inst/tasks/aggregate_data/isom_helper_aggregate_so.R
In petermeissner/idep: Helper functions and procedures for the IDEP Project
isor_so_agg <-
isor_so_joined %>%
arrange(cab_id, so_id) %>%
select(
cab_id,
so_start,
so_end,
so_n,
wds_clean_rel,
so_daccept,
so_dpromul,
so_denact,
so_id,
so_dplus,
everything()
) %>%
group_by(cab_id) %>%
summarise(
so_id_fst = first(so_id ),
so_id_lst = last( so_id ),
so_id_all = paste(so_id, collapse=", "),
so_n = max(so_n),
so_start_fst = first(so_start ),
so_end_fst = first(so_end ),
so_dplus_fst = first(so_dplus ),
so_daccept_fst = first(so_daccept ),
so_dpromul_fst = first(so_dpromul ),
so_denact_fst = first(so_denact ),
so_start_lst = last(so_start ),
so_end_lst = last(so_end ),
so_dplus_lst = last(so_dplus ),
so_daccept_lst = last(so_daccept ),
so_dpromul_lst = last(so_dpromul ),
so_denact_lst = last(so_denact ),
lang = first(lang),
wdns = first(wdns),
wdns_corr = first(wdns_corr),
wds_clean_rel_wdns_corr_fst = first(wds_clean_rel_wdns_corr),
wds_clean_rel_wdns_corr_lst = last(wds_clean_rel_wdns_corr),
wds_clean_rel_wdns_corr_mn = mean(wds_clean_rel_wdns_corr , na.rm=TRUE),
tsb_agc = first(tsb_agc),
ext_tsb_agc1_fst = first(ext_tsb_agc1),
ext_tsb_agc2_fst = first(ext_tsb_agc2),
ext_tsb_agc4_fst = first(ext_tsb_agc4),
ext_tsb_agc1_lst = last(ext_tsb_agc1),
ext_tsb_agc2_lst = last(ext_tsb_agc2),
ext_tsb_agc4_lst = last(ext_tsb_agc4),
ext_tsb_agc1_mn = mean(ext_tsb_agc1 , na.rm=TRUE),
ext_tsb_agc2_mn = mean(ext_tsb_agc2 , na.rm=TRUE),
ext_tsb_agc4_mn = mean(ext_tsb_agc4, na.rm=TRUE),
lns_all_mn = mean(lns_all ,na.rm=TRUE),
wds_raw_all_mn = mean(wds_raw_all ,na.rm=TRUE),
wds_clean_all_mn = mean(wds_clean_all ,na.rm=TRUE),
lns_rel_mn = mean(lns_rel ,na.rm=TRUE),
wds_raw_rel_mn = mean(wds_raw_rel ,na.rm=TRUE),
wds_clean_rel_mn = mean(wds_clean_rel ,na.rm=TRUE),
lns_all_fst = first(lns_all ),
wds_raw_all_fst = first(wds_raw_all ),
wds_clean_all_fst = first(wds_clean_all ),
lns_rel_fst = first(lns_rel ),
wds_raw_rel_fst = first(wds_raw_rel ),
wds_clean_rel_fst = first(wds_clean_rel ),
lns_all_lst = last(lns_all ),
wds_raw_all_lst = last(wds_raw_all ),
wds_clean_all_lst = last(wds_clean_all ),
lns_rel_lst = last(lns_rel ),
wds_raw_rel_lst = last(wds_raw_rel ),
wds_clean_rel_lst = last(wds_clean_rel ),
lns_corp_8_fst = first(lns_corp_8 ),
lns_corp_9_fst = first(lns_corp_9 ),
lns_corp_10_fst = first(lns_corp_10 ),
lns_corp_21_fst = first(lns_corp_21 ),
lns_corp_22_fst = first(lns_corp_22 ),
lns_corp_23_fst = first(lns_corp_23 ),
lns_corp_25_fst = first(lns_corp_25 ),
lns_corp_26_fst = first(lns_corp_26 ),
lns_corp_27_fst = first(lns_corp_27 ),
lns_corp_28_fst = first(lns_corp_28 ),
lns_corp_29_fst = first(lns_corp_29 ),
lns_corp_31_fst = first(lns_corp_31 ),
lns_corp_32_fst = first(lns_corp_32 ),
lns_corp_33_fst = first(lns_corp_33 ),
lns_corp_34_fst = first(lns_corp_34 ),
lns_corp_43_fst = first(lns_corp_43 ),
lns_corp_45_fst = first(lns_corp_45 ),
lns_corp_51_fst = first(lns_corp_51 ),
lns_corp_52_fst = first(lns_corp_52 ),
lns_corp_53_fst = first(lns_corp_53 ),
lns_corp_54_fst = first(lns_corp_54 ),
lns_corp_55_fst = first(lns_corp_55 ),
lns_corp_56_fst = first(lns_corp_56 ),
lns_corp_66_fst = first(lns_corp_66 ),
lns_corp_67_fst = first(lns_corp_67 ),
lns_corp_68_fst = first(lns_corp_68 ),
lns_corp_71_fst = first(lns_corp_71 ),
lns_corp_72_fst = first(lns_corp_72 ),
lns_corp_73_fst = first(lns_corp_73 ),
lns_corp_111_fst = first(lns_corp_111 ),
lns_corp_112_fst = first(lns_corp_112 ),
lns_corp_113_fst = first(lns_corp_113 ),
lns_corp_114_fst = first(lns_corp_114 ),
lns_corp_121_fst = first(lns_corp_121 ),
lns_corp_122_fst = first(lns_corp_122 ),
lns_corp_123_fst = first(lns_corp_123 ),
lns_corp_124_fst = first(lns_corp_124 ),
lns_corp_125_fst = first(lns_corp_125 ),
lns_corp_131_fst = first(lns_corp_131 ),
lns_corp_132_fst = first(lns_corp_132 ),
lns_corp_133_fst = first(lns_corp_133 ),
lns_corp_134_fst = first(lns_corp_134 ),
lns_corp_141_fst = first(lns_corp_141 ),
lns_corp_142_fst = first(lns_corp_142 ),
lns_corp_143_fst = first(lns_corp_143 ),
lns_corp_144_fst = first(lns_corp_144 ),
lns_corp_145_fst = first(lns_corp_145 ),
lns_corp_241_fst = first(lns_corp_241 ),
lns_corp_242_fst = first(lns_corp_242 ),
lns_corp_243_fst = first(lns_corp_243 ),
lns_corp_244_fst = first(lns_corp_244 ),
lns_corp_411_fst = first(lns_corp_411 ),
lns_corp_412_fst = first(lns_corp_412 ),
lns_corp_421_fst = first(lns_corp_421 ),
lns_corp_422_fst = first(lns_corp_422 ),
lns_corp_441_fst = first(lns_corp_441 ),
lns_corp_442_fst = first(lns_corp_442 ),
lns_corp_611_fst = first(lns_corp_611 ),
lns_corp_612_fst = first(lns_corp_612 ),
lns_corp_613_fst = first(lns_corp_613 ),
lns_corp_631_fst = first(lns_corp_631 ),
lns_corp_632_fst = first(lns_corp_632 ),
lns_corp_633_fst = first(lns_corp_633 ),
lns_corp_634_fst = first(lns_corp_634 ),
lns_corp_636_fst = first(lns_corp_636 ),
lns_corp_637_fst = first(lns_corp_637 ),
lns_corp_638_fst = first(lns_corp_638 ),
lns_corp_639_fst = first(lns_corp_639 ),
lns_corp_641_fst = first(lns_corp_641 ),
lns_corp_642_fst = first(lns_corp_642 ),
lns_corp_643_fst = first(lns_corp_643 ),
lns_corp_651_fst = first(lns_corp_651 ),
lns_corp_652_fst = first(lns_corp_652 ),
lns_corp_653_fst = first(lns_corp_653 ),
lns_corp_999_fst = first(lns_corp_999 ),
lns_corp_6211_fst = first(lns_corp_6211 ),
lns_corp_6212_fst = first(lns_corp_6212 ),
lns_corp_6221_fst = first(lns_corp_6221 ),
lns_corp_6222_fst = first(lns_corp_6222 ),
lns_corp_6351_fst = first(lns_corp_6351 ),
lns_corp_6352_fst = first(lns_corp_6352 ),
wds_corp_8_fst = first(wds_corp_8 ),
wds_corp_9_fst = first(wds_corp_9 ),
wds_corp_10_fst = first(wds_corp_10 ),
wds_corp_21_fst = first(wds_corp_21 ),
wds_corp_22_fst = first(wds_corp_22 ),
wds_corp_23_fst = first(wds_corp_23 ),
wds_corp_25_fst = first(wds_corp_25 ),
wds_corp_26_fst = first(wds_corp_26 ),
wds_corp_27_fst = first(wds_corp_27 ),
wds_corp_28_fst = first(wds_corp_28 ),
wds_corp_29_fst = first(wds_corp_29 ),
wds_corp_31_fst = first(wds_corp_31 ),
wds_corp_32_fst = first(wds_corp_32 ),
wds_corp_33_fst = first(wds_corp_33 ),
wds_corp_34_fst = first(wds_corp_34 ),
wds_corp_43_fst = first(wds_corp_43 ),
wds_corp_45_fst = first(wds_corp_45 ),
wds_corp_51_fst = first(wds_corp_51 ),
wds_corp_52_fst = first(wds_corp_52 ),
wds_corp_53_fst = first(wds_corp_53 ),
wds_corp_54_fst = first(wds_corp_54 ),
wds_corp_55_fst = first(wds_corp_55 ),
wds_corp_56_fst = first(wds_corp_56 ),
wds_corp_66_fst = first(wds_corp_66 ),
wds_corp_67_fst = first(wds_corp_67 ),
wds_corp_68_fst = first(wds_corp_68 ),
wds_corp_71_fst = first(wds_corp_71 ),
wds_corp_72_fst = first(wds_corp_72 ),
wds_corp_73_fst = first(wds_corp_73 ),
wds_corp_111_fst = first(wds_corp_111 ),
wds_corp_112_fst = first(wds_corp_112 ),
wds_corp_113_fst = first(wds_corp_113 ),
wds_corp_114_fst = first(wds_corp_114 ),
wds_corp_121_fst = first(wds_corp_121 ),
wds_corp_122_fst = first(wds_corp_122 ),
wds_corp_123_fst = first(wds_corp_123 ),
wds_corp_124_fst = first(wds_corp_124 ),
wds_corp_125_fst = first(wds_corp_125 ),
wds_corp_131_fst = first(wds_corp_131 ),
wds_corp_132_fst = first(wds_corp_132 ),
wds_corp_133_fst = first(wds_corp_133 ),
wds_corp_134_fst = first(wds_corp_134 ),
wds_corp_141_fst = first(wds_corp_141 ),
wds_corp_142_fst = first(wds_corp_142 ),
wds_corp_143_fst = first(wds_corp_143 ),
wds_corp_144_fst = first(wds_corp_144 ),
wds_corp_145_fst = first(wds_corp_145 ),
wds_corp_241_fst = first(wds_corp_241 ),
wds_corp_242_fst = first(wds_corp_242 ),
wds_corp_243_fst = first(wds_corp_243 ),
wds_corp_244_fst = first(wds_corp_244 ),
wds_corp_411_fst = first(wds_corp_411 ),
wds_corp_412_fst = first(wds_corp_412 ),
wds_corp_421_fst = first(wds_corp_421 ),
wds_corp_422_fst = first(wds_corp_422 ),
wds_corp_441_fst = first(wds_corp_441 ),
wds_corp_442_fst = first(wds_corp_442 ),
wds_corp_611_fst = first(wds_corp_611 ),
wds_corp_612_fst = first(wds_corp_612 ),
wds_corp_613_fst = first(wds_corp_613 ),
wds_corp_631_fst = first(wds_corp_631 ),
wds_corp_632_fst = first(wds_corp_632 ),
wds_corp_633_fst = first(wds_corp_633 ),
wds_corp_634_fst = first(wds_corp_634 ),
wds_corp_636_fst = first(wds_corp_636 ),
wds_corp_637_fst = first(wds_corp_637 ),
wds_corp_638_fst = first(wds_corp_638 ),
wds_corp_639_fst = first(wds_corp_639 ),
wds_corp_641_fst = first(wds_corp_641 ),
wds_corp_642_fst = first(wds_corp_642 ),
wds_corp_643_fst = first(wds_corp_643 ),
wds_corp_651_fst = first(wds_corp_651 ),
wds_corp_652_fst = first(wds_corp_652 ),
wds_corp_653_fst = first(wds_corp_653 ),
wds_corp_999_fst = first(wds_corp_999 ),
wds_corp_6211_fst = first(wds_corp_6211 ),
wds_corp_6212_fst = first(wds_corp_6212 ),
wds_corp_6221_fst = first(wds_corp_6221 ),
wds_corp_6222_fst = first(wds_corp_6222 ),
wds_corp_6351_fst = first(wds_corp_6351 ),
wds_corp_6352_fst = first(wds_corp_6352 ),
lns_corp_top_1_fst = first(lns_corp_top_1 ),
lns_corp_top_2_fst = first(lns_corp_top_2 ),
lns_corp_top_3_fst = first(lns_corp_top_3 ),
lns_corp_top_4_fst = first(lns_corp_top_4 ),
lns_corp_top_5_fst = first(lns_corp_top_5 ),
lns_corp_top_66_fst = first(lns_corp_top_66 ),
lns_corp_top_77_fst = first(lns_corp_top_77 ),
wds_corp_top_1_fst = first(wds_corp_top_1 ),
wds_corp_top_2_fst = first(wds_corp_top_2 ),
wds_corp_top_3_fst = first(wds_corp_top_3 ),
wds_corp_top_4_fst = first(wds_corp_top_4 ),
wds_corp_top_5_fst = first(wds_corp_top_5 ),
wds_corp_top_66_fst = first(wds_corp_top_66 ),
wds_corp_top_77_fst = first(wds_corp_top_77 ),
lns_corp_act_1_fst = first(lns_corp_act_1 ),
lns_corp_act_2_fst = first(lns_corp_act_2 ),
lns_corp_act_3_fst = first(lns_corp_act_3 ),
lns_corp_act_4_fst = first(lns_corp_act_4 ),
lns_corp_act_66_fst = first(lns_corp_act_66 ),
lns_corp_act_77_fst = first(lns_corp_act_77 ),
wds_corp_act_1_fst = first(wds_corp_act_1 ),
wds_corp_act_2_fst = first(wds_corp_act_2 ),
wds_corp_act_3_fst = first(wds_corp_act_3 ),
wds_corp_act_4_fst = first(wds_corp_act_4 ),
wds_corp_act_66_fst = first(wds_corp_act_66 ),
wds_corp_act_77_fst = first(wds_corp_act_77 ),
lns_corp_8_lst = last(lns_corp_8 ),
lns_corp_9_lst = last(lns_corp_9 ),
lns_corp_10_lst = last(lns_corp_10 ),
lns_corp_21_lst = last(lns_corp_21 ),
lns_corp_22_lst = last(lns_corp_22 ),
lns_corp_23_lst = last(lns_corp_23 ),
lns_corp_25_lst = last(lns_corp_25 ),
lns_corp_26_lst = last(lns_corp_26 ),
lns_corp_27_lst = last(lns_corp_27 ),
lns_corp_28_lst = last(lns_corp_28 ),
lns_corp_29_lst = last(lns_corp_29 ),
lns_corp_31_lst = last(lns_corp_31 ),
lns_corp_32_lst = last(lns_corp_32 ),
lns_corp_33_lst = last(lns_corp_33 ),
lns_corp_34_lst = last(lns_corp_34 ),
lns_corp_43_lst = last(lns_corp_43 ),
lns_corp_45_lst = last(lns_corp_45 ),
lns_corp_51_lst = last(lns_corp_51 ),
lns_corp_52_lst = last(lns_corp_52 ),
lns_corp_53_lst = last(lns_corp_53 ),
lns_corp_54_lst = last(lns_corp_54 ),
lns_corp_55_lst = last(lns_corp_55 ),
lns_corp_56_lst = last(lns_corp_56 ),
lns_corp_66_lst = last(lns_corp_66 ),
lns_corp_67_lst = last(lns_corp_67 ),
lns_corp_68_lst = last(lns_corp_68 ),
lns_corp_71_lst = last(lns_corp_71 ),
lns_corp_72_lst = last(lns_corp_72 ),
lns_corp_73_lst = last(lns_corp_73 ),
lns_corp_111_lst = last(lns_corp_111 ),
lns_corp_112_lst = last(lns_corp_112 ),
lns_corp_113_lst = last(lns_corp_113 ),
lns_corp_114_lst = last(lns_corp_114 ),
lns_corp_121_lst = last(lns_corp_121 ),
lns_corp_122_lst = last(lns_corp_122 ),
lns_corp_123_lst = last(lns_corp_123 ),
lns_corp_124_lst = last(lns_corp_124 ),
lns_corp_125_lst = last(lns_corp_125 ),
lns_corp_131_lst = last(lns_corp_131 ),
lns_corp_132_lst = last(lns_corp_132 ),
lns_corp_133_lst = last(lns_corp_133 ),
lns_corp_134_lst = last(lns_corp_134 ),
lns_corp_141_lst = last(lns_corp_141 ),
lns_corp_142_lst = last(lns_corp_142 ),
lns_corp_143_lst = last(lns_corp_143 ),
lns_corp_144_lst = last(lns_corp_144 ),
lns_corp_145_lst = last(lns_corp_145 ),
lns_corp_241_lst = last(lns_corp_241 ),
lns_corp_242_lst = last(lns_corp_242 ),
lns_corp_243_lst = last(lns_corp_243 ),
lns_corp_244_lst = last(lns_corp_244 ),
lns_corp_411_lst = last(lns_corp_411 ),
lns_corp_412_lst = last(lns_corp_412 ),
lns_corp_421_lst = last(lns_corp_421 ),
lns_corp_422_lst = last(lns_corp_422 ),
lns_corp_441_lst = last(lns_corp_441 ),
lns_corp_442_lst = last(lns_corp_442 ),
lns_corp_611_lst = last(lns_corp_611 ),
lns_corp_612_lst = last(lns_corp_612 ),
lns_corp_613_lst = last(lns_corp_613 ),
lns_corp_631_lst = last(lns_corp_631 ),
lns_corp_632_lst = last(lns_corp_632 ),
lns_corp_633_lst = last(lns_corp_633 ),
lns_corp_634_lst = last(lns_corp_634 ),
lns_corp_636_lst = last(lns_corp_636 ),
lns_corp_637_lst = last(lns_corp_637 ),
lns_corp_638_lst = last(lns_corp_638 ),
lns_corp_639_lst = last(lns_corp_639 ),
lns_corp_641_lst = last(lns_corp_641 ),
lns_corp_642_lst = last(lns_corp_642 ),
lns_corp_643_lst = last(lns_corp_643 ),
lns_corp_651_lst = last(lns_corp_651 ),
lns_corp_652_lst = last(lns_corp_652 ),
lns_corp_653_lst = last(lns_corp_653 ),
lns_corp_999_lst = last(lns_corp_999 ),
lns_corp_6211_lst = last(lns_corp_6211 ),
lns_corp_6212_lst = last(lns_corp_6212 ),
lns_corp_6221_lst = last(lns_corp_6221 ),
lns_corp_6222_lst = last(lns_corp_6222 ),
lns_corp_6351_lst = last(lns_corp_6351 ),
lns_corp_6352_lst = last(lns_corp_6352 ),
wds_corp_8_lst = last(wds_corp_8 ),
wds_corp_9_lst = last(wds_corp_9 ),
wds_corp_10_lst = last(wds_corp_10 ),
wds_corp_21_lst = last(wds_corp_21 ),
wds_corp_22_lst = last(wds_corp_22 ),
wds_corp_23_lst = last(wds_corp_23 ),
wds_corp_25_lst = last(wds_corp_25 ),
wds_corp_26_lst = last(wds_corp_26 ),
wds_corp_27_lst = last(wds_corp_27 ),
wds_corp_28_lst = last(wds_corp_28 ),
wds_corp_29_lst = last(wds_corp_29 ),
wds_corp_31_lst = last(wds_corp_31 ),
wds_corp_32_lst = last(wds_corp_32 ),
wds_corp_33_lst = last(wds_corp_33 ),
wds_corp_34_lst = last(wds_corp_34 ),
wds_corp_43_lst = last(wds_corp_43 ),
wds_corp_45_lst = last(wds_corp_45 ),
wds_corp_51_lst = last(wds_corp_51 ),
wds_corp_52_lst = last(wds_corp_52 ),
wds_corp_53_lst = last(wds_corp_53 ),
wds_corp_54_lst = last(wds_corp_54 ),
wds_corp_55_lst = last(wds_corp_55 ),
wds_corp_56_lst = last(wds_corp_56 ),
wds_corp_66_lst = last(wds_corp_66 ),
wds_corp_67_lst = last(wds_corp_67 ),
wds_corp_68_lst = last(wds_corp_68 ),
wds_corp_71_lst = last(wds_corp_71 ),
wds_corp_72_lst = last(wds_corp_72 ),
wds_corp_73_lst = last(wds_corp_73 ),
wds_corp_111_lst = last(wds_corp_111 ),
wds_corp_112_lst = last(wds_corp_112 ),
wds_corp_113_lst = last(wds_corp_113 ),
wds_corp_114_lst = last(wds_corp_114 ),
wds_corp_121_lst = last(wds_corp_121 ),
wds_corp_122_lst = last(wds_corp_122 ),
wds_corp_123_lst = last(wds_corp_123 ),
wds_corp_124_lst = last(wds_corp_124 ),
wds_corp_125_lst = last(wds_corp_125 ),
wds_corp_131_lst = last(wds_corp_131 ),
wds_corp_132_lst = last(wds_corp_132 ),
wds_corp_133_lst = last(wds_corp_133 ),
wds_corp_134_lst = last(wds_corp_134 ),
wds_corp_141_lst = last(wds_corp_141 ),
wds_corp_142_lst = last(wds_corp_142 ),
wds_corp_143_lst = last(wds_corp_143 ),
wds_corp_144_lst = last(wds_corp_144 ),
wds_corp_145_lst = last(wds_corp_145 ),
wds_corp_241_lst = last(wds_corp_241 ),
wds_corp_242_lst = last(wds_corp_242 ),
wds_corp_243_lst = last(wds_corp_243 ),
wds_corp_244_lst = last(wds_corp_244 ),
wds_corp_411_lst = last(wds_corp_411 ),
wds_corp_412_lst = last(wds_corp_412 ),
wds_corp_421_lst = last(wds_corp_421 ),
wds_corp_422_lst = last(wds_corp_422 ),
wds_corp_441_lst = last(wds_corp_441 ),
wds_corp_442_lst = last(wds_corp_442 ),
wds_corp_611_lst = last(wds_corp_611 ),
wds_corp_612_lst = last(wds_corp_612 ),
wds_corp_613_lst = last(wds_corp_613 ),
wds_corp_631_lst = last(wds_corp_631 ),
wds_corp_632_lst = last(wds_corp_632 ),
wds_corp_633_lst = last(wds_corp_633 ),
wds_corp_634_lst = last(wds_corp_634 ),
wds_corp_636_lst = last(wds_corp_636 ),
wds_corp_637_lst = last(wds_corp_637 ),
wds_corp_638_lst = last(wds_corp_638 ),
wds_corp_639_lst = last(wds_corp_639 ),
wds_corp_641_lst = last(wds_corp_641 ),
wds_corp_642_lst = last(wds_corp_642 ),
wds_corp_643_lst = last(wds_corp_643 ),
wds_corp_651_lst = last(wds_corp_651 ),
wds_corp_652_lst = last(wds_corp_652 ),
wds_corp_653_lst = last(wds_corp_653 ),
wds_corp_999_lst = last(wds_corp_999 ),
wds_corp_6211_lst = last(wds_corp_6211 ),
wds_corp_6212_lst = last(wds_corp_6212 ),
wds_corp_6221_lst = last(wds_corp_6221 ),
wds_corp_6222_lst = last(wds_corp_6222 ),
wds_corp_6351_lst = last(wds_corp_6351 ),
wds_corp_6352_lst = last(wds_corp_6352 ),
lns_corp_top_1_lst = last(lns_corp_top_1 ),
lns_corp_top_2_lst = last(lns_corp_top_2 ),
lns_corp_top_3_lst = last(lns_corp_top_3 ),
lns_corp_top_4_lst = last(lns_corp_top_4 ),
lns_corp_top_5_lst = last(lns_corp_top_5 ),
lns_corp_top_66_lst = last(lns_corp_top_66 ),
lns_corp_top_77_lst = last(lns_corp_top_77 ),
wds_corp_top_1_lst = last(wds_corp_top_1 ),
wds_corp_top_2_lst = last(wds_corp_top_2 ),
wds_corp_top_3_lst = last(wds_corp_top_3 ),
wds_corp_top_4_lst = last(wds_corp_top_4 ),
wds_corp_top_5_lst = last(wds_corp_top_5 ),
wds_corp_top_66_lst = last(wds_corp_top_66 ),
wds_corp_top_77_lst = last(wds_corp_top_77 ),
lns_corp_act_1_lst = last(lns_corp_act_1 ),
lns_corp_act_2_lst = last(lns_corp_act_2 ),
lns_corp_act_3_lst = last(lns_corp_act_3 ),
lns_corp_act_4_lst = last(lns_corp_act_4 ),
lns_corp_act_66_lst = last(lns_corp_act_66 ),
lns_corp_act_77_lst = last(lns_corp_act_77 ),
wds_corp_act_1_lst = last(wds_corp_act_1 ),
wds_corp_act_2_lst = last(wds_corp_act_2 ),
wds_corp_act_3_lst = last(wds_corp_act_3 ),
wds_corp_act_4_lst = last(wds_corp_act_4 ),
wds_corp_act_66_lst = last(wds_corp_act_66 ),
wds_corp_act_77_lst = last(wds_corp_act_77 ),
lns_corp_8_mn = mean(lns_corp_8 ,na.rm=TRUE),
lns_corp_9_mn = mean(lns_corp_9 ,na.rm=TRUE),
lns_corp_10_mn = mean(lns_corp_10 ,na.rm=TRUE),
lns_corp_21_mn = mean(lns_corp_21 ,na.rm=TRUE),
lns_corp_22_mn = mean(lns_corp_22 ,na.rm=TRUE),
lns_corp_23_mn = mean(lns_corp_23 ,na.rm=TRUE),
lns_corp_25_mn = mean(lns_corp_25 ,na.rm=TRUE),
lns_corp_26_mn = mean(lns_corp_26 ,na.rm=TRUE),
lns_corp_27_mn = mean(lns_corp_27 ,na.rm=TRUE),
lns_corp_28_mn = mean(lns_corp_28 ,na.rm=TRUE),
lns_corp_29_mn = mean(lns_corp_29 ,na.rm=TRUE),
lns_corp_31_mn = mean(lns_corp_31 ,na.rm=TRUE),
lns_corp_32_mn = mean(lns_corp_32 ,na.rm=TRUE),
lns_corp_33_mn = mean(lns_corp_33 ,na.rm=TRUE),
lns_corp_34_mn = mean(lns_corp_34 ,na.rm=TRUE),
lns_corp_43_mn = mean(lns_corp_43 ,na.rm=TRUE),
lns_corp_45_mn = mean(lns_corp_45 ,na.rm=TRUE),
lns_corp_51_mn = mean(lns_corp_51 ,na.rm=TRUE),
lns_corp_52_mn = mean(lns_corp_52 ,na.rm=TRUE),
lns_corp_53_mn = mean(lns_corp_53 ,na.rm=TRUE),
lns_corp_54_mn = mean(lns_corp_54 ,na.rm=TRUE),
lns_corp_55_mn = mean(lns_corp_55 ,na.rm=TRUE),
lns_corp_56_mn = mean(lns_corp_56 ,na.rm=TRUE),
lns_corp_66_mn = mean(lns_corp_66 ,na.rm=TRUE),
lns_corp_67_mn = mean(lns_corp_67 ,na.rm=TRUE),
lns_corp_68_mn = mean(lns_corp_68 ,na.rm=TRUE),
lns_corp_71_mn = mean(lns_corp_71 ,na.rm=TRUE),
lns_corp_72_mn = mean(lns_corp_72 ,na.rm=TRUE),
lns_corp_73_mn = mean(lns_corp_73 ,na.rm=TRUE),
lns_corp_111_mn = mean(lns_corp_111 ,na.rm=TRUE),
lns_corp_112_mn = mean(lns_corp_112 ,na.rm=TRUE),
lns_corp_113_mn = mean(lns_corp_113 ,na.rm=TRUE),
lns_corp_114_mn = mean(lns_corp_114 ,na.rm=TRUE),
lns_corp_121_mn = mean(lns_corp_121 ,na.rm=TRUE),
lns_corp_122_mn = mean(lns_corp_122 ,na.rm=TRUE),
lns_corp_123_mn = mean(lns_corp_123 ,na.rm=TRUE),
lns_corp_124_mn = mean(lns_corp_124 ,na.rm=TRUE),
lns_corp_125_mn = mean(lns_corp_125 ,na.rm=TRUE),
lns_corp_131_mn = mean(lns_corp_131 ,na.rm=TRUE),
lns_corp_132_mn = mean(lns_corp_132 ,na.rm=TRUE),
lns_corp_133_mn = mean(lns_corp_133 ,na.rm=TRUE),
lns_corp_134_mn = mean(lns_corp_134 ,na.rm=TRUE),
lns_corp_141_mn = mean(lns_corp_141 ,na.rm=TRUE),
lns_corp_142_mn = mean(lns_corp_142 ,na.rm=TRUE),
lns_corp_143_mn = mean(lns_corp_143 ,na.rm=TRUE),
lns_corp_144_mn = mean(lns_corp_144 ,na.rm=TRUE),
lns_corp_145_mn = mean(lns_corp_145 ,na.rm=TRUE),
lns_corp_241_mn = mean(lns_corp_241 ,na.rm=TRUE),
lns_corp_242_mn = mean(lns_corp_242 ,na.rm=TRUE),
lns_corp_243_mn = mean(lns_corp_243 ,na.rm=TRUE),
lns_corp_244_mn = mean(lns_corp_244 ,na.rm=TRUE),
lns_corp_411_mn = mean(lns_corp_411 ,na.rm=TRUE),
lns_corp_412_mn = mean(lns_corp_412 ,na.rm=TRUE),
lns_corp_421_mn = mean(lns_corp_421 ,na.rm=TRUE),
lns_corp_422_mn = mean(lns_corp_422 ,na.rm=TRUE),
lns_corp_441_mn = mean(lns_corp_441 ,na.rm=TRUE),
lns_corp_442_mn = mean(lns_corp_442 ,na.rm=TRUE),
lns_corp_611_mn = mean(lns_corp_611 ,na.rm=TRUE),
lns_corp_612_mn = mean(lns_corp_612 ,na.rm=TRUE),
lns_corp_613_mn = mean(lns_corp_613 ,na.rm=TRUE),
lns_corp_631_mn = mean(lns_corp_631 ,na.rm=TRUE),
lns_corp_632_mn = mean(lns_corp_632 ,na.rm=TRUE),
lns_corp_633_mn = mean(lns_corp_633 ,na.rm=TRUE),
lns_corp_634_mn = mean(lns_corp_634 ,na.rm=TRUE),
lns_corp_636_mn = mean(lns_corp_636 ,na.rm=TRUE),
lns_corp_637_mn = mean(lns_corp_637 ,na.rm=TRUE),
lns_corp_638_mn = mean(lns_corp_638 ,na.rm=TRUE),
lns_corp_639_mn = mean(lns_corp_639 ,na.rm=TRUE),
lns_corp_641_mn = mean(lns_corp_641 ,na.rm=TRUE),
lns_corp_642_mn = mean(lns_corp_642 ,na.rm=TRUE),
lns_corp_643_mn = mean(lns_corp_643 ,na.rm=TRUE),
lns_corp_651_mn = mean(lns_corp_651 ,na.rm=TRUE),
lns_corp_652_mn = mean(lns_corp_652 ,na.rm=TRUE),
lns_corp_653_mn = mean(lns_corp_653 ,na.rm=TRUE),
lns_corp_999_mn = mean(lns_corp_999 ,na.rm=TRUE),
lns_corp_6211_mn = mean(lns_corp_6211 ,na.rm=TRUE),
lns_corp_6212_mn = mean(lns_corp_6212 ,na.rm=TRUE),
lns_corp_6221_mn = mean(lns_corp_6221 ,na.rm=TRUE),
lns_corp_6222_mn = mean(lns_corp_6222 ,na.rm=TRUE),
lns_corp_6351_mn = mean(lns_corp_6351 ,na.rm=TRUE),
lns_corp_6352_mn = mean(lns_corp_6352 ,na.rm=TRUE),
wds_corp_8_mn = mean(wds_corp_8 ,na.rm=TRUE),
wds_corp_9_mn = mean(wds_corp_9 ,na.rm=TRUE),
wds_corp_10_mn = mean(wds_corp_10 ,na.rm=TRUE),
wds_corp_21_mn = mean(wds_corp_21 ,na.rm=TRUE),
wds_corp_22_mn = mean(wds_corp_22 ,na.rm=TRUE),
wds_corp_23_mn = mean(wds_corp_23 ,na.rm=TRUE),
wds_corp_25_mn = mean(wds_corp_25 ,na.rm=TRUE),
wds_corp_26_mn = mean(wds_corp_26 ,na.rm=TRUE),
wds_corp_27_mn = mean(wds_corp_27 ,na.rm=TRUE),
wds_corp_28_mn = mean(wds_corp_28 ,na.rm=TRUE),
wds_corp_29_mn = mean(wds_corp_29 ,na.rm=TRUE),
wds_corp_31_mn = mean(wds_corp_31 ,na.rm=TRUE),
wds_corp_32_mn = mean(wds_corp_32 ,na.rm=TRUE),
wds_corp_33_mn = mean(wds_corp_33 ,na.rm=TRUE),
wds_corp_34_mn = mean(wds_corp_34 ,na.rm=TRUE),
wds_corp_43_mn = mean(wds_corp_43 ,na.rm=TRUE),
wds_corp_45_mn = mean(wds_corp_45 ,na.rm=TRUE),
wds_corp_51_mn = mean(wds_corp_51 ,na.rm=TRUE),
wds_corp_52_mn = mean(wds_corp_52 ,na.rm=TRUE),
wds_corp_53_mn = mean(wds_corp_53 ,na.rm=TRUE),
wds_corp_54_mn = mean(wds_corp_54 ,na.rm=TRUE),
wds_corp_55_mn = mean(wds_corp_55 ,na.rm=TRUE),
wds_corp_56_mn = mean(wds_corp_56 ,na.rm=TRUE),
wds_corp_66_mn = mean(wds_corp_66 ,na.rm=TRUE),
wds_corp_67_mn = mean(wds_corp_67 ,na.rm=TRUE),
wds_corp_68_mn = mean(wds_corp_68 ,na.rm=TRUE),
wds_corp_71_mn = mean(wds_corp_71 ,na.rm=TRUE),
wds_corp_72_mn = mean(wds_corp_72 ,na.rm=TRUE),
wds_corp_73_mn = mean(wds_corp_73 ,na.rm=TRUE),
wds_corp_111_mn = mean(wds_corp_111 ,na.rm=TRUE),
wds_corp_112_mn = mean(wds_corp_112 ,na.rm=TRUE),
wds_corp_113_mn = mean(wds_corp_113 ,na.rm=TRUE),
wds_corp_114_mn = mean(wds_corp_114 ,na.rm=TRUE),
wds_corp_121_mn = mean(wds_corp_121 ,na.rm=TRUE),
wds_corp_122_mn = mean(wds_corp_122 ,na.rm=TRUE),
wds_corp_123_mn = mean(wds_corp_123 ,na.rm=TRUE),
wds_corp_124_mn = mean(wds_corp_124 ,na.rm=TRUE),
wds_corp_125_mn = mean(wds_corp_125 ,na.rm=TRUE),
wds_corp_131_mn = mean(wds_corp_131 ,na.rm=TRUE),
wds_corp_132_mn = mean(wds_corp_132 ,na.rm=TRUE),
wds_corp_133_mn = mean(wds_corp_133 ,na.rm=TRUE),
wds_corp_134_mn = mean(wds_corp_134 ,na.rm=TRUE),
wds_corp_141_mn = mean(wds_corp_141 ,na.rm=TRUE),
wds_corp_142_mn = mean(wds_corp_142 ,na.rm=TRUE),
wds_corp_143_mn = mean(wds_corp_143 ,na.rm=TRUE),
wds_corp_144_mn = mean(wds_corp_144 ,na.rm=TRUE),
wds_corp_145_mn = mean(wds_corp_145 ,na.rm=TRUE),
wds_corp_241_mn = mean(wds_corp_241 ,na.rm=TRUE),
wds_corp_242_mn = mean(wds_corp_242 ,na.rm=TRUE),
wds_corp_243_mn = mean(wds_corp_243 ,na.rm=TRUE),
wds_corp_244_mn = mean(wds_corp_244 ,na.rm=TRUE),
wds_corp_411_mn = mean(wds_corp_411 ,na.rm=TRUE),
wds_corp_412_mn = mean(wds_corp_412 ,na.rm=TRUE),
wds_corp_421_mn = mean(wds_corp_421 ,na.rm=TRUE),
wds_corp_422_mn = mean(wds_corp_422 ,na.rm=TRUE),
wds_corp_441_mn = mean(wds_corp_441 ,na.rm=TRUE),
wds_corp_442_mn = mean(wds_corp_442 ,na.rm=TRUE),
wds_corp_611_mn = mean(wds_corp_611 ,na.rm=TRUE),
wds_corp_612_mn = mean(wds_corp_612 ,na.rm=TRUE),
wds_corp_613_mn = mean(wds_corp_613 ,na.rm=TRUE),
wds_corp_631_mn = mean(wds_corp_631 ,na.rm=TRUE),
wds_corp_632_mn = mean(wds_corp_632 ,na.rm=TRUE),
wds_corp_633_mn = mean(wds_corp_633 ,na.rm=TRUE),
wds_corp_634_mn = mean(wds_corp_634 ,na.rm=TRUE),
wds_corp_636_mn = mean(wds_corp_636 ,na.rm=TRUE),
wds_corp_637_mn = mean(wds_corp_637 ,na.rm=TRUE),
wds_corp_638_mn = mean(wds_corp_638 ,na.rm=TRUE),
wds_corp_639_mn = mean(wds_corp_639 ,na.rm=TRUE),
wds_corp_641_mn = mean(wds_corp_641 ,na.rm=TRUE),
wds_corp_642_mn = mean(wds_corp_642 ,na.rm=TRUE),
wds_corp_643_mn = mean(wds_corp_643 ,na.rm=TRUE),
wds_corp_651_mn = mean(wds_corp_651 ,na.rm=TRUE),
wds_corp_652_mn = mean(wds_corp_652 ,na.rm=TRUE),
wds_corp_653_mn = mean(wds_corp_653 ,na.rm=TRUE),
wds_corp_999_mn = mean(wds_corp_999 ,na.rm=TRUE),
wds_corp_6211_mn = mean(wds_corp_6211 ,na.rm=TRUE),
wds_corp_6212_mn = mean(wds_corp_6212 ,na.rm=TRUE),
wds_corp_6221_mn = mean(wds_corp_6221 ,na.rm=TRUE),
wds_corp_6222_mn = mean(wds_corp_6222 ,na.rm=TRUE),
wds_corp_6351_mn = mean(wds_corp_6351 ,na.rm=TRUE),
wds_corp_6352_mn = mean(wds_corp_6352 ,na.rm=TRUE),
lns_corp_top_1_mn = mean(lns_corp_top_1 ,na.rm=TRUE),
lns_corp_top_2_mn = mean(lns_corp_top_2 ,na.rm=TRUE),
lns_corp_top_3_mn = mean(lns_corp_top_3 ,na.rm=TRUE),
lns_corp_top_4_mn = mean(lns_corp_top_4 ,na.rm=TRUE),
lns_corp_top_5_mn = mean(lns_corp_top_5 ,na.rm=TRUE),
lns_corp_top_66_mn = mean(lns_corp_top_66 ,na.rm=TRUE),
lns_corp_top_77_mn = mean(lns_corp_top_77 ,na.rm=TRUE),
wds_corp_top_1_mn = mean(wds_corp_top_1 ,na.rm=TRUE),
wds_corp_top_2_mn = mean(wds_corp_top_2 ,na.rm=TRUE),
wds_corp_top_3_mn = mean(wds_corp_top_3 ,na.rm=TRUE),
wds_corp_top_4_mn = mean(wds_corp_top_4 ,na.rm=TRUE),
wds_corp_top_5_mn = mean(wds_corp_top_5 ,na.rm=TRUE),
wds_corp_top_66_mn = mean(wds_corp_top_66 ,na.rm=TRUE),
wds_corp_top_77_mn = mean(wds_corp_top_77 ,na.rm=TRUE),
lns_corp_act_1_mn = mean(lns_corp_act_1 ,na.rm=TRUE),
lns_corp_act_2_mn = mean(lns_corp_act_2 ,na.rm=TRUE),
lns_corp_act_3_mn = mean(lns_corp_act_3 ,na.rm=TRUE),
lns_corp_act_4_mn = mean(lns_corp_act_4 ,na.rm=TRUE),
lns_corp_act_66_mn = mean(lns_corp_act_66 ,na.rm=TRUE),
lns_corp_act_77_mn = mean(lns_corp_act_77 ,na.rm=TRUE),
wds_corp_act_1_mn = mean(wds_corp_act_1 ,na.rm=TRUE),
wds_corp_act_2_mn = mean(wds_corp_act_2 ,na.rm=TRUE),
wds_corp_act_3_mn = mean(wds_corp_act_3 ,na.rm=TRUE),
wds_corp_act_4_mn = mean(wds_corp_act_4 ,na.rm=TRUE),
wds_corp_act_66_mn = mean(wds_corp_act_66 ,na.rm=TRUE),
wds_corp_act_77_mn = mean(wds_corp_act_77 ,na.rm=TRUE)
)
petermeissner/idep documentation built on May 25, 2019, 1:53 a.m.
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isor_so_agg <-
isor_so_joined %>%
arrange(cab_id, so_id) %>%
select(
cab_id,
so_start,
so_end,
so_n,
wds_clean_rel,
so_daccept,
so_dpromul,
so_denact,
so_id,
so_dplus,
everything()
) %>%
group_by(cab_id) %>%
summarise(
so_id_fst = first(so_id ),
so_id_lst = last( so_id ),
so_id_all = paste(so_id, collapse=", "),
so_n = max(so_n),
so_start_fst = first(so_start ),
so_end_fst = first(so_end ),
so_dplus_fst = first(so_dplus ),
so_daccept_fst = first(so_daccept ),
so_dpromul_fst = first(so_dpromul ),
so_denact_fst = first(so_denact ),
so_start_lst = last(so_start ),
so_end_lst = last(so_end ),
so_dplus_lst = last(so_dplus ),
so_daccept_lst = last(so_daccept ),
so_dpromul_lst = last(so_dpromul ),
so_denact_lst = last(so_denact ),
lang = first(lang),
wdns = first(wdns),
wdns_corr = first(wdns_corr),
wds_clean_rel_wdns_corr_fst = first(wds_clean_rel_wdns_corr),
wds_clean_rel_wdns_corr_lst = last(wds_clean_rel_wdns_corr),
wds_clean_rel_wdns_corr_mn = mean(wds_clean_rel_wdns_corr , na.rm=TRUE),
tsb_agc = first(tsb_agc),
ext_tsb_agc1_fst = first(ext_tsb_agc1),
ext_tsb_agc2_fst = first(ext_tsb_agc2),
ext_tsb_agc4_fst = first(ext_tsb_agc4),
ext_tsb_agc1_lst = last(ext_tsb_agc1),
ext_tsb_agc2_lst = last(ext_tsb_agc2),
ext_tsb_agc4_lst = last(ext_tsb_agc4),
ext_tsb_agc1_mn = mean(ext_tsb_agc1 , na.rm=TRUE),
ext_tsb_agc2_mn = mean(ext_tsb_agc2 , na.rm=TRUE),
ext_tsb_agc4_mn = mean(ext_tsb_agc4, na.rm=TRUE),
lns_all_mn = mean(lns_all ,na.rm=TRUE),
wds_raw_all_mn = mean(wds_raw_all ,na.rm=TRUE),
wds_clean_all_mn = mean(wds_clean_all ,na.rm=TRUE),
lns_rel_mn = mean(lns_rel ,na.rm=TRUE),
wds_raw_rel_mn = mean(wds_raw_rel ,na.rm=TRUE),
wds_clean_rel_mn = mean(wds_clean_rel ,na.rm=TRUE),
lns_all_fst = first(lns_all ),
wds_raw_all_fst = first(wds_raw_all ),
wds_clean_all_fst = first(wds_clean_all ),
lns_rel_fst = first(lns_rel ),
wds_raw_rel_fst = first(wds_raw_rel ),
wds_clean_rel_fst = first(wds_clean_rel ),
lns_all_lst = last(lns_all ),
wds_raw_all_lst = last(wds_raw_all ),
wds_clean_all_lst = last(wds_clean_all ),
lns_rel_lst = last(lns_rel ),
wds_raw_rel_lst = last(wds_raw_rel ),
wds_clean_rel_lst = last(wds_clean_rel ),
lns_corp_8_fst = first(lns_corp_8 ),
lns_corp_9_fst = first(lns_corp_9 ),
lns_corp_10_fst = first(lns_corp_10 ),
lns_corp_21_fst = first(lns_corp_21 ),
lns_corp_22_fst = first(lns_corp_22 ),
lns_corp_23_fst = first(lns_corp_23 ),
lns_corp_25_fst = first(lns_corp_25 ),
lns_corp_26_fst = first(lns_corp_26 ),
lns_corp_27_fst = first(lns_corp_27 ),
lns_corp_28_fst = first(lns_corp_28 ),
lns_corp_29_fst = first(lns_corp_29 ),
lns_corp_31_fst = first(lns_corp_31 ),
lns_corp_32_fst = first(lns_corp_32 ),
lns_corp_33_fst = first(lns_corp_33 ),
lns_corp_34_fst = first(lns_corp_34 ),
lns_corp_43_fst = first(lns_corp_43 ),
lns_corp_45_fst = first(lns_corp_45 ),
lns_corp_51_fst = first(lns_corp_51 ),
lns_corp_52_fst = first(lns_corp_52 ),
lns_corp_53_fst = first(lns_corp_53 ),
lns_corp_54_fst = first(lns_corp_54 ),
lns_corp_55_fst = first(lns_corp_55 ),
lns_corp_56_fst = first(lns_corp_56 ),
lns_corp_66_fst = first(lns_corp_66 ),
lns_corp_67_fst = first(lns_corp_67 ),
lns_corp_68_fst = first(lns_corp_68 ),
lns_corp_71_fst = first(lns_corp_71 ),
lns_corp_72_fst = first(lns_corp_72 ),
lns_corp_73_fst = first(lns_corp_73 ),
lns_corp_111_fst = first(lns_corp_111 ),
lns_corp_112_fst = first(lns_corp_112 ),
lns_corp_113_fst = first(lns_corp_113 ),
lns_corp_114_fst = first(lns_corp_114 ),
lns_corp_121_fst = first(lns_corp_121 ),
lns_corp_122_fst = first(lns_corp_122 ),
lns_corp_123_fst = first(lns_corp_123 ),
lns_corp_124_fst = first(lns_corp_124 ),
lns_corp_125_fst = first(lns_corp_125 ),
lns_corp_131_fst = first(lns_corp_131 ),
lns_corp_132_fst = first(lns_corp_132 ),
lns_corp_133_fst = first(lns_corp_133 ),
lns_corp_134_fst = first(lns_corp_134 ),
lns_corp_141_fst = first(lns_corp_141 ),
lns_corp_142_fst = first(lns_corp_142 ),
lns_corp_143_fst = first(lns_corp_143 ),
lns_corp_144_fst = first(lns_corp_144 ),
lns_corp_145_fst = first(lns_corp_145 ),
lns_corp_241_fst = first(lns_corp_241 ),
lns_corp_242_fst = first(lns_corp_242 ),
lns_corp_243_fst = first(lns_corp_243 ),
lns_corp_244_fst = first(lns_corp_244 ),
lns_corp_411_fst = first(lns_corp_411 ),
lns_corp_412_fst = first(lns_corp_412 ),
lns_corp_421_fst = first(lns_corp_421 ),
lns_corp_422_fst = first(lns_corp_422 ),
lns_corp_441_fst = first(lns_corp_441 ),
lns_corp_442_fst = first(lns_corp_442 ),
lns_corp_611_fst = first(lns_corp_611 ),
lns_corp_612_fst = first(lns_corp_612 ),
lns_corp_613_fst = first(lns_corp_613 ),
lns_corp_631_fst = first(lns_corp_631 ),
lns_corp_632_fst = first(lns_corp_632 ),
lns_corp_633_fst = first(lns_corp_633 ),
lns_corp_634_fst = first(lns_corp_634 ),
lns_corp_636_fst = first(lns_corp_636 ),
lns_corp_637_fst = first(lns_corp_637 ),
lns_corp_638_fst = first(lns_corp_638 ),
lns_corp_639_fst = first(lns_corp_639 ),
lns_corp_641_fst = first(lns_corp_641 ),
lns_corp_642_fst = first(lns_corp_642 ),
lns_corp_643_fst = first(lns_corp_643 ),
lns_corp_651_fst = first(lns_corp_651 ),
lns_corp_652_fst = first(lns_corp_652 ),
lns_corp_653_fst = first(lns_corp_653 ),
lns_corp_999_fst = first(lns_corp_999 ),
lns_corp_6211_fst = first(lns_corp_6211 ),
lns_corp_6212_fst = first(lns_corp_6212 ),
lns_corp_6221_fst = first(lns_corp_6221 ),
lns_corp_6222_fst = first(lns_corp_6222 ),
lns_corp_6351_fst = first(lns_corp_6351 ),
lns_corp_6352_fst = first(lns_corp_6352 ),
wds_corp_8_fst = first(wds_corp_8 ),
wds_corp_9_fst = first(wds_corp_9 ),
wds_corp_10_fst = first(wds_corp_10 ),
wds_corp_21_fst = first(wds_corp_21 ),
wds_corp_22_fst = first(wds_corp_22 ),
wds_corp_23_fst = first(wds_corp_23 ),
wds_corp_25_fst = first(wds_corp_25 ),
wds_corp_26_fst = first(wds_corp_26 ),
wds_corp_27_fst = first(wds_corp_27 ),
wds_corp_28_fst = first(wds_corp_28 ),
wds_corp_29_fst = first(wds_corp_29 ),
wds_corp_31_fst = first(wds_corp_31 ),
wds_corp_32_fst = first(wds_corp_32 ),
wds_corp_33_fst = first(wds_corp_33 ),
wds_corp_34_fst = first(wds_corp_34 ),
wds_corp_43_fst = first(wds_corp_43 ),
wds_corp_45_fst = first(wds_corp_45 ),
wds_corp_51_fst = first(wds_corp_51 ),
wds_corp_52_fst = first(wds_corp_52 ),
wds_corp_53_fst = first(wds_corp_53 ),
wds_corp_54_fst = first(wds_corp_54 ),
wds_corp_55_fst = first(wds_corp_55 ),
wds_corp_56_fst = first(wds_corp_56 ),
wds_corp_66_fst = first(wds_corp_66 ),
wds_corp_67_fst = first(wds_corp_67 ),
wds_corp_68_fst = first(wds_corp_68 ),
wds_corp_71_fst = first(wds_corp_71 ),
wds_corp_72_fst = first(wds_corp_72 ),
wds_corp_73_fst = first(wds_corp_73 ),
wds_corp_111_fst = first(wds_corp_111 ),
wds_corp_112_fst = first(wds_corp_112 ),
wds_corp_113_fst = first(wds_corp_113 ),
wds_corp_114_fst = first(wds_corp_114 ),
wds_corp_121_fst = first(wds_corp_121 ),
wds_corp_122_fst = first(wds_corp_122 ),
wds_corp_123_fst = first(wds_corp_123 ),
wds_corp_124_fst = first(wds_corp_124 ),
wds_corp_125_fst = first(wds_corp_125 ),
wds_corp_131_fst = first(wds_corp_131 ),
wds_corp_132_fst = first(wds_corp_132 ),
wds_corp_133_fst = first(wds_corp_133 ),
wds_corp_134_fst = first(wds_corp_134 ),
wds_corp_141_fst = first(wds_corp_141 ),
wds_corp_142_fst = first(wds_corp_142 ),
wds_corp_143_fst = first(wds_corp_143 ),
wds_corp_144_fst = first(wds_corp_144 ),
wds_corp_145_fst = first(wds_corp_145 ),
wds_corp_241_fst = first(wds_corp_241 ),
wds_corp_242_fst = first(wds_corp_242 ),
wds_corp_243_fst = first(wds_corp_243 ),
wds_corp_244_fst = first(wds_corp_244 ),
wds_corp_411_fst = first(wds_corp_411 ),
wds_corp_412_fst = first(wds_corp_412 ),
wds_corp_421_fst = first(wds_corp_421 ),
wds_corp_422_fst = first(wds_corp_422 ),
wds_corp_441_fst = first(wds_corp_441 ),
wds_corp_442_fst = first(wds_corp_442 ),
wds_corp_611_fst = first(wds_corp_611 ),
wds_corp_612_fst = first(wds_corp_612 ),
wds_corp_613_fst = first(wds_corp_613 ),
wds_corp_631_fst = first(wds_corp_631 ),
wds_corp_632_fst = first(wds_corp_632 ),
wds_corp_633_fst = first(wds_corp_633 ),
wds_corp_634_fst = first(wds_corp_634 ),
wds_corp_636_fst = first(wds_corp_636 ),
wds_corp_637_fst = first(wds_corp_637 ),
wds_corp_638_fst = first(wds_corp_638 ),
wds_corp_639_fst = first(wds_corp_639 ),
wds_corp_641_fst = first(wds_corp_641 ),
wds_corp_642_fst = first(wds_corp_642 ),
wds_corp_643_fst = first(wds_corp_643 ),
wds_corp_651_fst = first(wds_corp_651 ),
wds_corp_652_fst = first(wds_corp_652 ),
wds_corp_653_fst = first(wds_corp_653 ),
wds_corp_999_fst = first(wds_corp_999 ),
wds_corp_6211_fst = first(wds_corp_6211 ),
wds_corp_6212_fst = first(wds_corp_6212 ),
wds_corp_6221_fst = first(wds_corp_6221 ),
wds_corp_6222_fst = first(wds_corp_6222 ),
wds_corp_6351_fst = first(wds_corp_6351 ),
wds_corp_6352_fst = first(wds_corp_6352 ),
lns_corp_top_1_fst = first(lns_corp_top_1 ),
lns_corp_top_2_fst = first(lns_corp_top_2 ),
lns_corp_top_3_fst = first(lns_corp_top_3 ),
lns_corp_top_4_fst = first(lns_corp_top_4 ),
lns_corp_top_5_fst = first(lns_corp_top_5 ),
lns_corp_top_66_fst = first(lns_corp_top_66 ),
lns_corp_top_77_fst = first(lns_corp_top_77 ),
wds_corp_top_1_fst = first(wds_corp_top_1 ),
wds_corp_top_2_fst = first(wds_corp_top_2 ),
wds_corp_top_3_fst = first(wds_corp_top_3 ),
wds_corp_top_4_fst = first(wds_corp_top_4 ),
wds_corp_top_5_fst = first(wds_corp_top_5 ),
wds_corp_top_66_fst = first(wds_corp_top_66 ),
wds_corp_top_77_fst = first(wds_corp_top_77 ),
lns_corp_act_1_fst = first(lns_corp_act_1 ),
lns_corp_act_2_fst = first(lns_corp_act_2 ),
lns_corp_act_3_fst = first(lns_corp_act_3 ),
lns_corp_act_4_fst = first(lns_corp_act_4 ),
lns_corp_act_66_fst = first(lns_corp_act_66 ),
lns_corp_act_77_fst = first(lns_corp_act_77 ),
wds_corp_act_1_fst = first(wds_corp_act_1 ),
wds_corp_act_2_fst = first(wds_corp_act_2 ),
wds_corp_act_3_fst = first(wds_corp_act_3 ),
wds_corp_act_4_fst = first(wds_corp_act_4 ),
wds_corp_act_66_fst = first(wds_corp_act_66 ),
wds_corp_act_77_fst = first(wds_corp_act_77 ),
lns_corp_8_lst = last(lns_corp_8 ),
lns_corp_9_lst = last(lns_corp_9 ),
lns_corp_10_lst = last(lns_corp_10 ),
lns_corp_21_lst = last(lns_corp_21 ),
lns_corp_22_lst = last(lns_corp_22 ),
lns_corp_23_lst = last(lns_corp_23 ),
lns_corp_25_lst = last(lns_corp_25 ),
lns_corp_26_lst = last(lns_corp_26 ),
lns_corp_27_lst = last(lns_corp_27 ),
lns_corp_28_lst = last(lns_corp_28 ),
lns_corp_29_lst = last(lns_corp_29 ),
lns_corp_31_lst = last(lns_corp_31 ),
lns_corp_32_lst = last(lns_corp_32 ),
lns_corp_33_lst = last(lns_corp_33 ),
lns_corp_34_lst = last(lns_corp_34 ),
lns_corp_43_lst = last(lns_corp_43 ),
lns_corp_45_lst = last(lns_corp_45 ),
lns_corp_51_lst = last(lns_corp_51 ),
lns_corp_52_lst = last(lns_corp_52 ),
lns_corp_53_lst = last(lns_corp_53 ),
lns_corp_54_lst = last(lns_corp_54 ),
lns_corp_55_lst = last(lns_corp_55 ),
lns_corp_56_lst = last(lns_corp_56 ),
lns_corp_66_lst = last(lns_corp_66 ),
lns_corp_67_lst = last(lns_corp_67 ),
lns_corp_68_lst = last(lns_corp_68 ),
lns_corp_71_lst = last(lns_corp_71 ),
lns_corp_72_lst = last(lns_corp_72 ),
lns_corp_73_lst = last(lns_corp_73 ),
lns_corp_111_lst = last(lns_corp_111 ),
lns_corp_112_lst = last(lns_corp_112 ),
lns_corp_113_lst = last(lns_corp_113 ),
lns_corp_114_lst = last(lns_corp_114 ),
lns_corp_121_lst = last(lns_corp_121 ),
lns_corp_122_lst = last(lns_corp_122 ),
lns_corp_123_lst = last(lns_corp_123 ),
lns_corp_124_lst = last(lns_corp_124 ),
lns_corp_125_lst = last(lns_corp_125 ),
lns_corp_131_lst = last(lns_corp_131 ),
lns_corp_132_lst = last(lns_corp_132 ),
lns_corp_133_lst = last(lns_corp_133 ),
lns_corp_134_lst = last(lns_corp_134 ),
lns_corp_141_lst = last(lns_corp_141 ),
lns_corp_142_lst = last(lns_corp_142 ),
lns_corp_143_lst = last(lns_corp_143 ),
lns_corp_144_lst = last(lns_corp_144 ),
lns_corp_145_lst = last(lns_corp_145 ),
lns_corp_241_lst = last(lns_corp_241 ),
lns_corp_242_lst = last(lns_corp_242 ),
lns_corp_243_lst = last(lns_corp_243 ),
lns_corp_244_lst = last(lns_corp_244 ),
lns_corp_411_lst = last(lns_corp_411 ),
lns_corp_412_lst = last(lns_corp_412 ),
lns_corp_421_lst = last(lns_corp_421 ),
lns_corp_422_lst = last(lns_corp_422 ),
lns_corp_441_lst = last(lns_corp_441 ),
lns_corp_442_lst = last(lns_corp_442 ),
lns_corp_611_lst = last(lns_corp_611 ),
lns_corp_612_lst = last(lns_corp_612 ),
lns_corp_613_lst = last(lns_corp_613 ),
lns_corp_631_lst = last(lns_corp_631 ),
lns_corp_632_lst = last(lns_corp_632 ),
lns_corp_633_lst = last(lns_corp_633 ),
lns_corp_634_lst = last(lns_corp_634 ),
lns_corp_636_lst = last(lns_corp_636 ),
lns_corp_637_lst = last(lns_corp_637 ),
lns_corp_638_lst = last(lns_corp_638 ),
lns_corp_639_lst = last(lns_corp_639 ),
lns_corp_641_lst = last(lns_corp_641 ),
lns_corp_642_lst = last(lns_corp_642 ),
lns_corp_643_lst = last(lns_corp_643 ),
lns_corp_651_lst = last(lns_corp_651 ),
lns_corp_652_lst = last(lns_corp_652 ),
lns_corp_653_lst = last(lns_corp_653 ),
lns_corp_999_lst = last(lns_corp_999 ),
lns_corp_6211_lst = last(lns_corp_6211 ),
lns_corp_6212_lst = last(lns_corp_6212 ),
lns_corp_6221_lst = last(lns_corp_6221 ),
lns_corp_6222_lst = last(lns_corp_6222 ),
lns_corp_6351_lst = last(lns_corp_6351 ),
lns_corp_6352_lst = last(lns_corp_6352 ),
wds_corp_8_lst = last(wds_corp_8 ),
wds_corp_9_lst = last(wds_corp_9 ),
wds_corp_10_lst = last(wds_corp_10 ),
wds_corp_21_lst = last(wds_corp_21 ),
wds_corp_22_lst = last(wds_corp_22 ),
wds_corp_23_lst = last(wds_corp_23 ),
wds_corp_25_lst = last(wds_corp_25 ),
wds_corp_26_lst = last(wds_corp_26 ),
wds_corp_27_lst = last(wds_corp_27 ),
wds_corp_28_lst = last(wds_corp_28 ),
wds_corp_29_lst = last(wds_corp_29 ),
wds_corp_31_lst = last(wds_corp_31 ),
wds_corp_32_lst = last(wds_corp_32 ),
wds_corp_33_lst = last(wds_corp_33 ),
wds_corp_34_lst = last(wds_corp_34 ),
wds_corp_43_lst = last(wds_corp_43 ),
wds_corp_45_lst = last(wds_corp_45 ),
wds_corp_51_lst = last(wds_corp_51 ),
wds_corp_52_lst = last(wds_corp_52 ),
wds_corp_53_lst = last(wds_corp_53 ),
wds_corp_54_lst = last(wds_corp_54 ),
wds_corp_55_lst = last(wds_corp_55 ),
wds_corp_56_lst = last(wds_corp_56 ),
wds_corp_66_lst = last(wds_corp_66 ),
wds_corp_67_lst = last(wds_corp_67 ),
wds_corp_68_lst = last(wds_corp_68 ),
wds_corp_71_lst = last(wds_corp_71 ),
wds_corp_72_lst = last(wds_corp_72 ),
wds_corp_73_lst = last(wds_corp_73 ),
wds_corp_111_lst = last(wds_corp_111 ),
wds_corp_112_lst = last(wds_corp_112 ),
wds_corp_113_lst = last(wds_corp_113 ),
wds_corp_114_lst = last(wds_corp_114 ),
wds_corp_121_lst = last(wds_corp_121 ),
wds_corp_122_lst = last(wds_corp_122 ),
wds_corp_123_lst = last(wds_corp_123 ),
wds_corp_124_lst = last(wds_corp_124 ),
wds_corp_125_lst = last(wds_corp_125 ),
wds_corp_131_lst = last(wds_corp_131 ),
wds_corp_132_lst = last(wds_corp_132 ),
wds_corp_133_lst = last(wds_corp_133 ),
wds_corp_134_lst = last(wds_corp_134 ),
wds_corp_141_lst = last(wds_corp_141 ),
wds_corp_142_lst = last(wds_corp_142 ),
wds_corp_143_lst = last(wds_corp_143 ),
wds_corp_144_lst = last(wds_corp_144 ),
wds_corp_145_lst = last(wds_corp_145 ),
wds_corp_241_lst = last(wds_corp_241 ),
wds_corp_242_lst = last(wds_corp_242 ),
wds_corp_243_lst = last(wds_corp_243 ),
wds_corp_244_lst = last(wds_corp_244 ),
wds_corp_411_lst = last(wds_corp_411 ),
wds_corp_412_lst = last(wds_corp_412 ),
wds_corp_421_lst = last(wds_corp_421 ),
wds_corp_422_lst = last(wds_corp_422 ),
wds_corp_441_lst = last(wds_corp_441 ),
wds_corp_442_lst = last(wds_corp_442 ),
wds_corp_611_lst = last(wds_corp_611 ),
wds_corp_612_lst = last(wds_corp_612 ),
wds_corp_613_lst = last(wds_corp_613 ),
wds_corp_631_lst = last(wds_corp_631 ),
wds_corp_632_lst = last(wds_corp_632 ),
wds_corp_633_lst = last(wds_corp_633 ),
wds_corp_634_lst = last(wds_corp_634 ),
wds_corp_636_lst = last(wds_corp_636 ),
wds_corp_637_lst = last(wds_corp_637 ),
wds_corp_638_lst = last(wds_corp_638 ),
wds_corp_639_lst = last(wds_corp_639 ),
wds_corp_641_lst = last(wds_corp_641 ),
wds_corp_642_lst = last(wds_corp_642 ),
wds_corp_643_lst = last(wds_corp_643 ),
wds_corp_651_lst = last(wds_corp_651 ),
wds_corp_652_lst = last(wds_corp_652 ),
wds_corp_653_lst = last(wds_corp_653 ),
wds_corp_999_lst = last(wds_corp_999 ),
wds_corp_6211_lst = last(wds_corp_6211 ),
wds_corp_6212_lst = last(wds_corp_6212 ),
wds_corp_6221_lst = last(wds_corp_6221 ),
wds_corp_6222_lst = last(wds_corp_6222 ),
wds_corp_6351_lst = last(wds_corp_6351 ),
wds_corp_6352_lst = last(wds_corp_6352 ),
lns_corp_top_1_lst = last(lns_corp_top_1 ),
lns_corp_top_2_lst = last(lns_corp_top_2 ),
lns_corp_top_3_lst = last(lns_corp_top_3 ),
lns_corp_top_4_lst = last(lns_corp_top_4 ),
lns_corp_top_5_lst = last(lns_corp_top_5 ),
lns_corp_top_66_lst = last(lns_corp_top_66 ),
lns_corp_top_77_lst = last(lns_corp_top_77 ),
wds_corp_top_1_lst = last(wds_corp_top_1 ),
wds_corp_top_2_lst = last(wds_corp_top_2 ),
wds_corp_top_3_lst = last(wds_corp_top_3 ),
wds_corp_top_4_lst = last(wds_corp_top_4 ),
wds_corp_top_5_lst = last(wds_corp_top_5 ),
wds_corp_top_66_lst = last(wds_corp_top_66 ),
wds_corp_top_77_lst = last(wds_corp_top_77 ),
lns_corp_act_1_lst = last(lns_corp_act_1 ),
lns_corp_act_2_lst = last(lns_corp_act_2 ),
lns_corp_act_3_lst = last(lns_corp_act_3 ),
lns_corp_act_4_lst = last(lns_corp_act_4 ),
lns_corp_act_66_lst = last(lns_corp_act_66 ),
lns_corp_act_77_lst = last(lns_corp_act_77 ),
wds_corp_act_1_lst = last(wds_corp_act_1 ),
wds_corp_act_2_lst = last(wds_corp_act_2 ),
wds_corp_act_3_lst = last(wds_corp_act_3 ),
wds_corp_act_4_lst = last(wds_corp_act_4 ),
wds_corp_act_66_lst = last(wds_corp_act_66 ),
wds_corp_act_77_lst = last(wds_corp_act_77 ),
lns_corp_8_mn = mean(lns_corp_8 ,na.rm=TRUE),
lns_corp_9_mn = mean(lns_corp_9 ,na.rm=TRUE),
lns_corp_10_mn = mean(lns_corp_10 ,na.rm=TRUE),
lns_corp_21_mn = mean(lns_corp_21 ,na.rm=TRUE),
lns_corp_22_mn = mean(lns_corp_22 ,na.rm=TRUE),
lns_corp_23_mn = mean(lns_corp_23 ,na.rm=TRUE),
lns_corp_25_mn = mean(lns_corp_25 ,na.rm=TRUE),
lns_corp_26_mn = mean(lns_corp_26 ,na.rm=TRUE),
lns_corp_27_mn = mean(lns_corp_27 ,na.rm=TRUE),
lns_corp_28_mn = mean(lns_corp_28 ,na.rm=TRUE),
lns_corp_29_mn = mean(lns_corp_29 ,na.rm=TRUE),
lns_corp_31_mn = mean(lns_corp_31 ,na.rm=TRUE),
lns_corp_32_mn = mean(lns_corp_32 ,na.rm=TRUE),
lns_corp_33_mn = mean(lns_corp_33 ,na.rm=TRUE),
lns_corp_34_mn = mean(lns_corp_34 ,na.rm=TRUE),
lns_corp_43_mn = mean(lns_corp_43 ,na.rm=TRUE),
lns_corp_45_mn = mean(lns_corp_45 ,na.rm=TRUE),
lns_corp_51_mn = mean(lns_corp_51 ,na.rm=TRUE),
lns_corp_52_mn = mean(lns_corp_52 ,na.rm=TRUE),
lns_corp_53_mn = mean(lns_corp_53 ,na.rm=TRUE),
lns_corp_54_mn = mean(lns_corp_54 ,na.rm=TRUE),
lns_corp_55_mn = mean(lns_corp_55 ,na.rm=TRUE),
lns_corp_56_mn = mean(lns_corp_56 ,na.rm=TRUE),
lns_corp_66_mn = mean(lns_corp_66 ,na.rm=TRUE),
lns_corp_67_mn = mean(lns_corp_67 ,na.rm=TRUE),
lns_corp_68_mn = mean(lns_corp_68 ,na.rm=TRUE),
lns_corp_71_mn = mean(lns_corp_71 ,na.rm=TRUE),
lns_corp_72_mn = mean(lns_corp_72 ,na.rm=TRUE),
lns_corp_73_mn = mean(lns_corp_73 ,na.rm=TRUE),
lns_corp_111_mn = mean(lns_corp_111 ,na.rm=TRUE),
lns_corp_112_mn = mean(lns_corp_112 ,na.rm=TRUE),
lns_corp_113_mn = mean(lns_corp_113 ,na.rm=TRUE),
lns_corp_114_mn = mean(lns_corp_114 ,na.rm=TRUE),
lns_corp_121_mn = mean(lns_corp_121 ,na.rm=TRUE),
lns_corp_122_mn = mean(lns_corp_122 ,na.rm=TRUE),
lns_corp_123_mn = mean(lns_corp_123 ,na.rm=TRUE),
lns_corp_124_mn = mean(lns_corp_124 ,na.rm=TRUE),
lns_corp_125_mn = mean(lns_corp_125 ,na.rm=TRUE),
lns_corp_131_mn = mean(lns_corp_131 ,na.rm=TRUE),
lns_corp_132_mn = mean(lns_corp_132 ,na.rm=TRUE),
lns_corp_133_mn = mean(lns_corp_133 ,na.rm=TRUE),
lns_corp_134_mn = mean(lns_corp_134 ,na.rm=TRUE),
lns_corp_141_mn = mean(lns_corp_141 ,na.rm=TRUE),
lns_corp_142_mn = mean(lns_corp_142 ,na.rm=TRUE),
lns_corp_143_mn = mean(lns_corp_143 ,na.rm=TRUE),
lns_corp_144_mn = mean(lns_corp_144 ,na.rm=TRUE),
lns_corp_145_mn = mean(lns_corp_145 ,na.rm=TRUE),
lns_corp_241_mn = mean(lns_corp_241 ,na.rm=TRUE),
lns_corp_242_mn = mean(lns_corp_242 ,na.rm=TRUE),
lns_corp_243_mn = mean(lns_corp_243 ,na.rm=TRUE),
lns_corp_244_mn = mean(lns_corp_244 ,na.rm=TRUE),
lns_corp_411_mn = mean(lns_corp_411 ,na.rm=TRUE),
lns_corp_412_mn = mean(lns_corp_412 ,na.rm=TRUE),
lns_corp_421_mn = mean(lns_corp_421 ,na.rm=TRUE),
lns_corp_422_mn = mean(lns_corp_422 ,na.rm=TRUE),
lns_corp_441_mn = mean(lns_corp_441 ,na.rm=TRUE),
lns_corp_442_mn = mean(lns_corp_442 ,na.rm=TRUE),
lns_corp_611_mn = mean(lns_corp_611 ,na.rm=TRUE),
lns_corp_612_mn = mean(lns_corp_612 ,na.rm=TRUE),
lns_corp_613_mn = mean(lns_corp_613 ,na.rm=TRUE),
lns_corp_631_mn = mean(lns_corp_631 ,na.rm=TRUE),
lns_corp_632_mn = mean(lns_corp_632 ,na.rm=TRUE),
lns_corp_633_mn = mean(lns_corp_633 ,na.rm=TRUE),
lns_corp_634_mn = mean(lns_corp_634 ,na.rm=TRUE),
lns_corp_636_mn = mean(lns_corp_636 ,na.rm=TRUE),
lns_corp_637_mn = mean(lns_corp_637 ,na.rm=TRUE),
lns_corp_638_mn = mean(lns_corp_638 ,na.rm=TRUE),
lns_corp_639_mn = mean(lns_corp_639 ,na.rm=TRUE),
lns_corp_641_mn = mean(lns_corp_641 ,na.rm=TRUE),
lns_corp_642_mn = mean(lns_corp_642 ,na.rm=TRUE),
lns_corp_643_mn = mean(lns_corp_643 ,na.rm=TRUE),
lns_corp_651_mn = mean(lns_corp_651 ,na.rm=TRUE),
lns_corp_652_mn = mean(lns_corp_652 ,na.rm=TRUE),
lns_corp_653_mn = mean(lns_corp_653 ,na.rm=TRUE),
lns_corp_999_mn = mean(lns_corp_999 ,na.rm=TRUE),
lns_corp_6211_mn = mean(lns_corp_6211 ,na.rm=TRUE),
lns_corp_6212_mn = mean(lns_corp_6212 ,na.rm=TRUE),
lns_corp_6221_mn = mean(lns_corp_6221 ,na.rm=TRUE),
lns_corp_6222_mn = mean(lns_corp_6222 ,na.rm=TRUE),
lns_corp_6351_mn = mean(lns_corp_6351 ,na.rm=TRUE),
lns_corp_6352_mn = mean(lns_corp_6352 ,na.rm=TRUE),
wds_corp_8_mn = mean(wds_corp_8 ,na.rm=TRUE),
wds_corp_9_mn = mean(wds_corp_9 ,na.rm=TRUE),
wds_corp_10_mn = mean(wds_corp_10 ,na.rm=TRUE),
wds_corp_21_mn = mean(wds_corp_21 ,na.rm=TRUE),
wds_corp_22_mn = mean(wds_corp_22 ,na.rm=TRUE),
wds_corp_23_mn = mean(wds_corp_23 ,na.rm=TRUE),
wds_corp_25_mn = mean(wds_corp_25 ,na.rm=TRUE),
wds_corp_26_mn = mean(wds_corp_26 ,na.rm=TRUE),
wds_corp_27_mn = mean(wds_corp_27 ,na.rm=TRUE),
wds_corp_28_mn = mean(wds_corp_28 ,na.rm=TRUE),
wds_corp_29_mn = mean(wds_corp_29 ,na.rm=TRUE),
wds_corp_31_mn = mean(wds_corp_31 ,na.rm=TRUE),
wds_corp_32_mn = mean(wds_corp_32 ,na.rm=TRUE),
wds_corp_33_mn = mean(wds_corp_33 ,na.rm=TRUE),
wds_corp_34_mn = mean(wds_corp_34 ,na.rm=TRUE),
wds_corp_43_mn = mean(wds_corp_43 ,na.rm=TRUE),
wds_corp_45_mn = mean(wds_corp_45 ,na.rm=TRUE),
wds_corp_51_mn = mean(wds_corp_51 ,na.rm=TRUE),
wds_corp_52_mn = mean(wds_corp_52 ,na.rm=TRUE),
wds_corp_53_mn = mean(wds_corp_53 ,na.rm=TRUE),
wds_corp_54_mn = mean(wds_corp_54 ,na.rm=TRUE),
wds_corp_55_mn = mean(wds_corp_55 ,na.rm=TRUE),
wds_corp_56_mn = mean(wds_corp_56 ,na.rm=TRUE),
wds_corp_66_mn = mean(wds_corp_66 ,na.rm=TRUE),
wds_corp_67_mn = mean(wds_corp_67 ,na.rm=TRUE),
wds_corp_68_mn = mean(wds_corp_68 ,na.rm=TRUE),
wds_corp_71_mn = mean(wds_corp_71 ,na.rm=TRUE),
wds_corp_72_mn = mean(wds_corp_72 ,na.rm=TRUE),
wds_corp_73_mn = mean(wds_corp_73 ,na.rm=TRUE),
wds_corp_111_mn = mean(wds_corp_111 ,na.rm=TRUE),
wds_corp_112_mn = mean(wds_corp_112 ,na.rm=TRUE),
wds_corp_113_mn = mean(wds_corp_113 ,na.rm=TRUE),
wds_corp_114_mn = mean(wds_corp_114 ,na.rm=TRUE),
wds_corp_121_mn = mean(wds_corp_121 ,na.rm=TRUE),
wds_corp_122_mn = mean(wds_corp_122 ,na.rm=TRUE),
wds_corp_123_mn = mean(wds_corp_123 ,na.rm=TRUE),
wds_corp_124_mn = mean(wds_corp_124 ,na.rm=TRUE),
wds_corp_125_mn = mean(wds_corp_125 ,na.rm=TRUE),
wds_corp_131_mn = mean(wds_corp_131 ,na.rm=TRUE),
wds_corp_132_mn = mean(wds_corp_132 ,na.rm=TRUE),
wds_corp_133_mn = mean(wds_corp_133 ,na.rm=TRUE),
wds_corp_134_mn = mean(wds_corp_134 ,na.rm=TRUE),
wds_corp_141_mn = mean(wds_corp_141 ,na.rm=TRUE),
wds_corp_142_mn = mean(wds_corp_142 ,na.rm=TRUE),
wds_corp_143_mn = mean(wds_corp_143 ,na.rm=TRUE),
wds_corp_144_mn = mean(wds_corp_144 ,na.rm=TRUE),
wds_corp_145_mn = mean(wds_corp_145 ,na.rm=TRUE),
wds_corp_241_mn = mean(wds_corp_241 ,na.rm=TRUE),
wds_corp_242_mn = mean(wds_corp_242 ,na.rm=TRUE),
wds_corp_243_mn = mean(wds_corp_243 ,na.rm=TRUE),
wds_corp_244_mn = mean(wds_corp_244 ,na.rm=TRUE),
wds_corp_411_mn = mean(wds_corp_411 ,na.rm=TRUE),
wds_corp_412_mn = mean(wds_corp_412 ,na.rm=TRUE),
wds_corp_421_mn = mean(wds_corp_421 ,na.rm=TRUE),
wds_corp_422_mn = mean(wds_corp_422 ,na.rm=TRUE),
wds_corp_441_mn = mean(wds_corp_441 ,na.rm=TRUE),
wds_corp_442_mn = mean(wds_corp_442 ,na.rm=TRUE),
wds_corp_611_mn = mean(wds_corp_611 ,na.rm=TRUE),
wds_corp_612_mn = mean(wds_corp_612 ,na.rm=TRUE),
wds_corp_613_mn = mean(wds_corp_613 ,na.rm=TRUE),
wds_corp_631_mn = mean(wds_corp_631 ,na.rm=TRUE),
wds_corp_632_mn = mean(wds_corp_632 ,na.rm=TRUE),
wds_corp_633_mn = mean(wds_corp_633 ,na.rm=TRUE),
wds_corp_634_mn = mean(wds_corp_634 ,na.rm=TRUE),
wds_corp_636_mn = mean(wds_corp_636 ,na.rm=TRUE),
wds_corp_637_mn = mean(wds_corp_637 ,na.rm=TRUE),
wds_corp_638_mn = mean(wds_corp_638 ,na.rm=TRUE),
wds_corp_639_mn = mean(wds_corp_639 ,na.rm=TRUE),
wds_corp_641_mn = mean(wds_corp_641 ,na.rm=TRUE),
wds_corp_642_mn = mean(wds_corp_642 ,na.rm=TRUE),
wds_corp_643_mn = mean(wds_corp_643 ,na.rm=TRUE),
wds_corp_651_mn = mean(wds_corp_651 ,na.rm=TRUE),
wds_corp_652_mn = mean(wds_corp_652 ,na.rm=TRUE),
wds_corp_653_mn = mean(wds_corp_653 ,na.rm=TRUE),
wds_corp_999_mn = mean(wds_corp_999 ,na.rm=TRUE),
wds_corp_6211_mn = mean(wds_corp_6211 ,na.rm=TRUE),
wds_corp_6212_mn = mean(wds_corp_6212 ,na.rm=TRUE),
wds_corp_6221_mn = mean(wds_corp_6221 ,na.rm=TRUE),
wds_corp_6222_mn = mean(wds_corp_6222 ,na.rm=TRUE),
wds_corp_6351_mn = mean(wds_corp_6351 ,na.rm=TRUE),
wds_corp_6352_mn = mean(wds_corp_6352 ,na.rm=TRUE),
lns_corp_top_1_mn = mean(lns_corp_top_1 ,na.rm=TRUE),
lns_corp_top_2_mn = mean(lns_corp_top_2 ,na.rm=TRUE),
lns_corp_top_3_mn = mean(lns_corp_top_3 ,na.rm=TRUE),
lns_corp_top_4_mn = mean(lns_corp_top_4 ,na.rm=TRUE),
lns_corp_top_5_mn = mean(lns_corp_top_5 ,na.rm=TRUE),
lns_corp_top_66_mn = mean(lns_corp_top_66 ,na.rm=TRUE),
lns_corp_top_77_mn = mean(lns_corp_top_77 ,na.rm=TRUE),
wds_corp_top_1_mn = mean(wds_corp_top_1 ,na.rm=TRUE),
wds_corp_top_2_mn = mean(wds_corp_top_2 ,na.rm=TRUE),
wds_corp_top_3_mn = mean(wds_corp_top_3 ,na.rm=TRUE),
wds_corp_top_4_mn = mean(wds_corp_top_4 ,na.rm=TRUE),
wds_corp_top_5_mn = mean(wds_corp_top_5 ,na.rm=TRUE),
wds_corp_top_66_mn = mean(wds_corp_top_66 ,na.rm=TRUE),
wds_corp_top_77_mn = mean(wds_corp_top_77 ,na.rm=TRUE),
lns_corp_act_1_mn = mean(lns_corp_act_1 ,na.rm=TRUE),
lns_corp_act_2_mn = mean(lns_corp_act_2 ,na.rm=TRUE),
lns_corp_act_3_mn = mean(lns_corp_act_3 ,na.rm=TRUE),
lns_corp_act_4_mn = mean(lns_corp_act_4 ,na.rm=TRUE),
lns_corp_act_66_mn = mean(lns_corp_act_66 ,na.rm=TRUE),
lns_corp_act_77_mn = mean(lns_corp_act_77 ,na.rm=TRUE),
wds_corp_act_1_mn = mean(wds_corp_act_1 ,na.rm=TRUE),
wds_corp_act_2_mn = mean(wds_corp_act_2 ,na.rm=TRUE),
wds_corp_act_3_mn = mean(wds_corp_act_3 ,na.rm=TRUE),
wds_corp_act_4_mn = mean(wds_corp_act_4 ,na.rm=TRUE),
wds_corp_act_66_mn = mean(wds_corp_act_66 ,na.rm=TRUE),
wds_corp_act_77_mn = mean(wds_corp_act_77 ,na.rm=TRUE)
)
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