting tree: 15 test detail...
INFO Getting tree: 15 test summary...
INFO Caching psi detail...
INFO Caching 15 split tables...
INFO Output tree: 17 flow...
INFO Getting tree: 16 train detail...
INFO Getting tree: 16 train summary...
INFO Getting tree: 17 train detail...
INFO Getting tree: 17 train summary...
INFO Getting tree: 16 test detail...
INFO Getting tree: 16 test summary...
INFO Caching psi detail...
INFO Caching 16 split tables...
INFO Getting tree: 17 test detail...
INFO Output tree: 18 flow...
INFO Getting tree: 17 test summary...
INFO Caching psi detail...
INFO Caching 17 split tables...
INFO Output tree: 19 flow...
INFO Getting tree: 18 train detail...
INFO Getting tree: 18 train summary...
INFO Getting tree: 19 train detail...
INFO Getting tree: 19 train summary...
INFO Getting tree: 18 test detail...
INFO Getting tree: 18 test summary...
INFO Caching psi detail...
INFO Caching 18 split tables...
INFO Output tree: 20 flow...
INFO Getting tree: 19 test detail...
INFO Getting tree: 19 test summary...
INFO Caching psi detail...
INFO Caching 19 split tables...
INFO Output tree: 21 flow...
INFO Getting tree: 20 train detail...
INFO Getting tree: 20 train summary...
INFO Getting tree: 21 train detail...
INFO Getting tree: 21 train summary...
INFO Getting tree: 20 test detail...
INFO Getting tree: 20 test summary...
INFO Caching psi detail...
INFO Caching 20 split tables...
INFO Output tree: 22 flow...
INFO Getting tree: 21 test detail...
INFO Getting tree: 21 test summary...
INFO Caching psi detail...
INFO Caching 21 split tables...
INFO Output tree: 23 flow...
INFO Getting tree: 22 train detail...
INFO Getting tree: 22 train summary...
INFO Getting tree: 23 train detail...
INFO Getting tree: 23 train summary...
INFO Getting tree: 22 test detail...
INFO Getting tree: 23 test detail...
INFO Getting tree: 23 test summary...
INFO Getting tree: 22 test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Caching 23 split tables...
INFO Caching 22 split tables...
INFO Output tree: 24 flow...
INFO Output tree: 25 flow...
INFO Getting tree: 24 train detail...
INFO Getting tree: 25 train detail...
INFO Getting tree: 25 train summary...
INFO Getting tree: 24 train summary...
INFO Getting tree: 25 test detail...
INFO Getting tree: 25 test summary...
INFO Caching psi detail...
INFO Caching 25 split tables...
INFO Getting tree: 24 test detail...
INFO Getting tree: 24 test summary...
INFO Caching psi detail...
INFO Caching 24 split tables...
INFO Output tree: 26 flow...
INFO Output tree: 27 flow...
INFO Getting tree: 27 train detail...
INFO Getting tree: 27 train summary...
INFO Getting tree: 26 train detail...
INFO Getting tree: 26 train summary...
INFO Getting tree: 27 test detail...
INFO Getting tree: 27 test summary...
INFO Caching psi detail...
INFO Caching 27 split tables...
INFO Output tree: 28 flow...
INFO Getting tree: 26 test detail...
INFO Getting tree: 26 test summary...
INFO Caching psi detail...
INFO Caching 26 split tables...
INFO Output tree: 29 flow...
INFO Getting tree: 28 train detail...
INFO Getting tree: 28 train summary...
INFO Getting tree: 29 train detail...
INFO Getting tree: 29 train summary...
INFO Getting tree: 28 test detail...
INFO Getting tree: 28 test summary...
INFO Getting tree: 29 test detail...
INFO Caching psi detail...
INFO Caching 28 split tables...
INFO Getting tree: 29 test summary...
INFO Caching psi detail...
INFO Caching 29 split tables...
INFO Creating path table...
INFO Creating customized_nodes_dict...
INFO Creating rules summary...
INFO Getting 0 rules summary...
INFO Getting train 0 node index
INFO Getting 1 rules summary...
INFO Getting train 1 node index
INFO Getting test 1 node index
INFO Getting test 0 node index
INFO Getting 10 rules summary...
INFO Getting 11 rules summary...
INFO Getting train 11 node index
INFO Getting train 10 node index
INFO Getting test 10 node index
INFO Getting test 11 node index
INFO Getting 12 rules summary...
INFO Getting train 12 node index
INFO Getting test 12 node index
INFO Getting 13 rules summary...
INFO Getting train 13 node index
INFO Getting test 13 node index
INFO Getting 14 rules summary...
INFO Getting 15 rules summary...
INFO Getting train 15 node index
INFO Getting train 14 node index
INFO Getting test 15 node index
INFO Getting test 14 node index
INFO Getting 16 rules summary...
INFO Getting train 16 node index
INFO Getting 17 rules summary...
INFO Getting train 17 node index
INFO Getting test 16 node index
INFO Getting test 17 node index
INFO Getting 18 rules summary...
INFO Getting train 18 node index
INFO Getting 19 rules summary...
INFO Getting test 18 node index
INFO Getting train 19 node index
INFO Getting test 19 node index
INFO Getting 2 rules summary...
INFO Getting train 2 node index
INFO Getting 20 rules summary...
INFO Getting train 20 node index
INFO Getting test 2 node index
INFO Getting test 20 node index
INFO Getting 21 rules summary...
INFO Getting train 21 node index
INFO Getting 22 rules summary...
INFO Getting train 22 node index
INFO Getting test 22 node index
INFO Getting test 21 node index
INFO Getting 23 rules summary...
INFO Getting 24 rules summary...
INFO Getting train 23 node index
INFO Getting train 24 node index
INFO Getting test 23 node index
INFO Getting 25 rules summary...
INFO Getting train 25 node index
INFO Getting test 24 node index
INFO Getting test 25 node index
INFO Getting 26 rules summary...
INFO Getting train 26 node index
INFO Getting 27 rules summary...
INFO Getting train 27 node index
INFO Getting test 26 node index
INFO Getting test 27 node index
INFO Getting 28 rules summary...
INFO Getting train 28 node index
INFO Getting 29 rules summary...
INFO Getting train 29 node index
INFO Getting test 28 node index
INFO Getting test 29 node index
INFO Getting 3 rules summary...
INFO Getting train 3 node index
INFO Getting 4 rules summary...
INFO Getting test 3 node index
INFO Getting train 4 node index
INFO Getting 5 rules summary...
INFO Getting train 5 node index
INFO Getting test 4 node index
INFO Getting test 5 node index
INFO Getting 6 rules summary...
INFO Getting train 6 node index
INFO Getting 7 rules summary...
INFO Getting train 7 node index
INFO Getting test 6 node index
INFO Getting 8 rules summary...
INFO Getting train 8 node index
INFO Getting test 7 node index
INFO Getting test 8 node index
INFO Getting 9 rules summary...
INFO Getting train 9 node index
INFO Getting test 9 node index
INFO Filtering nodes stable...
INFO Creating tree_rules_positive...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_test (1984-01-01, inf) merge line...
INFO Getting positive_train all merge line...
INFO Getting positive_test all merge line...
INFO Creating compare_rules_positive...
INFO Creating total train_rules_psi_positive...
INFO Creating bad train_rules_psi_positive...
INFO Creating total test_rules_psi_positive...
INFO Creating bad test_rules_psi_positive...
INFO Creating total_count compare_rules_psi_positive...
INFO Creating bad_count compare_rules_psi_positive...
INFO Creating tree_rules_negative...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_test (1984-01-01, inf) merge line...
INFO Getting negative_train all merge line...
INFO Getting negative_test all merge line...
INFO Creating compare_rules_negative...
INFO Creating total train_rules_psi_negative...
INFO Creating bad train_rules_psi_negative...
INFO Creating total test_rules_psi_negative...
INFO Creating bad test_rules_psi_negative...
INFO Creating total_count compare_rules_psi_negative...
INFO Creating bad_count compare_rules_psi_negative...
INFO Saving var_drop...
INFO Saving rule tables...
INFO Adding customized_rule to excel...
INFO Saving train_importance_summary...
INFO Saving train_importance_detail...
INFO Saving train_model_detail...
INFO Saving test_importance_summary...
INFO Saving test_importance_detail...
INFO Saving test_model_detail...
INFO Saving train_model_cross_summary...
INFO Saving train_model_rank_cross...
INFO Saving train_model_psi_cross...
INFO Saving test_model_cross_summary...
INFO Saving test_model_rank_cross...
INFO Saving test_model_psi_cross...
INFO Saving compare_model_psi_cross...
INFO Saving model_psi_detail...
INFO Saving model_psi_summary...
INFO Saving rule sql...
INFO Adding rule_sql to excel...
INFO Saving model pkl...
INFO Saving model pmml...
INFO Adding model_pmml to excel...
INFO Adding run_model_pmml_in_java to excel...
INFO Saving setting...
INFO Adding runtime to excel...
INFO Saving directory...
INFO Saving...
INFO Saving files...
INFO Saving json...
INFO Saving tree: train 0 graph...
INFO Saving tree: train 1 graph...
INFO Saving tree: test 1 graph...
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INFO Saving tree: train 0 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 1 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 1 - birth_year | 3 | (-inf, 1972-01-01] graph...
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INFO Saving tree: test 0 - birth_year | 3 | (1984-01-01, inf) graph...
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INFO Saving tree: test 1 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 2 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 3 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 4 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 3 - birth_year | 3 | (1984-01-01, inf) graph...
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INFO Merging images...
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INFO Merging Train Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]...
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INFO Merging Train Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 0 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 1 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 2 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 3 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 4 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 16 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 17 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 18 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 19 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 20 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 21 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 22 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 23 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 24 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 25 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 26 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 27 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 28 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 29 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 0...
INFO Merging Test Tree: 1...
INFO Merging Test Tree: 2...
INFO Merging Test Tree: 3...
INFO Merging Test Tree: 4...
INFO Merging Test Tree: 5...
INFO Merging Test Tree: 6...
INFO Merging Test Tree: 7...
INFO Merging Test Tree: 8...
INFO Merging Test Tree: 9...
INFO Merging Test Tree: 10...
INFO Merging Test Tree: 11...
INFO Merging Test Tree: 12...
INFO Merging Test Tree: 13...
INFO Merging Test Tree: 14...
INFO Merging Test Tree: 15...
INFO Merging Test Tree: 16...
INFO Merging Test Tree: 17...
INFO Merging Test Tree: 18...
INFO Merging Test Tree: 19...
INFO Merging Test Tree: 20...
INFO Merging Test Tree: 21...
INFO Merging Test Tree: 22...
INFO Merging Test Tree: 23...
INFO Merging Test Tree: 24...
INFO Merging Test Tree: 25...
INFO Merging Test Tree: 26...
INFO Merging Test Tree: 27...
INFO Merging Test Tree: 28...
INFO Merging Test Tree: 29...
INFO Merging Test Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 0 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 1 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 2 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 3 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 4 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 16 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 17 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 18 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 19 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 20 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 21 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 22 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 23 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 24 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 25 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 26 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 27 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 28 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 29 - birth_year | 3 | (1984-01-01, inf)...
INFO Saving...
INFO Total: 291.72 s
INFO Checking train_data...
INFO Checking response...
INFO Checking test_data...
INFO Checking response...
INFO Checking columns...
INFO Checking dtypes...
WARNING Setting format_time_edge to True !
INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Caching psi detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 0 flow...
INFO Output tree: 1 flow...
INFO Getting tree: 1 train detail...
INFO Getting tree: 1 train summary...
INFO Getting tree: 0 train detail...
INFO Getting tree: 0 train summary...
INFO Getting tree: 0 test detail...
INFO Getting tree: 0 test summary...
INFO Caching psi detail...
INFO Caching 0 split tables...
INFO Getting tree: 1 test detail...
INFO Getting tree: 1 test summary...
INFO Caching psi detail...
INFO Caching 1 split tables...
INFO Output tree: 2 flow...
INFO Output tree: 3 flow...
INFO Getting tree: 2 train detail...
INFO Getting tree: 2 train summary...
INFO Getting tree: 3 train detail...
INFO Getting tree: 3 train summary...
INFO Getting tree: 2 test detail...
INFO Getting tree: 2 test summary...
INFO Caching psi detail...
INFO Caching 2 split tables...
INFO Output tree: 4 flow...
INFO Getting tree: 3 test detail...
INFO Getting tree: 3 test summary...
INFO Caching psi detail...
INFO Caching 3 split tables...
INFO Output tree: 5 flow...
INFO Getting tree: 4 train detail...
INFO Getting tree: 4 train summary...
INFO Getting tree: 5 train detail...
INFO Getting tree: 5 train summary...
INFO Getting tree: 4 test detail...
INFO Getting tree: 4 test summary...
INFO Getting tree: 5 test detail...
INFO Caching psi detail...
INFO Getting tree: 5 test summary...
INFO Caching psi detail...
INFO Caching 5 split tables...
INFO Caching 4 split tables...
INFO Output tree: 6 flow...
INFO Output tree: 7 flow...
INFO Getting tree: 7 train detail...
INFO Getting tree: 7 train summary...
INFO Getting tree: 6 train detail...
INFO Getting tree: 6 train summary...
INFO Getting tree: 7 test detail...
INFO Getting tree: 7 test summary...
INFO Caching psi detail...
INFO Getting tree: 6 test detail...
INFO Caching 7 split tables...
INFO Getting tree: 6 test summary...
INFO Caching psi detail...
INFO Output tree: 8 flow...
INFO Caching 6 split tables...
INFO Output tree: 9 flow...
INFO Getting tree: 8 train detail...
INFO Getting tree: 8 train summary...
INFO Getting tree: 9 train detail...
INFO Getting tree: 9 train summary...
INFO Getting tree: 8 test detail...
INFO Getting tree: 8 test summary...
INFO Getting tree: 9 test detail...
INFO Caching psi detail...
INFO Getting tree: 9 test summary...
INFO Caching 8 split tables...
INFO Caching psi detail...
INFO Caching 9 split tables...
INFO Output tree: 10 flow...
INFO Output tree: 11 flow...
INFO Getting tree: 10 train detail...
INFO Getting tree: 10 train summary...
INFO Getting tree: 11 train detail...
INFO Getting tree: 11 train summary...
INFO Getting tree: 10 test detail...
INFO Getting tree: 10 test summary...
INFO Caching psi detail...
INFO Caching 10 split tables...
INFO Output tree: 12 flow...
INFO Getting tree: 11 test detail...
INFO Getting tree: 11 test summary...
INFO Caching psi detail...
INFO Caching 11 split tables...
INFO Output tree: 13 flow...
INFO Getting tree: 12 train detail...
INFO Getting tree: 12 train summary...
INFO Getting tree: 13 train detail...
INFO Getting tree: 13 train summary...
INFO Getting tree: 12 test detail...
INFO Getting tree: 12 test summary...
INFO Caching psi detail...
INFO Caching 12 split tables...
INFO Output tree: 14 flow...
INFO Getting tree: 13 test detail...
INFO Getting tree: 13 test summary...
INFO Caching psi detail...
INFO Caching 13 split tables...
INFO Output tree: 15 flow...
INFO Getting tree: 14 train detail...
INFO Getting tree: 14 train summary...
INFO Getting tree: 15 train detail...
INFO Getting tree: 15 train summary...
INFO Getting tree: 14 test detail...
INFO Getting tree: 14 test summary...
INFO Caching psi detail...
INFO Caching 14 split tables...
INFO Getting tree: 15 test detail...
INFO Getting tree: 15 test summary...
INFO Caching psi detail...
INFO Caching 15 split tables...
INFO Output tree: 16 flow...
INFO Output tree: 17 flow...
INFO Getting tree: 16 train detail...
INFO Getting tree: 17 train detail...
INFO Getting tree: 17 train summary...
INFO Getting tree: 16 train summary...
INFO Getting tree: 17 test detail...
INFO Getting tree: 17 test summary...
INFO Caching psi detail...
INFO Caching 17 split tables...
INFO Output tree: 18 flow...
INFO Getting tree: 16 test detail...
INFO Getting tree: 16 test summary...
INFO Caching psi detail...
INFO Caching 16 split tables...
INFO Output tree: 19 flow...
INFO Getting tree: 18 train detail...
INFO Getting tree: 18 train summary...
INFO Getting tree: 19 train detail...
INFO Getting tree: 19 train summary...
INFO Getting tree: 18 test detail...
INFO Getting tree: 18 test summary...
INFO Getting tree: 19 test detail...
INFO Caching psi detail...
INFO Getting tree: 19 test summary...
INFO Caching 18 split tables...
INFO Caching psi detail...
INFO Caching 19 split tables...
INFO Output tree: 20 flow...
INFO Output tree: 21 flow...
INFO Getting tree: 20 train detail...
INFO Getting tree: 20 train summary...
INFO Getting tree: 21 train detail...
INFO Getting tree: 21 train summary...
INFO Getting tree: 20 test detail...
INFO Getting tree: 21 test detail...
INFO Getting tree: 20 test summary...
INFO Getting tree: 21 test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Caching 20 split tables...
INFO Caching 21 split tables...
INFO Output tree: 22 flow...
INFO Output tree: 23 flow...
INFO Getting tree: 22 train detail...
INFO Getting tree: 22 train summary...
INFO Getting tree: 23 train detail...
INFO Getting tree: 23 train summary...
INFO Getting tree: 22 test detail...
INFO Getting tree: 22 test summary...
INFO Getting tree: 23 test detail...
INFO Caching psi detail...
INFO Getting tree: 23 test summary...
INFO Caching 22 split tables...
INFO Caching psi detail...
INFO Output tree: 24 flow...
INFO Caching 23 split tables...
INFO Output tree: 25 flow...
INFO Getting tree: 24 train detail...
INFO Getting tree: 24 train summary...
INFO Getting tree: 25 train detail...
INFO Getting tree: 25 train summary...
INFO Getting tree: 24 test detail...
INFO Getting tree: 24 test summary...
INFO Caching psi detail...
INFO Caching 24 split tables...
INFO Getting tree: 25 test detail...
INFO Output tree: 26 flow...
INFO Getting tree: 25 test summary...
INFO Caching psi detail...
INFO Caching 25 split tables...
INFO Output tree: 27 flow...
INFO Getting tree: 26 train detail...
INFO Getting tree: 26 train summary...
INFO Getting tree: 27 train detail...
INFO Getting tree: 27 train summary...
INFO Getting tree: 26 test detail...
INFO Getting tree: 26 test summary...
INFO Caching psi detail...
INFO Caching 26 split tables...
INFO Output tree: 28 flow...
INFO Getting tree: 27 test detail...
INFO Getting tree: 27 test summary...
INFO Caching psi detail...
INFO Caching 27 split tables...
INFO Getting tree: 28 train detail...
INFO Getting tree: 28 train summary...
INFO Output tree: 29 flow...
INFO Getting tree: 28 test detail...
INFO Getting tree: 28 test summary...
INFO Getting tree: 29 train detail...
INFO Caching psi detail...
INFO Caching 28 split tables...
INFO Getting tree: 29 train summary...
INFO Getting tree: 29 test detail...
INFO Getting tree: 29 test summary...
INFO Caching psi detail...
INFO Caching 29 split tables...
INFO Checking customized_nodes_dict...
INFO Creating path table...
INFO Creating rules summary...
INFO Getting 0 rules summary...
INFO Getting 1 rules summary...
INFO Getting train 0 node index
INFO Getting train 1 node index
INFO Getting test 1 node index
INFO Getting test 0 node index
INFO Getting 10 rules summary...
INFO Getting train 10 node index
INFO Getting 11 rules summary...
INFO Getting train 11 node index
INFO Getting test 10 node index
INFO Getting test 11 node index
INFO Getting 12 rules summary...
INFO Getting 13 rules summary...
INFO Getting train 12 node index
INFO Getting train 13 node index
INFO Getting test 12 node index
INFO Getting 14 rules summary...
INFO Getting train 14 node index
INFO Getting test 13 node index
INFO Getting 15 rules summary...
INFO Getting train 15 node index
INFO Getting test 15 node index
INFO Getting test 14 node index
INFO Getting 16 rules summary...
INFO Getting train 16 node index
INFO Getting test 16 node index
INFO Getting 17 rules summary...
INFO Getting 18 rules summary...
INFO Getting train 18 node index
INFO Getting test 18 node index
INFO Getting train 17 node index
INFO Getting test 17 node index
INFO Getting 19 rules summary...
INFO Getting train 19 node index
INFO Getting 2 rules summary...
INFO Getting test 19 node index
INFO Getting train 2 node index
INFO Getting 20 rules summary...
INFO Getting test 2 node index
INFO Getting train 20 node index
INFO Getting 21 rules summary...
INFO Getting train 21 node index
INFO Getting test 20 node index
INFO Getting test 21 node index
INFO Getting 22 rules summary...
INFO Getting train 22 node index
INFO Getting 23 rules summary...
INFO Getting train 23 node index
INFO Getting test 22 node index
INFO Getting test 23 node index
INFO Getting 24 rules summary...
INFO Getting train 24 node index
INFO Getting test 24 node index
INFO Getting 25 rules summary...
INFO Getting train 25 node index
INFO Getting 26 rules summary...
INFO Getting train 26 node index
INFO Getting test 25 node index
INFO Getting test 26 node index
INFO Getting 27 rules summary...
INFO Getting train 27 node index
INFO Getting 28 rules summary...
INFO Getting test 27 node index
INFO Getting train 28 node index
INFO Getting 29 rules summary...
INFO Getting train 29 node index
INFO Getting test 28 node index
INFO Getting test 29 node index
INFO Getting 3 rules summary...
INFO Getting train 3 node index
INFO Getting 4 rules summary...
INFO Getting train 4 node index
INFO Getting test 3 node index
INFO Getting test 4 node index
INFO Getting 5 rules summary...
INFO Getting train 5 node index
INFO Getting test 5 node index
INFO Getting 6 rules summary...
INFO Getting train 6 node index
INFO Getting 7 rules summary...
INFO Getting train 7 node index
INFO Getting test 7 node index
INFO Getting test 6 node index
INFO Getting 8 rules summary...
INFO Getting train 8 node index
INFO Getting 9 rules summary...
INFO Getting test 8 node index
INFO Getting train 9 node index
INFO Getting test 9 node index
INFO Filtering nodes stable...
INFO Creating tree_rules_positive...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_test (1984-01-01, inf) merge line...
INFO Getting positive_train all merge line...
INFO Getting positive_test all merge line...
INFO Creating compare_rules_positive...
INFO Creating total train_rules_psi_positive...
INFO Creating bad train_rules_psi_positive...
INFO Creating total test_rules_psi_positive...
INFO Creating bad test_rules_psi_positive...
INFO Creating total_count compare_rules_psi_positive...
INFO Creating bad_count compare_rules_psi_positive...
INFO Creating tree_rules_negative...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_test (1984-01-01, inf) merge line...
INFO Getting negative_train all merge line...
INFO Getting negative_test all merge line...
INFO Creating compare_rules_negative...
INFO Creating total train_rules_psi_negative...
INFO Creating bad train_rules_psi_negative...
INFO Creating total test_rules_psi_negative...
INFO Creating bad test_rules_psi_negative...
INFO Creating total_count compare_rules_psi_negative...
INFO Creating bad_count compare_rules_psi_negative...
INFO Saving rule tables...
INFO Adding customized_rule to excel...
INFO Saving train_importance_summary...
INFO Saving train_importance_detail...
INFO Saving train_model_detail...
INFO Saving test_importance_summary...
INFO Saving test_importance_detail...
INFO Saving test_model_detail...
INFO Saving train_model_cross_summary...
INFO Saving train_model_rank_cross...
INFO Saving train_model_psi_cross...
INFO Saving test_model_cross_summary...
INFO Saving test_model_rank_cross...
INFO Saving test_model_psi_cross...
INFO Saving compare_model_psi_cross...
INFO Saving model_psi_detail...
INFO Saving model_psi_summary...
INFO Saving rule sql...
INFO Adding rule_sql to excel...
INFO Saving setting...
INFO Adding runtime to excel...
INFO Saving directory...
INFO Saving...
INFO Saving files...
INFO Saving json...
INFO Saving tree: train 0 graph...
INFO Saving tree: train 1 graph...
INFO Saving tree: test 0 graph...
INFO Saving tree: test 1 graph...
INFO Saving tree: train 2 graph...
INFO Saving tree: train 3 graph...
INFO Saving tree: test 2 graph...
INFO Saving tree: test 3 graph...
INFO Saving tree: train 4 graph...
INFO Saving tree: train 5 graph...
INFO Saving tree: test 5 graph...
INFO Saving tree: test 4 graph...
INFO Saving tree: train 6 graph...
INFO Saving tree: train 7 graph...
INFO Saving tree: test 6 graph...
INFO Saving tree: test 7 graph...
INFO Saving tree: train 8 graph...
INFO Saving tree: train 9 graph...
INFO Saving tree: test 9 graph...
INFO Saving tree: test 8 graph...
INFO Saving tree: train 10 graph...
INFO Saving tree: train 11 graph...
INFO Saving tree: test 10 graph...
INFO Saving tree: test 11 graph...
INFO Saving tree: train 12 graph...
INFO Saving tree: train 13 graph...
INFO Saving tree: test 12 graph...
INFO Saving tree: test 13 graph...
INFO Saving tree: train 14 graph...
INFO Saving tree: train 15 graph...
INFO Saving tree: test 14 graph...
INFO Saving tree: test 15 graph...
INFO Saving tree: train 16 graph...
INFO Saving tree: train 17 graph...
INFO Saving tree: test 16 graph...
INFO Saving tree: test 17 graph...
INFO Saving tree: train 18 graph...
INFO Saving tree: train 19 graph...
INFO Saving tree: test 18 graph...
INFO Saving tree: test 19 graph...
INFO Saving tree: train 20 graph...
INFO Saving tree: train 21 graph...
INFO Saving tree: test 20 graph...
INFO Saving tree: test 21 graph...
INFO Saving tree: train 22 graph...
INFO Saving tree: train 23 graph...
INFO Saving tree: test 22 graph...
INFO Saving tree: test 23 graph...
INFO Saving tree: train 24 graph...
INFO Saving tree: train 25 graph...
INFO Saving tree: test 24 graph...
INFO Saving tree: test 25 graph...
INFO Saving tree: train 26 graph...
INFO Saving tree: train 27 graph...
INFO Saving tree: test 26 graph...
INFO Saving tree: test 27 graph...
INFO Saving tree: train 28 graph...
INFO Saving tree: train 29 graph...
INFO Saving tree: test 28 graph...
INFO Saving tree: test 29 graph...
INFO Saving tree: train 0 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 1 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 0 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 1 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 16 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 16 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 17 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 18 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 17 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 18 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 19 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 20 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 19 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 20 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 21 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 22 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 21 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 22 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 23 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 24 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 23 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 24 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 25 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 26 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 26 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 25 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 27 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 28 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 28 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 27 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 29 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 29 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
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INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 16 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 17 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 18 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 19 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 20 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 21 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 22 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 23 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 24 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 25 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 26 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 27 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 28 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 29 - birth_year | 3 | (1984-01-01, inf)...
INFO Saving...
INFO Total: 284.37 s
INFO Total: 579.81 s
discrete_cols = df_train.dtypes[df_train.dtypes == object].index.tolist()
at.Analysis.tree_flow(
df_train, "./策略分析demo/v2-lgb/v2-lgb.xlsx", test_data=df_test,
# 目标定义 & 切片定义
response="target", split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
customized_variables=discrete_cols,
)
WARNING Find that recover_from_json is None and customized_variables is not empty, setting limit_var_num to inf !
INFO Checking train_data...
INFO Checking response...
INFO Checking test_data...
INFO Checking response...
INFO Checking columns...
INFO Checking dtypes...
WARNING Setting format_time_edge to True !
WARNING Find that enable_multi is True and n_jobs not set, setting to 2 !
WARNING Auto setting lightgbm params...
WARNING Setting model params: use_missing to True !
WARNING Setting model params: zero_as_missing to False !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'n_jobs': 2, 'use_missing': True, 'zero_as_missing': False}
INFO Using fit params: {'sample_weight': None, 'feature_name': 'auto', 'categorical_feature': [0, 1, 2, 3, 4, 5, 6, 7]}
INFO Using variables: 8...
INFO Training LGBMClassifier...
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.019736 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_CAR']: 0.08788 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.018347 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.082988 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.084359 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.025062 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.079322 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.019021 secs
INFO Getting tree: 0 rules...
INFO Getting tree: 2 rules...
INFO Getting tree: 1 rules...
INFO Getting tree: 3 rules...
INFO Getting tree: 4 rules...
INFO Getting tree: 5 rules...
INFO Getting tree: 6 rules...
INFO Getting tree: 7 rules...
INFO Getting tree: 8 rules...
INFO Getting tree: 9 rules...
INFO Getting tree: 11 rules...
INFO Getting tree: 10 rules...
INFO Getting tree: 12 rules...
INFO Getting tree: 14 rules...
INFO Getting tree: 15 rules...
INFO Getting tree: 13 rules...
INFO Getting tree: 16 rules...
INFO Getting tree: 18 rules...
INFO Getting tree: 19 rules...
INFO Getting tree: 17 rules...
INFO Getting tree: 20 rules...
INFO Getting tree: 22 rules...
INFO Getting tree: 23 rules...
INFO Getting tree: 21 rules...
INFO Getting tree: 24 rules...
INFO Getting tree: 26 rules...
INFO Getting tree: 27 rules...
INFO Getting tree: 25 rules...
INFO Getting tree: 29 rules...
INFO Getting tree: 28 rules...
INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Caching psi detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Caching psi detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Caching psi detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 0 flow...
INFO Output tree: 1 flow...
INFO Getting tree: 1 train detail...
INFO Getting tree: 1 train summary...
INFO Getting tree: 0 train detail...
INFO Getting tree: 0 train summary...
INFO Getting tree: 1 test detail...
INFO Getting tree: 0 test detail...
INFO Getting tree: 0 test summary...
INFO Caching psi detail...
INFO Caching 0 split tables...
INFO Getting tree: 1 test summary...
INFO Caching psi detail...
INFO Caching 1 split tables...
INFO Output tree: 2 flow...
INFO Output tree: 3 flow...
INFO Getting tree: 2 train detail...
INFO Getting tree: 2 train summary...
INFO Getting tree: 3 train detail...
INFO Getting tree: 3 train summary...
INFO Getting tree: 2 test detail...
INFO Getting tree: 2 test summary...
INFO Caching psi detail...
INFO Getting tree: 3 test detail...
INFO Caching 2 split tables...
INFO Getting tree: 3 test summary...
INFO Caching psi detail...
INFO Caching 3 split tables...
INFO Output tree: 4 flow...
INFO Output tree: 5 flow...
INFO Getting tree: 5 train detail...
INFO Getting tree: 5 train summary...
INFO Getting tree: 4 train detail...
INFO Getting tree: 4 train summary...
INFO Getting tree: 4 test detail...
INFO Getting tree: 4 test summary...
INFO Caching psi detail...
INFO Caching 4 split tables...
INFO Getting tree: 5 test detail...
INFO Output tree: 6 flow...
INFO Getting tree: 5 test summary...
INFO Caching psi detail...
INFO Caching 5 split tables...
INFO Output tree: 7 flow...
INFO Getting tree: 6 train detail...
INFO Getting tree: 6 train summary...
INFO Getting tree: 7 train detail...
INFO Getting tree: 7 train summary...
INFO Getting tree: 6 test detail...
INFO Getting tree: 6 test summary...
INFO Caching psi detail...
INFO Caching 6 split tables...
INFO Output tree: 8 flow...
INFO Getting tree: 7 test detail...
INFO Getting tree: 7 test summary...
INFO Caching psi detail...
INFO Caching 7 split tables...
INFO Getting tree: 8 train detail...
INFO Output tree: 9 flow...
INFO Getting tree: 8 train summary...
INFO Getting tree: 8 test detail...
INFO Getting tree: 8 test summary...
INFO Caching psi detail...
INFO Caching 8 split tables...
INFO Output tree: 10 flow...
INFO Getting tree: 9 train detail...
INFO Getting tree: 9 train summary...
INFO Getting tree: 9 test detail...
INFO Getting tree: 9 test summary...
INFO Caching psi detail...
INFO Caching 9 split tables...
INFO Output tree: 11 flow...
INFO Getting tree: 10 train detail...
INFO Getting tree: 10 train summary...
INFO Getting tree: 10 test detail...
INFO Getting tree: 10 test summary...
INFO Caching psi detail...
INFO Caching 10 split tables...
INFO Output tree: 12 flow...
INFO Getting tree: 11 train detail...
INFO Getting tree: 11 train summary...
INFO Getting tree: 12 train detail...
INFO Getting tree: 12 train summary...
INFO Getting tree: 11 test detail...
INFO Getting tree: 11 test summary...
INFO Caching psi detail...
INFO Caching 11 split tables...
INFO Output tree: 13 flow...
INFO Getting tree: 12 test detail...
INFO Getting tree: 12 test summary...
INFO Caching psi detail...
INFO Caching 12 split tables...
INFO Output tree: 14 flow...
INFO Getting tree: 13 train detail...
INFO Getting tree: 13 train summary...
INFO Getting tree: 13 test detail...
INFO Getting tree: 13 test summary...
INFO Getting tree: 14 train detail...
INFO Getting tree: 14 train summary...
INFO Caching psi detail...
INFO Caching 13 split tables...
INFO Output tree: 15 flow...
INFO Getting tree: 14 test detail...
INFO Getting tree: 14 test summary...
INFO Caching psi detail...
INFO Caching 14 split tables...
INFO Output tree: 16 flow...
INFO Getting tree: 15 train detail...
INFO Getting tree: 15 train summary...
INFO Getting tree: 16 train detail...
INFO Getting tree: 16 train summary...
INFO Getting tree: 15 test detail...
INFO Getting tree: 15 test summary...
INFO Caching psi detail...
INFO Caching 15 split tables...
INFO Output tree: 17 flow...
INFO Getting tree: 16 test detail...
INFO Getting tree: 16 test summary...
INFO Caching psi detail...
INFO Caching 16 split tables...
INFO Output tree: 18 flow...
INFO Getting tree: 17 train detail...
INFO Getting tree: 17 train summary...
INFO Getting tree: 18 train detail...
INFO Getting tree: 18 train summary...
INFO Getting tree: 17 test detail...
INFO Getting tree: 17 test summary...
INFO Caching psi detail...
INFO Caching 17 split tables...
INFO Output tree: 19 flow...
INFO Getting tree: 18 test detail...
INFO Getting tree: 18 test summary...
INFO Caching psi detail...
INFO Caching 18 split tables...
INFO Output tree: 20 flow...
INFO Getting tree: 19 train detail...
INFO Getting tree: 19 train summary...
INFO Getting tree: 20 train detail...
INFO Getting tree: 20 train summary...
INFO Getting tree: 19 test detail...
INFO Getting tree: 19 test summary...
INFO Caching psi detail...
INFO Caching 19 split tables...
INFO Output tree: 21 flow...
INFO Getting tree: 20 test detail...
INFO Getting tree: 20 test summary...
INFO Caching psi detail...
INFO Caching 20 split tables...
INFO Output tree: 22 flow...
INFO Getting tree: 21 train detail...
INFO Getting tree: 21 train summary...
INFO Getting tree: 22 train detail...
INFO Getting tree: 22 train summary...
INFO Getting tree: 21 test detail...
INFO Getting tree: 21 test summary...
INFO Caching psi detail...
INFO Getting tree: 22 test detail...
INFO Caching 21 split tables...
INFO Getting tree: 22 test summary...
INFO Caching psi detail...
INFO Caching 22 split tables...
INFO Output tree: 23 flow...
INFO Output tree: 24 flow...
INFO Getting tree: 24 train detail...
INFO Getting tree: 24 train summary...
INFO Getting tree: 23 train detail...
INFO Getting tree: 23 train summary...
INFO Getting tree: 24 test detail...
INFO Getting tree: 24 test summary...
INFO Caching psi detail...
INFO Caching 24 split tables...
INFO Output tree: 25 flow...
INFO Getting tree: 23 test detail...
INFO Getting tree: 23 test summary...
INFO Caching psi detail...
INFO Caching 23 split tables...
INFO Output tree: 26 flow...
INFO Getting tree: 25 train detail...
INFO Getting tree: 26 train detail...
INFO Getting tree: 25 train summary...
INFO Getting tree: 26 train summary...
INFO Getting tree: 25 test detail...
INFO Getting tree: 25 test summary...
INFO Caching psi detail...
INFO Caching 25 split tables...
INFO Getting tree: 26 test detail...
INFO Getting tree: 26 test summary...
INFO Caching psi detail...
INFO Caching 26 split tables...
INFO Output tree: 27 flow...
INFO Output tree: 28 flow...
INFO Getting tree: 28 train detail...
INFO Getting tree: 28 train summary...
INFO Getting tree: 27 train detail...
INFO Getting tree: 27 train summary...
INFO Getting tree: 28 test detail...
INFO Getting tree: 28 test summary...
INFO Caching psi detail...
INFO Caching 28 split tables...
INFO Output tree: 29 flow...
INFO Getting tree: 27 test detail...
INFO Getting tree: 27 test summary...
INFO Caching psi detail...
INFO Caching 27 split tables...
INFO Getting tree: 29 train detail...
INFO Getting tree: 29 train summary...
INFO Getting tree: 29 test detail...
INFO Getting tree: 29 test summary...
INFO Caching psi detail...
INFO Caching 29 split tables...
INFO Creating path table...
INFO Creating customized_nodes_dict...
INFO Creating rules summary...
INFO Getting 0 rules summary...
INFO Getting train 0 node index
INFO Getting 1 rules summary...
INFO Getting train 1 node index
INFO Getting test 1 node index
INFO Getting test 0 node index
INFO Getting 10 rules summary...
INFO Getting train 10 node index
INFO Getting test 10 node index
INFO Getting 11 rules summary...
INFO Getting train 11 node index
INFO Getting 12 rules summary...
INFO Getting train 12 node index
INFO Getting test 11 node index
INFO Getting test 12 node index
INFO Getting 13 rules summary...
INFO Getting 14 rules summary...
INFO Getting train 14 node index
INFO Getting train 13 node index
INFO Getting test 14 node index
INFO Getting 15 rules summary...
INFO Getting train 15 node index
INFO Getting test 13 node index
INFO Getting test 15 node index
INFO Getting 16 rules summary...
INFO Getting 17 rules summary...
INFO Getting train 16 node index
INFO Getting train 17 node index
INFO Getting test 16 node index
INFO Getting test 17 node index
INFO Getting 18 rules summary...
INFO Getting train 18 node index
INFO Getting test 18 node index
INFO Getting 19 rules summary...
INFO Getting 2 rules summary...
INFO Getting train 2 node index
INFO Getting train 19 node index
INFO Getting test 2 node index
INFO Getting test 19 node index
INFO Getting 20 rules summary...
INFO Getting 21 rules summary...
INFO Getting train 20 node index
INFO Getting train 21 node index
INFO Getting test 21 node index
INFO Getting test 20 node index
INFO Getting 22 rules summary...
INFO Getting train 22 node index
INFO Getting 23 rules summary...
INFO Getting train 23 node index
INFO Getting test 22 node index
INFO Getting 24 rules summary...
INFO Getting train 24 node index
INFO Getting test 23 node index
INFO Getting test 24 node index
INFO Getting 25 rules summary...
INFO Getting train 25 node index
INFO Getting 26 rules summary...
INFO Getting test 25 node index
INFO Getting train 26 node index
INFO Getting test 26 node index
INFO Getting 27 rules summary...
INFO Getting train 27 node index
INFO Getting 28 rules summary...
INFO Getting train 28 node index
INFO Getting test 27 node index
INFO Getting test 28 node index
INFO Getting 29 rules summary...
INFO Getting train 29 node index
INFO Getting 3 rules summary...
INFO Getting train 3 node index
INFO Getting test 29 node index
INFO Getting test 3 node index
INFO Getting 4 rules summary...
INFO Getting 5 rules summary...
INFO Getting train 5 node index
INFO Getting train 4 node index
INFO Getting test 5 node index
INFO Getting test 4 node index
INFO Getting 6 rules summary...
INFO Getting train 6 node index
INFO Getting 7 rules summary...
INFO Getting test 6 node index
INFO Getting train 7 node index
INFO Getting 8 rules summary...
INFO Getting train 8 node index
INFO Getting test 7 node index
INFO Getting test 8 node index
INFO Getting 9 rules summary...
INFO Getting train 9 node index
INFO Getting test 9 node index
INFO Filtering nodes stable...
INFO Creating tree_rules_positive...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_test (1984-01-01, inf) merge line...
INFO Getting positive_train all merge line...
INFO Getting positive_test all merge line...
INFO Creating compare_rules_positive...
INFO Creating total train_rules_psi_positive...
INFO Creating bad train_rules_psi_positive...
INFO Creating total test_rules_psi_positive...
INFO Creating bad test_rules_psi_positive...
INFO Creating total_count compare_rules_psi_positive...
INFO Creating bad_count compare_rules_psi_positive...
INFO Creating tree_rules_negative...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_test (1984-01-01, inf) merge line...
INFO Getting negative_train all merge line...
INFO Getting negative_test all merge line...
INFO Creating compare_rules_negative...
INFO Creating total train_rules_psi_negative...
INFO Creating bad train_rules_psi_negative...
INFO Creating total test_rules_psi_negative...
INFO Creating bad test_rules_psi_negative...
INFO Creating total_count compare_rules_psi_negative...
INFO Creating bad_count compare_rules_psi_negative...
INFO Saving var_drop...
INFO Saving rule tables...
INFO Adding customized_rule to excel...
INFO Saving train_importance_summary...
INFO Saving train_importance_detail...
INFO Saving train_model_detail...
INFO Saving test_importance_summary...
INFO Saving test_importance_detail...
INFO Saving test_model_detail...
INFO Saving train_model_cross_summary...
INFO Saving train_model_rank_cross...
INFO Saving train_model_psi_cross...
INFO Saving test_model_cross_summary...
INFO Saving test_model_rank_cross...
INFO Saving test_model_psi_cross...
INFO Saving compare_model_psi_cross...
INFO Saving model_psi_detail...
INFO Saving model_psi_summary...
INFO Saving rule sql...
INFO Adding rule_sql to excel...
INFO Saving model pkl...
INFO Saving model pmml...
INFO Adding model_pmml to excel...
INFO Adding run_model_pmml_in_java to excel...
INFO Saving setting...
INFO Adding runtime to excel...
INFO Saving directory...
INFO Saving...
INFO Saving files...
INFO Saving json...
INFO Saving tree: train 0 graph...
INFO Saving tree: train 1 graph...
INFO Saving tree: test 0 graph...
INFO Saving tree: test 1 graph...
INFO Saving tree: train 2 graph...
INFO Saving tree: train 3 graph...
INFO Saving tree: test 2 graph...
INFO Saving tree: test 3 graph...
INFO Saving tree: train 4 graph...
INFO Saving tree: train 5 graph...
INFO Saving tree: test 4 graph...
INFO Saving tree: test 5 graph...
INFO Saving tree: train 6 graph...
INFO Saving tree: train 7 graph...
INFO Saving tree: test 6 graph...
INFO Saving tree: test 7 graph...
INFO Saving tree: train 8 graph...
INFO Saving tree: train 9 graph...
INFO Saving tree: test 8 graph...
INFO Saving tree: test 9 graph...
INFO Saving tree: train 10 graph...
INFO Saving tree: train 11 graph...
INFO Saving tree: test 10 graph...
INFO Saving tree: test 11 graph...
INFO Saving tree: train 12 graph...
INFO Saving tree: train 13 graph...
INFO Saving tree: test 12 graph...
INFO Saving tree: test 13 graph...
INFO Saving tree: train 14 graph...
INFO Saving tree: train 15 graph...
INFO Saving tree: test 14 graph...
INFO Saving tree: test 15 graph...
INFO Saving tree: train 16 graph...
INFO Saving tree: train 17 graph...
INFO Saving tree: test 16 graph...
INFO Saving tree: test 17 graph...
INFO Saving tree: train 18 graph...
INFO Saving tree: train 19 graph...
INFO Saving tree: test 18 graph...
INFO Saving tree: test 19 graph...
INFO Saving tree: train 20 graph...
INFO Saving tree: train 21 graph...
INFO Saving tree: test 20 graph...
INFO Saving tree: test 21 graph...
INFO Saving tree: train 22 graph...
INFO Saving tree: train 23 graph...
INFO Saving tree: test 22 graph...
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INFO Saving tree: train 24 graph...
INFO Saving tree: train 25 graph...
INFO Saving tree: test 24 graph...
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INFO Saving tree: train 26 graph...
INFO Saving tree: train 27 graph...
INFO Saving tree: test 26 graph...
INFO Saving tree: test 27 graph...
INFO Saving tree: train 28 graph...
INFO Saving tree: train 29 graph...
INFO Saving tree: test 28 graph...
INFO Saving tree: test 29 graph...
INFO Saving tree: train 0 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 1 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 0 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 1 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 16 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 17 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 16 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 17 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 18 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 19 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 18 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 19 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 20 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 21 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 20 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 21 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 22 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 23 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 22 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 23 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 24 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 25 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 24 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 25 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 26 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 27 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 26 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 27 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 28 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 29 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 28 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 29 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 0 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 1 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 0 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 1 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 2 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 3 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 2 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 3 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 4 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 5 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 4 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 5 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 6 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 7 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 6 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 7 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 8 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 8 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 9 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 9 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 10 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 10 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 11 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 12 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 11 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 12 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 13 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 14 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 13 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 14 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 15 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 16 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 15 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 16 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 17 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 18 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 17 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 18 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 19 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 20 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 19 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 20 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 21 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 22 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 21 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 22 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 23 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 24 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 24 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 23 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 25 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 26 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 25 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 26 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 27 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 28 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 27 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 28 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 29 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 29 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Merging images...
INFO Merging Train Tree: 0...
INFO Merging Train Tree: 1...
INFO Merging Train Tree: 2...
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INFO Merging Train Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]...
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INFO Merging Train Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]...
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INFO Merging Train Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]...
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INFO Merging Train Tree: 28 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 29 - birth_year | 3 | (1984-01-01, inf)...
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INFO Merging Test Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]...
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INFO Merging Test Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]...
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INFO Merging Test Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]...
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INFO Merging Test Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]...
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INFO Merging Test Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 0 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 1 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 2 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 3 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 4 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 16 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 17 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 18 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 19 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 20 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 21 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 22 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 23 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 24 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 25 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 26 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 27 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 28 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 29 - birth_year | 3 | (1984-01-01, inf)...
INFO Saving...
INFO Total: 440.01 s
INFO Total: 440.16 s
at.Analysis.tree_flow(
df_train, "./策略分析demo/v3-xgb/v3-xgb.xlsx", test_data=df_test,
# 目标定义 & 切片定义
response="target", split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
# 调整参数为xgb
model_type_path="xgboost.sklearn.XGBClassifier",
)
INFO Checking train_data...
INFO Checking response...
INFO Checking test_data...
INFO Checking response...
INFO Checking columns...
INFO Checking dtypes...
WARNING Setting format_time_edge to True !
WARNING Auto setting xgboost params...
WARNING Setting model params: enable_categorical to True !
WARNING Find that enable_categorical is True, xgboost tree_method not found, setting to hist !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'enable_categorical': True, 'tree_method': 'hist'}
INFO Using variables: 17...
INFO Training XGBClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.001061 secs
INFO [FIT_TRANSFORM] ['Age']: 0.000559 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.000749 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.00067 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.010726 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.000496 secs
INFO [FIT_TRANSFORM] ['FLAG_EMAIL']: 0.000672 secs
INFO [FIT_TRANSFORM] ['FLAG_MOBIL']: 0.000682 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_CAR']: 0.010303 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.073083 secs
INFO [FIT_TRANSFORM] ['FLAG_PHONE']: 0.00054 secs
INFO [FIT_TRANSFORM] ['FLAG_WORK_PHONE']: 0.000501 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.009722 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.01006 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.072221 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.009851 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.008199 secs
INFO Filtering importance by XGBClassifier ...
INFO Total: 17...
INFO Selected: 13...
WARNING Auto setting xgboost params...
WARNING Setting model params: enable_categorical to True !
WARNING Find that enable_categorical is True, xgboost tree_method not found, setting to hist !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'enable_categorical': True, 'tree_method': 'hist'}
INFO Using variables: 13...
INFO Training XGBClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.000783 secs
INFO [FIT_TRANSFORM] ['Age']: 0.000561 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.000487 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.000565 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.087054 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.000528 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_CAR']: 0.010105 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.01002 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.069079 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.009925 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.00981 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.009883 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.069448 secs
INFO Getting tree: 0 rules...
INFO Getting tree: 2 rules...
INFO Getting tree: 1 rules...
INFO Getting tree: 3 rules...
INFO Getting tree: 4 rules...
INFO Getting tree: 5 rules...
INFO Getting tree: 6 rules...
INFO Getting tree: 7 rules...
INFO Getting tree: 8 rules...
INFO Getting tree: 9 rules...
INFO Getting tree: 10 rules...
INFO Getting tree: 11 rules...
INFO Getting tree: 12 rules...
INFO Getting tree: 13 rules...
INFO Getting tree: 14 rules...
INFO Getting tree: 15 rules...
INFO Getting tree: 16 rules...
INFO Getting tree: 17 rules...
INFO Getting tree: 18 rules...
INFO Getting tree: 19 rules...
INFO Getting tree: 20 rules...
INFO Getting tree: 21 rules...
INFO Getting tree: 22 rules...
INFO Getting tree: 23 rules...
INFO Getting tree: 24 rules...
INFO Getting tree: 25 rules...
INFO Getting tree: 26 rules...
INFO Getting tree: 27 rules...
INFO Getting tree: 28 rules...
INFO Getting tree: 29 rules...
INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 2 flow...
INFO Output tree: 3 flow...
INFO Getting tree: 3 train detail...
INFO Getting tree: 3 train summary...
INFO Getting tree: 2 train detail...
INFO Getting tree: 2 train summary...
INFO Getting tree: 3 test detail...
INFO Getting tree: 3 test summary...
INFO Caching psi detail...
INFO Caching 3 split tables...
INFO Output tree: 4 flow...
INFO Getting tree: 2 test detail...
INFO Getting tree: 2 test summary...
INFO Caching psi detail...
INFO Caching 2 split tables...
INFO Output tree: 5 flow...
INFO Getting tree: 4 train detail...
INFO Getting tree: 4 train summary...
INFO Getting tree: 5 train detail...
INFO Getting tree: 5 train summary...
INFO Getting tree: 4 test detail...
INFO Getting tree: 4 test summary...
INFO Caching psi detail...
INFO Caching 4 split tables...
INFO Output tree: 6 flow...
INFO Getting tree: 5 test detail...
INFO Getting tree: 5 test summary...
INFO Caching psi detail...
INFO Caching 5 split tables...
INFO Output tree: 7 flow...
INFO Getting tree: 6 train detail...
INFO Getting tree: 7 train detail...
INFO Getting tree: 7 train summary...
INFO Getting tree: 6 train summary...
INFO Getting tree: 7 test detail...
INFO Getting tree: 7 test summary...
INFO Caching psi detail...
INFO Getting tree: 6 test detail...
INFO Getting tree: 6 test summary...
INFO Caching 7 split tables...
INFO Caching psi detail...
INFO Caching 6 split tables...
INFO Output tree: 8 flow...
INFO Output tree: 9 flow...
INFO Getting tree: 8 train detail...
INFO Getting tree: 8 train summary...
INFO Getting tree: 9 train detail...
INFO Getting tree: 9 train summary...
INFO Getting tree: 8 test detail...
INFO Getting tree: 8 test summary...
INFO Caching psi detail...
INFO Caching 8 split tables...
INFO Output tree: 10 flow...
INFO Getting tree: 9 test detail...
INFO Getting tree: 9 test summary...
INFO Caching psi detail...
INFO Caching 9 split tables...
INFO Output tree: 11 flow...
INFO Getting tree: 10 train detail...
INFO Getting tree: 10 train summary...
INFO Getting tree: 11 train detail...
INFO Getting tree: 11 train summary...
INFO Getting tree: 10 test detail...
INFO Getting tree: 10 test summary...
INFO Caching psi detail...
INFO Caching 10 split tables...
INFO Output tree: 12 flow...
INFO Getting tree: 11 test detail...
INFO Getting tree: 11 test summary...
INFO Caching psi detail...
INFO Caching 11 split tables...
INFO Output tree: 13 flow...
INFO Getting tree: 12 train detail...
INFO Getting tree: 12 train summary...
INFO Getting tree: 13 train detail...
INFO Getting tree: 13 train summary...
INFO Getting tree: 12 test detail...
INFO Getting tree: 12 test summary...
INFO Caching psi detail...
INFO Caching 12 split tables...
INFO Output tree: 14 flow...
INFO Getting tree: 13 test detail...
INFO Getting tree: 13 test summary...
INFO Caching psi detail...
INFO Caching 13 split tables...
INFO Output tree: 15 flow...
INFO Getting tree: 14 train detail...
INFO Getting tree: 14 train summary...
INFO Getting tree: 14 test detail...
INFO Getting tree: 14 test summary...
INFO Caching psi detail...
INFO Caching 14 split tables...
INFO Getting tree: 15 train detail...
INFO Getting tree: 15 train summary...
INFO Output tree: 16 flow...
INFO Getting tree: 15 test detail...
INFO Getting tree: 15 test summary...
INFO Caching psi detail...
INFO Caching 15 split tables...
INFO Output tree: 17 flow...
INFO Getting tree: 16 train detail...
INFO Getting tree: 16 train summary...
INFO Getting tree: 16 test detail...
INFO Getting tree: 16 test summary...
INFO Caching psi detail...
INFO Caching 16 split tables...
INFO Getting tree: 17 train detail...
INFO Getting tree: 17 train summary...
INFO Output tree: 18 flow...
INFO Getting tree: 17 test detail...
INFO Getting tree: 17 test summary...
INFO Caching psi detail...
INFO Caching 17 split tables...
INFO Output tree: 19 flow...
INFO Getting tree: 18 train detail...
INFO Getting tree: 18 train summary...
INFO Getting tree: 19 train detail...
INFO Getting tree: 19 train summary...
INFO Getting tree: 18 test detail...
INFO Getting tree: 18 test summary...
INFO Caching psi detail...
INFO Caching 18 split tables...
INFO Output tree: 20 flow...
INFO Getting tree: 19 test detail...
INFO Getting tree: 19 test summary...
INFO Caching psi detail...
INFO Caching 19 split tables...
INFO Output tree: 21 flow...
INFO Getting tree: 20 train detail...
INFO Getting tree: 20 train summary...
INFO Getting tree: 21 train detail...
INFO Getting tree: 21 train summary...
INFO Getting tree: 20 test detail...
INFO Getting tree: 20 test summary...
INFO Caching psi detail...
INFO Caching 20 split tables...
INFO Output tree: 22 flow...
INFO Getting tree: 21 test detail...
INFO Getting tree: 21 test summary...
INFO Caching psi detail...
INFO Caching 21 split tables...
INFO Output tree: 23 flow...
INFO Getting tree: 22 train detail...
INFO Getting tree: 23 train detail...
INFO Getting tree: 23 train summary...
INFO Getting tree: 22 train summary...
INFO Getting tree: 23 test detail...
INFO Getting tree: 23 test summary...
INFO Caching psi detail...
INFO Caching 23 split tables...
INFO Output tree: 24 flow...
INFO Getting tree: 22 test detail...
INFO Getting tree: 22 test summary...
INFO Caching psi detail...
INFO Caching 22 split tables...
INFO Output tree: 25 flow...
INFO Getting tree: 24 train detail...
INFO Getting tree: 24 train summary...
INFO Getting tree: 25 train detail...
INFO Getting tree: 25 train summary...
INFO Getting tree: 24 test detail...
INFO Getting tree: 24 test summary...
INFO Caching psi detail...
INFO Caching 24 split tables...
INFO Output tree: 26 flow...
INFO Getting tree: 25 test detail...
INFO Getting tree: 25 test summary...
INFO Caching psi detail...
INFO Caching 25 split tables...
INFO Output tree: 27 flow...
INFO Getting tree: 26 train detail...
INFO Getting tree: 26 train summary...
INFO Getting tree: 27 train detail...
INFO Getting tree: 27 train summary...
INFO Getting tree: 26 test detail...
INFO Getting tree: 26 test summary...
INFO Caching psi detail...
INFO Caching 26 split tables...
INFO Output tree: 28 flow...
INFO Getting tree: 27 test detail...
INFO Getting tree: 27 test summary...
INFO Caching psi detail...
INFO Caching 27 split tables...
INFO Output tree: 29 flow...
INFO Getting tree: 28 train detail...
INFO Getting tree: 28 train summary...
INFO Getting tree: 28 test detail...
INFO Getting tree: 28 test summary...
INFO Getting tree: 29 train detail...
INFO Caching psi detail...
INFO Caching 28 split tables...
INFO Getting tree: 29 train summary...
INFO Getting tree: 29 test detail...
INFO Getting tree: 29 test summary...
INFO Caching psi detail...
INFO Caching 29 split tables...
INFO Creating path table...
INFO Creating customized_nodes_dict...
INFO Creating rules summary...
INFO Getting 10 rules summary...
INFO Getting train 10 node index
INFO Getting 11 rules summary...
INFO Getting train 11 node index
INFO Getting test 11 node index
INFO Getting test 10 node index
INFO Getting 12 rules summary...
INFO Getting train 12 node index
INFO Getting 13 rules summary...
INFO Getting train 13 node index
INFO Getting test 12 node index
INFO Getting test 13 node index
INFO Getting 14 rules summary...
INFO Getting train 14 node index
INFO Getting 15 rules summary...
INFO Getting train 15 node index
INFO Getting test 14 node index
INFO Getting test 15 node index
INFO Getting 16 rules summary...
INFO Getting train 16 node index
INFO Getting test 16 node index
INFO Getting 17 rules summary...
INFO Getting train 17 node index
INFO Getting test 17 node index
INFO Getting 18 rules summary...
INFO Getting train 18 node index
INFO Getting 19 rules summary...
INFO Getting test 18 node index
INFO Getting train 19 node index
INFO Getting 2 rules summary...
INFO Getting train 2 node index
INFO Getting test 19 node index
INFO Getting 20 rules summary...
INFO Getting train 20 node index
INFO Getting test 2 node index
INFO Getting test 20 node index
INFO Getting 21 rules summary...
INFO Getting train 21 node index
INFO Getting 22 rules summary...
INFO Getting train 22 node index
INFO Getting test 22 node index
INFO Getting test 21 node index
INFO Getting 23 rules summary...
INFO Getting 25 rules summary...
INFO Getting train 25 node index
INFO Getting train 23 node index
INFO Getting test 25 node index
INFO Getting test 23 node index
INFO Getting 26 rules summary...
INFO Getting 27 rules summary...
INFO Getting train 27 node index
INFO Getting train 26 node index
INFO Getting test 27 node index
INFO Getting test 26 node index
INFO Getting 28 rules summary...
INFO Getting 29 rules summary...
INFO Getting train 29 node index
INFO Getting train 28 node index
INFO Getting test 28 node index
INFO Getting test 29 node index
INFO Getting 3 rules summary...
INFO Getting 4 rules summary...
INFO Getting train 3 node index
INFO Getting train 4 node index
INFO Getting test 3 node index
INFO Getting test 4 node index
INFO Getting 5 rules summary...
INFO Getting 6 rules summary...
INFO Getting train 6 node index
INFO Getting train 5 node index
INFO Getting test 5 node index
INFO Getting test 6 node index
INFO Getting 7 rules summary...
INFO Getting 8 rules summary...
INFO Getting train 7 node index
INFO Getting train 8 node index
INFO Getting test 7 node index
INFO Getting test 8 node index
INFO Getting 9 rules summary...
INFO Getting train 9 node index
INFO Getting test 9 node index
INFO Filtering nodes stable...
INFO Creating tree_rules_positive...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_test (1984-01-01, inf) merge line...
INFO Getting positive_train all merge line...
INFO Getting positive_test all merge line...
INFO Creating compare_rules_positive...
INFO Creating total train_rules_psi_positive...
INFO Creating bad train_rules_psi_positive...
INFO Creating total test_rules_psi_positive...
INFO Creating bad test_rules_psi_positive...
INFO Creating total_count compare_rules_psi_positive...
INFO Creating bad_count compare_rules_psi_positive...
INFO Creating tree_rules_negative...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_test (1984-01-01, inf) merge line...
INFO Getting negative_train all merge line...
INFO Getting negative_test all merge line...
INFO Creating compare_rules_negative...
INFO Creating total train_rules_psi_negative...
INFO Creating bad train_rules_psi_negative...
INFO Creating total test_rules_psi_negative...
INFO Creating bad test_rules_psi_negative...
INFO Creating total_count compare_rules_psi_negative...
INFO Creating bad_count compare_rules_psi_negative...
INFO Saving var_drop...
INFO Saving rule tables...
INFO Adding customized_rule to excel...
INFO Saving train_importance_summary...
INFO Saving train_importance_detail...
INFO Saving train_model_detail...
INFO Saving test_importance_summary...
INFO Saving test_importance_detail...
INFO Saving test_model_detail...
INFO Saving train_model_cross_summary...
INFO Saving train_model_rank_cross...
INFO Saving train_model_psi_cross...
INFO Saving test_model_cross_summary...
INFO Saving test_model_rank_cross...
INFO Saving test_model_psi_cross...
INFO Saving compare_model_psi_cross...
INFO Saving model_psi_detail...
INFO Saving model_psi_summary...
INFO Saving rule sql...
INFO Adding rule_sql to excel...
INFO Saving model pkl...
INFO Saving model pmml...
INFO Adding model_pmml to excel...
INFO Adding run_model_pmml_in_java to excel...
INFO Saving setting...
INFO Adding runtime to excel...
INFO Saving directory...
INFO Saving...
INFO Saving files...
INFO Saving json...
INFO Saving tree: train 2 graph...
INFO Saving tree: train 3 graph...
INFO Saving tree: test 3 graph...
INFO Saving tree: test 2 graph...
INFO Saving tree: train 4 graph...
INFO Saving tree: train 5 graph...
INFO Saving tree: test 5 graph...
INFO Saving tree: test 4 graph...
INFO Saving tree: train 6 graph...
INFO Saving tree: train 7 graph...
INFO Saving tree: test 6 graph...
INFO Saving tree: test 7 graph...
INFO Saving tree: train 8 graph...
INFO Saving tree: train 9 graph...
INFO Saving tree: test 8 graph...
INFO Saving tree: test 9 graph...
INFO Saving tree: train 10 graph...
INFO Saving tree: train 11 graph...
INFO Saving tree: test 10 graph...
INFO Saving tree: test 11 graph...
INFO Saving tree: train 12 graph...
INFO Saving tree: train 13 graph...
INFO Saving tree: test 12 graph...
INFO Saving tree: test 13 graph...
INFO Saving tree: train 14 graph...
INFO Saving tree: train 15 graph...
INFO Saving tree: test 14 graph...
INFO Saving tree: test 15 graph...
INFO Saving tree: train 16 graph...
INFO Saving tree: train 17 graph...
INFO Saving tree: test 16 graph...
INFO Saving tree: test 17 graph...
INFO Saving tree: train 18 graph...
INFO Saving tree: train 19 graph...
INFO Saving tree: test 18 graph...
INFO Saving tree: test 19 graph...
INFO Saving tree: train 20 graph...
INFO Saving tree: train 21 graph...
INFO Saving tree: test 20 graph...
INFO Saving tree: test 21 graph...
INFO Saving tree: train 22 graph...
INFO Saving tree: train 23 graph...
INFO Saving tree: test 23 graph...
INFO Saving tree: test 22 graph...
INFO Saving tree: train 24 graph...
INFO Saving tree: train 25 graph...
INFO Saving tree: test 24 graph...
INFO Saving tree: test 25 graph...
INFO Saving tree: train 26 graph...
INFO Saving tree: train 27 graph...
INFO Saving tree: test 26 graph...
INFO Saving tree: test 27 graph...
INFO Saving tree: train 28 graph...
INFO Saving tree: train 29 graph...
INFO Saving tree: test 28 graph...
INFO Saving tree: test 29 graph...
INFO Saving tree: train 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 16 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 17 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 16 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 18 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 17 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 19 - birth_year | 3 | (-inf, 1972-01-01] graph...
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INFO Merging Test Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 2 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 3 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 4 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 16 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 17 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 18 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 19 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 20 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 21 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 22 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 23 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 24 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 25 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 26 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 27 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 28 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 29 - birth_year | 3 | (1984-01-01, inf)...
INFO Saving...
INFO Total: 280.72 s
INFO Total: 280.87 s
at.Analysis.tree_flow(
df_train, "./策略分析demo/v4-xgb/v4-xgb.xlsx", test_data=df_test,
# 目标定义 & 切片定义
response="target", split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
# 调整参数为xgb
model_type_path="xgboost.sklearn.XGBClassifier",
customized_parameter={
"min_child_weight": int(df_train.index.size * 0.01)
}
)
INFO Checking train_data...
INFO Checking response...
INFO Checking test_data...
INFO Checking response...
INFO Checking columns...
INFO Checking dtypes...
WARNING Setting format_time_edge to True !
WARNING Auto setting xgboost params...
WARNING Setting model params: enable_categorical to True !
WARNING Find that enable_categorical is True, xgboost tree_method not found, setting to hist !
INFO Using model params: {'min_child_weight': 255, 'max_depth': 3, 'n_estimators': 30, 'enable_categorical': True, 'tree_method': 'hist'}
INFO Using variables: 17...
INFO Training XGBClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.001051 secs
INFO [FIT_TRANSFORM] ['Age']: 0.000581 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.000577 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.000587 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.011464 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.000608 secs
INFO [FIT_TRANSFORM] ['FLAG_EMAIL']: 0.000662 secs
INFO [FIT_TRANSFORM] ['FLAG_MOBIL']: 0.000558 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_CAR']: 0.074003 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.010967 secs
INFO [FIT_TRANSFORM] ['FLAG_PHONE']: 0.000584 secs
INFO [FIT_TRANSFORM] ['FLAG_WORK_PHONE']: 0.000565 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.010857 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.010549 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.010298 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.011133 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.067363 secs
INFO Filtering importance by XGBClassifier ...
INFO Total: 17...
INFO Selected: 7...
WARNING Auto setting xgboost params...
WARNING Setting model params: enable_categorical to True !
WARNING Find that enable_categorical is True, xgboost tree_method not found, setting to hist !
INFO Using model params: {'min_child_weight': 255, 'max_depth': 3, 'n_estimators': 30, 'enable_categorical': True, 'tree_method': 'hist'}
INFO Using variables: 7...
INFO Training XGBClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.000898 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.089813 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.001095 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.009937 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.079839 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.012713 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.008668 secs
INFO Getting tree: 0 rules...
INFO Getting tree: 1 rules...
INFO Getting tree: 3 rules...
INFO Getting tree: 2 rules...
INFO Getting tree: 4 rules...
INFO Getting tree: 5 rules...
INFO Getting tree: 6 rules...
INFO Getting tree: 7 rules...
INFO Getting tree: 8 rules...
INFO Getting tree: 9 rules...
INFO Getting tree: 10 rules...
INFO Getting tree: 11 rules...
INFO Getting tree: 12 rules...
INFO Getting tree: 13 rules...
INFO Getting tree: 14 rules...
INFO Getting tree: 15 rules...
INFO Getting tree: 16 rules...
INFO Getting tree: 18 rules...
INFO Getting tree: 19 rules...
INFO Getting tree: 17 rules...
INFO Getting tree: 21 rules...
INFO Getting tree: 20 rules...
INFO Getting tree: 22 rules...
INFO Getting tree: 23 rules...
INFO Getting tree: 24 rules...
INFO Getting tree: 25 rules...
INFO Getting tree: 27 rules...
INFO Getting tree: 26 rules...
INFO Getting tree: 29 rules...
INFO Getting tree: 28 rules...
INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Caching psi detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 2 flow...
INFO Output tree: 3 flow...
INFO Getting tree: 3 train detail...
INFO Getting tree: 3 train summary...
INFO Getting tree: 2 train detail...
INFO Getting tree: 2 train summary...
INFO Getting tree: 3 test detail...
INFO Getting tree: 3 test summary...
INFO Caching psi detail...
INFO Getting tree: 2 test detail...
INFO Getting tree: 2 test summary...
INFO Caching 3 split tables...
INFO Caching psi detail...
INFO Caching 2 split tables...
INFO Output tree: 4 flow...
INFO Output tree: 5 flow...
INFO Getting tree: 4 train detail...
INFO Getting tree: 4 train summary...
INFO Getting tree: 5 train detail...
INFO Getting tree: 5 train summary...
INFO Getting tree: 4 test detail...
INFO Getting tree: 5 test detail...
INFO Getting tree: 4 test summary...
INFO Getting tree: 5 test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Caching 5 split tables...
INFO Caching 4 split tables...
INFO Output tree: 6 flow...
INFO Output tree: 7 flow...
INFO Getting tree: 7 train detail...
INFO Getting tree: 7 train summary...
INFO Getting tree: 6 train detail...
INFO Getting tree: 6 train summary...
INFO Getting tree: 7 test detail...
INFO Getting tree: 7 test summary...
INFO Caching psi detail...
INFO Caching 7 split tables...
INFO Output tree: 8 flow...
INFO Getting tree: 6 test detail...
INFO Getting tree: 6 test summary...
INFO Caching psi detail...
INFO Caching 6 split tables...
INFO Output tree: 9 flow...
INFO Getting tree: 8 train detail...
INFO Getting tree: 8 train summary...
INFO Getting tree: 9 train detail...
INFO Getting tree: 9 train summary...
INFO Getting tree: 8 test detail...
INFO Getting tree: 8 test summary...
INFO Caching psi detail...
INFO Caching 8 split tables...
INFO Output tree: 10 flow...
INFO Getting tree: 9 test detail...
INFO Getting tree: 10 train detail...
INFO Getting tree: 10 train summary...
INFO Getting tree: 9 test summary...
INFO Caching psi detail...
INFO Caching 9 split tables...
INFO Output tree: 11 flow...
INFO Getting tree: 10 test detail...
INFO Getting tree: 10 test summary...
INFO Caching psi detail...
INFO Caching 10 split tables...
INFO Output tree: 12 flow...
INFO Getting tree: 11 train detail...
INFO Getting tree: 11 train summary...
INFO Getting tree: 12 train detail...
INFO Getting tree: 12 train summary...
INFO Getting tree: 11 test detail...
INFO Getting tree: 11 test summary...
INFO Caching psi detail...
INFO Getting tree: 12 test detail...
INFO Caching 11 split tables...
INFO Getting tree: 12 test summary...
INFO Caching psi detail...
INFO Output tree: 13 flow...
INFO Caching 12 split tables...
INFO Output tree: 14 flow...
INFO Getting tree: 14 train detail...
INFO Getting tree: 14 train summary...
INFO Getting tree: 13 train detail...
INFO Getting tree: 13 train summary...
INFO Getting tree: 14 test detail...
INFO Getting tree: 13 test detail...
INFO Getting tree: 14 test summary...
INFO Caching psi detail...
INFO Getting tree: 13 test summary...
INFO Caching psi detail...
INFO Caching 14 split tables...
INFO Caching 13 split tables...
INFO Output tree: 15 flow...
INFO Getting tree: 15 train detail...
INFO Getting tree: 15 train summary...
INFO Getting tree: 15 test detail...
INFO Getting tree: 15 test summary...
INFO Caching psi detail...
INFO Caching 15 split tables...
INFO Creating path table...
INFO Creating customized_nodes_dict...
INFO Creating rules summary...
INFO Getting 2 rules summary...
INFO Getting train 2 node index
INFO Getting 3 rules summary...
INFO Getting train 3 node index
INFO Getting test 3 node index
INFO Getting test 2 node index
INFO Getting 4 rules summary...
INFO Getting train 4 node index
INFO Getting 5 rules summary...
INFO Getting train 5 node index
INFO Getting test 4 node index
INFO Getting test 5 node index
INFO Getting 6 rules summary...
INFO Getting train 6 node index
INFO Getting 7 rules summary...
INFO Getting train 7 node index
INFO Getting test 6 node index
INFO Getting test 7 node index
INFO Getting 8 rules summary...
INFO Getting train 8 node index
INFO Getting test 8 node index
INFO Filtering nodes stable...
INFO Creating tree_rules_positive...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_train (-inf, 1972-01-01] merge line...
INFO Creating train_duplicates_positive (-inf, 1972-01-01] nodes duplicates...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train_duplicates_positive (1972-01-01, 1984-01-01] nodes duplicates...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_train (1984-01-01, inf) merge line...
INFO Creating train_duplicates_positive (1984-01-01, inf) nodes duplicates...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_test (-inf, 1972-01-01] merge line...
INFO Creating test_duplicates_positive (-inf, 1972-01-01] nodes duplicates...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test_duplicates_positive (1972-01-01, 1984-01-01] nodes duplicates...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_test (1984-01-01, inf) merge line...
INFO Creating test_duplicates_positive (1984-01-01, inf) nodes duplicates...
INFO Getting positive_train all merge line...
INFO Getting positive_test all merge line...
INFO Creating train_duplicates_positive all nodes duplicates...
INFO Creating test_duplicates_positive all nodes duplicates...
INFO Creating compare_rules_positive...
INFO Creating total train_rules_psi_positive...
INFO Creating bad train_rules_psi_positive...
INFO Creating total test_rules_psi_positive...
INFO Creating bad test_rules_psi_positive...
INFO Creating total_count compare_rules_psi_positive...
INFO Creating bad_count compare_rules_psi_positive...
INFO Creating tree_rules_negative...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_train (-inf, 1972-01-01] merge line...
INFO Creating train_duplicates_negative (-inf, 1972-01-01] nodes duplicates...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train_duplicates_negative (1972-01-01, 1984-01-01] nodes duplicates...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_train (1984-01-01, inf) merge line...
INFO Creating train_duplicates_negative (1984-01-01, inf) nodes duplicates...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_test (-inf, 1972-01-01] merge line...
INFO Creating test_duplicates_negative (-inf, 1972-01-01] nodes duplicates...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test_duplicates_negative (1972-01-01, 1984-01-01] nodes duplicates...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_test (1984-01-01, inf) merge line...
INFO Creating test_duplicates_negative (1984-01-01, inf) nodes duplicates...
INFO Getting negative_train all merge line...
INFO Getting negative_test all merge line...
INFO Creating train_duplicates_negative all nodes duplicates...
INFO Creating test_duplicates_negative all nodes duplicates...
INFO Creating compare_rules_negative...
INFO Creating total train_rules_psi_negative...
INFO Creating bad train_rules_psi_negative...
INFO Creating total test_rules_psi_negative...
INFO Creating bad test_rules_psi_negative...
INFO Creating total_count compare_rules_psi_negative...
INFO Creating bad_count compare_rules_psi_negative...
INFO Saving var_drop...
INFO Saving rule tables...
INFO Adding customized_rule to excel...
INFO Saving train_importance_summary...
INFO Saving train_importance_detail...
INFO Saving train_model_detail...
INFO Saving test_importance_summary...
INFO Saving test_importance_detail...
INFO Saving test_model_detail...
INFO Saving train_model_cross_summary...
INFO Saving train_model_rank_cross...
INFO Saving train_model_psi_cross...
INFO Saving test_model_cross_summary...
INFO Saving test_model_rank_cross...
INFO Saving test_model_psi_cross...
INFO Saving compare_model_psi_cross...
INFO Saving model_psi_detail...
INFO Saving model_psi_summary...
INFO Saving rule sql...
INFO Adding rule_sql to excel...
INFO Saving model pkl...
INFO Saving model pmml...
INFO Adding model_pmml to excel...
INFO Adding run_model_pmml_in_java to excel...
INFO Saving setting...
INFO Adding runtime to excel...
INFO Saving directory...
INFO Saving...
INFO Saving files...
INFO Saving json...
INFO Saving tree: train 2 graph...
INFO Saving tree: train 3 graph...
INFO Saving tree: test 2 graph...
INFO Saving tree: test 3 graph...
INFO Saving tree: train 4 graph...
INFO Saving tree: train 5 graph...
INFO Saving tree: test 4 graph...
INFO Saving tree: test 5 graph...
INFO Saving tree: train 6 graph...
INFO Saving tree: train 7 graph...
INFO Saving tree: test 6 graph...
INFO Saving tree: test 7 graph...
INFO Saving tree: train 8 graph...
INFO Saving tree: train 9 graph...
INFO Saving tree: test 8 graph...
INFO Saving tree: test 9 graph...
INFO Saving tree: train 10 graph...
INFO Saving tree: train 11 graph...
INFO Saving tree: test 11 graph...
INFO Saving tree: test 10 graph...
INFO Saving tree: train 12 graph...
INFO Saving tree: train 13 graph...
INFO Saving tree: test 12 graph...
INFO Saving tree: test 13 graph...
INFO Saving tree: train 14 graph...
INFO Saving tree: train 15 graph...
INFO Saving tree: test 14 graph...
INFO Saving tree: test 15 graph...
INFO Saving tree: train 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 7 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 8 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 9 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 10 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 11 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 12 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 13 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 14 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: test 15 - birth_year | 3 | (-inf, 1972-01-01] graph...
INFO Saving tree: train 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: train 2 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph...
INFO Saving tree: test 2 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 3 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 4 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 3 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 4 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 5 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 6 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 5 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 6 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 7 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 8 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 7 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 8 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 9 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 10 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 10 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 9 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 11 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 12 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 11 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 12 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 13 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 14 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 14 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 13 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: train 15 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Saving tree: test 15 - birth_year | 3 | (1984-01-01, inf) graph...
INFO Merging images...
INFO Merging Train Tree: 2...
INFO Merging Train Tree: 3...
INFO Merging Train Tree: 4...
INFO Merging Train Tree: 5...
INFO Merging Train Tree: 6...
INFO Merging Train Tree: 7...
INFO Merging Train Tree: 8...
INFO Merging Train Tree: 9...
INFO Merging Train Tree: 10...
INFO Merging Train Tree: 11...
INFO Merging Train Tree: 12...
INFO Merging Train Tree: 13...
INFO Merging Train Tree: 14...
INFO Merging Train Tree: 15...
INFO Merging Train Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 2 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 3 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 4 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 2...
INFO Merging Test Tree: 3...
INFO Merging Test Tree: 4...
INFO Merging Test Tree: 5...
INFO Merging Test Tree: 6...
INFO Merging Test Tree: 7...
INFO Merging Test Tree: 8...
INFO Merging Test Tree: 9...
INFO Merging Test Tree: 10...
INFO Merging Test Tree: 11...
INFO Merging Test Tree: 12...
INFO Merging Test Tree: 13...
INFO Merging Test Tree: 14...
INFO Merging Test Tree: 15...
INFO Merging Test Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 2 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 3 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 4 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Saving...
INFO Total: 105.33 s
INFO Total: 105.42 s
at.Analysis.tree_flow(
df_train, "./策略分析demo/v5-lgb/v5-lgb.xlsx", test_data=df_test,
# 目标定义 & 切片定义
response="target", split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
# 继承已有模型
model_exists="./模型分析demo/v13-lgb/Model_v13-lgb_model.pkl"
)
INFO Checking train_data... INFO Checking response... INFO Checking test_data... INFO Checking response... INFO Checking columns... INFO Checking dtypes... INFO Loading ./模型分析demo/v13-lgb/Model_v13-lgb_model.pkl... WARNING Find that model_exists is not None, setting customized_variables to ['AMT_INCOME_TOTAL', 'Age', 'CNT_CHILDREN', 'CNT_FAM_MEMBERS', 'CODE_GENDER', 'DAYS_BIRTH', 'DAYS_EMPLOYED', 'FLAG_OWN_CAR', 'FLAG_OWN_REALTY', 'FLAG_PHONE', 'FLAG_WORK_PHONE', 'NAME_EDUCATION_TYPE', 'NAME_FAMILY_STATUS', 'NAME_HOUSING_TYPE', 'NAME_INCOME_TYPE', 'OCCUPATION_TYPE'] ! WARNING DAYS_BIRTH in model_exists & exclude_column, removing from exclude_column... WARNING Setting format_time_edge to True ! INFO Getting tree: 0 rules... INFO Getting tree: 1 rules... INFO Getting tree: 3 rules... INFO Getting tree: 2 rules... INFO Getting tree: 4 rules... INFO Getting tree: 5 rules... INFO Getting tree: 6 rules... INFO Getting tree: 7 rules... INFO Getting tree: 8 rules... INFO Getting tree: 9 rules... INFO Getting tree: 11 rules... INFO Getting tree: 12 rules... INFO Getting tree: 10 rules... INFO Getting tree: 13 rules... INFO Getting tree: 15 rules... INFO Getting tree: 16 rules... INFO Getting tree: 17 rules... INFO Getting tree: 18 rules... INFO Getting tree: 19 rules... INFO Getting tree: 14 rules... INFO Getting tree: 21 rules... INFO Getting tree: 22 rules... INFO Getting tree: 23 rules... INFO Getting tree: 24 rules... INFO Getting tree: 25 rules... INFO Getting tree: 26 rules... INFO Getting tree: 27 rules... INFO Getting tree: 28 rules... INFO Getting tree: 29 rules... INFO Getting tree: 30 rules... INFO Getting tree: 20 rules... INFO Getting tree: 32 rules... INFO Getting tree: 33 rules... INFO Getting tree: 34 rules... INFO Getting tree: 35 rules... INFO Getting tree: 36 rules... INFO Getting tree: 37 rules... INFO Getting tree: 31 rules... INFO Getting tree: 38 rules... INFO Getting tree: 40 rules... INFO Getting tree: 41 rules... INFO Getting tree: 42 rules... INFO Getting tree: 43 rules... INFO Getting tree: 44 rules... INFO Getting tree: 39 rules... INFO Getting tree: 45 rules... INFO Getting tree: 46 rules... INFO Getting tree: 47 rules... INFO Getting tree: 48 rules... INFO Getting tree: 49 rules... INFO Getting tree: 50 rules... INFO Getting tree: 51 rules... INFO Getting tree: 52 rules... INFO Getting tree: 53 rules... INFO Getting tree: 54 rules... INFO Getting tree: 55 rules... INFO Getting tree: 56 rules... INFO Getting tree: 57 rules... INFO Getting tree: 58 rules... INFO Getting tree: 59 rules... INFO Getting tree: 60 rules... INFO Getting tree: 61 rules... INFO Getting tree: 62 rules... INFO Getting tree: 63 rules... INFO Getting tree: 64 rules... INFO Getting tree: 65 rules... INFO Getting tree: 66 rules... INFO Getting tree: 67 rules... INFO Getting tree: 68 rules... INFO Getting tree: 69 rules... INFO Getting tree: 70 rules... INFO Getting tree: 71 rules... INFO Getting tree: 72 rules... INFO Getting tree: 73 rules... INFO Getting tree: 74 rules... INFO Getting tree: 75 rules... INFO Getting tree: 76 rules... INFO Getting tree: 77 rules... INFO Getting tree: 78 rules... INFO Getting tree: 79 rules... INFO Getting tree: 80 rules... INFO Getting tree: 81 rules... INFO Getting tree: 82 rules... INFO Getting tree: 83 rules... INFO Getting tree: 84 rules... INFO Getting tree: 85 rules... INFO Getting tree: 86 rules... INFO Getting tree: 87 rules... INFO Getting tree: 88 rules... INFO Getting tree: 89 rules... INFO Getting tree: 90 rules... INFO Getting tree: 91 rules... INFO Getting tree: 92 rules... INFO Getting tree: 93 rules... INFO Getting tree: 94 rules... INFO Getting tree: 95 rules... INFO Getting tree: 96 rules... INFO Getting tree: 97 rules... INFO Getting tree: 98 rules... INFO Getting tree: 99 rules... INFO Getting tree: 100 rules... INFO Getting tree: 101 rules... INFO Getting tree: 102 rules... INFO Getting tree: 103 rules... INFO Getting tree: 104 rules... INFO Getting tree: 105 rules... INFO Getting tree: 107 rules... INFO Getting tree: 106 rules... INFO Getting tree: 108 rules... INFO Getting tree: 109 rules... INFO Getting tree: 111 rules... INFO Getting tree: 112 rules... INFO Getting tree: 113 rules... INFO Getting tree: 114 rules... INFO Getting tree: 110 rules... INFO Getting tree: 116 rules... INFO Getting tree: 117 rules... INFO Getting tree: 118 rules... INFO Getting tree: 115 rules... INFO Getting tree: 119 rules... INFO Getting tree: 120 rules... INFO Getting tree: 121 rules... INFO Getting tree: 122 rules... INFO Getting tree: 123 rules... INFO Getting tree: 124 rules... INFO Getting tree: 125 rules... INFO Getting tree: 126 rules... INFO Getting tree: 127 rules... INFO Getting tree: 128 rules... INFO Getting tree: 129 rules... INFO Getting tree: 130 rules... INFO Getting tree: 131 rules... INFO Getting tree: 132 rules... INFO Getting tree: 133 rules... INFO Getting tree: 134 rules... INFO Getting tree: 135 rules... INFO Getting tree: 136 rules... INFO Getting tree: 137 rules... INFO Getting tree: 138 rules... INFO Getting tree: 139 rules... INFO Getting tree: 140 rules... INFO Getting tree: 141 rules... INFO Getting tree: 142 rules... INFO Getting tree: 143 rules... INFO Getting tree: 144 rules... INFO Getting tree: 145 rules... INFO Getting tree: 146 rules... INFO Getting tree: 147 rules... INFO Getting tree: 148 rules... INFO Getting tree: 149 rules... INFO Getting tree: 150 rules... INFO Getting tree: 151 rules... INFO Getting tree: 152 rules... INFO Getting tree: 153 rules... INFO Getting tree: 154 rules... INFO Getting tree: 155 rules... WARNING Maximum_drawing_items: 1248 > 300, setting save_pdf_file to False ! WARNING Maximum_drawing_items: 1248 > 300, setting draw_lift_gini_entropy to False ! WARNING Maximum_drawing_items: 1248 > 300, setting save_gv_file to False ! WARNING Maximum_drawing_items: 1248 > 300, setting save_svg_file to False ! WARNING Maximum_drawing_items: 1248 > 300, setting save_merge_graph_pdf to False ! INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 30 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 31 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 30 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 30 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 30 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 30 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 32 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 31 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 31 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 32 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 32 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 31 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 32 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 31 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 32 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 33 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 34 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 33 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 33 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 34 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 34 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 33 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 33 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 35 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 34 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 34 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 36 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 35 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 35 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 35 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 35 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 37 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 36 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 36 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 37 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 37 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 36 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 36 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 38 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 37 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 37 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 39 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 38 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 38 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 39 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 39 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 38 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 38 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 40 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 39 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 39 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 41 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 40 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 40 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 40 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 40 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 42 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 41 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 41 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 42 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 42 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 41 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 42 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 41 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 42 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 43 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 44 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 43 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 43 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 44 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 44 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 44 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 44 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 43 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Output tree: 45 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 43 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 46 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 45 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 45 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 45 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 45 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 46 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 46 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Output tree: 47 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 46 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 46 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 48 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 47 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 47 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 48 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 48 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 47 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 47 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 49 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 48 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 48 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 50 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 50 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 50 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 49 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 49 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 50 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 50 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 51 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 51 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 51 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 49 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 49 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 52 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 51 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 51 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 53 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 52 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 52 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 53 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 53 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 52 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 52 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 54 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 53 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 53 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 55 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 54 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 54 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 55 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 54 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 54 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 55 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Caching psi detail... INFO Output tree: 56 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 55 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 55 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 57 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 56 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 56 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 56 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 57 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 56 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 57 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Caching psi detail... INFO Output tree: 58 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 57 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 57 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 59 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 58 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 58 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 58 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 58 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 59 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 59 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Caching psi detail... INFO Output tree: 60 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 60 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 60 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 59 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 59 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 61 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 60 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 60 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 62 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 61 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 61 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 61 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 61 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 63 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 62 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 62 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 63 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 62 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 63 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 62 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 64 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 63 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 63 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 65 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 64 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 64 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 64 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 64 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 66 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 65 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 65 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 66 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 66 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 66 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 65 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 66 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 65 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 67 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 68 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 67 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 67 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 68 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 68 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 67 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 67 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 69 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 68 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 68 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 70 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 69 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 69 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 70 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 70 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 70 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 70 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 71 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 69 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 69 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 72 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 72 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 71 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 72 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 71 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 72 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 71 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 72 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 71 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 73 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 74 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 73 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 73 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 74 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 74 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 73 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 73 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 75 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 74 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 74 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 76 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 75 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 75 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 75 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 75 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 77 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 76 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 76 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 77 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 77 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 76 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 76 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 78 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 77 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 77 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 79 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 78 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 78 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 79 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 79 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 78 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 78 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 80 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 79 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 79 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 81 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 80 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 80 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 80 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 80 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 82 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 81 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 81 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 82 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 82 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 81 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 81 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 83 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 82 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 82 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 84 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 83 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 83 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 84 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 84 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 83 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 83 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 85 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 84 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 84 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 86 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 85 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 85 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 85 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 86 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 85 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 86 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Caching psi detail... INFO Output tree: 87 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 86 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 86 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 88 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 87 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 87 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 88 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 88 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 87 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 87 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 89 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 88 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 88 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 90 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 89 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 89 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 89 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 90 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 90 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 89 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 91 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 91 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 91 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 90 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 90 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 92 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 91 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 91 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 93 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 92 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 92 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 92 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 92 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 94 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 93 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 93 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 93 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 93 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 95 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 94 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 94 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 95 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 94 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 95 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 94 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 96 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 96 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 96 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 95 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 95 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 97 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 96 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 96 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 98 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 98 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 98 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 97 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 97 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 98 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 98 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 99 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 97 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 97 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 100 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 99 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 99 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 100 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 100 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 99 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 99 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 101 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 100 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 100 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 102 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 101 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 101 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 102 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 102 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 101 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 102 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 101 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 102 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 103 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 104 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 104 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 103 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 104 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 103 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 104 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 104 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 105 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 103 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 103 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 106 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 105 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 105 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 106 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 106 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 105 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 105 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 107 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 106 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 106 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 108 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 107 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 107 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 107 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 107 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 108 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Caching psi detail... INFO Output tree: 109 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 108 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 108 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 108 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 109 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 109 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Output tree: 110 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 110 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 110 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 109 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 109 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 111 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 110 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 110 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 112 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 111 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 111 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 111 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 111 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 112 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Output tree: 113 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 112 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 113 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 113 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 112 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 112 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 114 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 113 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 113 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 114 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 114 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Output tree: 115 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 114 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 114 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 116 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 115 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 115 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 116 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 116 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 115 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 116 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 116 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 115 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 117 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 118 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 117 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 117 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 118 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 118 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 117 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 118 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 117 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 118 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 119 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 120 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 119 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 119 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 120 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 120 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 119 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 119 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 121 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 120 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 120 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 122 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 121 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 121 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 122 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 122 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 121 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 121 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 123 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 122 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 122 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 124 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 123 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 124 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 124 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 123 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 124 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 124 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 125 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 123 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 123 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 126 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 125 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 125 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 126 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 126 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 125 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 125 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 127 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 126 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 126 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 128 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 127 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 127 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 128 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 128 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 128 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 128 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 129 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 127 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 127 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 130 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 129 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 129 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 130 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 130 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 129 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 129 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 131 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 130 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 130 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 132 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 131 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 131 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 131 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 131 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 132 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Output tree: 133 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 132 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 132 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 132 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 134 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 133 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 133 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 134 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 134 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 133 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 133 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 135 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 134 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 134 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 136 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 135 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 135 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 136 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 136 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 135 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 136 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 135 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 136 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 137 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 138 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 137 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 137 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 137 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 137 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 139 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 138 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 138 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 139 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 138 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 138 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 139 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Caching psi detail... INFO Output tree: 140 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 139 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 139 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 141 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 140 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 140 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 140 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 140 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 141 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Caching psi detail... INFO Output tree: 142 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 141 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 141 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 141 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 142 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Output tree: 143 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 142 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 142 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 142 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 144 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 143 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 144 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 144 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 143 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 144 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 144 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 143 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Caching psi detail... INFO Output tree: 145 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 143 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 146 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 145 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 145 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 146 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 146 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 145 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 145 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 147 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 146 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 146 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 148 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 147 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 147 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 147 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 147 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 149 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 148 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 148 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 149 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 149 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 148 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 148 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 150 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 149 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 149 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 151 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 150 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 150 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 151 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 150 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 151 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 150 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 152 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 151 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 151 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 153 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 153 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 153 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 152 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 153 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 152 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 153 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 154 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 152 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 152 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 154 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 154 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Output tree: 155 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 154 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 154 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 155 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 155 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 155 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 155 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 30 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 31 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 30 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 30 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 30 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 30 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 32 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 31 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 31 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 32 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 32 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 31 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 31 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 33 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 32 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 32 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 34 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 33 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 33 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 33 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 34 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 34 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 33 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 35 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 34 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 34 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 36 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 35 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 35 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 35 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 36 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 36 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 35 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 37 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 36 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 36 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 38 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 37 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 37 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 38 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 38 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 37 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 37 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 39 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 38 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 38 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 40 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 39 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 39 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 40 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 40 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 39 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 39 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 40 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Output tree: 41 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 40 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 42 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 41 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 41 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 42 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 41 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 41 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 42 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 43 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 43 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 42 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 42 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 44 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 43 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 43 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 43 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 45 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 44 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 44 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 44 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 44 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 46 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 45 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 45 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 46 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 46 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 45 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 45 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 47 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 46 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 46 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 48 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 47 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 47 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 48 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 48 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 47 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 47 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 49 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 48 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 48 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 50 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 50 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 49 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 50 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 49 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 50 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 50 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 51 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 49 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 49 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 51 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 51 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 52 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 51 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 52 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 52 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 51 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 53 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 52 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 52 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 54 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 53 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 53 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 54 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 54 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 53 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 53 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 55 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 54 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 54 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 56 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 55 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 56 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 55 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 56 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 55 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 55 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 56 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Output tree: 57 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 56 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 58 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 58 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 58 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 58 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 57 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 58 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 57 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Caching psi detail... INFO Output tree: 59 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 59 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 59 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 57 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 57 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 59 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 59 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Output tree: 60 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 61 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 61 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 60 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 61 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 60 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 61 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 61 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 60 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Output tree: 62 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 60 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 63 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 62 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 62 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 63 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 63 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 62 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 62 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 63 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Output tree: 64 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 63 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 65 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 64 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 64 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 64 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 64 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 65 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Output tree: 66 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 65 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 66 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 66 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 65 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 66 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 66 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 65 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 67 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 68 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 67 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 67 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 68 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 68 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 67 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 67 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 69 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 68 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 68 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 70 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 70 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 70 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 69 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 69 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 70 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 70 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 71 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 69 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 69 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 72 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 71 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 71 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 72 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 72 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 72 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 71 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 71 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 72 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 73 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 74 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 73 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 73 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 74 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 74 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 73 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 73 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 75 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 74 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 74 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 76 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 75 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 75 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 75 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 75 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 77 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 76 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 76 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 77 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 77 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 76 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 76 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 77 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 77 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 78 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 79 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 78 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 78 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 79 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 79 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 78 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 78 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 80 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 79 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 79 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 80 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 80 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 81 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 80 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 80 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 82 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 81 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 81 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 82 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 82 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 81 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 81 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 83 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 82 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 82 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 84 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 84 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 84 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 83 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 83 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 84 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 84 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 85 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 83 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 83 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 85 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Output tree: 86 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 85 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 85 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 85 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 87 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 86 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 86 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 86 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 86 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 88 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 87 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 87 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 88 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 88 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 87 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 87 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 89 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 88 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 88 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 90 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 89 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 89 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 90 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 90 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 89 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 89 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 91 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 91 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 91 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 90 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 90 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 92 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 91 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 91 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 93 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 92 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 92 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 93 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 93 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 92 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 92 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 94 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 93 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 93 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 95 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 94 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 94 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 95 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 95 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 94 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 94 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 96 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 96 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 96 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 95 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 95 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 97 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 96 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 96 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 98 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 97 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 97 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 98 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 98 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 98 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 97 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 98 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 97 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Output tree: 99 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 100 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 100 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 99 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 100 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 99 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 99 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 100 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 99 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 100 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 101 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 102 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 101 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 101 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 102 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 102 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 101 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 101 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 103 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 102 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 102 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 104 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 103 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 103 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 104 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 104 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 103 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 103 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 105 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 104 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 104 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 106 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 105 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 105 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 106 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 106 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 105 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 105 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 107 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 106 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 106 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 108 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 107 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 107 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 108 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 108 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 107 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 107 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 109 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 108 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 108 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 110 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 109 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 109 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 110 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 110 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 109 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 110 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 109 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 110 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 111 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 112 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 112 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 112 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 111 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 111 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 112 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 112 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 113 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 111 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 111 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 114 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 113 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 113 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 114 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 114 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 113 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 113 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 115 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 114 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 114 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 116 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 116 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 116 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 115 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 115 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 116 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 116 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 117 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 115 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 115 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 118 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 117 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 117 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 118 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 117 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 117 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 118 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Caching psi detail... INFO Output tree: 119 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 118 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 118 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 120 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 119 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 119 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 120 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 120 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 119 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 119 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 121 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 120 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 120 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 122 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 121 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 121 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 122 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 122 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 121 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 121 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 123 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 122 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 122 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 124 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 123 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 123 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 124 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 124 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 123 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 124 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 123 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 124 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 125 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 126 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 126 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 126 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 125 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 125 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 126 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 126 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 127 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 125 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 125 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 128 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 128 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 128 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 127 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 127 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 128 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 128 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 129 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 127 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 127 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 130 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 129 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 129 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 130 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 130 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 129 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 129 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 130 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Output tree: 131 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 130 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 132 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 131 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 131 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 132 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 132 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 131 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 132 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 131 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 133 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 132 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 134 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 134 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 134 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 133 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 133 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 134 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 134 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 135 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 133 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 133 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 136 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 136 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 136 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 135 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 135 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 136 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 136 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 137 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 135 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 135 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 138 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 137 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 137 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 137 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 137 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 139 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 138 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 138 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 139 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 139 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 138 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 138 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 140 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 139 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 139 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 141 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 140 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 140 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 141 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 141 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 140 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 140 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 142 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 141 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 141 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 143 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 142 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 142 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 143 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 143 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 142 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 142 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 144 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 143 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 143 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 145 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 144 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 144 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 145 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 144 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 144 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 145 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Caching psi detail... INFO Output tree: 146 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 145 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 145 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 147 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 146 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 146 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 146 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 146 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 148 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 147 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 147 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 148 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 147 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 148 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 147 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 149 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 148 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 148 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 150 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 149 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 149 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 150 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 150 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 150 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 149 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 149 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 150 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 151 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 152 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 152 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 152 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 152 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 152 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 153 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 151 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 151 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 153 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 153 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 151 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 151 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 154 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 153 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 153 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 155 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 154 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 154 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 155 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 155 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 154 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 154 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 155 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 155 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow... INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow... INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 30 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 31 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 30 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 30 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 31 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 31 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 30 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 30 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 32 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 31 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 31 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 33 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 32 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 32 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 33 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 33 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 32 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 32 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 34 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 33 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 33 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 35 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 34 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 34 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 35 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 35 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 34 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 34 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 36 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 35 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 35 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 37 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 37 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 36 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 37 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 36 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 37 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 37 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 38 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 36 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 36 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 39 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 38 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 38 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 39 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 39 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 38 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 38 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 40 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 39 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 39 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 41 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 40 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 40 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 40 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 40 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 41 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Output tree: 42 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 41 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 41 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 41 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 43 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 42 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 42 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 43 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 43 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 42 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 42 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 44 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 43 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 43 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 45 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 44 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 44 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 44 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 45 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 44 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 46 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 45 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 46 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 46 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 45 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 45 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 47 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 46 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 46 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 48 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 47 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 47 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 48 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 48 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 47 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 47 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 49 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 48 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 48 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 50 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 50 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 50 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 49 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 49 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 50 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 50 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 51 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 51 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 51 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 51 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 51 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 52 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 49 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 49 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 53 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 52 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 52 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 53 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 53 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 52 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 52 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 54 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 53 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 53 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 55 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 54 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 54 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 55 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 54 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 55 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 54 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 56 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 55 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 55 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 57 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 56 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 56 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 57 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 57 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 56 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 56 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 58 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 58 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 58 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 57 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 57 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 59 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 58 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 59 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 58 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 59 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Caching psi detail... INFO Output tree: 60 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 59 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 59 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 61 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 60 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 60 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 60 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 60 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 61 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Output tree: 62 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 61 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 61 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 61 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 63 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 62 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 62 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 63 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 63 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 62 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 62 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 64 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 63 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 63 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 65 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 64 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 64 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 65 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 65 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 64 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 64 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 66 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 65 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 65 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 67 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 66 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 66 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 67 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 67 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 66 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 66 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 68 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 67 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 67 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 69 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 68 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 68 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 69 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 69 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 68 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 68 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 69 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 70 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 69 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 71 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 70 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 70 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 71 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 71 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 70 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 70 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 71 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Caching psi detail... INFO Output tree: 72 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 71 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 73 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 72 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 72 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 73 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 73 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 72 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 72 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 74 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 73 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 73 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 75 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 75 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 75 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 74 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 74 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 75 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 75 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 76 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 74 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 74 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 77 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 76 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 76 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 77 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 77 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 76 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 76 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 77 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Caching psi detail... INFO Output tree: 78 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 77 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 79 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 78 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 78 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 78 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 78 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 79 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Getting tree: 79 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 80 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 79 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 79 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 81 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 80 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 80 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 80 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 80 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 82 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 81 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 81 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 82 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 81 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 82 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 81 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 83 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 82 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 82 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 84 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 84 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 84 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 84 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 83 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 84 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 83 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Caching psi detail... INFO Output tree: 85 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 85 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 85 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 85 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 85 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 86 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 83 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 83 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 87 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 86 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 86 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 86 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 86 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 87 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Output tree: 88 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 87 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 88 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 88 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 87 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 87 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 89 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 88 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 88 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 90 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 89 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 89 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 90 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 90 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 89 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 89 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 91 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 90 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 90 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 92 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 91 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 91 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 91 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 91 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 93 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 92 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 92 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 93 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 93 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 92 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 92 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 94 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 93 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 93 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 95 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 94 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 94 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 94 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 94 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 96 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 95 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 95 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 96 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 96 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 95 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 95 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 96 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 97 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 96 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 98 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 97 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 97 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 98 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 98 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 97 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 97 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 99 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 98 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 98 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 100 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 99 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 99 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 100 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 100 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 99 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 99 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 101 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 100 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 100 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 102 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 101 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 101 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 101 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 102 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 101 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 102 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 103 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 102 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 102 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 104 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 103 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 103 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 103 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 104 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 103 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 104 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 105 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 104 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 104 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 105 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Getting tree: 105 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 106 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 105 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 106 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 105 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 107 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 106 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 106 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 106 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 108 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 107 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 107 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 108 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 108 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 107 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 107 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 109 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 108 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 108 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 110 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 109 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 109 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 110 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 109 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 110 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 109 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 111 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 111 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 111 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 110 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 110 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 112 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 111 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 111 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 113 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 112 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 112 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 113 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 113 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 112 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 112 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 113 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 114 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 113 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 115 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 114 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 114 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 114 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 114 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 116 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 115 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 115 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 116 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 115 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 116 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 115 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 117 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 116 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 116 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 118 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 117 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 117 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 118 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 117 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 118 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 117 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 119 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 118 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 118 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 120 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 119 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 119 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 120 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 120 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 119 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 119 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 121 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 120 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 120 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 122 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 121 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 121 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 121 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 121 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 123 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 122 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 122 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 122 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 122 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 123 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Output tree: 124 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 123 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 124 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 124 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 123 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 123 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 125 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 124 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 124 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 126 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 126 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 126 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 125 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 125 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 126 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 126 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 125 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 127 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 125 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 128 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 128 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 128 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 128 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 127 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 128 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 127 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Caching psi detail... INFO Output tree: 129 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 127 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 127 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 130 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 129 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 129 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 130 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 130 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 130 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 130 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 131 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 129 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 129 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 132 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 132 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 131 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 131 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 132 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 132 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 132 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 133 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 131 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 131 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 134 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 133 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 133 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 134 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 134 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 133 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 133 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 135 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 134 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 134 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 136 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 136 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 136 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 136 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 136 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 137 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 135 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 135 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 135 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 135 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 138 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 137 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 137 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 138 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 138 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 138 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 138 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 139 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 137 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 137 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 140 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 139 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 139 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 140 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 140 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 139 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 139 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 141 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 140 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 140 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 142 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 141 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 141 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 142 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 142 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 141 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 141 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 143 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 142 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 142 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 144 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 143 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 143 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 144 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 144 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 143 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 143 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 144 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Caching psi detail... INFO Getting tree: 144 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 145 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Output tree: 146 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 145 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 145 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 146 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 146 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 145 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 145 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 147 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 146 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 146 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 148 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 147 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 148 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 147 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 148 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 147 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 147 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 148 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 149 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 148 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 150 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 149 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 149 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 150 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 150 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 149 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 149 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 150 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Caching psi detail... INFO Output tree: 151 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 150 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 152 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 151 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 151 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 152 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 152 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 152 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 152 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 153 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 151 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 151 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 154 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 153 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 153 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 154 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 154 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 153 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 153 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 155 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 154 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 154 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 155 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 155 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 155 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 155 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 0 flow... INFO Output tree: 1 flow... INFO Getting tree: 0 train detail... INFO Getting tree: 1 train detail... INFO Getting tree: 0 train summary... INFO Getting tree: 1 train summary... INFO Getting tree: 1 test detail... INFO Getting tree: 1 test summary... INFO Caching psi detail... INFO Caching 1 split tables... INFO Output tree: 2 flow... INFO Getting tree: 0 test detail... INFO Getting tree: 0 test summary... INFO Caching psi detail... INFO Caching 0 split tables... INFO Output tree: 3 flow... INFO Getting tree: 3 train detail... INFO Getting tree: 2 train detail... INFO Getting tree: 3 train summary... INFO Getting tree: 2 train summary... INFO Getting tree: 3 test detail... INFO Getting tree: 2 test detail... INFO Getting tree: 3 test summary... INFO Caching psi detail... INFO Getting tree: 2 test summary... INFO Caching 3 split tables... INFO Caching psi detail... INFO Output tree: 4 flow... INFO Caching 2 split tables... INFO Output tree: 5 flow... INFO Getting tree: 5 train detail... INFO Getting tree: 5 train summary... INFO Getting tree: 4 train detail... INFO Getting tree: 4 train summary... INFO Getting tree: 5 test detail... INFO Getting tree: 5 test summary... INFO Caching psi detail... INFO Caching 5 split tables... INFO Output tree: 6 flow... INFO Getting tree: 4 test detail... INFO Getting tree: 4 test summary... INFO Caching psi detail... INFO Caching 4 split tables... INFO Output tree: 7 flow... INFO Getting tree: 6 train detail... INFO Getting tree: 6 train summary... INFO Getting tree: 7 train detail... INFO Getting tree: 7 train summary... INFO Getting tree: 6 test detail... INFO Getting tree: 6 test summary... INFO Caching psi detail... INFO Caching 6 split tables... INFO Output tree: 8 flow... INFO Getting tree: 7 test detail... INFO Getting tree: 7 test summary... INFO Caching psi detail... INFO Caching 7 split tables... INFO Output tree: 9 flow... INFO Getting tree: 8 train detail... INFO Getting tree: 8 train summary... INFO Getting tree: 9 train detail... INFO Getting tree: 9 train summary... INFO Getting tree: 8 test detail... INFO Getting tree: 8 test summary... INFO Caching psi detail... INFO Getting tree: 9 test detail... INFO Caching 8 split tables... INFO Getting tree: 9 test summary... INFO Caching psi detail... INFO Caching 9 split tables... INFO Output tree: 10 flow... INFO Output tree: 11 flow... INFO Getting tree: 10 train detail... INFO Getting tree: 10 train summary... INFO Getting tree: 10 test detail... INFO Getting tree: 11 train detail... INFO Getting tree: 11 train summary... INFO Getting tree: 10 test summary... INFO Caching psi detail... INFO Caching 10 split tables... INFO Output tree: 12 flow... INFO Getting tree: 11 test detail... INFO Getting tree: 11 test summary... INFO Caching psi detail... INFO Caching 11 split tables... INFO Output tree: 13 flow... INFO Getting tree: 12 train detail... INFO Getting tree: 12 train summary... INFO Getting tree: 12 test detail... INFO Getting tree: 12 test summary... INFO Caching psi detail... INFO Caching 12 split tables... INFO Output tree: 14 flow... INFO Getting tree: 13 train detail... INFO Getting tree: 13 train summary... INFO Getting tree: 13 test detail... INFO Getting tree: 13 test summary... INFO Caching psi detail... INFO Caching 13 split tables... INFO Getting tree: 14 train detail... INFO Getting tree: 14 train summary... INFO Output tree: 15 flow... INFO Getting tree: 15 train detail... INFO Getting tree: 15 train summary... INFO Getting tree: 14 test detail... INFO Getting tree: 14 test summary... INFO Caching psi detail... INFO Caching 14 split tables... INFO Output tree: 16 flow... INFO Getting tree: 15 test detail... INFO Getting tree: 15 test summary... INFO Caching psi detail... INFO Caching 15 split tables... INFO Output tree: 17 flow... INFO Getting tree: 16 train detail... INFO Getting tree: 16 train summary... INFO Getting tree: 17 train detail... INFO Getting tree: 17 train summary... INFO Getting tree: 16 test detail... INFO Getting tree: 16 test summary... INFO Caching psi detail... INFO Caching 16 split tables... INFO Output tree: 18 flow... INFO Getting tree: 17 test detail... INFO Getting tree: 17 test summary... INFO Caching psi detail... INFO Caching 17 split tables... INFO Output tree: 19 flow... INFO Getting tree: 18 train detail... INFO Getting tree: 18 train summary... INFO Getting tree: 18 test detail... INFO Getting tree: 18 test summary... INFO Caching psi detail... INFO Caching 18 split tables... INFO Output tree: 20 flow... INFO Getting tree: 19 train detail... INFO Getting tree: 19 train summary... INFO Getting tree: 20 train detail... INFO Getting tree: 20 train summary... INFO Getting tree: 19 test detail... INFO Getting tree: 19 test summary... INFO Caching psi detail... INFO Caching 19 split tables... INFO Output tree: 21 flow... INFO Getting tree: 20 test detail... INFO Getting tree: 20 test summary... INFO Caching psi detail... INFO Caching 20 split tables... INFO Output tree: 22 flow... INFO Getting tree: 21 train detail... INFO Getting tree: 21 train summary... INFO Getting tree: 22 train detail... INFO Getting tree: 22 train summary... INFO Getting tree: 22 test detail... INFO Getting tree: 22 test summary... INFO Caching psi detail... INFO Caching 22 split tables... INFO Getting tree: 21 test detail... INFO Output tree: 23 flow... INFO Getting tree: 21 test summary... INFO Caching psi detail... INFO Caching 21 split tables... INFO Output tree: 24 flow... INFO Getting tree: 24 train detail... INFO Getting tree: 24 train summary... INFO Getting tree: 23 train detail... INFO Getting tree: 23 train summary... INFO Getting tree: 24 test detail... INFO Getting tree: 24 test summary... INFO Caching psi detail... INFO Caching 24 split tables... INFO Output tree: 25 flow... INFO Getting tree: 23 test detail... INFO Getting tree: 23 test summary... INFO Caching psi detail... INFO Caching 23 split tables... INFO Output tree: 26 flow... INFO Getting tree: 26 train detail... INFO Getting tree: 25 train detail... INFO Getting tree: 26 train summary... INFO Getting tree: 25 train summary... INFO Getting tree: 26 test detail... INFO Getting tree: 26 test summary... INFO Caching psi detail... INFO Caching 26 split tables... INFO Output tree: 27 flow... INFO Getting tree: 25 test detail... INFO Getting tree: 25 test summary... INFO Caching psi detail... INFO Caching 25 split tables... INFO Output tree: 28 flow... INFO Getting tree: 27 train detail... INFO Getting tree: 27 train summary... INFO Getting tree: 27 test detail... INFO Getting tree: 27 test summary... INFO Caching psi detail... INFO Caching 27 split tables... INFO Output tree: 29 flow... INFO Getting tree: 28 train detail... INFO Getting tree: 28 train summary... INFO Getting tree: 28 test detail... INFO Getting tree: 28 test summary... INFO Caching psi detail... INFO Caching 28 split tables... INFO Getting tree: 29 train detail... INFO Output tree: 30 flow... INFO Getting tree: 29 train summary... INFO Getting tree: 29 test detail... INFO Getting tree: 29 test summary... INFO Caching psi detail... INFO Caching 29 split tables... INFO Output tree: 31 flow... INFO Getting tree: 30 train detail... INFO Getting tree: 30 train summary... INFO Getting tree: 30 test detail... INFO Getting tree: 30 test summary... INFO Caching psi detail... INFO Caching 30 split tables... INFO Output tree: 32 flow... INFO Getting tree: 31 train detail... INFO Getting tree: 31 train summary... INFO Getting tree: 32 train detail... INFO Getting tree: 32 train summary... INFO Getting tree: 31 test detail... INFO Getting tree: 31 test summary... INFO Caching psi detail... INFO Caching 31 split tables... INFO Output tree: 33 flow... INFO Getting tree: 32 test detail... INFO Getting tree: 32 test summary... INFO Caching psi detail... INFO Caching 32 split tables... INFO Output tree: 34 flow... INFO Getting tree: 33 train detail... INFO Getting tree: 33 train summary... INFO Getting tree: 34 train detail... INFO Getting tree: 34 train summary... INFO Getting tree: 33 test detail... INFO Getting tree: 33 test summary... INFO Caching psi detail... INFO Caching 33 split tables... INFO Output tree: 35 flow... INFO Getting tree: 34 test detail... INFO Getting tree: 34 test summary... INFO Caching psi detail... INFO Caching 34 split tables... INFO Output tree: 36 flow... INFO Getting tree: 35 train detail... INFO Getting tree: 35 train summary... INFO Getting tree: 35 test detail... INFO Getting tree: 35 test summary... INFO Caching psi detail... INFO Caching 35 split tables... INFO Output tree: 37 flow... INFO Getting tree: 36 train detail... INFO Getting tree: 36 train summary... INFO Getting tree: 37 train detail... INFO Getting tree: 37 train summary... INFO Getting tree: 36 test detail... INFO Getting tree: 36 test summary... INFO Caching psi detail... INFO Caching 36 split tables... INFO Output tree: 38 flow... INFO Getting tree: 37 test detail... INFO Getting tree: 37 test summary... INFO Caching psi detail... INFO Caching 37 split tables... INFO Output tree: 39 flow... INFO Getting tree: 38 train detail... INFO Getting tree: 38 train summary... INFO Getting tree: 39 train detail... INFO Getting tree: 39 train summary... INFO Getting tree: 38 test detail... INFO Getting tree: 38 test summary... INFO Caching psi detail... INFO Caching 38 split tables... INFO Output tree: 40 flow... INFO Getting tree: 39 test detail... INFO Getting tree: 39 test summary... INFO Caching psi detail... INFO Getting tree: 40 train detail... INFO Caching 39 split tables... INFO Getting tree: 40 train summary... INFO Output tree: 41 flow... INFO Getting tree: 40 test detail... INFO Getting tree: 40 test summary... INFO Caching psi detail... INFO Caching 40 split tables... INFO Output tree: 42 flow... INFO Getting tree: 41 train detail... INFO Getting tree: 41 train summary... INFO Getting tree: 42 train detail... INFO Getting tree: 42 train summary... INFO Getting tree: 41 test detail... INFO Getting tree: 41 test summary... INFO Caching psi detail... INFO Caching 41 split tables... INFO Output tree: 43 flow... INFO Getting tree: 42 test detail... INFO Getting tree: 42 test summary... INFO Caching psi detail... INFO Caching 42 split tables... INFO Output tree: 44 flow... INFO Getting tree: 43 train detail... INFO Getting tree: 43 train summary... INFO Getting tree: 44 train detail... INFO Getting tree: 44 train summary... INFO Getting tree: 43 test detail... INFO Getting tree: 43 test summary... INFO Caching psi detail... INFO Caching 43 split tables... INFO Output tree: 45 flow... INFO Getting tree: 44 test detail... INFO Getting tree: 44 test summary... INFO Caching psi detail... INFO Caching 44 split tables... INFO Output tree: 46 flow... INFO Getting tree: 45 train detail... INFO Getting tree: 45 train summary... INFO Getting tree: 46 train detail... INFO Getting tree: 46 train summary... INFO Getting tree: 45 test detail... INFO Getting tree: 45 test summary... INFO Caching psi detail... INFO Caching 45 split tables... INFO Output tree: 47 flow... INFO Getting tree: 46 test detail... INFO Getting tree: 46 test summary... INFO Caching psi detail... INFO Caching 46 split tables... INFO Output tree: 48 flow... INFO Getting tree: 47 train detail... INFO Getting tree: 47 train summary... INFO Getting tree: 48 train detail... INFO Getting tree: 48 train summary... INFO Getting tree: 47 test detail... INFO Getting tree: 47 test summary... INFO Caching psi detail... INFO Caching 47 split tables... INFO Output tree: 49 flow... INFO Getting tree: 48 test detail... INFO Getting tree: 48 test summary... INFO Caching psi detail... INFO Caching 48 split tables... INFO Output tree: 50 flow... INFO Getting tree: 50 train detail... INFO Getting tree: 50 train summary... INFO Getting tree: 49 train detail... INFO Getting tree: 49 train summary... INFO Getting tree: 50 test detail... INFO Getting tree: 50 test summary... INFO Caching psi detail... INFO Caching 50 split tables... INFO Output tree: 51 flow... INFO Getting tree: 51 train detail... INFO Getting tree: 51 train summary... INFO Getting tree: 49 test detail... INFO Getting tree: 49 test summary... INFO Caching psi detail... INFO Caching 49 split tables... INFO Output tree: 52 flow... INFO Getting tree: 51 test detail... INFO Getting tree: 51 test summary... INFO Caching psi detail... INFO Caching 51 split tables... INFO Output tree: 53 flow... INFO Getting tree: 52 train detail... INFO Getting tree: 52 train summary... INFO Getting tree: 53 train detail... INFO Getting tree: 52 test detail... INFO Getting tree: 53 train summary... INFO Getting tree: 52 test summary... INFO Caching psi detail... INFO Caching 52 split tables... INFO Output tree: 54 flow... INFO Getting tree: 53 test detail... INFO Getting tree: 53 test summary... INFO Caching psi detail... INFO Caching 53 split tables... INFO Output tree: 55 flow... INFO Getting tree: 54 train detail... INFO Getting tree: 54 train summary... INFO Getting tree: 54 test detail... INFO Getting tree: 54 test summary... INFO Caching psi detail... INFO Caching 54 split tables... INFO Output tree: 56 flow... INFO Getting tree: 55 train detail... INFO Getting tree: 55 train summary... INFO Getting tree: 55 test detail... INFO Getting tree: 55 test summary... INFO Caching psi detail... INFO Caching 55 split tables... INFO Output tree: 57 flow... INFO Getting tree: 56 train detail... INFO Getting tree: 56 train summary... INFO Getting tree: 57 train detail... INFO Getting tree: 57 train summary... INFO Getting tree: 56 test detail... INFO Getting tree: 56 test summary... INFO Caching psi detail... INFO Caching 56 split tables... INFO Output tree: 58 flow... INFO Getting tree: 57 test detail... INFO Getting tree: 57 test summary... INFO Caching psi detail... INFO Caching 57 split tables... INFO Output tree: 59 flow... INFO Getting tree: 58 train detail... INFO Getting tree: 58 train summary... INFO Getting tree: 58 test detail... INFO Getting tree: 58 test summary... INFO Caching psi detail... INFO Caching 58 split tables... INFO Output tree: 60 flow... INFO Getting tree: 59 train detail... INFO Getting tree: 59 train summary... INFO Getting tree: 60 train detail... INFO Getting tree: 60 train summary... INFO Getting tree: 59 test detail... INFO Getting tree: 59 test summary... INFO Caching psi detail... INFO Caching 59 split tables... INFO Output tree: 61 flow... INFO Getting tree: 60 test detail... INFO Getting tree: 60 test summary... INFO Caching psi detail... INFO Caching 60 split tables... INFO Output tree: 62 flow... INFO Getting tree: 61 train detail... INFO Getting tree: 61 train summary... INFO Getting tree: 62 train detail... INFO Getting tree: 61 test detail... INFO Getting tree: 62 train summary... INFO Getting tree: 61 test summary... INFO Caching psi detail... INFO Caching 61 split tables... INFO Output tree: 63 flow... INFO Getting tree: 62 test detail... INFO Getting tree: 62 test summary... INFO Caching psi detail... INFO Caching 62 split tables... INFO Output tree: 64 flow... INFO Getting tree: 63 train detail... INFO Getting tree: 63 train summary... INFO Getting tree: 64 train detail... INFO Getting tree: 64 train summary... INFO Getting tree: 63 test detail... INFO Getting tree: 63 test summary... INFO Caching psi detail... INFO Caching 63 split tables... INFO Output tree: 65 flow... INFO Getting tree: 64 test detail... INFO Getting tree: 64 test summary... INFO Caching psi detail... INFO Caching 64 split tables... INFO Output tree: 66 flow... INFO Getting tree: 65 train detail... INFO Getting tree: 65 train summary... INFO Getting tree: 66 train detail... INFO Getting tree: 66 train summary... INFO Getting tree: 65 test detail... INFO Getting tree: 65 test summary... INFO Caching psi detail... INFO Caching 65 split tables... INFO Output tree: 67 flow... INFO Getting tree: 66 test detail... INFO Getting tree: 66 test summary... INFO Caching psi detail... INFO Caching 66 split tables... INFO Output tree: 68 flow... INFO Getting tree: 67 train detail... INFO Getting tree: 67 train summary... INFO Getting tree: 68 train detail... INFO Getting tree: 68 train summary... INFO Getting tree: 67 test detail... INFO Getting tree: 67 test summary... INFO Caching psi detail... INFO Caching 67 split tables... INFO Output tree: 69 flow... INFO Getting tree: 68 test detail... INFO Getting tree: 68 test summary... INFO Caching psi detail... INFO Caching 68 split tables... INFO Output tree: 70 flow... INFO Getting tree: 70 train detail... INFO Getting tree: 70 train summary... INFO Getting tree: 69 train detail... INFO Getting tree: 69 train summary... INFO Getting tree: 70 test detail... INFO Getting tree: 70 test summary... INFO Caching psi detail... INFO Caching 70 split tables... INFO Output tree: 71 flow... INFO Getting tree: 69 test detail... INFO Getting tree: 69 test summary... INFO Caching psi detail... INFO Caching 69 split tables... INFO Output tree: 72 flow... INFO Getting tree: 71 train detail... INFO Getting tree: 71 train summary... INFO Getting tree: 72 train detail... INFO Getting tree: 72 train summary... INFO Getting tree: 71 test detail... INFO Getting tree: 71 test summary... INFO Caching psi detail... INFO Caching 71 split tables... INFO Output tree: 73 flow... INFO Getting tree: 72 test detail... INFO Getting tree: 72 test summary... INFO Caching psi detail... INFO Caching 72 split tables... INFO Output tree: 74 flow... INFO Getting tree: 73 train detail... INFO Getting tree: 73 train summary... INFO Getting tree: 74 train detail... INFO Getting tree: 74 train summary... INFO Getting tree: 73 test detail... INFO Getting tree: 73 test summary... INFO Caching psi detail... INFO Caching 73 split tables... INFO Output tree: 75 flow... INFO Getting tree: 74 test detail... INFO Getting tree: 74 test summary... INFO Caching psi detail... INFO Caching 74 split tables... INFO Output tree: 76 flow... INFO Getting tree: 75 train detail... INFO Getting tree: 75 train summary... INFO Getting tree: 75 test detail... INFO Getting tree: 75 test summary... INFO Caching psi detail... INFO Caching 75 split tables... INFO Output tree: 77 flow... INFO Getting tree: 76 train detail... INFO Getting tree: 76 train summary... INFO Getting tree: 77 train detail... INFO Getting tree: 77 train summary... INFO Getting tree: 76 test detail... INFO Getting tree: 76 test summary... INFO Caching psi detail... INFO Caching 76 split tables... INFO Getting tree: 77 test detail... INFO Getting tree: 77 test summary... INFO Caching psi detail... INFO Caching 77 split tables... INFO Output tree: 78 flow... INFO Output tree: 79 flow... INFO Getting tree: 78 train detail... INFO Getting tree: 78 train summary... INFO Getting tree: 79 train detail... INFO Getting tree: 79 train summary... INFO Getting tree: 78 test detail... INFO Getting tree: 78 test summary... INFO Caching psi detail... INFO Caching 78 split tables... INFO Output tree: 80 flow... INFO Getting tree: 79 test detail... INFO Getting tree: 79 test summary... INFO Caching psi detail... INFO Caching 79 split tables... INFO Output tree: 81 flow... INFO Getting tree: 80 train detail... INFO Getting tree: 80 train summary... INFO Getting tree: 80 test detail... INFO Getting tree: 80 test summary... INFO Caching psi detail... INFO Getting tree: 81 train detail... INFO Caching 80 split tables... INFO Getting tree: 81 train summary... INFO Output tree: 82 flow... INFO Getting tree: 81 test detail... INFO Getting tree: 81 test summary... INFO Caching psi detail... INFO Getting tree: 82 train detail... INFO Caching 81 split tables... INFO Getting tree: 82 train summary... INFO Output tree: 83 flow... INFO Getting tree: 82 test detail... INFO Getting tree: 82 test summary... INFO Caching psi detail... INFO Caching 82 split tables... INFO Output tree: 84 flow... INFO Getting tree: 83 train detail... INFO Getting tree: 83 train summary... INFO Getting tree: 84 train detail... INFO Getting tree: 84 train summary... INFO Getting tree: 83 test detail... INFO Getting tree: 83 test summary... INFO Caching psi detail... INFO Caching 83 split tables... INFO Output tree: 85 flow... INFO Getting tree: 84 test detail... INFO Getting tree: 84 test summary... INFO Caching psi detail... INFO Caching 84 split tables... INFO Output tree: 86 flow... INFO Getting tree: 85 train detail... INFO Getting tree: 85 train summary... INFO Getting tree: 86 train detail... INFO Getting tree: 86 train summary... INFO Getting tree: 85 test detail... INFO Getting tree: 85 test summary... INFO Caching psi detail... INFO Caching 85 split tables... INFO Output tree: 87 flow... INFO Getting tree: 86 test detail... INFO Getting tree: 86 test summary... INFO Caching psi detail... INFO Caching 86 split tables... INFO Output tree: 88 flow... INFO Getting tree: 87 train detail... INFO Getting tree: 87 train summary... INFO Getting tree: 88 train detail... INFO Getting tree: 88 train summary... INFO Getting tree: 88 test detail... INFO Getting tree: 87 test detail... INFO Getting tree: 87 test summary... INFO Getting tree: 88 test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Caching 87 split tables... INFO Caching 88 split tables... INFO Output tree: 89 flow... INFO Output tree: 90 flow... INFO Getting tree: 89 train detail... INFO Getting tree: 89 train summary... INFO Getting tree: 90 train detail... INFO Getting tree: 90 train summary... INFO Getting tree: 89 test detail... INFO Getting tree: 89 test summary... INFO Caching psi detail... INFO Caching 89 split tables... INFO Output tree: 91 flow... INFO Getting tree: 90 test detail... INFO Getting tree: 90 test summary... INFO Caching psi detail... INFO Caching 90 split tables... INFO Output tree: 92 flow... INFO Getting tree: 91 train detail... INFO Getting tree: 91 train summary... INFO Getting tree: 91 test detail... INFO Getting tree: 91 test summary... INFO Caching psi detail... INFO Caching 91 split tables... INFO Getting tree: 92 train detail... INFO Output tree: 93 flow... INFO Getting tree: 92 train summary... INFO Getting tree: 92 test detail... INFO Getting tree: 92 test summary... INFO Caching psi detail... INFO Caching 92 split tables... INFO Output tree: 94 flow... INFO Getting tree: 93 train detail... INFO Getting tree: 93 train summary... INFO Getting tree: 94 train detail... INFO Getting tree: 94 train summary... INFO Getting tree: 93 test detail... INFO Getting tree: 93 test summary... INFO Caching psi detail... INFO Caching 93 split tables... INFO Output tree: 95 flow... INFO Getting tree: 94 test detail... INFO Getting tree: 94 test summary... INFO Caching psi detail... INFO Caching 94 split tables... INFO Output tree: 96 flow... INFO Getting tree: 95 train detail... INFO Getting tree: 95 train summary... INFO Getting tree: 96 train detail... INFO Getting tree: 96 train summary... INFO Getting tree: 96 test detail... INFO Getting tree: 96 test summary... INFO Caching psi detail... INFO Caching 96 split tables... INFO Output tree: 97 flow... INFO Getting tree: 95 test detail... INFO Getting tree: 95 test summary... INFO Caching psi detail... INFO Caching 95 split tables... INFO Output tree: 98 flow... INFO Getting tree: 98 train detail... INFO Getting tree: 98 train summary... INFO Getting tree: 97 train detail... INFO Getting tree: 97 train summary... INFO Getting tree: 98 test detail... INFO Getting tree: 98 test summary... INFO Caching psi detail... INFO Caching 98 split tables... INFO Output tree: 99 flow... INFO Getting tree: 97 test detail... INFO Getting tree: 97 test summary... INFO Caching psi detail... INFO Caching 97 split tables... INFO Output tree: 100 flow... INFO Getting tree: 99 train detail... INFO Getting tree: 99 train summary... INFO Getting tree: 100 train detail... INFO Getting tree: 100 train summary... INFO Getting tree: 99 test detail... INFO Getting tree: 99 test summary... INFO Caching psi detail... INFO Caching 99 split tables... INFO Getting tree: 100 test detail... INFO Output tree: 101 flow... INFO Getting tree: 100 test summary... INFO Caching psi detail... INFO Caching 100 split tables... INFO Output tree: 102 flow... INFO Getting tree: 101 train detail... INFO Getting tree: 101 train summary... INFO Getting tree: 102 train detail... INFO Getting tree: 102 train summary... INFO Getting tree: 101 test detail... INFO Getting tree: 101 test summary... INFO Caching psi detail... INFO Caching 101 split tables... INFO Output tree: 103 flow... INFO Getting tree: 102 test detail... INFO Getting tree: 102 test summary... INFO Caching psi detail... INFO Caching 102 split tables... INFO Output tree: 104 flow... INFO Getting tree: 103 train detail... INFO Getting tree: 103 train summary... INFO Getting tree: 104 train detail... INFO Getting tree: 104 train summary... INFO Getting tree: 103 test detail... INFO Getting tree: 103 test summary... INFO Caching psi detail... INFO Caching 103 split tables... INFO Output tree: 105 flow... INFO Getting tree: 104 test detail... INFO Getting tree: 104 test summary... INFO Caching psi detail... INFO Caching 104 split tables... INFO Output tree: 106 flow... INFO Getting tree: 105 train detail... INFO Getting tree: 105 train summary... INFO Getting tree: 106 train detail... INFO Getting tree: 106 train summary... INFO Getting tree: 106 test detail... INFO Getting tree: 105 test detail... INFO Getting tree: 106 test summary... INFO Getting tree: 105 test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Caching 106 split tables... INFO Caching 105 split tables... INFO Output tree: 107 flow... INFO Output tree: 108 flow... INFO Getting tree: 108 train detail... INFO Getting tree: 108 train summary... INFO Getting tree: 107 train detail... INFO Getting tree: 107 train summary... INFO Getting tree: 108 test detail... INFO Getting tree: 108 test summary... INFO Caching psi detail... INFO Caching 108 split tables... INFO Getting tree: 107 test detail... INFO Getting tree: 107 test summary... INFO Output tree: 109 flow... INFO Caching psi detail... INFO Caching 107 split tables... INFO Output tree: 110 flow... INFO Getting tree: 109 train detail... INFO Getting tree: 109 train summary... INFO Getting tree: 110 train detail... INFO Getting tree: 110 train summary... INFO Getting tree: 109 test detail... INFO Getting tree: 109 test summary... INFO Caching psi detail... INFO Caching 109 split tables... INFO Output tree: 111 flow... INFO Getting tree: 110 test detail... INFO Getting tree: 110 test summary... INFO Caching psi detail... INFO Caching 110 split tables... INFO Output tree: 112 flow... INFO Getting tree: 111 train detail... INFO Getting tree: 111 train summary... INFO Getting tree: 112 train detail... INFO Getting tree: 112 train summary... INFO Getting tree: 111 test detail... INFO Getting tree: 111 test summary... INFO Caching psi detail... INFO Caching 111 split tables... INFO Output tree: 113 flow... INFO Getting tree: 112 test detail... INFO Getting tree: 112 test summary... INFO Caching psi detail... INFO Caching 112 split tables... INFO Output tree: 114 flow... INFO Getting tree: 113 train detail... INFO Getting tree: 113 train summary... INFO Getting tree: 114 train detail... INFO Getting tree: 114 train summary... INFO Getting tree: 113 test detail... INFO Getting tree: 113 test summary... INFO Caching psi detail... INFO Caching 113 split tables... INFO Output tree: 115 flow... INFO Getting tree: 114 test detail... INFO Getting tree: 114 test summary... INFO Caching psi detail... INFO Caching 114 split tables... INFO Output tree: 116 flow... INFO Getting tree: 115 train detail... INFO Getting tree: 115 train summary... INFO Getting tree: 116 train detail... INFO Getting tree: 116 train summary... INFO Getting tree: 115 test detail... INFO Getting tree: 115 test summary... INFO Caching psi detail... INFO Caching 115 split tables... INFO Output tree: 117 flow... INFO Getting tree: 116 test detail... INFO Getting tree: 116 test summary... INFO Caching psi detail... INFO Caching 116 split tables... INFO Output tree: 118 flow... INFO Getting tree: 117 train detail... INFO Getting tree: 117 train summary... INFO Getting tree: 118 train detail... INFO Getting tree: 118 train summary... INFO Getting tree: 117 test detail... INFO Getting tree: 118 test detail... INFO Getting tree: 117 test summary... INFO Getting tree: 118 test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Caching 118 split tables... INFO Caching 117 split tables... INFO Output tree: 119 flow... INFO Output tree: 120 flow... INFO Getting tree: 119 train detail... INFO Getting tree: 119 train summary... INFO Getting tree: 120 train detail... INFO Getting tree: 120 train summary... INFO Getting tree: 119 test detail... INFO Getting tree: 119 test summary... INFO Caching psi detail... INFO Caching 119 split tables... INFO Output tree: 121 flow... INFO Getting tree: 120 test detail... INFO Getting tree: 120 test summary... INFO Caching psi detail... INFO Caching 120 split tables... INFO Output tree: 122 flow... INFO Getting tree: 121 train detail... INFO Getting tree: 121 train summary... INFO Getting tree: 122 train detail... INFO Getting tree: 122 train summary... INFO Getting tree: 121 test detail... INFO Getting tree: 121 test summary... INFO Caching psi detail... INFO Caching 121 split tables... INFO Output tree: 123 flow... INFO Getting tree: 122 test detail... INFO Getting tree: 122 test summary... INFO Caching psi detail... INFO Caching 122 split tables... INFO Output tree: 124 flow... INFO Getting tree: 123 train detail... INFO Getting tree: 123 train summary... INFO Getting tree: 124 train detail... INFO Getting tree: 124 train summary... INFO Getting tree: 124 test detail... INFO Getting tree: 124 test summary... INFO Caching psi detail... INFO Caching 124 split tables... INFO Getting tree: 123 test detail... INFO Output tree: 125 flow... INFO Getting tree: 123 test summary... INFO Caching psi detail... INFO Caching 123 split tables... INFO Output tree: 126 flow... INFO Getting tree: 126 train detail... INFO Getting tree: 126 train summary... INFO Getting tree: 125 train detail... INFO Getting tree: 125 train summary... INFO Getting tree: 126 test detail... INFO Getting tree: 126 test summary... INFO Caching psi detail... INFO Caching 126 split tables... INFO Output tree: 127 flow... INFO Getting tree: 125 test detail... INFO Getting tree: 125 test summary... INFO Caching psi detail... INFO Caching 125 split tables... INFO Output tree: 128 flow... INFO Getting tree: 128 train detail... INFO Getting tree: 128 train summary... INFO Getting tree: 127 train detail... INFO Getting tree: 127 train summary... INFO Getting tree: 128 test detail... INFO Getting tree: 128 test summary... INFO Caching psi detail... INFO Caching 128 split tables... INFO Output tree: 129 flow... INFO Getting tree: 127 test detail... INFO Getting tree: 127 test summary... INFO Caching psi detail... INFO Caching 127 split tables... INFO Output tree: 130 flow... INFO Getting tree: 129 train detail... INFO Getting tree: 129 train summary... INFO Getting tree: 130 train detail... INFO Getting tree: 130 train summary... INFO Getting tree: 129 test detail... INFO Getting tree: 129 test summary... INFO Caching psi detail... INFO Caching 129 split tables... INFO Output tree: 131 flow... INFO Getting tree: 130 test detail... INFO Getting tree: 130 test summary... INFO Caching psi detail... INFO Caching 130 split tables... INFO Output tree: 132 flow... INFO Getting tree: 131 train detail... INFO Getting tree: 132 train detail... INFO Getting tree: 131 train summary... INFO Getting tree: 132 train summary... INFO Getting tree: 132 test detail... INFO Getting tree: 132 test summary... INFO Caching psi detail... INFO Caching 132 split tables... INFO Output tree: 133 flow... INFO Getting tree: 131 test detail... INFO Getting tree: 131 test summary... INFO Caching psi detail... INFO Caching 131 split tables... INFO Output tree: 134 flow... INFO Getting tree: 133 train detail... INFO Getting tree: 133 train summary... INFO Getting tree: 134 train detail... INFO Getting tree: 134 train summary... INFO Getting tree: 133 test detail... INFO Getting tree: 133 test summary... INFO Caching psi detail... INFO Caching 133 split tables... INFO Output tree: 135 flow... INFO Getting tree: 134 test detail... INFO Getting tree: 134 test summary... INFO Caching psi detail... INFO Caching 134 split tables... INFO Output tree: 136 flow... INFO Getting tree: 136 train detail... INFO Getting tree: 136 train summary... INFO Getting tree: 135 train detail... INFO Getting tree: 135 train summary... INFO Getting tree: 136 test detail... INFO Getting tree: 136 test summary... INFO Caching psi detail... INFO Caching 136 split tables... INFO Output tree: 137 flow... INFO Getting tree: 135 test detail... INFO Getting tree: 135 test summary... INFO Caching psi detail... INFO Caching 135 split tables... INFO Output tree: 138 flow... INFO Getting tree: 137 train detail... INFO Getting tree: 137 train summary... INFO Getting tree: 138 train detail... INFO Getting tree: 138 train summary... INFO Getting tree: 137 test detail... INFO Getting tree: 137 test summary... INFO Caching psi detail... INFO Caching 137 split tables... INFO Output tree: 139 flow... INFO Getting tree: 138 test detail... INFO Getting tree: 138 test summary... INFO Caching psi detail... INFO Caching 138 split tables... INFO Output tree: 140 flow... INFO Getting tree: 139 train detail... INFO Getting tree: 139 train summary... INFO Getting tree: 140 train detail... INFO Getting tree: 140 train summary... INFO Getting tree: 139 test detail... INFO Getting tree: 139 test summary... INFO Caching psi detail... INFO Caching 139 split tables... INFO Output tree: 141 flow... INFO Getting tree: 140 test detail... INFO Getting tree: 140 test summary... INFO Caching psi detail... INFO Caching 140 split tables... INFO Output tree: 142 flow... INFO Getting tree: 141 train detail... INFO Getting tree: 141 train summary... INFO Getting tree: 142 train detail... INFO Getting tree: 142 train summary... INFO Getting tree: 141 test detail... INFO Getting tree: 141 test summary... INFO Caching psi detail... INFO Caching 141 split tables... INFO Output tree: 143 flow... INFO Getting tree: 142 test detail... INFO Getting tree: 142 test summary... INFO Caching psi detail... INFO Caching 142 split tables... INFO Output tree: 144 flow... INFO Getting tree: 143 train detail... INFO Getting tree: 143 train summary... INFO Getting tree: 144 train detail... INFO Getting tree: 144 train summary... INFO Getting tree: 144 test detail... INFO Getting tree: 144 test summary... INFO Caching psi detail... INFO Getting tree: 143 test detail... INFO Caching 144 split tables... INFO Getting tree: 143 test summary... INFO Caching psi detail... INFO Caching 143 split tables... INFO Output tree: 145 flow... INFO Output tree: 146 flow... INFO Getting tree: 145 train detail... INFO Getting tree: 145 train summary... INFO Getting tree: 146 train detail... INFO Getting tree: 146 train summary... INFO Getting tree: 145 test detail... INFO Getting tree: 145 test summary... INFO Caching psi detail... INFO Caching 145 split tables... INFO Output tree: 147 flow... INFO Getting tree: 146 test detail... INFO Getting tree: 146 test summary... INFO Caching psi detail... INFO Caching 146 split tables... INFO Output tree: 148 flow... INFO Getting tree: 147 train detail... INFO Getting tree: 147 train summary... INFO Getting tree: 148 train detail... INFO Getting tree: 148 train summary... INFO Getting tree: 148 test detail... INFO Getting tree: 147 test detail... INFO Getting tree: 147 test summary... INFO Getting tree: 148 test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Caching 147 split tables... INFO Caching 148 split tables... INFO Output tree: 149 flow... INFO Output tree: 150 flow... INFO Getting tree: 149 train detail... INFO Getting tree: 150 train detail... INFO Getting tree: 149 train summary... INFO Getting tree: 150 train summary... INFO Getting tree: 149 test detail... INFO Getting tree: 149 test summary... INFO Caching psi detail... INFO Caching 149 split tables... INFO Output tree: 151 flow... INFO Getting tree: 150 test detail... INFO Getting tree: 150 test summary... INFO Caching psi detail... INFO Caching 150 split tables... INFO Output tree: 152 flow... INFO Getting tree: 151 train detail... INFO Getting tree: 151 train summary... INFO Getting tree: 152 train detail... INFO Getting tree: 152 train summary... INFO Getting tree: 151 test detail... INFO Getting tree: 151 test summary... INFO Caching psi detail... INFO Caching 151 split tables... INFO Output tree: 153 flow... INFO Getting tree: 152 test detail... INFO Getting tree: 152 test summary... INFO Caching psi detail... INFO Caching 152 split tables... INFO Output tree: 154 flow... INFO Getting tree: 153 train detail... INFO Getting tree: 153 train summary... INFO Getting tree: 154 train detail... INFO Getting tree: 154 train summary... INFO Getting tree: 153 test detail... INFO Getting tree: 153 test summary... INFO Caching psi detail... INFO Caching 153 split tables... INFO Output tree: 155 flow... INFO Getting tree: 154 test detail... INFO Getting tree: 154 test summary... INFO Caching psi detail... INFO Caching 154 split tables... INFO Getting tree: 155 train detail... INFO Getting tree: 155 train summary... INFO Getting tree: 155 test detail... INFO Getting tree: 155 test summary... INFO Caching psi detail... INFO Caching 155 split tables... INFO Creating path table... INFO Creating customized_nodes_dict... INFO Creating rules summary... INFO Getting 0 rules summary... INFO Getting train 0 node index INFO Getting 1 rules summary... INFO Getting train 1 node index INFO Getting test 0 node index INFO Getting test 1 node index INFO Getting 10 rules summary... INFO Getting 100 rules summary... INFO Getting train 100 node index INFO Getting train 10 node index INFO Getting test 10 node index INFO Getting test 100 node index INFO Getting 101 rules summary... INFO Getting train 101 node index INFO Getting 102 rules summary... INFO Getting test 101 node index INFO Getting train 102 node index INFO Getting 103 rules summary... INFO Getting train 103 node index INFO Getting test 103 node index INFO Getting test 102 node index INFO Getting 104 rules summary... INFO Getting train 104 node index INFO Getting 105 rules summary... INFO Getting test 104 node index INFO Getting train 105 node index INFO Getting 106 rules summary... INFO Getting train 106 node index INFO Getting test 105 node index INFO Getting test 106 node index INFO Getting 107 rules summary... INFO Getting train 107 node index INFO Getting test 107 node index INFO Getting 108 rules summary... INFO Getting train 108 node index INFO Getting 109 rules summary... INFO Getting train 109 node index INFO Getting test 108 node index INFO Getting test 109 node index INFO Getting 11 rules summary... INFO Getting train 11 node index INFO Getting test 11 node index INFO Getting 110 rules summary... INFO Getting train 110 node index INFO Getting 111 rules summary... INFO Getting test 110 node index INFO Getting train 111 node index INFO Getting 112 rules summary... INFO Getting train 112 node index INFO Getting test 111 node index INFO Getting test 112 node index INFO Getting 113 rules summary... INFO Getting train 113 node index INFO Getting 114 rules summary... INFO Getting train 114 node index INFO Getting test 113 node index INFO Getting 115 rules summary... INFO Getting train 115 node index INFO Getting test 115 node index INFO Getting test 114 node index INFO Getting 116 rules summary... INFO Getting train 116 node index INFO Getting 117 rules summary... INFO Getting train 117 node index INFO Getting test 116 node index INFO Getting test 117 node index INFO Getting 118 rules summary... INFO Getting 119 rules summary... INFO Getting train 119 node index INFO Getting train 118 node index INFO Getting test 119 node index INFO Getting 12 rules summary... INFO Getting train 12 node index INFO Getting test 118 node index INFO Getting test 12 node index INFO Getting 120 rules summary... INFO Getting train 120 node index INFO Getting 121 rules summary... INFO Getting test 120 node index INFO Getting train 121 node index INFO Getting 122 rules summary... INFO Getting test 121 node index INFO Getting train 122 node index INFO Getting 123 rules summary... INFO Getting train 123 node index INFO Getting test 122 node index INFO Getting test 123 node index INFO Getting 124 rules summary... INFO Getting train 124 node index INFO Getting test 124 node index INFO Getting 125 rules summary... INFO Getting 126 rules summary... INFO Getting train 126 node index INFO Getting train 125 node index INFO Getting test 126 node index INFO Getting 127 rules summary... INFO Getting train 127 node index INFO Getting test 125 node index INFO Getting 128 rules summary... INFO Getting train 128 node index INFO Getting test 127 node index INFO Getting 129 rules summary... INFO Getting train 129 node index INFO Getting test 128 node index INFO Getting test 129 node index INFO Getting 13 rules summary... INFO Getting 130 rules summary... INFO Getting train 13 node index INFO Getting train 130 node index INFO Getting test 13 node index INFO Getting 131 rules summary... INFO Getting train 131 node index INFO Getting test 131 node index INFO Getting test 130 node index INFO Getting 132 rules summary... INFO Getting train 132 node index INFO Getting 133 rules summary... INFO Getting train 133 node index INFO Getting test 132 node index INFO Getting test 133 node index INFO Getting 134 rules summary... INFO Getting train 134 node index INFO Getting test 134 node index INFO Getting 136 rules summary... INFO Getting train 136 node index INFO Getting 135 rules summary... INFO Getting test 136 node index INFO Getting train 135 node index INFO Getting test 135 node index INFO Getting 137 rules summary... INFO Getting 138 rules summary... INFO Getting train 137 node index INFO Getting test 137 node index INFO Getting train 138 node index INFO Getting test 138 node index INFO Getting 139 rules summary... INFO Getting train 139 node index INFO Getting 14 rules summary... INFO Getting train 14 node index INFO Getting test 139 node index INFO Getting test 14 node index INFO Getting 140 rules summary... INFO Getting train 140 node index INFO Getting 141 rules summary... INFO Getting train 141 node index INFO Getting test 140 node index INFO Getting 142 rules summary... INFO Getting test 141 node index INFO Getting train 142 node index INFO Getting 143 rules summary... INFO Getting train 143 node index INFO Getting test 143 node index INFO Getting test 142 node index INFO Getting 144 rules summary... INFO Getting train 144 node index INFO Getting 145 rules summary... INFO Getting train 145 node index INFO Getting test 144 node index INFO Getting test 145 node index INFO Getting 146 rules summary... INFO Getting train 146 node index INFO Getting 147 rules summary... INFO Getting train 147 node index INFO Getting test 147 node index INFO Getting test 146 node index INFO Getting 148 rules summary... INFO Getting train 148 node index INFO Getting test 148 node index INFO Getting 149 rules summary... INFO Getting train 149 node index INFO Getting 15 rules summary... INFO Getting train 15 node index INFO Getting test 149 node index INFO Getting test 15 node index INFO Getting 150 rules summary... INFO Getting train 150 node index INFO Getting 151 rules summary... INFO Getting train 151 node index INFO Getting test 151 node index INFO Getting 152 rules summary... INFO Getting train 152 node index INFO Getting test 150 node index INFO Getting test 152 node index INFO Getting 153 rules summary... INFO Getting train 153 node index INFO Getting 154 rules summary... INFO Getting train 154 node index INFO Getting test 153 node index INFO Getting test 154 node index INFO Getting 155 rules summary... INFO Getting train 155 node index INFO Getting test 155 node index INFO Getting 16 rules summary... INFO Getting 17 rules summary... INFO Getting train 17 node index INFO Getting train 16 node index INFO Getting test 16 node index INFO Getting 18 rules summary... INFO Getting train 18 node index INFO Getting test 17 node index INFO Getting test 18 node index INFO Getting 19 rules summary... INFO Getting train 19 node index INFO Getting 2 rules summary... INFO Getting train 2 node index INFO Getting test 19 node index INFO Getting test 2 node index INFO Getting 20 rules summary... INFO Getting train 20 node index INFO Getting 21 rules summary... INFO Getting train 21 node index INFO Getting test 20 node index INFO Getting 22 rules summary... INFO Getting train 22 node index INFO Getting test 21 node index INFO Getting 23 rules summary... INFO Getting train 23 node index INFO Getting test 23 node index INFO Getting test 22 node index INFO Getting 24 rules summary... INFO Getting train 24 node index INFO Getting test 24 node index INFO Getting 25 rules summary... INFO Getting train 25 node index INFO Getting 26 rules summary... INFO Getting train 26 node index INFO Getting test 25 node index INFO Getting test 26 node index INFO Getting 27 rules summary... INFO Getting train 27 node index INFO Getting 28 rules summary... INFO Getting test 27 node index INFO Getting train 28 node index INFO Getting 29 rules summary... INFO Getting test 28 node index INFO Getting train 29 node index INFO Getting test 29 node index INFO Getting 3 rules summary... INFO Getting train 3 node index INFO Getting 30 rules summary... INFO Getting train 30 node index INFO Getting test 30 node index INFO Getting test 3 node index INFO Getting 31 rules summary... INFO Getting train 31 node index INFO Getting test 31 node index INFO Getting 32 rules summary... INFO Getting train 32 node index INFO Getting 33 rules summary... INFO Getting train 33 node index INFO Getting test 33 node index INFO Getting test 32 node index INFO Getting 34 rules summary... INFO Getting train 34 node index INFO Getting 35 rules summary... INFO Getting train 35 node index INFO Getting test 34 node index INFO Getting test 35 node index INFO Getting 36 rules summary... INFO Getting 37 rules summary... INFO Getting train 37 node index INFO Getting train 36 node index INFO Getting test 37 node index INFO Getting test 36 node index INFO Getting 38 rules summary... INFO Getting train 38 node index INFO Getting 39 rules summary... INFO Getting train 39 node index INFO Getting test 39 node index INFO Getting test 38 node index INFO Getting 4 rules summary... INFO Getting train 4 node index INFO Getting 40 rules summary... INFO Getting train 40 node index INFO Getting test 4 node index INFO Getting test 40 node index INFO Getting 41 rules summary... INFO Getting train 41 node index INFO Getting 42 rules summary... INFO Getting test 41 node index INFO Getting train 42 node index INFO Getting 43 rules summary... INFO Getting train 43 node index INFO Getting test 42 node index INFO Getting test 43 node index INFO Getting 44 rules summary... INFO Getting train 44 node index INFO Getting 45 rules summary... INFO Getting train 45 node index INFO Getting test 44 node index INFO Getting test 45 node index INFO Getting 46 rules summary... INFO Getting train 46 node index INFO Getting 47 rules summary... INFO Getting test 46 node index INFO Getting train 47 node index INFO Getting test 47 node index INFO Getting 48 rules summary... INFO Getting train 48 node index INFO Getting 49 rules summary... INFO Getting train 49 node index INFO Getting test 48 node index INFO Getting test 49 node index INFO Getting 5 rules summary... INFO Getting train 5 node index INFO Getting test 5 node index INFO Getting 50 rules summary... INFO Getting train 50 node index INFO Getting 51 rules summary... INFO Getting train 51 node index INFO Getting test 51 node index INFO Getting test 50 node index INFO Getting 52 rules summary... INFO Getting 53 rules summary... INFO Getting train 53 node index INFO Getting train 52 node index INFO Getting test 53 node index INFO Getting 54 rules summary... INFO Getting train 54 node index INFO Getting test 52 node index INFO Getting test 54 node index INFO Getting 55 rules summary... INFO Getting train 55 node index INFO Getting 56 rules summary... INFO Getting train 56 node index INFO Getting test 56 node index INFO Getting test 55 node index INFO Getting 57 rules summary... INFO Getting 58 rules summary... INFO Getting train 57 node index INFO Getting train 58 node index INFO Getting test 58 node index INFO Getting test 57 node index INFO Getting 59 rules summary... INFO Getting train 59 node index INFO Getting test 59 node index INFO Getting 6 rules summary... INFO Getting train 6 node index INFO Getting 60 rules summary... INFO Getting test 6 node index INFO Getting train 60 node index INFO Getting 61 rules summary... INFO Getting train 61 node index INFO Getting test 60 node index INFO Getting 62 rules summary... INFO Getting train 62 node index INFO Getting test 61 node index INFO Getting test 62 node index INFO Getting 63 rules summary... INFO Getting train 63 node index INFO Getting 64 rules summary... INFO Getting train 64 node index INFO Getting test 63 node index INFO Getting 65 rules summary... INFO Getting train 65 node index INFO Getting test 64 node index INFO Getting test 65 node index INFO Getting 66 rules summary... INFO Getting train 66 node index INFO Getting 67 rules summary... INFO Getting train 67 node index INFO Getting test 66 node index INFO Getting test 67 node index INFO Getting 68 rules summary... INFO Getting train 68 node index INFO Getting 69 rules summary... INFO Getting train 69 node index INFO Getting test 68 node index INFO Getting test 69 node index INFO Getting 7 rules summary... INFO Getting train 7 node index INFO Getting 70 rules summary... INFO Getting train 70 node index INFO Getting test 7 node index INFO Getting test 70 node index INFO Getting 71 rules summary... INFO Getting train 71 node index INFO Getting 72 rules summary... INFO Getting train 72 node index INFO Getting test 71 node index INFO Getting test 72 node index INFO Getting 73 rules summary... INFO Getting train 73 node index INFO Getting test 73 node index INFO Getting 74 rules summary... INFO Getting train 74 node index INFO Getting 75 rules summary... INFO Getting test 74 node index INFO Getting train 75 node index INFO Getting 76 rules summary... INFO Getting train 76 node index INFO Getting test 76 node index INFO Getting test 75 node index INFO Getting 77 rules summary... INFO Getting train 77 node index INFO Getting 78 rules summary... INFO Getting train 78 node index INFO Getting test 78 node index INFO Getting test 77 node index INFO Getting 79 rules summary... INFO Getting train 79 node index INFO Getting 8 rules summary... INFO Getting train 8 node index INFO Getting test 79 node index INFO Getting 80 rules summary... INFO Getting train 80 node index INFO Getting test 80 node index INFO Getting test 8 node index INFO Getting 81 rules summary... INFO Getting 82 rules summary... INFO Getting train 82 node index INFO Getting train 81 node index INFO Getting test 81 node index INFO Getting test 82 node index INFO Getting 83 rules summary... INFO Getting train 83 node index INFO Getting 84 rules summary... INFO Getting train 84 node index INFO Getting test 84 node index INFO Getting test 83 node index INFO Getting 85 rules summary... INFO Getting train 85 node index INFO Getting 86 rules summary... INFO Getting train 86 node index INFO Getting test 85 node index INFO Getting test 86 node index INFO Getting 87 rules summary... INFO Getting train 87 node index INFO Getting 88 rules summary... INFO Getting train 88 node index INFO Getting test 87 node index INFO Getting test 88 node index INFO Getting 89 rules summary... INFO Getting train 89 node index INFO Getting test 89 node index INFO Getting 9 rules summary... INFO Getting train 9 node index INFO Getting test 9 node index INFO Getting 90 rules summary... INFO Getting train 90 node index INFO Getting 91 rules summary... INFO Getting train 91 node index INFO Getting test 90 node index INFO Getting test 91 node index INFO Getting 92 rules summary... INFO Getting train 92 node index INFO Getting 93 rules summary... INFO Getting train 93 node index INFO Getting test 92 node index INFO Getting 94 rules summary... INFO Getting train 94 node index INFO Getting test 94 node index INFO Getting 95 rules summary... INFO Getting train 95 node index INFO Getting test 93 node index INFO Getting test 95 node index INFO Getting 96 rules summary... INFO Getting train 96 node index INFO Getting 97 rules summary... INFO Getting train 97 node index INFO Getting test 96 node index INFO Getting 98 rules summary... INFO Getting test 97 node index INFO Getting train 98 node index INFO Getting test 98 node index INFO Getting 99 rules summary... INFO Getting train 99 node index INFO Getting test 99 node index INFO Filtering nodes stable... INFO Creating tree_rules_positive... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_train (-inf, 1972-01-01] merge line... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_train (1972-01-01, 1984-01-01] merge line... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_train (1984-01-01, inf) merge line... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_test (-inf, 1972-01-01] merge line... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_test (1972-01-01, 1984-01-01] merge line... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_test (1984-01-01, inf) merge line... INFO Getting positive_train all merge line... INFO Getting positive_test all merge line... INFO Creating compare_rules_positive... INFO Creating total train_rules_psi_positive... INFO Creating bad train_rules_psi_positive... INFO Creating total test_rules_psi_positive... INFO Creating bad test_rules_psi_positive... INFO Creating total_count compare_rules_psi_positive... INFO Creating bad_count compare_rules_psi_positive... INFO Creating tree_rules_negative... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_train (-inf, 1972-01-01] merge line... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_train (1972-01-01, 1984-01-01] merge line... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_train (1984-01-01, inf) merge line... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_test (-inf, 1972-01-01] merge line... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_test (1972-01-01, 1984-01-01] merge line... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_test (1984-01-01, inf) merge line... INFO Getting negative_train all merge line... INFO Getting negative_test all merge line... INFO Creating compare_rules_negative... INFO Creating total train_rules_psi_negative... INFO Creating bad train_rules_psi_negative... INFO Creating total test_rules_psi_negative... INFO Creating bad test_rules_psi_negative... INFO Creating total_count compare_rules_psi_negative... INFO Creating bad_count compare_rules_psi_negative... INFO Saving var_drop... INFO Saving rule tables... INFO Adding customized_rule to excel... INFO Saving train_importance_summary... INFO Saving train_importance_detail... INFO Saving train_model_detail... INFO Saving test_importance_summary... INFO Saving test_importance_detail... INFO Saving test_model_detail... INFO Saving train_model_cross_summary... INFO Saving train_model_rank_cross... INFO Saving train_model_psi_cross... INFO Saving test_model_cross_summary... INFO Saving test_model_rank_cross... INFO Saving test_model_psi_cross... INFO Saving compare_model_psi_cross... INFO Saving model_psi_detail... INFO Saving model_psi_summary... INFO Saving rule sql... INFO Adding rule_sql to excel... INFO Saving setting... INFO Adding runtime to excel... INFO Saving directory... INFO Saving... INFO Saving files... INFO Saving json... INFO Total: 1428.40 s INFO Total: 1428.50 s
at.Analysis.tree_flow(
df_train, "./策略分析demo/v6/v6.xlsx", test_data=df_test,
# 目标定义 & 切片定义
response="target",
split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
customized_rule=[
"DAYS_EMPLOYED,>=|nan,-962 & NAME_FAMILY_STATUS,in|nan,('Civil marriage','Married') & DAYS_EMPLOYED,<,-430"
]
)
INFO Checking train_data... INFO Checking response... INFO Checking test_data... INFO Checking response... INFO Checking columns... INFO Checking dtypes... WARNING Setting format_time_edge to True ! WARNING Overwriting customized_variables when customized_rule is not None ! INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting train detail... INFO Getting train summary... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting test detail... INFO Getting test summary... INFO Caching psi detail... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting train detail... INFO Getting train summary... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting test detail... INFO Getting test summary... INFO Caching psi detail... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting train detail... INFO Getting train summary... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting test detail... INFO Getting test summary... INFO Caching psi detail... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting train detail... INFO Getting train summary... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting test detail... INFO Getting test summary... INFO Caching psi detail... INFO Caching 0 split tables... INFO Creating path table... INFO Creating customized_nodes_dict... INFO Creating rules summary... INFO Getting 0 rules summary... INFO Getting train 0 node index INFO Getting test 0 node index INFO Filtering nodes stable... INFO Creating tree_rules_positive... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_train (-inf, 1972-01-01] merge line... INFO Creating train_duplicates_positive (-inf, 1972-01-01] nodes duplicates... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_train (1972-01-01, 1984-01-01] merge line... INFO Creating train_duplicates_positive (1972-01-01, 1984-01-01] nodes duplicates... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_train (1984-01-01, inf) merge line... INFO Creating train_duplicates_positive (1984-01-01, inf) nodes duplicates... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_test (-inf, 1972-01-01] merge line... INFO Creating test_duplicates_positive (-inf, 1972-01-01] nodes duplicates... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_test (1972-01-01, 1984-01-01] merge line... INFO Creating test_duplicates_positive (1972-01-01, 1984-01-01] nodes duplicates... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_test (1984-01-01, inf) merge line... INFO Creating test_duplicates_positive (1984-01-01, inf) nodes duplicates... INFO Getting positive_train all merge line... INFO Getting positive_test all merge line... INFO Creating train_duplicates_positive all nodes duplicates... INFO Creating test_duplicates_positive all nodes duplicates... INFO Creating compare_rules_positive... INFO Creating total train_rules_psi_positive... INFO Creating bad train_rules_psi_positive... INFO Creating total test_rules_psi_positive... INFO Creating bad test_rules_psi_positive... INFO Creating total_count compare_rules_psi_positive... INFO Creating bad_count compare_rules_psi_positive... INFO Creating tree_rules_negative... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_train (-inf, 1972-01-01] merge line... INFO Creating train_duplicates_negative (-inf, 1972-01-01] nodes duplicates... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_train (1972-01-01, 1984-01-01] merge line... INFO Creating train_duplicates_negative (1972-01-01, 1984-01-01] nodes duplicates... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_train (1984-01-01, inf) merge line... INFO Creating train_duplicates_negative (1984-01-01, inf) nodes duplicates... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_test (-inf, 1972-01-01] merge line... INFO Creating test_duplicates_negative (-inf, 1972-01-01] nodes duplicates... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_test (1972-01-01, 1984-01-01] merge line... INFO Creating test_duplicates_negative (1972-01-01, 1984-01-01] nodes duplicates... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_test (1984-01-01, inf) merge line... INFO Creating test_duplicates_negative (1984-01-01, inf) nodes duplicates... INFO Getting negative_train all merge line... INFO Getting negative_test all merge line... INFO Creating train_duplicates_negative all nodes duplicates... INFO Creating test_duplicates_negative all nodes duplicates... INFO Creating compare_rules_negative... INFO Creating total train_rules_psi_negative... INFO Creating bad train_rules_psi_negative... INFO Creating total test_rules_psi_negative... INFO Creating bad test_rules_psi_negative... INFO Creating total_count compare_rules_psi_negative... INFO Creating bad_count compare_rules_psi_negative... INFO Saving var_drop... INFO Saving rule tables... INFO Adding customized_rule to excel... INFO Saving train_importance_summary... INFO Saving train_importance_detail... INFO Saving train_model_detail... INFO Saving test_importance_summary... INFO Saving test_importance_detail... INFO Saving test_model_detail... INFO Saving train_model_cross_summary... INFO Saving train_model_rank_cross... INFO Saving train_model_psi_cross... INFO Saving test_model_cross_summary... INFO Saving test_model_rank_cross... INFO Saving test_model_psi_cross... INFO Saving compare_model_psi_cross... INFO Saving model_psi_detail... INFO Saving model_psi_summary... INFO Saving rule sql... INFO Adding rule_sql to excel... INFO Saving setting... INFO Adding runtime to excel... INFO Saving directory... INFO Saving... INFO Saving files... INFO Saving json... INFO Filling graph color... INFO Parsing graph source... INFO Filling graph color... INFO Parsing graph source... INFO Parsing graph source... INFO Parsing graph source... INFO Filling graph color... INFO Parsing graph source... INFO Filling graph color... INFO Parsing graph source... INFO Parsing graph source... INFO Parsing graph source... INFO Merging images... INFO Merging Train Tree: 0... INFO Merging Train Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 0... INFO Merging Test Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Saving... INFO Total: 15.51 s INFO Total: 15.60 s
at.Analysis.tree_flow(
df_train, "./策略分析demo/v7/v7.xlsx", test_data=df_test,
# 目标定义 & 切片定义
response="target",
split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
customized_rule=[
"DAYS_EMPLOYED,>=|nan,-962 & NAME_FAMILY_STATUS,in|nan,('Civil marriage','Married') & DAYS_EMPLOYED,<,-430"
],
customized_nodes_dict={
"negative": {"0": [4, 5]}, "positive": {"0": [2, 6]}
}
)
INFO Checking train_data... INFO Checking response... INFO Checking test_data... INFO Checking response... INFO Checking columns... INFO Checking dtypes... WARNING Setting format_time_edge to True ! WARNING Overwriting customized_variables when customized_rule is not None ! INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting train detail... INFO Getting train summary... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting test detail... INFO Getting test summary... INFO Caching psi detail... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting train detail... INFO Getting train summary... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting test detail... INFO Getting test summary... INFO Caching psi detail... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting train detail... INFO Getting train summary... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting test detail... INFO Getting test summary... INFO Caching psi detail... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting train detail... INFO Getting train summary... INFO root INFO No.2 DAYS_EMPLOYED < -962.0 INFO No.1 DAYS_EMPLOYED >= -962.0 INFO No.4 NAME_FAMILY_STATUS not in (Civil marriage, Married) INFO No.3 NAME_FAMILY_STATUS in (Civil marriage, Married) INFO No.6 DAYS_EMPLOYED >= -430.0 INFO No.5 DAYS_EMPLOYED < -430.0 INFO Done. INFO Getting test detail... INFO Getting test summary... INFO Caching psi detail... INFO Caching 0 split tables... INFO Checking customized_nodes_dict... INFO Creating path table... INFO Creating rules summary... INFO Getting 0 rules summary... INFO Getting train 0 node index INFO Getting test 0 node index INFO Filtering nodes stable... INFO Creating tree_rules_positive... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_train (-inf, 1972-01-01] merge line... INFO Creating train_duplicates_positive (-inf, 1972-01-01] nodes duplicates... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_train (1972-01-01, 1984-01-01] merge line... INFO Creating train_duplicates_positive (1972-01-01, 1984-01-01] nodes duplicates... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_train (1984-01-01, inf) merge line... INFO Creating train_duplicates_positive (1984-01-01, inf) nodes duplicates... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_test (-inf, 1972-01-01] merge line... INFO Creating test_duplicates_positive (-inf, 1972-01-01] nodes duplicates... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_test (1972-01-01, 1984-01-01] merge line... INFO Creating test_duplicates_positive (1972-01-01, 1984-01-01] nodes duplicates... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_test (1984-01-01, inf) merge line... INFO Creating test_duplicates_positive (1984-01-01, inf) nodes duplicates... INFO Getting positive_train all merge line... INFO Getting positive_test all merge line... INFO Creating train_duplicates_positive all nodes duplicates... INFO Creating test_duplicates_positive all nodes duplicates... INFO Creating compare_rules_positive... INFO Creating total train_rules_psi_positive... INFO Creating bad train_rules_psi_positive... INFO Creating total test_rules_psi_positive... INFO Creating bad test_rules_psi_positive... INFO Creating total_count compare_rules_psi_positive... INFO Creating bad_count compare_rules_psi_positive... INFO Creating tree_rules_negative... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_train (-inf, 1972-01-01] merge line... INFO Creating train_duplicates_negative (-inf, 1972-01-01] nodes duplicates... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_train (1972-01-01, 1984-01-01] merge line... INFO Creating train_duplicates_negative (1972-01-01, 1984-01-01] nodes duplicates... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_train (1984-01-01, inf) merge line... INFO Creating train_duplicates_negative (1984-01-01, inf) nodes duplicates... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_test (-inf, 1972-01-01] merge line... INFO Creating test_duplicates_negative (-inf, 1972-01-01] nodes duplicates... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_test (1972-01-01, 1984-01-01] merge line... INFO Creating test_duplicates_negative (1972-01-01, 1984-01-01] nodes duplicates... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_test (1984-01-01, inf) merge line... INFO Creating test_duplicates_negative (1984-01-01, inf) nodes duplicates... INFO Getting negative_train all merge line... INFO Getting negative_test all merge line... INFO Creating train_duplicates_negative all nodes duplicates... INFO Creating test_duplicates_negative all nodes duplicates... INFO Creating compare_rules_negative... INFO Creating total train_rules_psi_negative... INFO Creating bad train_rules_psi_negative... INFO Creating total test_rules_psi_negative... INFO Creating bad test_rules_psi_negative... INFO Creating total_count compare_rules_psi_negative... INFO Creating bad_count compare_rules_psi_negative... INFO Saving var_drop... INFO Saving rule tables... INFO Adding customized_rule to excel... INFO Saving train_importance_summary... INFO Saving train_importance_detail... INFO Saving train_model_detail... INFO Saving test_importance_summary... INFO Saving test_importance_detail... INFO Saving test_model_detail... INFO Saving train_model_cross_summary... INFO Saving train_model_rank_cross... INFO Saving train_model_psi_cross... INFO Saving test_model_cross_summary... INFO Saving test_model_rank_cross... INFO Saving test_model_psi_cross... INFO Saving compare_model_psi_cross... INFO Saving model_psi_detail... INFO Saving model_psi_summary... INFO Saving rule sql... INFO Adding rule_sql to excel... INFO Saving setting... INFO Adding runtime to excel... INFO Saving directory... INFO Saving... INFO Saving files... INFO Saving json... INFO Filling graph color... INFO Parsing graph source... INFO Filling graph color... INFO Parsing graph source... INFO Parsing graph source... INFO Parsing graph source... INFO Filling graph color... INFO Parsing graph source... INFO Filling graph color... INFO Parsing graph source... INFO Parsing graph source... INFO Parsing graph source... INFO Merging images... INFO Merging Train Tree: 0... INFO Merging Train Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 0... INFO Merging Test Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Saving... INFO Total: 15.41 s INFO Total: 15.51 s
at.Analysis.tree_flow(
df_train, "./策略分析demo/v8-lgb/v8-lgb.xlsx", test_data=df_test,
# 目标定义 & 切片定义
response="target", split_col_name="birth_year", use_train_time=True,
exclude_column=["ID", "DAYS_BIRTH"], # 多变量分析时，DAYS_BIRTH会干扰Age的分析
add_info="ID", # 主键添加
node_info="Age",
)
INFO Checking train_data...
INFO Checking response...
INFO Checking test_data...
INFO Checking response...
INFO Checking columns...
INFO Checking dtypes...
WARNING Setting format_time_edge to True !
WARNING Find that enable_multi is True and n_jobs not set, setting to 2 !
WARNING Auto setting lightgbm params...
WARNING Setting model params: use_missing to True !
WARNING Setting model params: zero_as_missing to False !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'n_jobs': 2, 'use_missing': True, 'zero_as_missing': False}
INFO Using fit params: {'sample_weight': None, 'feature_name': 'auto', 'categorical_feature': [3, 7, 8, 11, 12, 13, 14, 15]}
INFO Using variables: 16...
INFO Training LGBMClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.000924 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.000535 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.000576 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.080702 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.000633 secs
INFO [FIT_TRANSFORM] ['FLAG_EMAIL']: 0.000506 secs
INFO [FIT_TRANSFORM] ['FLAG_MOBIL']: 0.000515 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_CAR']: 0.076844 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.018364 secs
INFO [FIT_TRANSFORM] ['FLAG_PHONE']: 0.000671 secs
INFO [FIT_TRANSFORM] ['FLAG_WORK_PHONE']: 0.000507 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.077866 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.019302 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.075698 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.01952 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.074868 secs
INFO Filtering importance by LGBMClassifier ...
INFO Total: 16...
INFO Selected: 15...
WARNING Find that enable_multi is True and n_jobs not set, setting to 2 !
WARNING Auto setting lightgbm params...
WARNING Setting model params: use_missing to True !
WARNING Setting model params: zero_as_missing to False !
INFO Using model params: {'max_depth': 3, 'n_estimators': 30, 'n_jobs': 2, 'use_missing': True, 'zero_as_missing': False}
INFO Using fit params: {'sample_weight': None, 'feature_name': 'auto', 'categorical_feature': [3, 6, 7, 10, 11, 12, 13, 14]}
INFO Using variables: 15...
INFO Training LGBMClassifier...
INFO [FIT_TRANSFORM] ['AMT_INCOME_TOTAL']: 0.000872 secs
INFO [FIT_TRANSFORM] ['CNT_CHILDREN']: 0.000523 secs
INFO [FIT_TRANSFORM] ['CNT_FAM_MEMBERS']: 0.000959 secs
INFO [FIT_TRANSFORM] ['CODE_GENDER']: 0.018245 secs
INFO [FIT_TRANSFORM] ['DAYS_EMPLOYED']: 0.000934 secs
INFO [FIT_TRANSFORM] ['FLAG_EMAIL']: 0.000596 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_CAR']: 0.078917 secs
INFO [FIT_TRANSFORM] ['FLAG_OWN_REALTY']: 0.019695 secs
INFO [FIT_TRANSFORM] ['FLAG_PHONE']: 0.001089 secs
INFO [FIT_TRANSFORM] ['FLAG_WORK_PHONE']: 0.000684 secs
INFO [FIT_TRANSFORM] ['NAME_EDUCATION_TYPE']: 0.078215 secs
INFO [FIT_TRANSFORM] ['NAME_FAMILY_STATUS']: 0.01954 secs
INFO [FIT_TRANSFORM] ['NAME_HOUSING_TYPE']: 0.07777 secs
INFO [FIT_TRANSFORM] ['NAME_INCOME_TYPE']: 0.019157 secs
INFO [FIT_TRANSFORM] ['OCCUPATION_TYPE']: 0.075018 secs
INFO Getting tree: 0 rules...
INFO Getting tree: 1 rules...
INFO Getting tree: 3 rules...
INFO Getting tree: 2 rules...
INFO Getting tree: 4 rules...
INFO Getting tree: 5 rules...
INFO Getting tree: 6 rules...
INFO Getting tree: 7 rules...
INFO Getting tree: 8 rules...
INFO Getting tree: 9 rules...
INFO Getting tree: 10 rules...
INFO Getting tree: 11 rules...
INFO Getting tree: 12 rules...
INFO Getting tree: 14 rules...
INFO Getting tree: 13 rules...
INFO Getting tree: 15 rules...
INFO Getting tree: 16 rules...
INFO Getting tree: 18 rules...
INFO Getting tree: 19 rules...
INFO Getting tree: 17 rules...
INFO Getting tree: 20 rules...
INFO Getting tree: 22 rules...
INFO Getting tree: 23 rules...
INFO Getting tree: 24 rules...
INFO Getting tree: 25 rules...
INFO Getting tree: 26 rules...
INFO Getting tree: 27 rules...
INFO Getting tree: 28 rules...
INFO Getting tree: 21 rules...
INFO Getting tree: 29 rules...
INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Caching psi detail...
INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail...
INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary...
INFO Caching psi detail...
INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Caching psi detail...
INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Caching psi detail...
INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail...
INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail...
INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary...
INFO Caching psi detail...
INFO Output tree: 0 flow...
INFO Output tree: 1 flow...
INFO Getting tree: 1 train detail...
INFO Getting tree: 0 train detail...
INFO Getting tree: 1 train summary...
INFO Getting tree: 0 train summary...
INFO Getting tree: 1 test detail...
INFO Getting tree: 1 test summary...
INFO Caching psi detail...
INFO Caching 1 split tables...
INFO Getting tree: 0 test detail...
INFO Output tree: 2 flow...
INFO Getting tree: 0 test summary...
INFO Caching psi detail...
INFO Caching 0 split tables...
INFO Output tree: 3 flow...
INFO Getting tree: 2 train detail...
INFO Getting tree: 2 train summary...
INFO Getting tree: 3 train detail...
INFO Getting tree: 3 train summary...
INFO Getting tree: 2 test detail...
INFO Getting tree: 2 test summary...
INFO Caching psi detail...
INFO Caching 2 split tables...
INFO Output tree: 4 flow...
INFO Getting tree: 3 test detail...
INFO Getting tree: 3 test summary...
INFO Caching psi detail...
INFO Caching 3 split tables...
INFO Output tree: 5 flow...
INFO Getting tree: 5 train detail...
INFO Getting tree: 5 train summary...
INFO Getting tree: 4 train detail...
INFO Getting tree: 4 train summary...
INFO Getting tree: 5 test detail...
INFO Getting tree: 5 test summary...
INFO Caching psi detail...
INFO Caching 5 split tables...
INFO Output tree: 6 flow...
INFO Getting tree: 4 test detail...
INFO Getting tree: 4 test summary...
INFO Caching psi detail...
INFO Caching 4 split tables...
INFO Output tree: 7 flow...
INFO Getting tree: 6 train detail...
INFO Getting tree: 6 train summary...
INFO Getting tree: 7 train detail...
INFO Getting tree: 7 train summary...
INFO Getting tree: 6 test detail...
INFO Getting tree: 6 test summary...
INFO Caching psi detail...
INFO Caching 6 split tables...
INFO Output tree: 8 flow...
INFO Getting tree: 7 test detail...
INFO Getting tree: 7 test summary...
INFO Caching psi detail...
INFO Caching 7 split tables...
INFO Output tree: 9 flow...
INFO Getting tree: 9 train detail...
INFO Getting tree: 8 train detail...
INFO Getting tree: 8 train summary...
INFO Getting tree: 9 train summary...
INFO Getting tree: 9 test detail...
INFO Getting tree: 9 test summary...
INFO Getting tree: 8 test detail...
INFO Caching psi detail...
INFO Caching 9 split tables...
INFO Getting tree: 8 test summary...
INFO Output tree: 10 flow...
INFO Caching psi detail...
INFO Caching 8 split tables...
INFO Output tree: 11 flow...
INFO Getting tree: 10 train detail...
INFO Getting tree: 10 train summary...
INFO Getting tree: 11 train detail...
INFO Getting tree: 11 train summary...
INFO Getting tree: 10 test detail...
INFO Getting tree: 10 test summary...
INFO Caching psi detail...
INFO Caching 10 split tables...
INFO Output tree: 12 flow...
INFO Getting tree: 11 test detail...
INFO Getting tree: 11 test summary...
INFO Caching psi detail...
INFO Caching 11 split tables...
INFO Output tree: 13 flow...
INFO Getting tree: 12 train detail...
INFO Getting tree: 12 train summary...
INFO Getting tree: 12 test detail...
INFO Getting tree: 12 test summary...
INFO Getting tree: 13 train detail...
INFO Caching psi detail...
INFO Caching 12 split tables...
INFO Getting tree: 13 train summary...
INFO Output tree: 14 flow...
INFO Getting tree: 13 test detail...
INFO Getting tree: 13 test summary...
INFO Caching psi detail...
INFO Caching 13 split tables...
INFO Getting tree: 14 train detail...
INFO Output tree: 15 flow...
INFO Getting tree: 14 train summary...
INFO Getting tree: 14 test detail...
INFO Getting tree: 14 test summary...
INFO Caching psi detail...
INFO Caching 14 split tables...
INFO Output tree: 16 flow...
INFO Getting tree: 15 train detail...
INFO Getting tree: 15 train summary...
INFO Getting tree: 16 train detail...
INFO Getting tree: 16 train summary...
INFO Getting tree: 15 test detail...
INFO Getting tree: 15 test summary...
INFO Caching psi detail...
INFO Caching 15 split tables...
INFO Output tree: 17 flow...
INFO Getting tree: 16 test detail...
INFO Getting tree: 16 test summary...
INFO Caching psi detail...
INFO Caching 16 split tables...
INFO Output tree: 18 flow...
INFO Getting tree: 17 train detail...
INFO Getting tree: 17 train summary...
INFO Getting tree: 18 train detail...
INFO Getting tree: 17 test detail...
INFO Getting tree: 18 train summary...
INFO Getting tree: 17 test summary...
INFO Caching psi detail...
INFO Caching 17 split tables...
INFO Output tree: 19 flow...
INFO Getting tree: 18 test detail...
INFO Getting tree: 18 test summary...
INFO Caching psi detail...
INFO Caching 18 split tables...
INFO Output tree: 20 flow...
INFO Getting tree: 19 train detail...
INFO Getting tree: 19 train summary...
INFO Getting tree: 19 test detail...
INFO Getting tree: 20 train detail...
INFO Getting tree: 19 test summary...
INFO Caching psi detail...
INFO Caching 19 split tables...
INFO Getting tree: 20 train summary...
INFO Output tree: 21 flow...
INFO Getting tree: 20 test detail...
INFO Getting tree: 20 test summary...
INFO Caching psi detail...
INFO Caching 20 split tables...
INFO Getting tree: 21 train detail...
INFO Output tree: 22 flow...
INFO Getting tree: 21 train summary...
INFO Getting tree: 21 test detail...
INFO Getting tree: 21 test summary...
INFO Caching psi detail...
INFO Caching 21 split tables...
INFO Getting tree: 22 train detail...
INFO Output tree: 23 flow...
INFO Getting tree: 22 train summary...
INFO Getting tree: 22 test detail...
INFO Getting tree: 22 test summary...
INFO Caching psi detail...
INFO Caching 22 split tables...
INFO Output tree: 24 flow...
INFO Getting tree: 23 train detail...
INFO Getting tree: 23 train summary...
INFO Getting tree: 23 test detail...
INFO Getting tree: 23 test summary...
INFO Caching psi detail...
INFO Caching 23 split tables...
INFO Output tree: 25 flow...
INFO Getting tree: 24 train detail...
INFO Getting tree: 24 train summary...
INFO Getting tree: 25 train detail...
INFO Getting tree: 24 test detail...
INFO Getting tree: 24 test summary...
INFO Caching psi detail...
INFO Getting tree: 25 train summary...
INFO Caching 24 split tables...
INFO Output tree: 26 flow...
INFO Getting tree: 25 test detail...
INFO Getting tree: 25 test summary...
INFO Caching psi detail...
INFO Caching 25 split tables...
INFO Output tree: 27 flow...
INFO Getting tree: 26 train detail...
INFO Getting tree: 26 train summary...
INFO Getting tree: 26 test detail...
INFO Getting tree: 26 test summary...
INFO Caching psi detail...
INFO Caching 26 split tables...
INFO Output tree: 28 flow...
INFO Getting tree: 27 train detail...
INFO Getting tree: 27 train summary...
INFO Getting tree: 28 train detail...
INFO Getting tree: 28 train summary...
INFO Getting tree: 27 test detail...
INFO Getting tree: 27 test summary...
INFO Caching psi detail...
INFO Caching 27 split tables...
INFO Output tree: 29 flow...
INFO Getting tree: 28 test detail...
INFO Getting tree: 28 test summary...
INFO Caching psi detail...
INFO Caching 28 split tables...
INFO Getting tree: 29 train detail...
INFO Getting tree: 29 train summary...
INFO Getting tree: 29 test detail...
INFO Getting tree: 29 test summary...
INFO Caching psi detail...
INFO Caching 29 split tables...
INFO Creating path table...
INFO Creating customized_nodes_dict...
INFO Creating rules summary...
INFO Getting 0 rules summary...
INFO Getting train 0 node index
INFO Getting 1 rules summary...
INFO Getting train 1 node index
INFO Getting test 0 node index
INFO Getting test 1 node index
INFO Getting 10 rules summary...
INFO Getting train 10 node index
INFO Getting 11 rules summary...
INFO Getting test 10 node index
INFO Getting train 11 node index
INFO Getting test 11 node index
INFO Getting 12 rules summary...
INFO Getting train 12 node index
INFO Getting 13 rules summary...
INFO Getting train 13 node index
INFO Getting test 12 node index
INFO Getting 14 rules summary...
INFO Getting train 14 node index
INFO Getting test 13 node index
INFO Getting test 14 node index
INFO Getting 15 rules summary...
INFO Getting train 15 node index
INFO Getting 16 rules summary...
INFO Getting train 16 node index
INFO Getting test 15 node index
INFO Getting test 16 node index
INFO Getting 18 rules summary...
INFO Getting train 18 node index
INFO Getting 19 rules summary...
INFO Getting test 18 node index
INFO Getting train 19 node index
INFO Getting test 19 node index
INFO Getting 2 rules summary...
INFO Getting train 2 node index
INFO Getting test 2 node index
INFO Getting 20 rules summary...
INFO Getting 21 rules summary...
INFO Getting train 21 node index
INFO Getting train 20 node index
INFO Getting test 21 node index
INFO Getting test 20 node index
INFO Getting 22 rules summary...
INFO Getting 23 rules summary...
INFO Getting train 22 node index
INFO Getting train 23 node index
INFO Getting test 23 node index
INFO Getting 24 rules summary...
INFO Getting train 24 node index
INFO Getting test 24 node index
INFO Getting test 22 node index
INFO Getting 25 rules summary...
INFO Getting train 25 node index
INFO Getting test 25 node index
INFO Getting 26 rules summary...
INFO Getting train 26 node index
INFO Getting 27 rules summary...
INFO Getting train 27 node index
INFO Getting test 26 node index
INFO Getting test 27 node index
INFO Getting 28 rules summary...
INFO Getting 29 rules summary...
INFO Getting train 28 node index
INFO Getting train 29 node index
INFO Getting test 28 node index
INFO Getting 3 rules summary...
INFO Getting train 3 node index
INFO Getting test 29 node index
INFO Getting test 3 node index
INFO Getting 4 rules summary...
INFO Getting train 4 node index
INFO Getting 5 rules summary...
INFO Getting train 5 node index
INFO Getting test 4 node index
INFO Getting test 5 node index
INFO Getting 7 rules summary...
INFO Getting train 7 node index
INFO Getting test 7 node index
INFO Getting 8 rules summary...
INFO Getting train 8 node index
INFO Getting 9 rules summary...
INFO Getting test 8 node index
INFO Getting train 9 node index
INFO Getting test 9 node index
INFO Filtering nodes stable...
INFO Creating tree_rules_positive...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting positive_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting positive_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting positive_test (1984-01-01, inf) merge line...
INFO Getting positive_train all merge line...
INFO Getting positive_test all merge line...
INFO Creating compare_rules_positive...
INFO Creating total train_rules_psi_positive...
INFO Creating bad train_rules_psi_positive...
INFO Creating sum_age train_rules_psi_positive...
INFO Creating total test_rules_psi_positive...
INFO Creating bad test_rules_psi_positive...
INFO Creating sum_age test_rules_psi_positive...
INFO Creating total_count compare_rules_psi_positive...
INFO Creating bad_count compare_rules_psi_positive...
INFO Creating sum_age compare_rules_psi_positive...
INFO Creating tree_rules_negative...
INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_train (-inf, 1972-01-01] merge line...
INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_train (1972-01-01, 1984-01-01] merge line...
INFO Creating train - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_train (1984-01-01, inf) merge line...
INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]...
INFO Getting negative_test (-inf, 1972-01-01] merge line...
INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Getting negative_test (1972-01-01, 1984-01-01] merge line...
INFO Creating test - birth_year | 3 | (1984-01-01, inf)...
INFO Getting negative_test (1984-01-01, inf) merge line...
INFO Getting negative_train all merge line...
INFO Getting negative_test all merge line...
INFO Creating compare_rules_negative...
INFO Creating total train_rules_psi_negative...
INFO Creating bad train_rules_psi_negative...
INFO Creating sum_age train_rules_psi_negative...
INFO Creating total test_rules_psi_negative...
INFO Creating bad test_rules_psi_negative...
INFO Creating sum_age test_rules_psi_negative...
INFO Creating total_count compare_rules_psi_negative...
INFO Creating bad_count compare_rules_psi_negative...
INFO Creating sum_age compare_rules_psi_negative...
INFO Saving var_drop...
INFO Saving rule tables...
INFO Adding customized_rule to excel...
INFO Saving train_importance_summary...
INFO Saving train_importance_detail...
INFO Saving train_model_detail...
INFO Saving test_importance_summary...
INFO Saving test_importance_detail...
INFO Saving test_model_detail...
INFO Saving train_model_cross_summary...
INFO Saving train_model_rank_cross...
INFO Saving train_model_psi_cross...
INFO Saving test_model_cross_summary...
INFO Saving test_model_rank_cross...
INFO Saving test_model_psi_cross...
INFO Saving compare_model_psi_cross...
INFO Saving model_psi_detail...
INFO Saving model_psi_summary...
INFO Saving rule sql...
INFO Adding rule_sql to excel...
INFO Saving model pkl...
INFO Saving model pmml...
INFO Adding model_pmml to excel...
INFO Adding run_model_pmml_in_java to excel...
INFO Saving setting...
INFO Adding runtime to excel...
INFO Saving directory...
INFO Saving...
INFO Saving files...
INFO Saving json...
INFO Saving tree: train 0 graph...
INFO Saving tree: train 1 graph...
INFO Saving tree: test 0 graph...
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INFO Saving tree: train 0 - birth_year | 3 | (-inf, 1972-01-01] graph...
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INFO Merging images...
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INFO Merging Train Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]...
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INFO Merging Train Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Train Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Train Tree: 0 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 1 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 2 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 3 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 4 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 16 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 17 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 18 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 19 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 20 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 21 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 22 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 23 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 24 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 25 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 26 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 27 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 28 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Train Tree: 29 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 0...
INFO Merging Test Tree: 1...
INFO Merging Test Tree: 2...
INFO Merging Test Tree: 3...
INFO Merging Test Tree: 4...
INFO Merging Test Tree: 5...
INFO Merging Test Tree: 6...
INFO Merging Test Tree: 7...
INFO Merging Test Tree: 8...
INFO Merging Test Tree: 9...
INFO Merging Test Tree: 10...
INFO Merging Test Tree: 11...
INFO Merging Test Tree: 12...
INFO Merging Test Tree: 13...
INFO Merging Test Tree: 14...
INFO Merging Test Tree: 15...
INFO Merging Test Tree: 16...
INFO Merging Test Tree: 17...
INFO Merging Test Tree: 18...
INFO Merging Test Tree: 19...
INFO Merging Test Tree: 20...
INFO Merging Test Tree: 21...
INFO Merging Test Tree: 22...
INFO Merging Test Tree: 23...
INFO Merging Test Tree: 24...
INFO Merging Test Tree: 25...
INFO Merging Test Tree: 26...
INFO Merging Test Tree: 27...
INFO Merging Test Tree: 28...
INFO Merging Test Tree: 29...
INFO Merging Test Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]...
INFO Merging Test Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]...
INFO Merging Test Tree: 0 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 1 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 2 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 3 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 4 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 16 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 17 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 18 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 19 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 20 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 21 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 22 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 23 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 24 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 25 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 26 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 27 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 28 - birth_year | 3 | (1984-01-01, inf)...
INFO Merging Test Tree: 29 - birth_year | 3 | (1984-01-01, inf)...
INFO Saving...
INFO Total: 339.31 s
INFO Total: 339.40 s
at.Analysis.tree_flow(
df_train, "./策略分析demo/v1-rec/v1-rec.xlsx", test_data=df_test,
recover_from_json="./策略分析demo/v1-lgb/Tree_v1-lgb.json"
)
INFO Checking train_data... INFO Checking response... INFO Checking test_data... INFO Checking response... INFO Checking columns... INFO Checking dtypes... WARNING Setting format_time_edge to True ! INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow... INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Caching psi detail... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Caching psi detail... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Caching psi detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 0 flow... INFO Output tree: 1 flow... INFO Getting tree: 1 train detail... INFO Getting tree: 1 train summary... INFO Getting tree: 0 train detail... INFO Getting tree: 0 train summary... INFO Getting tree: 1 test detail... INFO Getting tree: 1 test summary... INFO Caching psi detail... INFO Caching 1 split tables... INFO Output tree: 2 flow... INFO Getting tree: 0 test detail... INFO Getting tree: 0 test summary... INFO Caching psi detail... INFO Caching 0 split tables... INFO Output tree: 3 flow... INFO Getting tree: 2 train detail... INFO Getting tree: 2 train summary... INFO Getting tree: 3 train detail... INFO Getting tree: 3 train summary... INFO Getting tree: 2 test detail... INFO Getting tree: 2 test summary... INFO Caching psi detail... INFO Caching 2 split tables... INFO Output tree: 4 flow... INFO Getting tree: 3 test detail... INFO Getting tree: 3 test summary... INFO Caching psi detail... INFO Caching 3 split tables... INFO Output tree: 5 flow... INFO Getting tree: 4 train detail... INFO Getting tree: 4 train summary... INFO Getting tree: 5 train detail... INFO Getting tree: 5 train summary... INFO Getting tree: 4 test detail... INFO Getting tree: 4 test summary... INFO Caching psi detail... INFO Caching 4 split tables... INFO Output tree: 6 flow... INFO Getting tree: 5 test detail... INFO Getting tree: 5 test summary... INFO Caching psi detail... INFO Caching 5 split tables... INFO Output tree: 7 flow... INFO Getting tree: 6 train detail... INFO Getting tree: 6 train summary... INFO Getting tree: 7 train detail... INFO Getting tree: 7 train summary... INFO Getting tree: 6 test detail... INFO Getting tree: 6 test summary... INFO Caching psi detail... INFO Caching 6 split tables... INFO Output tree: 8 flow... INFO Getting tree: 7 test detail... INFO Getting tree: 7 test summary... INFO Caching psi detail... INFO Caching 7 split tables... INFO Output tree: 9 flow... INFO Getting tree: 8 train detail... INFO Getting tree: 8 train summary... INFO Getting tree: 9 train detail... INFO Getting tree: 8 test detail... INFO Getting tree: 8 test summary... INFO Getting tree: 9 train summary... INFO Caching psi detail... INFO Caching 8 split tables... INFO Output tree: 10 flow... INFO Getting tree: 9 test detail... INFO Getting tree: 9 test summary... INFO Caching psi detail... INFO Caching 9 split tables... INFO Output tree: 11 flow... INFO Getting tree: 10 train detail... INFO Getting tree: 10 train summary... INFO Getting tree: 10 test detail... INFO Getting tree: 11 train detail... INFO Getting tree: 11 train summary... INFO Getting tree: 10 test summary... INFO Caching psi detail... INFO Caching 10 split tables... INFO Output tree: 12 flow... INFO Getting tree: 11 test detail... INFO Getting tree: 11 test summary... INFO Caching psi detail... INFO Caching 11 split tables... INFO Output tree: 13 flow... INFO Getting tree: 12 train detail... INFO Getting tree: 12 train summary... INFO Getting tree: 13 train detail... INFO Getting tree: 12 test detail... INFO Getting tree: 12 test summary... INFO Getting tree: 13 train summary... INFO Caching psi detail... INFO Caching 12 split tables... INFO Output tree: 14 flow... INFO Getting tree: 13 test detail... INFO Getting tree: 13 test summary... INFO Caching psi detail... INFO Caching 13 split tables... INFO Output tree: 15 flow... INFO Getting tree: 14 train detail... INFO Getting tree: 14 train summary... INFO Getting tree: 15 train detail... INFO Getting tree: 15 train summary... INFO Getting tree: 14 test detail... INFO Getting tree: 14 test summary... INFO Caching psi detail... INFO Caching 14 split tables... INFO Output tree: 16 flow... INFO Getting tree: 15 test detail... INFO Getting tree: 15 test summary... INFO Caching psi detail... INFO Caching 15 split tables... INFO Output tree: 17 flow... INFO Getting tree: 16 train detail... INFO Getting tree: 17 train detail... INFO Getting tree: 16 train summary... INFO Getting tree: 17 train summary... INFO Getting tree: 17 test detail... INFO Getting tree: 16 test detail... INFO Getting tree: 17 test summary... INFO Caching psi detail... INFO Getting tree: 16 test summary... INFO Caching 17 split tables... INFO Caching psi detail... INFO Caching 16 split tables... INFO Output tree: 18 flow... INFO Output tree: 19 flow... INFO Getting tree: 19 train detail... INFO Getting tree: 18 train detail... INFO Getting tree: 19 train summary... INFO Getting tree: 18 train summary... INFO Getting tree: 18 test detail... INFO Getting tree: 18 test summary... INFO Caching psi detail... INFO Caching 18 split tables... INFO Getting tree: 19 test detail... INFO Getting tree: 19 test summary... INFO Caching psi detail... INFO Caching 19 split tables... INFO Output tree: 20 flow... INFO Output tree: 21 flow... INFO Getting tree: 20 train detail... INFO Getting tree: 20 train summary... INFO Getting tree: 21 train detail... INFO Getting tree: 21 train summary... INFO Getting tree: 20 test detail... INFO Getting tree: 21 test detail... INFO Getting tree: 21 test summary... INFO Getting tree: 20 test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Caching 20 split tables... INFO Caching 21 split tables... INFO Output tree: 22 flow... INFO Output tree: 23 flow... INFO Getting tree: 22 train detail... INFO Getting tree: 23 train detail... INFO Getting tree: 22 train summary... INFO Getting tree: 23 train summary... INFO Getting tree: 22 test detail... INFO Getting tree: 23 test detail... INFO Getting tree: 23 test summary... INFO Getting tree: 22 test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Caching 22 split tables... INFO Caching 23 split tables... INFO Output tree: 24 flow... INFO Output tree: 25 flow... INFO Getting tree: 24 train detail... INFO Getting tree: 24 train summary... INFO Getting tree: 25 train detail... INFO Getting tree: 25 train summary... INFO Getting tree: 24 test detail... INFO Getting tree: 24 test summary... INFO Getting tree: 25 test detail... INFO Caching psi detail... INFO Getting tree: 25 test summary... INFO Caching 24 split tables... INFO Caching psi detail... INFO Caching 25 split tables... INFO Output tree: 26 flow... INFO Output tree: 27 flow... INFO Getting tree: 26 train detail... INFO Getting tree: 26 train summary... INFO Getting tree: 27 train detail... INFO Getting tree: 27 train summary... INFO Getting tree: 26 test detail... INFO Getting tree: 26 test summary... INFO Caching psi detail... INFO Caching 26 split tables... INFO Getting tree: 27 test detail... INFO Getting tree: 27 test summary... INFO Caching psi detail... INFO Caching 27 split tables... INFO Output tree: 28 flow... INFO Output tree: 29 flow... INFO Getting tree: 28 train detail... INFO Getting tree: 28 train summary... INFO Getting tree: 29 train detail... INFO Getting tree: 29 train summary... INFO Getting tree: 28 test detail... INFO Getting tree: 28 test summary... INFO Getting tree: 29 test detail... INFO Caching psi detail... INFO Getting tree: 29 test summary... INFO Caching 28 split tables... INFO Caching psi detail... INFO Caching 29 split tables... INFO Checking customized_nodes_dict... INFO Creating path table... INFO Creating rules summary... INFO Getting 0 rules summary... INFO Getting 1 rules summary... INFO Getting train 0 node index INFO Getting train 1 node index INFO Getting test 1 node index INFO Getting test 0 node index INFO Getting 10 rules summary... INFO Getting train 10 node index INFO Getting 11 rules summary... INFO Getting train 11 node index INFO Getting test 10 node index INFO Getting test 11 node index INFO Getting 12 rules summary... INFO Getting 13 rules summary... INFO Getting train 13 node index INFO Getting train 12 node index INFO Getting test 13 node index INFO Getting test 12 node index INFO Getting 14 rules summary... INFO Getting train 14 node index INFO Getting 15 rules summary... INFO Getting train 15 node index INFO Getting test 14 node index INFO Getting test 15 node index INFO Getting 16 rules summary... INFO Getting train 16 node index INFO Getting 17 rules summary... INFO Getting train 17 node index INFO Getting test 16 node index INFO Getting 18 rules summary... INFO Getting train 18 node index INFO Getting test 17 node index INFO Getting test 18 node index INFO Getting 19 rules summary... INFO Getting train 19 node index INFO Getting 2 rules summary... INFO Getting train 2 node index INFO Getting test 19 node index INFO Getting test 2 node index INFO Getting 20 rules summary... INFO Getting train 20 node index INFO Getting test 20 node index INFO Getting 21 rules summary... INFO Getting train 21 node index INFO Getting test 21 node index INFO Getting 22 rules summary... INFO Getting train 22 node index INFO Getting test 22 node index INFO Getting 23 rules summary... INFO Getting train 23 node index INFO Getting 24 rules summary... INFO Getting test 23 node index INFO Getting train 24 node index INFO Getting 25 rules summary... INFO Getting train 25 node index INFO Getting test 25 node index INFO Getting 26 rules summary... INFO Getting train 26 node index INFO Getting test 24 node index INFO Getting test 26 node index INFO Getting 27 rules summary... INFO Getting train 27 node index INFO Getting 28 rules summary... INFO Getting train 28 node index INFO Getting test 27 node index INFO Getting test 28 node index INFO Getting 29 rules summary... INFO Getting 3 rules summary... INFO Getting train 29 node index INFO Getting train 3 node index INFO Getting test 29 node index INFO Getting test 3 node index INFO Getting 4 rules summary... INFO Getting train 4 node index INFO Getting 5 rules summary... INFO Getting test 4 node index INFO Getting train 5 node index INFO Getting 6 rules summary... INFO Getting train 6 node index INFO Getting test 5 node index INFO Getting test 6 node index INFO Getting 7 rules summary... INFO Getting train 7 node index INFO Getting 8 rules summary... INFO Getting test 7 node index INFO Getting train 8 node index INFO Getting 9 rules summary... INFO Getting train 9 node index INFO Getting test 9 node index INFO Getting test 8 node index INFO Filtering nodes stable... INFO Creating tree_rules_positive... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_train (-inf, 1972-01-01] merge line... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_train (1972-01-01, 1984-01-01] merge line... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_train (1984-01-01, inf) merge line... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_test (-inf, 1972-01-01] merge line... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_test (1972-01-01, 1984-01-01] merge line... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_test (1984-01-01, inf) merge line... INFO Getting positive_train all merge line... INFO Getting positive_test all merge line... INFO Creating compare_rules_positive... INFO Creating total train_rules_psi_positive... INFO Creating bad train_rules_psi_positive... INFO Creating total test_rules_psi_positive... INFO Creating bad test_rules_psi_positive... INFO Creating total_count compare_rules_psi_positive... INFO Creating bad_count compare_rules_psi_positive... INFO Creating tree_rules_negative... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_train (-inf, 1972-01-01] merge line... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_train (1972-01-01, 1984-01-01] merge line... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_train (1984-01-01, inf) merge line... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_test (-inf, 1972-01-01] merge line... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_test (1972-01-01, 1984-01-01] merge line... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_test (1984-01-01, inf) merge line... INFO Getting negative_train all merge line... INFO Getting negative_test all merge line... INFO Creating compare_rules_negative... INFO Creating total train_rules_psi_negative... INFO Creating bad train_rules_psi_negative... INFO Creating total test_rules_psi_negative... INFO Creating bad test_rules_psi_negative... INFO Creating total_count compare_rules_psi_negative... INFO Creating bad_count compare_rules_psi_negative... INFO Saving rule tables... INFO Adding customized_rule to excel... INFO Saving train_importance_summary... INFO Saving train_importance_detail... INFO Saving train_model_detail... INFO Saving test_importance_summary... INFO Saving test_importance_detail... INFO Saving test_model_detail... INFO Saving train_model_cross_summary... INFO Saving train_model_rank_cross... INFO Saving train_model_psi_cross... INFO Saving test_model_cross_summary... INFO Saving test_model_rank_cross... INFO Saving test_model_psi_cross... INFO Saving compare_model_psi_cross... INFO Saving model_psi_detail... INFO Saving model_psi_summary... INFO Saving rule sql... INFO Adding rule_sql to excel... INFO Saving setting... INFO Adding runtime to excel... INFO Saving directory... INFO Saving... INFO Saving files... INFO Saving json... INFO Saving tree: train 0 graph... INFO Saving tree: train 1 graph... INFO Saving tree: test 0 graph... INFO Saving tree: test 1 graph... INFO Saving tree: train 2 graph... INFO Saving tree: train 3 graph... INFO Saving tree: test 2 graph... INFO Saving tree: test 3 graph... INFO Saving tree: train 4 graph... INFO Saving tree: train 5 graph... INFO Saving tree: test 4 graph... INFO Saving tree: test 5 graph... INFO Saving tree: train 6 graph... INFO Saving tree: train 7 graph... INFO Saving tree: test 6 graph... INFO Saving tree: test 7 graph... INFO Saving tree: train 8 graph... INFO Saving tree: train 9 graph... INFO Saving tree: test 8 graph... INFO Saving tree: test 9 graph... INFO Saving tree: train 10 graph... INFO Saving tree: train 11 graph... INFO Saving tree: test 10 graph... INFO Saving tree: test 11 graph... INFO Saving tree: train 12 graph... INFO Saving tree: train 13 graph... INFO Saving tree: test 12 graph... INFO Saving tree: test 13 graph... INFO Saving tree: train 14 graph... INFO Saving tree: train 15 graph... INFO Saving tree: test 14 graph... INFO Saving tree: test 15 graph... INFO Saving tree: train 16 graph... INFO Saving tree: train 17 graph... INFO Saving tree: test 16 graph... INFO Saving tree: train 18 graph... INFO Saving tree: test 17 graph... INFO Saving tree: train 19 graph... INFO Saving tree: test 18 graph... INFO Saving tree: train 20 graph... INFO Saving tree: test 19 graph... INFO Saving tree: train 21 graph... INFO Saving tree: test 20 graph... INFO Saving tree: train 22 graph... INFO Saving tree: test 21 graph... INFO Saving tree: train 23 graph... INFO Saving tree: test 22 graph... INFO Saving tree: train 24 graph... INFO Saving tree: test 23 graph... INFO Saving tree: train 25 graph... INFO Saving tree: test 24 graph... INFO Saving tree: train 26 graph... INFO Saving tree: test 25 graph... INFO Saving tree: test 26 graph... INFO Saving tree: train 27 graph... INFO Saving tree: train 28 graph... INFO Saving tree: test 27 graph... INFO Saving tree: test 28 graph... INFO Saving tree: train 29 graph... INFO Saving tree: train 0 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 29 graph... INFO Saving tree: test 0 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 1 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 2 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 1 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 2 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 3 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 4 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 3 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 4 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 5 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 6 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 5 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 6 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 7 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 8 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 7 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 8 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 9 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 10 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 9 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 10 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 11 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 12 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 12 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 11 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 13 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 14 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 13 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 14 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 15 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 16 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 16 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 15 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 17 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 18 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 17 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 18 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 19 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 20 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 19 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 20 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 21 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 22 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 21 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 22 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 23 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 24 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 23 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 24 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 25 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 26 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 25 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 26 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 27 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 28 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 27 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 28 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 29 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 29 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... 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INFO Saving tree: train 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 0 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 1 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 0 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 1 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 2 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 3 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 2 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 3 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 4 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 5 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 4 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 5 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 6 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 7 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 6 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 7 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 8 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 9 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 8 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 9 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 10 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 11 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 10 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 11 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 12 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 13 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 12 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 13 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 14 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 14 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 15 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 15 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 16 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 16 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 17 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 17 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 18 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 18 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 19 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 19 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 20 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 20 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 21 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 21 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 22 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 22 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 23 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 23 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 24 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 25 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 24 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 25 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 26 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 27 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 26 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 27 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 28 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 29 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 28 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 29 - birth_year | 3 | (1984-01-01, inf) graph... INFO Merging images... INFO Merging Train Tree: 0... INFO Merging Train Tree: 1... INFO Merging Train Tree: 2... INFO Merging Train Tree: 3... INFO Merging Train Tree: 4... INFO Merging Train Tree: 5... INFO Merging Train Tree: 6... INFO Merging Train Tree: 7... INFO Merging Train Tree: 8... INFO Merging Train Tree: 9... INFO Merging Train Tree: 10... INFO Merging Train Tree: 11... INFO Merging Train Tree: 12... INFO Merging Train Tree: 13... INFO Merging Train Tree: 14... INFO Merging Train Tree: 15... INFO Merging Train Tree: 16... INFO Merging Train Tree: 17... INFO Merging Train Tree: 18... INFO Merging Train Tree: 19... INFO Merging Train Tree: 20... INFO Merging Train Tree: 21... INFO Merging Train Tree: 22... INFO Merging Train Tree: 23... INFO Merging Train Tree: 24... INFO Merging Train Tree: 25... INFO Merging Train Tree: 26... INFO Merging Train Tree: 27... INFO Merging Train Tree: 28... INFO Merging Train Tree: 29... INFO Merging Train Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 1 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 2 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 3 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 4 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 5 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 6 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 7 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 8 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 9 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 10 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 11 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 12 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 13 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 14 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 15 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 16 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 17 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 18 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 19 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 20 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 21 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 22 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 23 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 24 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 25 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 26 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 27 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 28 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 29 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 0... INFO Merging Test Tree: 1... INFO Merging Test Tree: 2... INFO Merging Test Tree: 3... INFO Merging Test Tree: 4... INFO Merging Test Tree: 5... INFO Merging Test Tree: 6... INFO Merging Test Tree: 7... INFO Merging Test Tree: 8... INFO Merging Test Tree: 9... INFO Merging Test Tree: 10... INFO Merging Test Tree: 11... INFO Merging Test Tree: 12... INFO Merging Test Tree: 13... INFO Merging Test Tree: 14... INFO Merging Test Tree: 15... INFO Merging Test Tree: 16... INFO Merging Test Tree: 17... INFO Merging Test Tree: 18... INFO Merging Test Tree: 19... INFO Merging Test Tree: 20... INFO Merging Test Tree: 21... INFO Merging Test Tree: 22... INFO Merging Test Tree: 23... INFO Merging Test Tree: 24... INFO Merging Test Tree: 25... INFO Merging Test Tree: 26... INFO Merging Test Tree: 27... INFO Merging Test Tree: 28... INFO Merging Test Tree: 29... INFO Merging Test Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 1 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 2 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 3 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 4 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 16 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 17 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 18 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 19 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 20 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 21 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 22 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 23 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 24 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 25 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 26 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 27 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 28 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 29 - birth_year | 3 | (1984-01-01, inf)... INFO Saving... INFO Total: 292.53 s INFO Total: 292.68 s
ori_name = "./策略分析demo/v1-lgb/v1-lgb.xlsx"
new_output = "./策略分析demo/vr-lgb/vr-lgb.xlsx"
at.Analysis.tree_flow(
df_train, new_output,
test_data=[df_test, df_data], train_name="开发", test_names=["测试", "全量"],
recover_path=ori_name,
)
INFO Checking train_data... INFO Checking response... INFO Checking test_data... INFO Checking response... INFO Checking columns... INFO Checking dtypes... WARNING Setting format_time_edge to True ! INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Caching psi detail... INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow... INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow... INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow... INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 0 flow... INFO Output tree: 1 flow... INFO Getting tree: 0 train detail... INFO Getting tree: 0 train summary... INFO Getting tree: 1 train detail... INFO Getting tree: 1 train summary... INFO Getting tree: 0 test detail... INFO Getting tree: 0 test summary... INFO Caching psi detail... INFO Caching 0 split tables... INFO Getting tree: 1 test detail... INFO Getting tree: 1 test summary... INFO Caching psi detail... INFO Caching 1 split tables... INFO Output tree: 2 flow... INFO Output tree: 3 flow... INFO Getting tree: 2 train detail... INFO Getting tree: 2 train summary... INFO Getting tree: 3 train detail... INFO Getting tree: 3 train summary... INFO Getting tree: 2 test detail... INFO Getting tree: 2 test summary... INFO Caching psi detail... INFO Caching 2 split tables... INFO Output tree: 4 flow... INFO Getting tree: 3 test detail... INFO Getting tree: 3 test summary... INFO Caching psi detail... INFO Caching 3 split tables... INFO Output tree: 5 flow... INFO Getting tree: 4 train detail... INFO Getting tree: 4 train summary... INFO Getting tree: 5 train detail... INFO Getting tree: 5 train summary... INFO Getting tree: 4 test detail... INFO Getting tree: 4 test summary... INFO Caching psi detail... INFO Caching 4 split tables... INFO Output tree: 6 flow... INFO Getting tree: 5 test detail... INFO Getting tree: 5 test summary... INFO Caching psi detail... INFO Caching 5 split tables... INFO Output tree: 7 flow... INFO Getting tree: 6 train detail... INFO Getting tree: 6 train summary... INFO Getting tree: 7 train detail... INFO Getting tree: 7 train summary... INFO Getting tree: 6 test detail... INFO Getting tree: 6 test summary... INFO Caching psi detail... INFO Caching 6 split tables... INFO Output tree: 8 flow... INFO Getting tree: 7 test detail... INFO Getting tree: 7 test summary... INFO Caching psi detail... INFO Caching 7 split tables... INFO Output tree: 9 flow... INFO Getting tree: 8 train detail... INFO Getting tree: 8 train summary... INFO Getting tree: 9 train detail... INFO Getting tree: 9 train summary... INFO Getting tree: 8 test detail... INFO Getting tree: 8 test summary... INFO Caching psi detail... INFO Caching 8 split tables... INFO Output tree: 10 flow... INFO Getting tree: 9 test detail... INFO Getting tree: 9 test summary... INFO Caching psi detail... INFO Caching 9 split tables... INFO Output tree: 11 flow... INFO Getting tree: 10 train detail... INFO Getting tree: 10 train summary... INFO Getting tree: 11 train detail... INFO Getting tree: 11 train summary... INFO Getting tree: 10 test detail... INFO Getting tree: 10 test summary... INFO Caching psi detail... INFO Caching 10 split tables... INFO Output tree: 12 flow... INFO Getting tree: 11 test detail... INFO Getting tree: 11 test summary... INFO Caching psi detail... INFO Caching 11 split tables... INFO Output tree: 13 flow... INFO Getting tree: 12 train detail... INFO Getting tree: 12 train summary... INFO Getting tree: 12 test detail... INFO Getting tree: 13 train detail... INFO Getting tree: 13 train summary... INFO Getting tree: 12 test summary... INFO Caching psi detail... INFO Caching 12 split tables... INFO Output tree: 14 flow... INFO Getting tree: 13 test detail... INFO Getting tree: 13 test summary... INFO Caching psi detail... INFO Caching 13 split tables... INFO Output tree: 15 flow... INFO Getting tree: 14 train detail... INFO Getting tree: 14 train summary... INFO Getting tree: 15 train detail... INFO Getting tree: 15 train summary... INFO Getting tree: 14 test detail... INFO Getting tree: 14 test summary... INFO Caching psi detail... INFO Caching 14 split tables... INFO Output tree: 16 flow... INFO Getting tree: 15 test detail... INFO Getting tree: 15 test summary... INFO Caching psi detail... INFO Caching 15 split tables... INFO Output tree: 17 flow... INFO Getting tree: 16 train detail... INFO Getting tree: 16 train summary... INFO Getting tree: 17 train detail... INFO Getting tree: 17 train summary... INFO Getting tree: 16 test detail... INFO Getting tree: 16 test summary... INFO Caching psi detail... INFO Caching 16 split tables... INFO Output tree: 18 flow... INFO Getting tree: 17 test detail... INFO Getting tree: 17 test summary... INFO Caching psi detail... INFO Caching 17 split tables... INFO Output tree: 19 flow... INFO Getting tree: 18 train detail... INFO Getting tree: 18 train summary... INFO Getting tree: 19 train detail... INFO Getting tree: 19 train summary... INFO Getting tree: 18 test detail... INFO Getting tree: 18 test summary... INFO Caching psi detail... INFO Getting tree: 19 test detail... INFO Caching 18 split tables... INFO Getting tree: 19 test summary... INFO Caching psi detail... INFO Caching 19 split tables... INFO Output tree: 20 flow... INFO Output tree: 21 flow... INFO Getting tree: 20 train detail... INFO Getting tree: 20 train summary... INFO Getting tree: 21 train detail... INFO Getting tree: 21 train summary... INFO Getting tree: 21 test detail... INFO Getting tree: 21 test summary... INFO Caching psi detail... INFO Caching 21 split tables... INFO Getting tree: 20 test detail... INFO Output tree: 22 flow... INFO Getting tree: 20 test summary... INFO Caching psi detail... INFO Caching 20 split tables... INFO Output tree: 23 flow... INFO Getting tree: 22 train detail... INFO Getting tree: 22 train summary... INFO Getting tree: 23 train detail... INFO Getting tree: 23 train summary... INFO Getting tree: 22 test detail... INFO Getting tree: 22 test summary... INFO Caching psi detail... INFO Caching 22 split tables... INFO Output tree: 24 flow... INFO Getting tree: 23 test detail... INFO Getting tree: 23 test summary... INFO Caching psi detail... INFO Caching 23 split tables... INFO Output tree: 25 flow... INFO Getting tree: 24 train detail... INFO Getting tree: 24 train summary... INFO Getting tree: 24 test detail... INFO Getting tree: 24 test summary... INFO Caching psi detail... INFO Caching 24 split tables... INFO Getting tree: 25 train detail... INFO Getting tree: 25 train summary... INFO Output tree: 26 flow... INFO Getting tree: 25 test detail... INFO Getting tree: 25 test summary... INFO Caching psi detail... INFO Caching 25 split tables... INFO Output tree: 27 flow... INFO Getting tree: 26 train detail... INFO Getting tree: 26 train summary... INFO Getting tree: 26 test detail... INFO Getting tree: 26 test summary... INFO Caching psi detail... INFO Caching 26 split tables... INFO Getting tree: 27 train detail... INFO Output tree: 28 flow... INFO Getting tree: 27 train summary... INFO Getting tree: 27 test detail... INFO Getting tree: 27 test summary... INFO Getting tree: 28 train detail... INFO Caching psi detail... INFO Getting tree: 28 train summary... INFO Caching 27 split tables... INFO Output tree: 29 flow... INFO Getting tree: 28 test detail... INFO Getting tree: 28 test summary... INFO Caching psi detail... INFO Caching 28 split tables... INFO Getting tree: 29 train detail... INFO Getting tree: 29 train summary... INFO Getting tree: 29 test detail... INFO Getting tree: 29 test summary... INFO Caching psi detail... INFO Caching 29 split tables... INFO Checking customized_nodes_dict... INFO Creating path table... INFO Creating rules summary... INFO Getting 0 rules summary... INFO Getting train 0 node index INFO Getting 1 rules summary... INFO Getting train 1 node index INFO Getting test 0 node index INFO Getting test 1 node index INFO Getting 10 rules summary... INFO Getting train 10 node index INFO Getting 11 rules summary... INFO Getting test 10 node index INFO Getting train 11 node index INFO Getting 12 rules summary... INFO Getting test 11 node index INFO Getting train 12 node index INFO Getting 13 rules summary... INFO Getting test 12 node index INFO Getting train 13 node index INFO Getting 14 rules summary... INFO Getting train 14 node index INFO Getting test 13 node index INFO Getting test 14 node index INFO Getting 15 rules summary... INFO Getting train 15 node index INFO Getting 16 rules summary... INFO Getting test 15 node index INFO Getting train 16 node index INFO Getting 17 rules summary... INFO Getting train 17 node index INFO Getting test 17 node index INFO Getting test 16 node index INFO Getting 18 rules summary... INFO Getting train 18 node index INFO Getting test 18 node index INFO Getting 19 rules summary... INFO Getting train 19 node index INFO Getting test 19 node index INFO Getting 2 rules summary... INFO Getting 20 rules summary... INFO Getting train 20 node index INFO Getting train 2 node index INFO Getting test 20 node index INFO Getting 21 rules summary... INFO Getting train 21 node index INFO Getting test 21 node index INFO Getting test 2 node index INFO Getting 22 rules summary... INFO Getting train 22 node index INFO Getting test 22 node index INFO Getting 23 rules summary... INFO Getting train 23 node index INFO Getting test 23 node index INFO Getting 24 rules summary... INFO Getting train 24 node index INFO Getting 25 rules summary... INFO Getting train 25 node index INFO Getting test 24 node index INFO Getting test 25 node index INFO Getting 26 rules summary... INFO Getting train 26 node index INFO Getting 27 rules summary... INFO Getting test 26 node index INFO Getting 28 rules summary... INFO Getting train 28 node index INFO Getting train 27 node index INFO Getting test 28 node index INFO Getting test 27 node index INFO Getting 29 rules summary... INFO Getting train 29 node index INFO Getting 3 rules summary... INFO Getting train 3 node index INFO Getting test 29 node index INFO Getting test 3 node index INFO Getting 4 rules summary... INFO Getting train 4 node index INFO Getting 5 rules summary... INFO Getting test 4 node index INFO Getting train 5 node index INFO Getting test 5 node index INFO Getting 6 rules summary... INFO Getting train 6 node index INFO Getting 7 rules summary... INFO Getting train 7 node index INFO Getting test 6 node index INFO Getting 8 rules summary... INFO Getting test 7 node index INFO Getting train 8 node index INFO Getting 9 rules summary... INFO Getting train 9 node index INFO Getting test 8 node index INFO Getting test 9 node index INFO Filtering nodes stable... INFO Creating tree_rules_positive... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_train (-inf, 1972-01-01] merge line... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_train (1972-01-01, 1984-01-01] merge line... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_train (1984-01-01, inf) merge line... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_test (-inf, 1972-01-01] merge line... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_test (1972-01-01, 1984-01-01] merge line... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_test (1984-01-01, inf) merge line... INFO Getting positive_train all merge line... INFO Getting positive_test all merge line... INFO Creating compare_rules_positive... INFO Creating total train_rules_psi_positive... INFO Creating bad train_rules_psi_positive... INFO Creating total test_rules_psi_positive... INFO Creating bad test_rules_psi_positive... INFO Creating total_count compare_rules_psi_positive... INFO Creating bad_count compare_rules_psi_positive... INFO Creating tree_rules_negative... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_train (-inf, 1972-01-01] merge line... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_train (1972-01-01, 1984-01-01] merge line... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_train (1984-01-01, inf) merge line... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_test (-inf, 1972-01-01] merge line... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_test (1972-01-01, 1984-01-01] merge line... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_test (1984-01-01, inf) merge line... INFO Getting negative_train all merge line... INFO Getting negative_test all merge line... INFO Creating compare_rules_negative... INFO Creating total train_rules_psi_negative... INFO Creating bad train_rules_psi_negative... INFO Creating total test_rules_psi_negative... INFO Creating bad test_rules_psi_negative... INFO Creating total_count compare_rules_psi_negative... INFO Creating bad_count compare_rules_psi_negative... INFO Saving rule tables... INFO Adding customized_rule to excel... INFO Saving train_importance_summary... INFO Saving train_importance_detail... INFO Saving train_model_detail... INFO Saving test_importance_summary... INFO Saving test_importance_detail... INFO Saving test_model_detail... INFO Saving train_model_cross_summary... INFO Saving train_model_rank_cross... INFO Saving train_model_psi_cross... INFO Saving test_model_cross_summary... INFO Saving test_model_rank_cross... INFO Saving test_model_psi_cross... INFO Saving compare_model_psi_cross... INFO Saving model_psi_detail... INFO Saving model_psi_summary... INFO Saving rule sql... INFO Adding rule_sql to excel... INFO Saving setting... INFO Adding runtime to excel... INFO Saving directory... INFO Saving... INFO Saving files... INFO Saving json... INFO Saving tree: train 0 graph... INFO Saving tree: train 1 graph... INFO Saving tree: test 1 graph... INFO Saving tree: test 0 graph... INFO Saving tree: train 2 graph... INFO Saving tree: train 3 graph... INFO Saving tree: test 2 graph... INFO Saving tree: test 3 graph... INFO Saving tree: train 4 graph... INFO Saving tree: train 5 graph... INFO Saving tree: test 4 graph... INFO Saving tree: test 5 graph... INFO Saving tree: train 6 graph... INFO Saving tree: train 7 graph... INFO Saving tree: test 6 graph... INFO Saving tree: test 7 graph... INFO Saving tree: train 8 graph... INFO Saving tree: train 9 graph... INFO Saving tree: test 8 graph... INFO Saving tree: test 9 graph... INFO Saving tree: train 10 graph... INFO Saving tree: train 11 graph... INFO Saving tree: test 10 graph... INFO Saving tree: train 12 graph... INFO Saving tree: test 11 graph... INFO Saving tree: train 13 graph... INFO Saving tree: test 12 graph... INFO Saving tree: train 14 graph... INFO Saving tree: test 13 graph... INFO Saving tree: train 15 graph... INFO Saving tree: test 14 graph... INFO Saving tree: test 15 graph... INFO Saving tree: train 16 graph... INFO Saving tree: train 17 graph... INFO Saving tree: test 16 graph... INFO Saving tree: test 17 graph... INFO Saving tree: train 18 graph... INFO Saving tree: train 19 graph... INFO Saving tree: test 18 graph... INFO Saving tree: test 19 graph... INFO Saving tree: train 20 graph... INFO Saving tree: train 21 graph... INFO Saving tree: test 20 graph... INFO Saving tree: test 21 graph... INFO Saving tree: train 22 graph... INFO Saving tree: train 23 graph... INFO Saving tree: test 22 graph... INFO Saving tree: test 23 graph... INFO Saving tree: train 24 graph... INFO Saving tree: train 25 graph... INFO Saving tree: test 24 graph... INFO Saving tree: train 26 graph... INFO Saving tree: test 25 graph... INFO Saving tree: train 27 graph... INFO Saving tree: test 26 graph... INFO Saving tree: test 27 graph... INFO Saving tree: train 28 graph... INFO Saving tree: train 29 graph... INFO Saving tree: test 28 graph... INFO Saving tree: train 0 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 29 graph... INFO Saving tree: train 1 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 0 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 2 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 1 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 3 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 2 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 3 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 4 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 5 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 4 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 6 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 5 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 7 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 6 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 7 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 8 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 9 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 8 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 9 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 10 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 11 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 10 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 11 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 12 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 13 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 12 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 13 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 14 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 14 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 15 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 16 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 15 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 16 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 17 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 18 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 17 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 18 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 19 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 20 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 19 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 20 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 21 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 22 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 21 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 22 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 23 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 24 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 23 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 24 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 25 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 26 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 25 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 26 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 27 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 28 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 27 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 28 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 29 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 29 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 0 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 0 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 1 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 2 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 1 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 2 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 3 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 3 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 4 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 4 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 5 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 5 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 6 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 6 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 7 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 7 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 8 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 8 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 9 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 9 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 10 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 10 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 11 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 11 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 12 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 12 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 13 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 13 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 14 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 14 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 15 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 16 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 15 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 16 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 17 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 18 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 17 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 18 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 19 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 20 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 19 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 20 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 21 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 22 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 21 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 22 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 23 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 24 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 23 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 24 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 25 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 26 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 25 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 26 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 27 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 28 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 27 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 28 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 29 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 29 - birth_year | 3 | (1984-01-01, inf) graph... INFO Merging images... INFO Merging Train Tree: 0... INFO Merging Train Tree: 1... INFO Merging Train Tree: 2... INFO Merging Train Tree: 3... INFO Merging Train Tree: 4... INFO Merging Train Tree: 5... INFO Merging Train Tree: 6... INFO Merging Train Tree: 7... INFO Merging Train Tree: 8... INFO Merging Train Tree: 9... INFO Merging Train Tree: 10... INFO Merging Train Tree: 11... INFO Merging Train Tree: 12... INFO Merging Train Tree: 13... INFO Merging Train Tree: 14... INFO Merging Train Tree: 15... INFO Merging Train Tree: 16... INFO Merging Train Tree: 17... INFO Merging Train Tree: 18... INFO Merging Train Tree: 19... INFO Merging Train Tree: 20... INFO Merging Train Tree: 21... INFO Merging Train Tree: 22... INFO Merging Train Tree: 23... INFO Merging Train Tree: 24... INFO Merging Train Tree: 25... INFO Merging Train Tree: 26... INFO Merging Train Tree: 27... INFO Merging Train Tree: 28... INFO Merging Train Tree: 29... INFO Merging Train Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 1 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 2 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 3 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 4 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 5 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 6 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 7 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 8 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 9 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 10 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 11 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 12 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 13 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 14 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 15 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 16 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 17 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 18 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 19 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 20 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 21 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 22 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 23 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 24 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 25 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 26 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 27 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 28 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 29 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 0... INFO Merging Test Tree: 1... INFO Merging Test Tree: 2... INFO Merging Test Tree: 3... INFO Merging Test Tree: 4... INFO Merging Test Tree: 5... INFO Merging Test Tree: 6... INFO Merging Test Tree: 7... INFO Merging Test Tree: 8... INFO Merging Test Tree: 9... INFO Merging Test Tree: 10... INFO Merging Test Tree: 11... INFO Merging Test Tree: 12... INFO Merging Test Tree: 13... INFO Merging Test Tree: 14... INFO Merging Test Tree: 15... INFO Merging Test Tree: 16... INFO Merging Test Tree: 17... INFO Merging Test Tree: 18... INFO Merging Test Tree: 19... INFO Merging Test Tree: 20... INFO Merging Test Tree: 21... INFO Merging Test Tree: 22... INFO Merging Test Tree: 23... INFO Merging Test Tree: 24... INFO Merging Test Tree: 25... INFO Merging Test Tree: 26... INFO Merging Test Tree: 27... INFO Merging Test Tree: 28... INFO Merging Test Tree: 29... INFO Merging Test Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 1 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 2 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 3 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 4 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 16 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 17 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 18 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 19 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 20 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 21 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 22 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 23 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 24 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 25 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 26 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 27 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 28 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 29 - birth_year | 3 | (1984-01-01, inf)... INFO Saving... INFO Total: 290.62 s INFO Checking train_data... INFO Checking response... INFO Checking test_data... INFO Checking response... INFO Checking columns... INFO Checking dtypes... WARNING Setting format_time_edge to True ! INFO Output tree: 0 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Output tree: 1 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 1 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Output tree: 2 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 0 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 2 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 3 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 5 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 4 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 5 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 6 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 7 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 8 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 10 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 12 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Output tree: 14 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 15 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 16 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 17 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 20 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 19 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 20 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Output tree: 22 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 21 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 24 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 25 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 25 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 29 - birth_year | 3 | (-inf, 1972-01-01] flow... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 28 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] train summary... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (-inf, 1972-01-01] test summary... INFO Caching psi detail... INFO Output tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Output tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Caching psi detail... INFO Getting tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Output tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Output tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Caching psi detail... INFO Output tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Output tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Caching psi detail... INFO Output tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Caching psi detail... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Output tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] flow... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train detail... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] train summary... INFO Getting tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test detail... INFO Getting tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01] test summary... INFO Caching psi detail... INFO Output tree: 0 - birth_year | 3 | (1984-01-01, inf) flow... INFO Output tree: 1 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 0 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 2 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 1 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 3 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 3 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 4 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 2 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 5 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 4 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 6 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 5 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Output tree: 7 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 6 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 8 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 7 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 9 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 8 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 10 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 9 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 11 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 10 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 12 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 11 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 12 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 13 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Output tree: 14 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 13 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 15 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 14 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Output tree: 16 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 15 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 17 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 16 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 18 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 17 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Caching psi detail... INFO Output tree: 19 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 18 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 20 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 19 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Caching psi detail... INFO Output tree: 21 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 20 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Caching psi detail... INFO Output tree: 22 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 21 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 23 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 22 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 24 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 23 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 25 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 24 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Output tree: 26 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 25 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 27 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 26 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 28 - birth_year | 3 | (1984-01-01, inf) flow... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 28 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Getting tree: 27 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Output tree: 29 - birth_year | 3 | (1984-01-01, inf) flow... INFO Caching psi detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) train summary... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test detail... INFO Getting tree: 29 - birth_year | 3 | (1984-01-01, inf) test summary... INFO Caching psi detail... INFO Output tree: 0 flow... INFO Output tree: 1 flow... INFO Getting tree: 1 train detail... INFO Getting tree: 1 train summary... INFO Getting tree: 0 train detail... INFO Getting tree: 0 train summary... INFO Getting tree: 1 test detail... INFO Getting tree: 1 test summary... INFO Caching psi detail... INFO Getting tree: 0 test detail... INFO Getting tree: 0 test summary... INFO Caching 1 split tables... INFO Caching psi detail... INFO Output tree: 2 flow... INFO Caching 0 split tables... INFO Output tree: 3 flow... INFO Getting tree: 2 train detail... INFO Getting tree: 2 train summary... INFO Getting tree: 3 train detail... INFO Getting tree: 3 train summary... INFO Getting tree: 2 test detail... INFO Getting tree: 2 test summary... INFO Caching psi detail... INFO Caching 2 split tables... INFO Output tree: 4 flow... INFO Getting tree: 3 test detail... INFO Getting tree: 3 test summary... INFO Caching psi detail... INFO Caching 3 split tables... INFO Output tree: 5 flow... INFO Getting tree: 4 train detail... INFO Getting tree: 4 train summary... INFO Getting tree: 5 train detail... INFO Getting tree: 5 train summary... INFO Getting tree: 4 test detail... INFO Getting tree: 4 test summary... INFO Caching psi detail... INFO Caching 4 split tables... INFO Output tree: 6 flow... INFO Getting tree: 5 test detail... INFO Getting tree: 5 test summary... INFO Caching psi detail... INFO Caching 5 split tables... INFO Output tree: 7 flow... INFO Getting tree: 6 train detail... INFO Getting tree: 6 train summary... INFO Getting tree: 7 train detail... INFO Getting tree: 7 train summary... INFO Getting tree: 6 test detail... INFO Getting tree: 6 test summary... INFO Caching psi detail... INFO Caching 6 split tables... INFO Getting tree: 7 test detail... INFO Output tree: 8 flow... INFO Getting tree: 7 test summary... INFO Caching psi detail... INFO Caching 7 split tables... INFO Output tree: 9 flow... INFO Getting tree: 8 train detail... INFO Getting tree: 8 train summary... INFO Getting tree: 9 train detail... INFO Getting tree: 9 train summary... INFO Getting tree: 8 test detail... INFO Getting tree: 8 test summary... INFO Caching psi detail... INFO Caching 8 split tables... INFO Output tree: 10 flow... INFO Getting tree: 9 test detail... INFO Getting tree: 9 test summary... INFO Caching psi detail... INFO Caching 9 split tables... INFO Output tree: 11 flow... INFO Getting tree: 10 train detail... INFO Getting tree: 10 train summary... INFO Getting tree: 11 train detail... INFO Getting tree: 11 train summary... INFO Getting tree: 10 test detail... INFO Getting tree: 10 test summary... INFO Caching psi detail... INFO Caching 10 split tables... INFO Getting tree: 11 test detail... INFO Getting tree: 11 test summary... INFO Caching psi detail... INFO Caching 11 split tables... INFO Output tree: 12 flow... INFO Output tree: 13 flow... INFO Getting tree: 13 train detail... INFO Getting tree: 12 train detail... INFO Getting tree: 13 train summary... INFO Getting tree: 12 train summary... INFO Getting tree: 13 test detail... INFO Getting tree: 13 test summary... INFO Caching psi detail... INFO Caching 13 split tables... INFO Output tree: 14 flow... INFO Getting tree: 12 test detail... INFO Getting tree: 12 test summary... INFO Caching psi detail... INFO Caching 12 split tables... INFO Output tree: 15 flow... INFO Getting tree: 15 train detail... INFO Getting tree: 15 train summary... INFO Getting tree: 14 train detail... INFO Getting tree: 14 train summary... INFO Getting tree: 15 test detail... INFO Getting tree: 15 test summary... INFO Caching psi detail... INFO Caching 15 split tables... INFO Output tree: 16 flow... INFO Getting tree: 14 test detail... INFO Getting tree: 14 test summary... INFO Caching psi detail... INFO Caching 14 split tables... INFO Output tree: 17 flow... INFO Getting tree: 16 train detail... INFO Getting tree: 16 train summary... INFO Getting tree: 17 train detail... INFO Getting tree: 17 train summary... INFO Getting tree: 16 test detail... INFO Getting tree: 16 test summary... INFO Caching psi detail... INFO Caching 16 split tables... INFO Output tree: 18 flow... INFO Getting tree: 17 test detail... INFO Getting tree: 17 test summary... INFO Caching psi detail... INFO Caching 17 split tables... INFO Output tree: 19 flow... INFO Getting tree: 18 train detail... INFO Getting tree: 18 train summary... INFO Getting tree: 19 train detail... INFO Getting tree: 19 train summary... INFO Getting tree: 18 test detail... INFO Getting tree: 18 test summary... INFO Caching psi detail... INFO Caching 18 split tables... INFO Getting tree: 19 test detail... INFO Getting tree: 19 test summary... INFO Output tree: 20 flow... INFO Caching psi detail... INFO Caching 19 split tables... INFO Output tree: 21 flow... INFO Getting tree: 20 train detail... INFO Getting tree: 20 train summary... INFO Getting tree: 21 train detail... INFO Getting tree: 21 train summary... INFO Getting tree: 20 test detail... INFO Getting tree: 20 test summary... INFO Caching psi detail... INFO Caching 20 split tables... INFO Getting tree: 21 test detail... INFO Output tree: 22 flow... INFO Getting tree: 21 test summary... INFO Caching psi detail... INFO Caching 21 split tables... INFO Output tree: 23 flow... INFO Getting tree: 22 train detail... INFO Getting tree: 22 train summary... INFO Getting tree: 23 train detail... INFO Getting tree: 23 train summary... INFO Getting tree: 22 test detail... INFO Getting tree: 22 test summary... INFO Getting tree: 23 test detail... INFO Caching psi detail... INFO Getting tree: 23 test summary... INFO Caching 22 split tables... INFO Caching psi detail... INFO Caching 23 split tables... INFO Output tree: 24 flow... INFO Output tree: 25 flow... INFO Getting tree: 24 train detail... INFO Getting tree: 24 train summary... INFO Getting tree: 25 train detail... INFO Getting tree: 25 train summary... INFO Getting tree: 24 test detail... INFO Getting tree: 24 test summary... INFO Caching psi detail... INFO Caching 24 split tables... INFO Getting tree: 25 test detail... INFO Getting tree: 25 test summary... INFO Caching psi detail... INFO Caching 25 split tables... INFO Output tree: 26 flow... INFO Output tree: 27 flow... INFO Getting tree: 26 train detail... INFO Getting tree: 26 train summary... INFO Getting tree: 27 train detail... INFO Getting tree: 27 train summary... INFO Getting tree: 26 test detail... INFO Getting tree: 26 test summary... INFO Caching psi detail... INFO Getting tree: 27 test detail... INFO Caching 26 split tables... INFO Getting tree: 27 test summary... INFO Caching psi detail... INFO Caching 27 split tables... INFO Output tree: 28 flow... INFO Output tree: 29 flow... INFO Getting tree: 28 train detail... INFO Getting tree: 28 train summary... INFO Getting tree: 29 train detail... INFO Getting tree: 29 train summary... INFO Getting tree: 28 test detail... INFO Getting tree: 28 test summary... INFO Caching psi detail... INFO Caching 28 split tables... INFO Getting tree: 29 test detail... INFO Getting tree: 29 test summary... INFO Caching psi detail... INFO Caching 29 split tables... INFO Checking customized_nodes_dict... INFO Creating path table... INFO Creating rules summary... INFO Getting 0 rules summary... INFO Getting train 0 node index INFO Getting 1 rules summary... INFO Getting train 1 node index INFO Getting test 0 node index INFO Getting test 1 node index INFO Getting 10 rules summary... INFO Getting train 10 node index INFO Getting 11 rules summary... INFO Getting train 11 node index INFO Getting test 11 node index INFO Getting test 10 node index INFO Getting 12 rules summary... INFO Getting train 12 node index INFO Getting 13 rules summary... INFO Getting train 13 node index INFO Getting test 12 node index INFO Getting test 13 node index INFO Getting 14 rules summary... INFO Getting train 14 node index INFO Getting 15 rules summary... INFO Getting train 15 node index INFO Getting test 14 node index INFO Getting test 15 node index INFO Getting 16 rules summary... INFO Getting train 16 node index INFO Getting 17 rules summary... INFO Getting train 17 node index INFO Getting test 16 node index INFO Getting test 17 node index INFO Getting 18 rules summary... INFO Getting train 18 node index INFO Getting 19 rules summary... INFO Getting test 18 node index INFO Getting train 19 node index INFO Getting 2 rules summary... INFO Getting test 19 node index INFO Getting train 2 node index INFO Getting test 2 node index INFO Getting 20 rules summary... INFO Getting train 20 node index INFO Getting test 20 node index INFO Getting 21 rules summary... INFO Getting train 21 node index INFO Getting test 21 node index INFO Getting 22 rules summary... INFO Getting train 22 node index INFO Getting 23 rules summary... INFO Getting train 23 node index INFO Getting test 22 node index INFO Getting test 23 node index INFO Getting 24 rules summary... INFO Getting train 24 node index INFO Getting test 24 node index INFO Getting 25 rules summary... INFO Getting train 25 node index INFO Getting 26 rules summary... INFO Getting test 25 node index INFO Getting train 26 node index INFO Getting test 26 node index INFO Getting 27 rules summary... INFO Getting train 27 node index INFO Getting test 27 node index INFO Getting 28 rules summary... INFO Getting train 28 node index INFO Getting test 28 node index INFO Getting 29 rules summary... INFO Getting 3 rules summary... INFO Getting train 3 node index INFO Getting train 29 node index INFO Getting test 3 node index INFO Getting 4 rules summary... INFO Getting train 4 node index INFO Getting test 4 node index INFO Getting test 29 node index INFO Getting 5 rules summary... INFO Getting 6 rules summary... INFO Getting train 5 node index INFO Getting train 6 node index INFO Getting test 5 node index INFO Getting test 6 node index INFO Getting 7 rules summary... INFO Getting train 7 node index INFO Getting 8 rules summary... INFO Getting train 8 node index INFO Getting test 7 node index INFO Getting test 8 node index INFO Getting 9 rules summary... INFO Getting train 9 node index INFO Getting test 9 node index INFO Filtering nodes stable... INFO Creating tree_rules_positive... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_train (-inf, 1972-01-01] merge line... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_train (1972-01-01, 1984-01-01] merge line... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_train (1984-01-01, inf) merge line... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting positive_test (-inf, 1972-01-01] merge line... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting positive_test (1972-01-01, 1984-01-01] merge line... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting positive_test (1984-01-01, inf) merge line... INFO Getting positive_train all merge line... INFO Getting positive_test all merge line... INFO Creating compare_rules_positive... INFO Creating total train_rules_psi_positive... INFO Creating bad train_rules_psi_positive... INFO Creating total test_rules_psi_positive... INFO Creating bad test_rules_psi_positive... INFO Creating total_count compare_rules_psi_positive... INFO Creating bad_count compare_rules_psi_positive... INFO Creating tree_rules_negative... INFO Creating train - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_train (-inf, 1972-01-01] merge line... INFO Creating train - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_train (1972-01-01, 1984-01-01] merge line... INFO Creating train - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_train (1984-01-01, inf) merge line... INFO Creating test - birth_year | 3 | (-inf, 1972-01-01]... INFO Getting negative_test (-inf, 1972-01-01] merge line... INFO Creating test - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Getting negative_test (1972-01-01, 1984-01-01] merge line... INFO Creating test - birth_year | 3 | (1984-01-01, inf)... INFO Getting negative_test (1984-01-01, inf) merge line... INFO Getting negative_train all merge line... INFO Getting negative_test all merge line... INFO Creating compare_rules_negative... INFO Creating total train_rules_psi_negative... INFO Creating bad train_rules_psi_negative... INFO Creating total test_rules_psi_negative... INFO Creating bad test_rules_psi_negative... INFO Creating total_count compare_rules_psi_negative... INFO Creating bad_count compare_rules_psi_negative... INFO Saving rule tables... INFO Adding customized_rule to excel... INFO Saving train_importance_summary... INFO Saving train_importance_detail... INFO Saving train_model_detail... INFO Saving test_importance_summary... INFO Saving test_importance_detail... INFO Saving test_model_detail... INFO Saving train_model_cross_summary... INFO Saving train_model_rank_cross... INFO Saving train_model_psi_cross... INFO Saving test_model_cross_summary... INFO Saving test_model_rank_cross... INFO Saving test_model_psi_cross... INFO Saving compare_model_psi_cross... INFO Saving model_psi_detail... INFO Saving model_psi_summary... INFO Saving rule sql... INFO Adding rule_sql to excel... INFO Saving setting... INFO Adding runtime to excel... INFO Saving directory... INFO Saving... INFO Saving files... INFO Saving json... INFO Saving tree: train 0 graph... INFO Saving tree: train 1 graph... INFO Saving tree: test 0 graph... INFO Saving tree: test 1 graph... INFO Saving tree: train 2 graph... INFO Saving tree: train 3 graph... INFO Saving tree: test 2 graph... INFO Saving tree: test 3 graph... INFO Saving tree: train 4 graph... INFO Saving tree: train 5 graph... INFO Saving tree: test 4 graph... INFO Saving tree: test 5 graph... INFO Saving tree: train 6 graph... INFO Saving tree: train 7 graph... INFO Saving tree: test 6 graph... INFO Saving tree: test 7 graph... INFO Saving tree: train 8 graph... INFO Saving tree: train 9 graph... INFO Saving tree: test 8 graph... INFO Saving tree: test 9 graph... INFO Saving tree: train 10 graph... INFO Saving tree: train 11 graph... INFO Saving tree: test 10 graph... INFO Saving tree: test 11 graph... INFO Saving tree: train 12 graph... INFO Saving tree: train 13 graph... INFO Saving tree: test 12 graph... INFO Saving tree: test 13 graph... INFO Saving tree: train 14 graph... INFO Saving tree: train 15 graph... INFO Saving tree: test 14 graph... INFO Saving tree: test 15 graph... INFO Saving tree: train 16 graph... INFO Saving tree: train 17 graph... INFO Saving tree: test 16 graph... INFO Saving tree: test 17 graph... INFO Saving tree: train 18 graph... INFO Saving tree: train 19 graph... INFO Saving tree: test 18 graph... INFO Saving tree: test 19 graph... INFO Saving tree: train 20 graph... INFO Saving tree: train 21 graph... INFO Saving tree: test 20 graph... INFO Saving tree: test 21 graph... INFO Saving tree: train 22 graph... INFO Saving tree: train 23 graph... INFO Saving tree: test 22 graph... INFO Saving tree: test 23 graph... INFO Saving tree: train 24 graph... INFO Saving tree: train 25 graph... INFO Saving tree: test 24 graph... INFO Saving tree: test 25 graph... INFO Saving tree: train 26 graph... INFO Saving tree: train 27 graph... INFO Saving tree: test 26 graph... INFO Saving tree: test 27 graph... INFO Saving tree: train 28 graph... INFO Saving tree: train 29 graph... INFO Saving tree: test 28 graph... INFO Saving tree: test 29 graph... INFO Saving tree: train 0 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 1 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 0 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 2 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 1 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 3 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 2 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 3 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 4 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 5 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 4 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 6 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 5 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 7 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 6 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 7 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 8 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 9 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 8 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 9 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 10 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 11 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 10 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 11 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 12 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 13 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 12 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 13 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 14 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 15 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 14 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 15 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 16 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 17 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 16 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 17 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 18 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 19 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 18 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 19 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 20 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 21 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 20 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 21 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 22 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 23 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 22 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 23 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 24 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 25 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 24 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 25 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 26 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 27 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 26 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 27 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 28 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 29 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 28 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: test 29 - birth_year | 3 | (-inf, 1972-01-01] graph... INFO Saving tree: train 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 0 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 1 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 2 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 3 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 4 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 5 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 6 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 7 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 8 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 9 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 10 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 11 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 12 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 13 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 14 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 15 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 16 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 17 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 18 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 19 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 20 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 21 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 22 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 23 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 24 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 25 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 26 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 27 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 28 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: train 0 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 29 - birth_year | 3 | (1972-01-01, 1984-01-01] graph... INFO Saving tree: test 0 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 1 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 2 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 1 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 2 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 3 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 4 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 3 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 4 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 5 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 6 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 5 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 6 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 7 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 8 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 7 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 8 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 9 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 10 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 9 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 10 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 11 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 12 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 11 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 12 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 13 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 14 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 13 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 14 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 15 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 16 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 15 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 16 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 17 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 17 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 18 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 18 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 19 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 19 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 20 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 20 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 21 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 21 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 22 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 23 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 22 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 23 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 24 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 25 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 24 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 25 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 26 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 27 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 26 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 27 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 28 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: train 29 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 28 - birth_year | 3 | (1984-01-01, inf) graph... INFO Saving tree: test 29 - birth_year | 3 | (1984-01-01, inf) graph... INFO Merging images... INFO Merging Train Tree: 0... INFO Merging Train Tree: 1... INFO Merging Train Tree: 2... INFO Merging Train Tree: 3... INFO Merging Train Tree: 4... INFO Merging Train Tree: 5... INFO Merging Train Tree: 6... INFO Merging Train Tree: 7... INFO Merging Train Tree: 8... INFO Merging Train Tree: 9... INFO Merging Train Tree: 10... INFO Merging Train Tree: 11... INFO Merging Train Tree: 12... INFO Merging Train Tree: 13... INFO Merging Train Tree: 14... INFO Merging Train Tree: 15... INFO Merging Train Tree: 16... INFO Merging Train Tree: 17... INFO Merging Train Tree: 18... INFO Merging Train Tree: 19... INFO Merging Train Tree: 20... INFO Merging Train Tree: 21... INFO Merging Train Tree: 22... INFO Merging Train Tree: 23... INFO Merging Train Tree: 24... INFO Merging Train Tree: 25... INFO Merging Train Tree: 26... INFO Merging Train Tree: 27... INFO Merging Train Tree: 28... INFO Merging Train Tree: 29... INFO Merging Train Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Train Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 1 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 2 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 3 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 4 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 5 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 6 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 7 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 8 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 9 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 10 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 11 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 12 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 13 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 14 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 15 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 16 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 17 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 18 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 19 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 20 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 21 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 22 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 23 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 24 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 25 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 26 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 27 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 28 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Train Tree: 29 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 0... INFO Merging Test Tree: 1... INFO Merging Test Tree: 2... INFO Merging Test Tree: 3... INFO Merging Test Tree: 4... INFO Merging Test Tree: 5... INFO Merging Test Tree: 6... INFO Merging Test Tree: 7... INFO Merging Test Tree: 8... INFO Merging Test Tree: 9... INFO Merging Test Tree: 10... INFO Merging Test Tree: 11... INFO Merging Test Tree: 12... INFO Merging Test Tree: 13... INFO Merging Test Tree: 14... INFO Merging Test Tree: 15... INFO Merging Test Tree: 16... INFO Merging Test Tree: 17... INFO Merging Test Tree: 18... INFO Merging Test Tree: 19... INFO Merging Test Tree: 20... INFO Merging Test Tree: 21... INFO Merging Test Tree: 22... INFO Merging Test Tree: 23... INFO Merging Test Tree: 24... INFO Merging Test Tree: 25... INFO Merging Test Tree: 26... INFO Merging Test Tree: 27... INFO Merging Test Tree: 28... INFO Merging Test Tree: 29... INFO Merging Test Tree: 0 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 1 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 2 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 3 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 4 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 5 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 6 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 7 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 8 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 9 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 10 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 11 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 12 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 13 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 14 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 15 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 16 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 17 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 18 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 19 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 20 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 21 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 22 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 23 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 24 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 25 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 26 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 27 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 28 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 29 - birth_year | 3 | (-inf, 1972-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 1 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 2 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 3 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 4 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 5 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 6 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 7 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 8 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 9 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 10 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 11 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 12 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 13 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 14 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 15 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 16 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 17 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 18 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 19 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 20 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 21 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 22 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 23 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 24 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 25 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 26 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 27 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 28 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 29 - birth_year | 3 | (1972-01-01, 1984-01-01]... INFO Merging Test Tree: 0 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 1 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 2 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 3 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 4 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 5 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 6 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 7 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 8 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 9 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 10 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 11 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 12 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 13 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 14 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 15 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 16 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 17 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 18 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 19 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 20 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 21 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 22 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 23 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 24 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 25 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 26 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 27 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 28 - birth_year | 3 | (1984-01-01, inf)... INFO Merging Test Tree: 29 - birth_year | 3 | (1984-01-01, inf)... INFO Saving... INFO Total: 293.82 s INFO Total: 598.61 s
# 打包结果
at.dt.Api.zip_dir_files("./策略分析demo/vr-lgb.zip", "./策略分析demo/vr-lgb")
INFO Saving ./策略分析demo/vr-lgb/Tree_vr-lgb-开发-全量.pdf... INFO Saving ./策略分析demo/vr-lgb/Tree_vr-lgb-开发-测试.pdf... INFO Saving ./策略分析demo/vr-lgb/Tree_vr-lgb-开发-测试.json... INFO Saving ./策略分析demo/vr-lgb/Tree_vr-lgb-开发-全量.xlsx... INFO Saving ./策略分析demo/vr-lgb/Tree_vr-lgb-开发-测试.xlsx... INFO Saving ./策略分析demo/vr-lgb/Tree_vr-lgb-开发-全量.json...
help(at.Report.create_tree_report)
Help on function in module alpha_tools:
create_tree_report(new_excel_name, excel_path_list, excel_name_list, train_test_dir_cn=None)
Usage:
---------
create_tree_report(
"xxx.xlsx", [
"file1.xlsx", "file2.xlsx", ...
], [
"filename1", "filename2", ...
], ["train_display_name", "test_display_name"]
)
---------
at.Report.create_tree_report(
"./策略分析demo/vt-策略对比/vt-策略对比.xlsx", [
"./策略分析demo/v1-lgb/v1-lgb.xlsx", "./策略分析demo/v2-lgb/v2-lgb.xlsx",
"./策略分析demo/v3-xgb/v3-xgb.xlsx", "./策略分析demo/v4-xgb/v4-xgb.xlsx",
], ["v1-lgb", "v2-lgb", "v3-xgb", "v4-xgb"]
)
INFO Loading ./策略分析demo/v1-lgb/Tree_v1-lgb.xlsx... INFO Loading ./策略分析demo/v2-lgb/Tree_v2-lgb.xlsx... INFO Loading ./策略分析demo/v3-xgb/Tree_v3-xgb.xlsx... INFO Loading ./策略分析demo/v4-xgb/Tree_v4-xgb.xlsx... INFO Creating books summary... INFO Saving... INFO Creating 模型评估-特征重要性-v1-lgb... INFO Creating 模型评估-特征重要性-v2-lgb... INFO Creating 模型评估-特征重要性-v3-xgb... INFO Creating 模型评估-特征重要性-v4-xgb... INFO Creating 规则评估-正向规则-汇总-v1-lgb... INFO Creating 规则评估-正向规则-汇总-v2-lgb... INFO Creating 规则评估-正向规则-汇总-v3-xgb... INFO Creating 规则评估-正向规则-汇总-v4-xgb... INFO Creating 规则评估-负向规则-汇总-v1-lgb... INFO Creating 规则评估-负向规则-汇总-v2-lgb... INFO Creating 规则评估-负向规则-汇总-v3-xgb... INFO Creating 规则评估-负向规则-汇总-v4-xgb... INFO Creating 规则评估-整体规则汇总-v1-lgb... INFO Creating 规则评估-整体规则汇总-v2-lgb... INFO Creating 规则评估-整体规则汇总-v3-xgb... INFO Creating 规则评估-整体规则汇总-v4-xgb... INFO Creating 模型评估-节点详情-开发-v1-lgb... INFO Creating 模型评估-节点详情-开发-v2-lgb... INFO Creating 模型评估-节点详情-开发-v3-xgb... INFO Creating 模型评估-节点详情-开发-v4-xgb... INFO Creating 模型评估-节点详情-验证-v1-lgb... INFO Creating 模型评估-节点详情-验证-v2-lgb... INFO Creating 模型评估-节点详情-验证-v3-xgb... INFO Creating 模型评估-节点详情-验证-v4-xgb... INFO Saving... INFO Copy files... INFO Copying /home/conda_env/策略分析demo/v1-lgb/Tree_v1-lgb.xlsx... INFO Copying /home/conda_env/策略分析demo/v1-lgb/Tree_v1-lgb.pdf... INFO Copying /home/conda_env/策略分析demo/v2-lgb/Tree_v2-lgb.xlsx... INFO Copying /home/conda_env/策略分析demo/v2-lgb/Tree_v2-lgb.pdf... INFO Copying /home/conda_env/策略分析demo/v3-xgb/Tree_v3-xgb.xlsx... INFO Copying /home/conda_env/策略分析demo/v3-xgb/Tree_v3-xgb.pdf... INFO Copying /home/conda_env/策略分析demo/v4-xgb/Tree_v4-xgb.xlsx... INFO Copying /home/conda_env/策略分析demo/v4-xgb/Tree_v4-xgb.pdf... INFO Creating csv path...
(['./策略分析demo/v1-lgb/v1-lgb.xlsx',
'./策略分析demo/v2-lgb/v2-lgb.xlsx',
'./策略分析demo/v3-xgb/v3-xgb.xlsx',
'./策略分析demo/v4-xgb/v4-xgb.xlsx'],
['v1-lgb', 'v2-lgb', 'v3-xgb', 'v4-xgb'],
None,
{})