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r_catering_200_60-70 r_catering_200_70-80 r_catering_200_80-90 r_catering_200_90-100 r_catering_500_0-10 r_catering_500_10-20 r_catering_500_20-30 r_catering_500_30-40 r_catering_500_40-50 r_catering_500_50-60 r_catering_500_60-70 r_catering_500_70-80 r_catering_500_80-90 r_catering_500_90-100 r_catering_over_500_0-10 r_catering_over_500_10-20 r_catering_over_500_20-30 r_catering_over_500_30-40 r_catering_over_500_40-50 r_catering_over_500_50-60 r_catering_over_500_60-70 r_catering_over_500_70-80 r_catering_over_500_80-90 r_catering_over_500_90-100 r_catering_times_2_0-10 r_catering_times_2_10-20 r_catering_times_2_20-30 r_catering_times_2_30-40 r_catering_times_2_40-50 r_catering_times_2_50-60 r_catering_times_2_60-70 r_catering_times_2_70-80 r_catering_times_2_80-90 r_catering_times_2_90-100 r_catering_times_4_0-10 r_catering_times_4_10-20 r_catering_times_4_20-30 r_catering_times_4_30-40 r_catering_times_4_40-50 r_catering_times_4_50-60 r_catering_times_4_60-70 r_catering_times_4_70-80 r_catering_times_4_80-90 r_catering_times_4_90-100 r_catering_times_6_0-10 r_catering_times_6_10-20 r_catering_times_6_20-30 r_catering_times_6_30-40 r_catering_times_6_40-50 r_catering_times_6_50-60 r_catering_times_6_60-70 r_catering_times_6_70-80 r_catering_times_6_80-90 r_catering_times_6_90-100 r_catering_times_8_0-10 r_catering_times_8_10-20 r_catering_times_8_20-30 r_catering_times_8_30-40 r_catering_times_8_40-50 r_catering_times_8_50-60 r_catering_times_8_60-70 r_catering_times_8_70-80 r_catering_times_8_80-90 r_catering_times_8_90-100 r_catering_times_10_0-10 r_catering_times_10_10-20 r_catering_times_10_20-30 r_catering_times_10_30-40 r_catering_times_10_40-50 r_catering_times_10_50-60 r_catering_times_10_60-70 r_catering_times_10_70-80 r_catering_times_10_80-90 r_catering_times_10_90-100 r_catering_times_11_0-10 r_catering_times_11_10-20 r_catering_times_11_20-30 r_catering_times_11_30-40 r_catering_times_11_40-50 r_catering_times_11_50-60 r_catering_times_11_60-70 r_catering_times_11_70-80 r_catering_times_11_80-90 r_catering_times_11_90-100 r_native_beijing_0-10 r_native_beijing_10-20 r_native_beijing_20-30 r_native_beijing_30-40 r_native_beijing_40-50 r_native_beijing_50-60 r_native_beijing_60-70 r_native_beijing_70-80 r_native_beijing_80-90 r_native_beijing_90-100 r_native_tianjing_0-10 r_native_tianjing_10-20 r_native_tianjing_20-30 r_native_tianjing_30-40 r_native_tianjing_40-50 r_native_tianjing_50-60 r_native_tianjing_60-70 r_native_tianjing_70-80 r_native_tianjing_80-90 r_native_tianjing_90-100 r_native_hebei_0-10 r_native_hebei_10-20 r_native_hebei_20-30 r_native_hebei_30-40 r_native_hebei_40-50 r_native_hebei_50-60 r_native_hebei_60-70 r_native_hebei_70-80 r_native_hebei_80-90 r_native_hebei_90-100 r_native_shanxi_0-10 r_native_shanxi_10-20 r_native_shanxi_20-30 r_native_shanxi_30-40 r_native_shanxi_40-50 r_native_shanxi_50-60 r_native_shanxi_60-70 r_native_shanxi_70-80 r_native_shanxi_80-90 r_native_shanxi_90-100 r_native_neimeng_0-10 r_native_neimeng_10-20 r_native_neimeng_20-30 r_native_neimeng_30-40 r_native_neimeng_40-50 r_native_neimeng_50-60 r_native_neimeng_60-70 r_native_neimeng_70-80 r_native_neimeng_80-90 r_native_neimeng_90-100 r_native_liaoning_0-10 r_native_liaoning_10-20 r_native_liaoning_20-30 r_native_liaoning_30-40 r_native_liaoning_40-50 r_native_liaoning_50-60 r_native_liaoning_60-70 r_native_liaoning_70-80 r_native_liaoning_80-90 r_native_liaoning_90-100 r_native_jilin_0-10 r_native_jilin_10-20 r_native_jilin_20-30 r_native_jilin_30-40 r_native_jilin_40-50 r_native_jilin_50-60 r_native_jilin_60-70 r_native_jilin_70-80 r_native_jilin_80-90 r_native_jilin_90-100 r_native_heilongjiang_0-10 r_native_heilongjiang_10-20 r_native_heilongjiang_20-30 r_native_heilongjiang_30-40 r_native_heilongjiang_40-50 r_native_heilongjiang_50-60 r_native_heilongjiang_60-70 r_native_heilongjiang_70-80 r_native_heilongjiang_80-90 r_native_heilongjiang_90-100 r_native_shanghai_0-10 r_native_shanghai_10-20 r_native_shanghai_20-30 r_native_shanghai_30-40 r_native_shanghai_40-50 r_native_shanghai_50-60 r_native_shanghai_60-70 r_native_shanghai_70-80 r_native_shanghai_80-90 r_native_shanghai_90-100 r_native_jiangsu_0-10 r_native_jiangsu_10-20 r_native_jiangsu_20-30 r_native_jiangsu_30-40 r_native_jiangsu_40-50 r_native_jiangsu_50-60 r_native_jiangsu_60-70 r_native_jiangsu_70-80 r_native_jiangsu_80-90 r_native_jiangsu_90-100 r_native_zhejiang_0-10 r_native_zhejiang_10-20 r_native_zhejiang_20-30 r_native_zhejiang_30-40 r_native_zhejiang_40-50 r_native_zhejiang_50-60 r_native_zhejiang_60-70 r_native_zhejiang_70-80 r_native_zhejiang_80-90 r_native_zhejiang_90-100 r_native_anhui_0-10 r_native_anhui_10-20 r_native_anhui_20-30 r_native_anhui_30-40 r_native_anhui_40-50 r_native_anhui_50-60 r_native_anhui_60-70 r_native_anhui_70-80 r_native_anhui_80-90 r_native_anhui_90-100 r_native_fujian_0-10 r_native_fujian_10-20 r_native_fujian_20-30 r_native_fujian_30-40 r_native_fujian_40-50 r_native_fujian_50-60 r_native_fujian_60-70 r_native_fujian_70-80 r_native_fujian_80-90 r_native_fujian_90-100 r_native_jiangix_0-10 r_native_jiangix_10-20 r_native_jiangix_20-30 r_native_jiangix_30-40 r_native_jiangix_40-50 r_native_jiangix_50-60 r_native_jiangix_60-70 r_native_jiangix_70-80 r_native_jiangix_80-90 r_native_jiangix_90-100 r_native_shandong_0-10 r_native_shandong_10-20 r_native_shandong_20-30 r_native_shandong_30-40 r_native_shandong_40-50 r_native_shandong_50-60 r_native_shandong_60-70 r_native_shandong_70-80 r_native_shandong_80-90 r_native_shandong_90-100 r_native_henan_0-10 r_native_henan_10-20 r_native_henan_20-30 r_native_henan_30-40 r_native_henan_40-50 r_native_henan_50-60 r_native_henan_60-70 r_native_henan_70-80 r_native_henan_80-90 r_native_henan_90-100 r_native_hubei_0-10 r_native_hubei_10-20 r_native_hubei_20-30 r_native_hubei_30-40 r_native_hubei_40-50 r_native_hubei_50-60 r_native_hubei_60-70 r_native_hubei_70-80 r_native_hubei_80-90 r_native_hubei_90-100 r_native_hunan_0-10 r_native_hunan_10-20 r_native_hunan_20-30 r_native_hunan_30-40 r_native_hunan_40-50 r_native_hunan_50-60 r_native_hunan_60-70 r_native_hunan_70-80 r_native_hunan_80-90 r_native_hunan_90-100 r_native_guangdong_0-10 r_native_guangdong_10-20 r_native_guangdong_20-30 r_native_guangdong_30-40 r_native_guangdong_40-50 r_native_guangdong_50-60 r_native_guangdong_60-70 r_native_guangdong_70-80 r_native_guangdong_80-90 r_native_guangdong_90-100 r_native_hainan_0-10 r_native_hainan_10-20 r_native_hainan_20-30 r_native_hainan_30-40 r_native_hainan_40-50 r_native_hainan_50-60 r_native_hainan_60-70 r_native_hainan_70-80 r_native_hainan_80-90 r_native_hainan_90-100 r_native_sichuan_0-10 r_native_sichuan_10-20 r_native_sichuan_20-30 r_native_sichuan_30-40 r_native_sichuan_40-50 r_native_sichuan_50-60 r_native_sichuan_60-70 r_native_sichuan_70-80 r_native_sichuan_80-90 r_native_sichuan_90-100 r_native_guizhou_0-10 r_native_guizhou_10-20 r_native_guizhou_20-30 r_native_guizhou_30-40 r_native_guizhou_40-50 r_native_guizhou_50-60 r_native_guizhou_60-70 r_native_guizhou_70-80 r_native_guizhou_80-90 r_native_guizhou_90-100 r_native_yunnan_0-10 r_native_yunnan_10-20 r_native_yunnan_20-30 r_native_yunnan_30-40 r_native_yunnan_40-50 r_native_yunnan_50-60 r_native_yunnan_60-70 r_native_yunnan_70-80 r_native_yunnan_80-90 r_native_yunnan_90-100 r_native_shan_0-10 r_native_shan_10-20 r_native_shan_20-30 r_native_shan_30-40 r_native_shan_40-50 r_native_shan_50-60 r_native_shan_60-70 r_native_shan_70-80 r_native_shan_80-90 r_native_shan_90-100 r_native_gansu_0-10 r_native_gansu_10-20 r_native_gansu_20-30 r_native_gansu_30-40 r_native_gansu_40-50 r_native_gansu_50-60 r_native_gansu_60-70 r_native_gansu_70-80 r_native_gansu_80-90 r_native_gansu_90-100 r_native_qinghai_0-10 r_native_qinghai_10-20 r_native_qinghai_20-30 r_native_qinghai_30-40 r_native_qinghai_40-50 r_native_qinghai_50-60 r_native_qinghai_60-70 r_native_qinghai_70-80 r_native_qinghai_80-90 r_native_qinghai_90-100 r_native_guangxi_0-10 r_native_guangxi_10-20 r_native_guangxi_20-30 r_native_guangxi_30-40 r_native_guangxi_40-50 r_native_guangxi_50-60 r_native_guangxi_60-70 r_native_guangxi_70-80 r_native_guangxi_80-90 r_native_guangxi_90-100 r_native_ningxia_0-10 r_native_ningxia_10-20 r_native_ningxia_20-30 r_native_ningxia_30-40 r_native_ningxia_40-50 r_native_ningxia_50-60 r_native_ningxia_60-70 r_native_ningxia_70-80 r_native_ningxia_80-90 r_native_ningxia_90-100 r_native_xinjiang_0-10 r_native_xinjiang_10-20 r_native_xinjiang_20-30 r_native_xinjiang_30-40 r_native_xinjiang_40-50 r_native_xinjiang_50-60 r_native_xinjiang_60-70 r_native_xinjiang_70-80 r_native_xinjiang_80-90 r_native_xinjiang_90-100 r_native_xizang_0-10 r_native_xizang_10-20 r_native_xizang_20-30 r_native_xizang_30-40 r_native_xizang_40-50 r_native_xizang_50-60 r_native_xizang_60-70 r_native_xizang_70-80 r_native_xizang_80-90 r_native_xizang_90-100 r_native_chongqing_0-10 r_native_chongqing_10-20 r_native_chongqing_20-30 r_native_chongqing_30-40 r_native_chongqing_40-50 r_native_chongqing_50-60 r_native_chongqing_60-70 r_native_chongqing_70-80 r_native_chongqing_80-90 r_native_chongqing_90-100 r_native_hongkong_0-10 r_native_hongkong_10-20 r_native_hongkong_20-30 r_native_hongkong_30-40 r_native_hongkong_40-50 r_native_hongkong_50-60 r_native_hongkong_60-70 r_native_hongkong_70-80 r_native_hongkong_80-90 r_native_hongkong_90-100 r_native_macao_0-10 r_native_macao_10-20 r_native_macao_20-30 r_native_macao_30-40 r_native_macao_40-50 r_native_macao_50-60 r_native_macao_60-70 r_native_macao_70-80 r_native_macao_80-90 r_native_macao_90-100 r_native_taiwan_0-10 r_native_taiwan_10-20 r_native_taiwan_20-30 r_native_taiwan_30-40 r_native_taiwan_40-50 r_native_taiwan_50-60 r_native_taiwan_60-70 r_native_taiwan_70-80 r_native_taiwan_80-90 r_native_taiwan_90-100 r_native_other_0-10 r_native_other_10-20 r_native_other_20-30 r_native_other_30-40 r_native_other_40-50 r_native_other_50-60 r_native_other_60-70 r_native_other_70-80 r_native_other_80-90 r_native_other_90-100 f_flow_num_0-100 f_flow_num_101-500 f_flow_num_501-2000 f_flow_num_2001-5000 f_flow_num_5001-10000 f_flow_num_10001-50000 f_flow_num_50001-100000 f_flow_num_100000以上 f_holiday_flow_num_0-100 f_holiday_flow_num_101-500 f_holiday_flow_num_501-2000 f_holiday_flow_num_2001-5000 f_holiday_flow_num_5001-10000 f_holiday_flow_num_10001-50000 f_holiday_flow_num_50001-100000 f_holiday_flow_num_100000以上 f_workday_flow_num_0-100 f_workday_flow_num_101-500 f_workday_flow_num_501-2000 f_workday_flow_num_2001-5000 f_workday_flow_num_5001-10000 f_workday_flow_num_10001-50000 f_workday_flow_num_50001-100000 f_workday_flow_num_100000以上 f_flowurban_cons_middle_0-10 f_flowurban_cons_middle_10-20 f_flowurban_cons_middle_20-30 f_flowurban_cons_middle_30-40 f_flowurban_cons_middle_40-50 f_flowurban_cons_middle_50-60 f_flowurban_cons_middle_60-70 f_flowurban_cons_middle_70-80 f_flowurban_cons_middle_80-90 f_flowurban_cons_middle_90-100 f_flowurban_cons_low_0-10 f_flowurban_cons_low_10-20 f_flowurban_cons_low_20-30 f_flowurban_cons_low_30-40 f_flowurban_cons_low_40-50 f_flowurban_cons_low_50-60 f_flowurban_cons_low_60-70 f_flowurban_cons_low_70-80 f_flowurban_cons_low_80-90 f_flowurban_cons_low_90-100 f_flowurban_cons_lower_0-10 f_flowurban_cons_lower_10-20 f_flowurban_cons_lower_20-30 f_flowurban_cons_lower_30-40 f_flowurban_cons_lower_40-50 f_flowurban_cons_lower_50-60 f_flowurban_cons_lower_60-70 f_flowurban_cons_lower_70-80 f_flowurban_cons_lower_80-90 f_flowurban_cons_lower_90-100 f_flowurban_cons_second_high_0-10 f_flowurban_cons_second_high_10-20 f_flowurban_cons_second_high_20-30 f_flowurban_cons_second_high_30-40 f_flowurban_cons_second_high_40-50 f_flowurban_cons_second_high_50-60 f_flowurban_cons_second_high_60-70 f_flowurban_cons_second_high_70-80 f_flowurban_cons_second_high_80-90 f_flowurban_cons_second_high_90-100 f_flowurban_cons_high_0-10 f_flowurban_cons_high_10-20 f_flowurban_cons_high_20-30 f_flowurban_cons_high_30-40 f_flowurban_cons_high_40-50 f_flowurban_cons_high_50-60 f_flowurban_cons_high_60-70 f_flowurban_cons_high_70-80 f_flowurban_cons_high_80-90 f_flowurban_cons_high_90-100 f_flowedu_junior_middle_0-10 f_flowedu_junior_middle_10-20 f_flowedu_junior_middle_20-30 f_flowedu_junior_middle_30-40 f_flowedu_junior_middle_40-50 f_flowedu_junior_middle_50-60 f_flowedu_junior_middle_60-70 f_flowedu_junior_middle_70-80 f_flowedu_junior_middle_80-90 f_flowedu_junior_middle_90-100 f_flowedu_doctor_0-10 f_flowedu_doctor_10-20 f_flowedu_doctor_20-30 f_flowedu_doctor_30-40 f_flowedu_doctor_40-50 f_flowedu_doctor_50-60 f_flowedu_doctor_60-70 f_flowedu_doctor_70-80 f_flowedu_doctor_80-90 f_flowedu_doctor_90-100 f_flowedu_specialty_0-10 f_flowedu_specialty_10-20 f_flowedu_specialty_20-30 f_flowedu_specialty_30-40 f_flowedu_specialty_40-50 f_flowedu_specialty_50-60 f_flowedu_specialty_60-70 f_flowedu_specialty_70-80 f_flowedu_specialty_80-90 f_flowedu_specialty_90-100 f_flowedu_primary_0-10 f_flowedu_primary_10-20 f_flowedu_primary_20-30 f_flowedu_primary_30-40 f_flowedu_primary_40-50 f_flowedu_primary_50-60 f_flowedu_primary_60-70 f_flowedu_primary_70-80 f_flowedu_primary_80-90 f_flowedu_primary_90-100 f_flowedu_college_0-10 f_flowedu_college_10-20 f_flowedu_college_20-30 f_flowedu_college_30-40 f_flowedu_college_40-50 f_flowedu_college_50-60 f_flowedu_college_60-70 f_flowedu_college_70-80 f_flowedu_college_80-90 f_flowedu_college_90-100 f_flowedu_postgraduate_0-10 f_flowedu_postgraduate_10-20 f_flowedu_postgraduate_20-30 f_flowedu_postgraduate_30-40 f_flowedu_postgraduate_40-50 f_flowedu_postgraduate_50-60 f_flowedu_postgraduate_60-70 f_flowedu_postgraduate_70-80 f_flowedu_postgraduate_80-90 f_flowedu_postgraduate_90-100 f_flowedu_senior_middle_0-10 f_flowedu_senior_middle_10-20 f_flowedu_senior_middle_20-30 f_flowedu_senior_middle_30-40 f_flowedu_senior_middle_40-50 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leaf_count=2951 555 555 744 340 114375 1330 5767 702 1725 1511 2720 2735 205 1431 47 36 77 74 138 313 116 166 159 318 32 180 40 55 347 44
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internal_count=139788 139098 122322 120932 120087 115705 16776 15412 11738 3236 3674 8502 2925 4382 749 690 1390 498 1364 1226 892 845 499 873 776 346 353 135 424 80

Tree=98
num_leaves=25
num_cat=0
split_feature=135 19 187 61 62 590 533 400 371 1681 1524 1927 43 1595 35 543 1497 355 754 480 501 570 53 34
split_gain=80.5417 77.6144 80.5111 79.563 108.821 84.8519 82.4913 81.7358 76.6981 71.9548 39.4349 35.4524 39.7525 37.9918 46.5336 44.6632 17.6534 22.9537 11.7995 4.1223 5.96548 2.80688 2.05995 0.211681
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -6 8 -5 -9 11 13 23 15 -15 -3 22 -18 19 20 -4 -21 -12 -13
right_child=-2 10 18 7 6 -7 -8 9 -10 -11 16 12 -14 14 -16 -17 17 -19 -20 21 -22 -23 -24 -25
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internal_count=139788 139739 121382 120146 102999 70297 32702 17147 10512 6635 18357 17205 1524 15681 1809 13872 1152 100 1236 1184 305 879 1052 1495

Tree=99
num_cat=0
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end of trees

feature_importances:
BB_RTL_CUST_TERMINAL_LEVEL_NAME_普通终端=77
direct_retail_price_51-100=54
is_medium_是=53
direct_retail_price_10-30=49
BB_RTL_CUST_BUSINESS_TYPE_NAME_烟草专业店=41
tbc_total_length_80-89=41
direct_retail_price_31-50=40
tbc_total_length_小于79=39
factory_name_广东中烟=34
BB_RTL_CUST_CHAIN_FLAG_是=33
is_chuangxin_是=31
factory_name_河北中烟=27
direct_retail_price_0-10=27
factory_name_上海烟草公司=26
brand_name_双喜(广)=26
PRODUCT_INSALE_QTY_121-130=25
is_abnormity_是=25
PRODUCT_INSALE_QTY_111-120=24
PRODUCT_INSALE_QTY_131-140=23
is_low_tar_是=23
f_holiday_flow_num_5001-10000=23
MD04_MG_RTL_CUST_CREDITCLASS_NAME_A=22
brand_name_芙蓉王=22
r_work_num_5001-10000=22
STORE_AREA_0-20=21
OPERATOR_AGE_66-80=21
factory_name_湖北中烟=21
r_edu_postgraduate_0-10=21
f_holiday_flow_num_101-500=21
f_holidayhouse_second_high_20-30=21
PRODUCT_INSALE_QTY_51-60=20
PRODUCT_INSALE_QTY_101-110=20
factory_name_中烟英美烟草国际有限公司=20
f_holidayhouse_middle_50-60=20
BB_RTL_CUST_BUSINESS_TYPE_NAME_便利店=19
factory_name_四川中烟=19
is_exploding_beads_是=19
r_age_17_10-20=19
OPERATOR_EDU_1=18
STORE_AREA_21-50=18
OPERATOR_AGE_31-40=18
OPERATOR_AGE_19-30=17
factory_name_湖南中烟=17
tbc_total_length_大于120=17
OPERATOR_AGE_41-50=15
f_workday_age_17_0-10=15
MD04_MG_RTL_CUST_CREDITCLASS_NAME_D=14
OPERATOR_EDU_2=14
is_coarse_是=14
product_style_条盒硬盒=14
r_urban_cons_lower_0-10=14
r_house_price7999_60-70=14
f_flow_num_5001-10000=14
f_holidayage_60_40-50=14
BB_RTL_CUST_TERMINAL_LEVEL_NAME_一般现代终端=13
STORE_AREA_301-400=13
PRODUCT_INSALE_QTY_81-90=13
factory_name_深圳工业=13
r_resident_num_0-100=13
r_edu_college_10-20=13
BB_RTL_CUST_BUSINESS_TYPE_NAME_超市=12
factory_name_安徽中烟=12
direct_retail_price_0-5=12
r_urban_cons_high_10-20=12
r_edu_doctor_0-10=12
r_edu_college_40-50=12
r_house_price7999_30-40=12
f_flowhouse_middle_50-60=12
f_holidayedu_doctor_0-10=12
f_holidayedu_primary_10-20=12
PRODUCT_INSALE_QTY_141-150=11
brand_name_中华=11
is_medium_否=11
r_edu_primary_20-30=11
f_workday_edu_specialty_10-20=11
f_workday_age_45_0-10=11
f_workday_age_over_60_30-40=11
BB_RTL_CUST_TERMINAL_LEVEL_NAME_加盟终端=10
PRODUCT_INSALE_QTY_31-40=10
PRODUCT_INSALE_QTY_41-50=10
factory_name_厦门调拨站=10
r_edu_specialty_10-20=10
r_house_price4999_30-40=10
r_catering_times_2_50-60=10
f_flowsex_woman_30-40=10
f_holidayurban_cons_high_50-60=10
f_holidayhouse_low_10-20=10
f_holidayage_17_20-30=10
f_holidayage_over_60_0-10=10
f_workday_house_low_10-20=10
BB_RTL_CUST_CHAIN_FLAG_否=9
factory_name_陕西中烟=9
r_edu_college_20-30=9
r_edu_college_30-40=9
r_age_17_0-10=9
r_age_40_0-10=9
r_age_over_60_10-20=9
r_catering_times_2_60-70=9
r_catering_times_6_0-10=9
r_native_guangdong_90-100=9
f_flowage_over_60_10-20=9
f_workday_age_17_10-20=9
f_workday_age_40_0-10=9
OPERATOR_AGE_51-65=8
PRODUCT_INSALE_QTY_91-100=8
factory_name_浙江中烟=8
is_abnormity_否=8
r_home_num_501-2000=8
r_urban_cons_high_0-10=8
r_edu_junior_middle_40-50=8
r_edu_specialty_0-10=8
r_house_price4999_60-70=8
r_age_45_0-10=8
r_sex_woman_30-40=8
r_catering_times_2_40-50=8
r_catering_times_10_0-10=8
f_holidayedu_college_30-40=8
f_workday_urban_cons_middle_30-40=8
STORE_AREA_51-100=7
STORE_AREA_151-200=7
PRODUCT_INSALE_QTY_61-70=7
brand_name_七匹狼=7
brand_name_黄金叶=7
is_low_tar_否=7
is_tiny_否=7
is_coarse_否=7
direct_retail_price_101-150=7
r_house_price79999_0-10=7
r_house_price7999_20-30=7
r_sex_man_50-60=7
r_catering_150_0-10=7
r_catering_times_6_10-20=7
f_holidayhouse_lower_20-30=7
f_holidayhouse_lower_30-40=7
f_holidayhouse_high_0-10=7
f_holidayage_17_10-20=7
f_holidayage_24_10-20=7
f_holidayage_over_60_10-20=7
f_workday_urban_cons_low_0-10=7
STORE_AREA_101-150=6
factory_name_江西中烟=6
brand_name_娇子=6
r_home_num_5001-10000=6
r_urban_cons_middle_50-60=6
r_urban_cons_low_10-20=6
r_urban_cons_lower_30-40=6
r_edu_junior_middle_10-20=6
r_house_price9999_0-10=6
r_sex_woman_40-50=6
r_catering_50_60-70=6
r_catering_times_10_40-50=6
f_flowurban_cons_middle_20-30=6
f_flowurban_cons_lower_10-20=6
f_flowhouse_middle_10-20=6
f_flowhouse_second_high_20-30=6
f_holidayage_35_0-10=6
f_holidayage_60_20-30=6
f_workday_urban_cons_low_10-20=6
f_workday_urban_cons_secondhigh_10-20=6
BB_RTL_CUST_MARKET_TYPE_NAME_城网=5
PRODUCT_INSALE_QTY_71-80=5
factory_name_广西中烟=5
brand_name_黄山=5
brand_name_利群=5
brand_name_双喜(深)=5
brand_name_红塔山=5
is_chuangxin_否=5
r_work_num_501-2000=5
r_resident_num_101-500=5
r_age_40_10-20=5
r_catering_50_40-50=5
r_catering_over_500_0-10=5
f_flowedu_college_30-40=5
f_flowhouse_second_high_30-40=5
f_flowage_over_60_20-30=5
f_holidayurban_cons_lower_10-20=5
f_holidayurban_cons_secondhigh_10-20=5
f_holidayurban_cons_high_30-40=5
f_holidayhouse_low_0-10=5
f_holidayhouse_high_10-20=5
f_holidayage_40_0-10=5
f_holidayage_40_10-20=5
f_holidayage_over_60_40-50=5
f_holidaysex_woman_40-50=5
f_workday_edu_doctor_0-10=5
f_workday_house_middle_40-50=5
f_workday_house_low_0-10=5
f_workday_house_second_high_0-10=5
f_workday_age_over_60_10-20=5
f_workday_sex_woman_30-40=5
OPERATOR_EDU_3=4
brand_name_万宝路=4
brand_name_黄鹤楼=4
brand_name_云烟=4
brand_name_钻石=4
brand_name_玉溪=4
is_cig_是=4
product_style_条盒软盒=4
product_style_其他=4
r_urban_cons_middle_20-30=4
r_urban_cons_middle_30-40=4
r_urban_cons_middle_60-70=4
r_urban_cons_low_0-10=4
r_urban_cons_low_40-50=4
r_house_price4999_50-60=4
r_sex_woman_50-60=4
f_flowurban_cons_lower_0-10=4
f_flowurban_cons_high_50-60=4
f_flowedu_junior_middle_30-40=4
f_flowedu_doctor_0-10=4
f_flowedu_senior_middle_0-10=4
f_flowhouse_lower_30-40=4
f_flowage_30_0-10=4
f_flowage_35_0-10=4
f_flowage_40_10-20=4
f_flowage_over_60_0-10=4
f_flowsex_woman_40-50=4
f_holidayurban_cons_secondhigh_20-30=4
f_holidayedu_doctor_40-50=4
f_holidayedu_college_20-30=4
f_holidayedu_postgraduate_40-50=4
f_holidayhouse_middle_60-70=4
f_holidayhouse_lower_10-20=4
f_holidayhouse_lower_60-70=4
f_holidayage_17_0-10=4
f_holidayage_24_0-10=4
f_holidayage_35_10-20=4
f_workday_urban_cons_secondhigh_20-30=4
f_workday_edu_junior_middle_20-30=4
f_workday_edu_primary_20-30=4
f_workday_edu_college_30-40=4
f_workday_house_lower_70-80=4
f_workday_house_second_high_20-30=4
f_workday_house_second_high_30-40=4
f_workday_age_60_20-30=4
f_workday_age_over_60_0-10=4
f_workday_age_over_60_40-50=4
STORE_AREA_201-300=3
OPERATOR_AGE_80以上=3
factory_name_福建中烟=3
brand_name_金圣=3
is_tiny_是=3
is_exploding_beads_否=3
r_home_num_2001-5000=3
r_resident_num_501-2000=3
r_resident_num_5001-10000=3
r_resident_num_10001-20000=3
r_edu_junior_middle_20-30=3
r_edu_doctor_40-50=3
r_edu_senior_middle_0-10=3
r_house_price59999_0-10=3
r_age_45_10-20=3
r_age_over_60_30-40=3
r_catering_100_60-70=3
f_flowurban_cons_middle_10-20=3
f_flowurban_cons_lower_30-40=3
f_flowedu_junior_middle_20-30=3
f_flowedu_primary_10-20=3
f_flowedu_primary_20-30=3
f_flowhouse_middle_30-40=3
f_flowhouse_low_10-20=3
f_flowhouse_low_30-40=3
f_flowhouse_lower_10-20=3
f_flowhouse_lower_60-70=3
f_flowhouse_second_high_10-20=3
f_holidayurban_cons_high_20-30=3
f_holidayedu_college_10-20=3
f_holidayhouse_middle_10-20=3
f_holidayhouse_middle_30-40=3
f_holidayhouse_second_high_0-10=3
f_holidayhouse_second_high_10-20=3
f_holidayage_17_30-40=3
f_holidayage_30_0-10=3
f_holidayage_60_30-40=3
f_holidaysex_woman_30-40=3
f_holidaysex_man_70-80=3
f_workday_urban_cons_middle_20-30=3
f_workday_urban_cons_lower_20-30=3
f_workday_urban_cons_high_40-50=3
f_workday_edu_senior_middle_20-30=3
f_workday_house_lower_10-20=3
f_workday_age_35_0-10=3
f_workday_age_40_10-20=3
f_workday_age_45_10-20=3
f_workday_age_60_10-20=3
BB_RTL_CUST_MARKET_TYPE_NAME_农网=2
MD04_MG_RTL_CUST_CREDITCLASS_NAME_AA=2
OPERATOR_EDU_4=2
OPERATOR_EDU_5=2
factory_name_贵州中烟=2
factory_name_云南中烟=2
brand_name_龙凤呈祥=2
brand_name_贵烟=2
brand_name_王冠雪茄=2
r_home_num_101-500=2
r_home_num_10000以上=2
r_work_num_2001-5000=2
r_resident_num_2001-5000=2
r_urban_cons_middle_10-20=2
r_urban_cons_middle_40-50=2
r_urban_cons_secondhigh_10-20=2
r_urban_cons_high_20-30=2
r_edu_junior_middle_30-40=2
r_edu_primary_10-20=2
r_edu_postgraduate_40-50=2
r_house_price39999_10-20=2
r_house_price19999_0-10=2
r_house_price19999_20-30=2
r_house_price19999_30-40=2
r_house_price9999_10-20=2
r_house_price7999_80-90=2
r_house_price4999_0-10=2
r_age_17_20-30=2
r_age_30_0-10=2
r_age_60_30-40=2
r_age_over_60_20-30=2
r_catering_50_30-40=2
r_catering_50_50-60=2
r_catering_100_40-50=2
r_catering_100_50-60=2
r_catering_times_11_0-10=2
r_catering_times_11_10-20=2
r_native_guangdong_80-90=2
f_flow_num_101-500=2
f_flow_num_10001-50000=2
f_holiday_flow_num_10001-50000=2
f_flowurban_cons_middle_30-40=2
f_flowurban_cons_low_0-10=2
f_flowurban_cons_second_high_10-20=2
f_flowurban_cons_second_high_20-30=2
f_flowedu_specialty_10-20=2
f_flowhouse_middle_0-10=2
f_flowhouse_middle_20-30=2
f_flowhouse_low_40-50=2
f_flowhouse_second_high_0-10=2
f_flowage_17_0-10=2
f_flowage_17_10-20=2
f_flowage_60_40-50=2
f_flowsex_woman_20-30=2
f_flowsex_man_60-70=2
f_holidayurban_cons_low_0-10=2
f_holidayurban_cons_lower_0-10=2
f_holidayurban_cons_secondhigh_30-40=2
f_holidayedu_specialty_0-10=2
f_holidayedu_senior_middle_0-10=2
f_holidayedu_senior_middle_20-30=2
f_holidayhouse_low_30-40=2
f_holidayage_30_10-20=2
f_holidayage_45_0-10=2
f_holidayage_over_60_20-30=2
f_holidaysex_man_50-60=2
f_workday_urban_cons_secondhigh_30-40=2
f_workday_urban_cons_high_30-40=2
f_workday_edu_primary_10-20=2
f_workday_house_middle_10-20=2
f_workday_house_middle_50-60=2
f_workday_house_lower_20-30=2
f_workday_house_second_high_10-20=2
f_workday_age_24_0-10=2
f_workday_age_30_0-10=2
f_workday_age_over_60_20-30=2
f_workday_sex_man_50-60=2
f_workday_sex_man_60-70=2
BB_RTL_CUST_BUSINESS_TYPE_NAME_其他=1
OPERATOR_EDU_6=1
STORE_AREA_1001-2000=1
PRODUCT_INSALE_QTY_21-30=1
brand_name_555=1
brand_name_大青山=1
brand_name_真龙=1
brand_name_白沙=1
brand_name_冬虫夏草=1
brand_name_好猫=1
is_cig_否=1
r_work_num_0-100=1
r_urban_cons_low_20-30=1
r_urban_cons_lower_50-60=1
r_urban_cons_secondhigh_0-10=1
r_urban_cons_secondhigh_20-30=1
r_urban_cons_high_40-50=1
r_edu_senior_middle_40-50=1
r_house_price59999_40-50=1
r_house_price39999_0-10=1
r_house_price39999_20-30=1
r_house_price19999_10-20=1
r_house_price19999_40-50=1
r_house_price9999_20-30=1
r_house_price7999_10-20=1
r_house_price7999_40-50=1
r_house_price7999_50-60=1
r_house_price7999_70-80=1
r_house_price4999_20-30=1
r_house_price4999_70-80=1
r_age_17_30-40=1
r_age_35_0-10=1
r_age_35_10-20=1
r_age_60_10-20=1
r_age_over_60_0-10=1
r_age_over_60_40-50=1
r_sex_man_40-50=1
r_catering_50_20-30=1
r_catering_100_30-40=1
r_catering_times_2_70-80=1
r_native_guangdong_70-80=1
r_native_guangxi_0-10=1
r_native_guangxi_10-20=1
f_holiday_flow_num_0-100=1
f_workday_flow_num_101-500=1
f_workday_flow_num_5001-10000=1
f_workday_flow_num_10001-50000=1
f_flowurban_cons_lower_20-30=1
f_flowurban_cons_lower_40-50=1
f_flowurban_cons_high_20-30=1
f_flowurban_cons_high_30-40=1
f_flowurban_cons_high_40-50=1
f_flowedu_specialty_0-10=1
f_flowedu_college_40-50=1
f_flowhouse_low_0-10=1
f_flowhouse_lower_0-10=1
f_flowhouse_lower_40-50=1
f_flowhouse_lower_70-80=1
f_flowhouse_high_0-10=1
f_flowage_17_20-30=1
f_flowage_24_0-10=1
f_flowage_24_10-20=1
f_flowage_40_0-10=1
f_flowage_45_0-10=1
f_flowage_60_10-20=1
f_flowsex_man_70-80=1
f_holidayurban_cons_middle_10-20=1
f_holidayurban_cons_middle_20-30=1
f_holidayurban_cons_middle_30-40=1
f_holidayurban_cons_low_10-20=1
f_holidayurban_cons_low_20-30=1
f_holidayurban_cons_high_0-10=1
f_holidayurban_cons_high_10-20=1
f_holidayurban_cons_high_40-50=1
f_holidayedu_junior_middle_10-20=1
f_holidayedu_junior_middle_20-30=1
f_holidayedu_junior_middle_30-40=1
f_holidayedu_junior_middle_50-60=1
f_holidayedu_primary_30-40=1
f_holidayedu_postgraduate_0-10=1
f_holidayhouse_middle_0-10=1
f_holidayhouse_middle_20-30=1
f_holidayhouse_second_high_30-40=1
f_holidayhouse_high_40-50=1
f_holidayage_45_10-20=1
f_holidayage_over_60_30-40=1
f_holidaysex_woman_20-30=1
f_holidaysex_man_60-70=1
f_workday_urban_cons_lower_0-10=1
f_workday_urban_cons_lower_40-50=1
f_workday_urban_cons_high_10-20=1
f_workday_urban_cons_high_20-30=1
f_workday_edu_junior_middle_30-40=1
f_workday_edu_doctor_40-50=1
f_workday_edu_specialty_0-10=1
f_workday_edu_specialty_20-30=1
f_workday_edu_college_20-30=1
f_workday_edu_postgraduate_0-10=1
f_workday_house_middle_20-30=1
f_workday_house_lower_0-10=1
f_workday_house_lower_30-40=1
f_workday_age_17_20-30=1
f_workday_age_24_10-20=1
f_workday_age_24_30-40=1
f_workday_age_30_10-20=1
f_workday_sex_woman_10-20=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 16]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 6]
[min_data_in_leaf: 30]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.9]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0.1]
[lambda_l2: 0.2]
[linear_lambda: 0]
[min_gain_to_split: 0.02]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]