inst/tasks/aggregate_data/old/isom_helper_aggregation.R
In petermeissner/idep: Helper functions and procedures for the IDEP Project
isom <-
isom %>%
arrange(cab_id, t_date, t_dplus) %>%
group_by(cab_id) %>%
summarise(
cab_pm = first(cab_pm ) ,
cab_in = first(cab_in ) ,
cab_out = first(cab_out ) ,
cab_comp = first(cab_comp ) ,
new_gov = first(new_gov ) ,
next_elect = first(next_elect ) ,
max_cab_dur = first(max_cab_dur ) ,
abs_no_party = first(abs_no_party ) ,
abs_no_party_seat = first(abs_no_party_seat ) ,
abs_no_party_seat_plus = first(abs_no_party_seat_plus ) ,
eff_no_party = first(eff_no_party ) ,
barg_pow = first(barg_pow ) ,
eff_no_upper = first(eff_no_upper ) ,
largest_seat = first(largest_seat ) ,
barg_pow_largest = first(barg_pow_largest ) ,
min_sit = first(min_sit ) ,
non_part_cab = first(non_part_cab ) ,
coal_cab = first(coal_cab ) ,
cab_seats = first(cab_seats ) ,
cab_share = first(cab_share ) ,
cab_seats_upp = first(cab_seats_upp ) ,
no_cab_parties = first(no_cab_parties ) ,
change_cab_parties = first(change_cab_parties ) ,
single_maj_cab = first(single_maj_cab ) ,
single_min_cab = first(single_min_cab ) ,
coal_min_cab = first(coal_min_cab ) ,
maj_cab = first(maj_cab ) ,
maj_coal = first(maj_coal ) ,
mwc_cab = first(mwc_cab ) ,
smc_cab = first(smc_cab ) ,
gov_type = first(gov_type ) ,
cab_n_members = first(cab_n_members ) ,
cab_n_members_change = first(cab_n_members_change ) ,
parl_pref = first(parl_pref ) ,
polariz = first(polariz ) ,
cab_pref = first(cab_pref ) ,
connect_cab = first(connect_cab ) ,
mwc_connected_cab = first(mwc_connected_cab ) ,
low_leg = first(low_leg ) ,
const_amend_supermaj = first(const_amend_supermaj ) ,
strong_low = first(strong_low ) ,
weak_low = first(weak_low ) ,
bicamer = first(bicamer ) ,
pos_parl = first(pos_parl ) ,
no_confid_absmaj = first(no_confid_absmaj ) ,
no_confid_construct = first(no_confid_construct ) ,
cab_unanimity = first(cab_unanimity ) ,
cab_pm_cons = first(cab_pm_cons ) ,
cab_leg = first(cab_leg ) ,
semi_pres = first(semi_pres ) ,
seats_low = first(seats_low ) ,
seats_upp = first(seats_upp ) ,
cab_dur_100 = first(cab_dur_100 ) ,
cab_dur_rel = first(cab_dur_rel ) ,
cab_dur_abs1 = first(cab_dur_abs1 ) ,
cab_dur_abs2 = first(cab_dur_abs2 ) ,
el_volat_cab = first(el_volat_cab ) ,
el_volat_ave = first(el_volat_ave ) ,
el_perf_cab = first(el_perf_cab ) ,
country_id = first(country_id ) ,
policy_conf = first(policy_conf ) ,
policy_conf_ch = first(policy_conf_ch ) ,
cab_pref_ch = first(cab_pref_ch ) ,
maj_min = first(maj_min ),
min_maj = first(min_maj ),
opm_coal = first(opm_coal ),
coal_opm = first(coal_opm ),
erd_pg_mp_matcher = first(erd_pg_mp_matcher),
cab_id_pg = first(cab_id_pg ),
cab_id_prev_pg = first(cab_id_prev_pg ),
cab_name_pg = first(cab_name_pg ),
cab_start_pg = first(cab_start_pg ),
el_date_pg = first(el_date_pg ),
el_first_pg = first(el_first_pg ),
el_id_pg = first(el_id_pg ),
idl = first(idl ),
idl_dist_gop = first(idl_dist_gop ),
idl_pnt_all = first(idl_pnt_all ),
idl_pnt_gov = first(idl_pnt_gov ),
idl_pnt_opp = first(idl_pnt_opp ),
idl_pol_all = first(idl_pol_all ),
idl_pol_gov = first(idl_pol_gov ),
idl_pol_opp = first(idl_pol_opp ),
idl_rng_all = first(idl_rng_all ),
idl_rng_gov = first(idl_rng_gov ),
idl_rng_opp = first(idl_rng_opp ),
n_parties = first(n_parties ),
seats_gov = first(seats_gov ),
seats_opp = first(seats_opp ),
sts_tot_pg = first(sts_tot_pg ),
volatility = first(volatility ),
n_reforms = n(),
t_id_fst = first(t_id ),
t_id_lst = last(t_id ),
country = first(country ),
ctr = first(ctr ),
erd_cab_id = first(erd_cab_id ),
t_country = first(t_country ),
t_date_fst = first(t_date ),
t_dplus_fst = first(t_dplus ),
t_daccept_fst = first(t_daccept ),
t_dpromul_fst = first(t_dpromul ),
t_denact_fst = first(t_denact ),
t_date_lst = last(t_date ),
t_dplus_lst = last(t_dplus ),
t_daccept_lst = last(t_daccept ),
t_dpromul_lst = last(t_dpromul ),
t_denact_lst = last(t_denact ),
db_version = first(db_version),
db_lastupdate = first(db_lastupdate),
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_mdf_sum = sum(lns_all ,na.rm=TRUE) ,
wds_mdf_sum = sum(wds_mdf ,na.rm=TRUE) ,
pro_maj_mdf_sum = sum(pro_maj_mdf ,na.rm=TRUE) ,
pro_min_mdf_sum = sum(pro_min_mdf ,na.rm=TRUE) ,
pro_non_mdf_sum = sum(pro_non_mdf ,na.rm=TRUE) ,
wds_pro_maj_mdf_sum = sum(wds_pro_maj_mdf ,na.rm=TRUE) ,
wds_pro_min_mdf_sum = sum(wds_pro_min_mdf ,na.rm=TRUE) ,
wds_pro_non_mdf_sum = sum(wds_pro_non_mdf ,na.rm=TRUE) ,
wds_ins_sum = sum(wds_ins ,na.rm=TRUE) ,
lns_ins_sum = sum(lns_ins ,na.rm=TRUE) ,
pro_maj_ins_sum = sum(pro_maj_ins ,na.rm=TRUE) ,
pro_min_ins_sum = sum(pro_min_ins ,na.rm=TRUE) ,
pro_non_ins_sum = sum(pro_non_ins ,na.rm=TRUE) ,
wds_pro_maj_ins_sum = sum(wds_pro_maj_ins ,na.rm=TRUE) ,
wds_pro_min_ins_sum = sum(wds_pro_min_ins ,na.rm=TRUE) ,
wds_pro_non_ins_sum = sum(wds_pro_non_ins ,na.rm=TRUE) ,
wds_del_sum = sum(wds_del ,na.rm=TRUE) ,
lns_del_sum = sum(lns_del ,na.rm=TRUE) ,
pro_maj_del_sum = sum(pro_maj_del ,na.rm=TRUE) ,
pro_min_del_sum = sum(pro_min_del ,na.rm=TRUE) ,
pro_non_del_sum = sum(pro_non_del ,na.rm=TRUE) ,
wds_pro_maj_del_sum = sum(wds_pro_maj_del ,na.rm=TRUE) ,
wds_pro_min_del_sum = sum(wds_pro_min_del ,na.rm=TRUE) ,
wds_pro_non_del_sum = sum(wds_pro_non_del ,na.rm=TRUE) ,
pro_maj_sum = sum(pro_maj ,na.rm=TRUE) ,
pro_min_sum = sum(pro_min ,na.rm=TRUE) ,
pro_non_sum = sum(pro_non ,na.rm=TRUE) ,
wds_pro_maj_sum = sum(wds_pro_maj ,na.rm=TRUE) ,
wds_pro_min_sum = sum(wds_pro_min ,na.rm=TRUE) ,
wds_pro_non_sum = sum(wds_pro_non ,na.rm=TRUE) ,
lns_chg_sum = sum(lns_chg ,na.rm=TRUE) ,
wds_chg_sum = sum(wds_chg ,na.rm=TRUE) ,
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),
wds_corp_mdf_8_sum = sum(wds_corp_mdf_8 ,na.rm=TRUE),
wds_corp_mdf_21_sum = sum(wds_corp_mdf_21 ,na.rm=TRUE),
wds_corp_mdf_25_sum = sum(wds_corp_mdf_25 ,na.rm=TRUE),
wds_corp_mdf_51_sum = sum(wds_corp_mdf_51 ,na.rm=TRUE),
wds_corp_mdf_53_sum = sum(wds_corp_mdf_53 ,na.rm=TRUE),
wds_corp_mdf_54_sum = sum(wds_corp_mdf_54 ,na.rm=TRUE),
wds_corp_mdf_55_sum = sum(wds_corp_mdf_55 , na.rm=TRUE),
wds_corp_mdf_56_sum = sum(wds_corp_mdf_56 , na.rm=TRUE),
wds_corp_mdf_68_sum = sum(wds_corp_mdf_68 , na.rm=TRUE),
wds_corp_mdf_71_sum = sum(wds_corp_mdf_71 , na.rm=TRUE),
wds_corp_mdf_73_sum = sum(wds_corp_mdf_73 , na.rm=TRUE),
wds_corp_mdf_111_sum = sum(wds_corp_mdf_111 , na.rm=TRUE),
wds_corp_mdf_112_sum = sum(wds_corp_mdf_112 , na.rm=TRUE),
wds_corp_mdf_113_sum = sum(wds_corp_mdf_113 , na.rm=TRUE),
wds_corp_mdf_121_sum = sum(wds_corp_mdf_121 , na.rm=TRUE),
wds_corp_mdf_122_sum = sum(wds_corp_mdf_122 , na.rm=TRUE),
wds_corp_mdf_123_sum = sum(wds_corp_mdf_123 , na.rm=TRUE),
wds_corp_mdf_125_sum = sum(wds_corp_mdf_125 , na.rm=TRUE),
wds_corp_mdf_133_sum = sum(wds_corp_mdf_133 , na.rm=TRUE),
wds_corp_mdf_134_sum = sum(wds_corp_mdf_134 , na.rm=TRUE),
wds_corp_mdf_142_sum = sum(wds_corp_mdf_142 , na.rm=TRUE),
wds_corp_mdf_143_sum = sum(wds_corp_mdf_143 , na.rm=TRUE),
wds_corp_mdf_611_sum = sum(wds_corp_mdf_611 , na.rm=TRUE),
wds_corp_mdf_612_sum = sum(wds_corp_mdf_612 , na.rm=TRUE),
wds_corp_mdf_632_sum = sum(wds_corp_mdf_632 , na.rm=TRUE),
wds_corp_mdf_637_sum = sum(wds_corp_mdf_637 , na.rm=TRUE),
wds_corp_mdf_651_sum = sum(wds_corp_mdf_651 , na.rm=TRUE),
wds_corp_mdf_6211_sum = sum(wds_corp_mdf_6211 , na.rm=TRUE),
wds_corp_mdf_6212_sum = sum(wds_corp_mdf_6212 , na.rm=TRUE),
wds_corp_mdf_10_sum = sum(wds_corp_mdf_10 , na.rm=TRUE),
wds_corp_mdf_26_sum = sum(wds_corp_mdf_26 , na.rm=TRUE),
wds_corp_mdf_32_sum = sum(wds_corp_mdf_32 , na.rm=TRUE),
wds_corp_mdf_34_sum = sum(wds_corp_mdf_34 , na.rm=TRUE),
wds_corp_mdf_52_sum = sum(wds_corp_mdf_52 , na.rm=TRUE),
wds_corp_mdf_131_sum = sum(wds_corp_mdf_131 , na.rm=TRUE),
wds_corp_mdf_132_sum = sum(wds_corp_mdf_132 , na.rm=TRUE),
wds_corp_mdf_412_sum = sum(wds_corp_mdf_412 , na.rm=TRUE),
wds_corp_mdf_633_sum = sum(wds_corp_mdf_633 , na.rm=TRUE),
wds_corp_mdf_634_sum = sum(wds_corp_mdf_634 , na.rm=TRUE),
wds_corp_mdf_636_sum = sum(wds_corp_mdf_636 , na.rm=TRUE),
wds_corp_mdf_652_sum = sum(wds_corp_mdf_652 , na.rm=TRUE),
wds_corp_mdf_6221_sum = sum(wds_corp_mdf_6221 , na.rm=TRUE),
wds_corp_mdf_6222_sum = sum(wds_corp_mdf_6222 , na.rm=TRUE),
wds_corp_mdf_411_sum = sum(wds_corp_mdf_411 , na.rm=TRUE),
wds_corp_mdf_638_sum = sum(wds_corp_mdf_638 , na.rm=TRUE),
wds_corp_mdf_641_sum = sum(wds_corp_mdf_641 , na.rm=TRUE),
wds_corp_mdf_22_sum = sum(wds_corp_mdf_22 , na.rm=TRUE),
wds_corp_mdf_23_sum = sum(wds_corp_mdf_23 , na.rm=TRUE),
wds_corp_mdf_241_sum = sum(wds_corp_mdf_241 , na.rm=TRUE),
wds_corp_mdf_613_sum = sum(wds_corp_mdf_613 , na.rm=TRUE),
wds_corp_mdf_631_sum = sum(wds_corp_mdf_631 , na.rm=TRUE),
wds_corp_mdf_639_sum = sum(wds_corp_mdf_639 , na.rm=TRUE),
wds_corp_mdf_6352_sum = sum(wds_corp_mdf_6352 , na.rm=TRUE),
wds_corp_mdf_642_sum = sum(wds_corp_mdf_642 , na.rm=TRUE),
wds_corp_mdf_29_sum = sum(wds_corp_mdf_29 , na.rm=TRUE),
wds_corp_mdf_242_sum = sum(wds_corp_mdf_242 , na.rm=TRUE),
wds_corp_mdf_124_sum = sum(wds_corp_mdf_124 , na.rm=TRUE),
wds_corp_mdf_643_sum = sum(wds_corp_mdf_643 , na.rm=TRUE),
wds_corp_mdf_33_sum = sum(wds_corp_mdf_33 , na.rm=TRUE),
wds_corp_mdf_145_sum = sum(wds_corp_mdf_145 , na.rm=TRUE),
wds_corp_mdf_72_sum = sum(wds_corp_mdf_72 , na.rm=TRUE),
wds_corp_mdf_9_sum = sum(wds_corp_mdf_9 , na.rm=TRUE),
wds_corp_mdf_653_sum = sum(wds_corp_mdf_653 , na.rm=TRUE),
wds_corp_mdf_6351_sum = sum(wds_corp_mdf_6351 , na.rm=TRUE),
wds_corp_mdf_27_sum = sum(wds_corp_mdf_27 , na.rm=TRUE),
wds_corp_mdf_442_sum = sum(wds_corp_mdf_442 , na.rm=TRUE),
wds_corp_mdf_114_sum = sum(wds_corp_mdf_114 , na.rm=TRUE),
wds_corp_mdf_141_sum = sum(wds_corp_mdf_141 , na.rm=TRUE),
wds_corp_mdf_244_sum = sum(wds_corp_mdf_244 , na.rm=TRUE),
wds_corp_mdf_43_sum = sum(wds_corp_mdf_43 , na.rm=TRUE),
wds_corp_mdf_45_sum = sum(wds_corp_mdf_45 , na.rm=TRUE),
wds_corp_mdf_31_sum = sum(wds_corp_mdf_31 , na.rm=TRUE),
wds_corp_mdf_28_sum = sum(wds_corp_mdf_28 , na.rm=TRUE),
wds_corp_mdf_144_sum = sum(wds_corp_mdf_144 , na.rm=TRUE),
wds_corp_mdf_421_sum = sum(wds_corp_mdf_421 , na.rm=TRUE),
wds_corp_mdf_422_sum = sum(wds_corp_mdf_422 , na.rm=TRUE),
wds_corp_mdf_67_sum = sum(wds_corp_mdf_67 , na.rm=TRUE),
wds_corp_mdf_243_sum = sum(wds_corp_mdf_243 , na.rm=TRUE),
wds_corp_ins_6211_sum = sum(wds_corp_ins_6211 , na.rm=TRUE),
wds_corp_ins_8_sum = sum(wds_corp_ins_8 , na.rm=TRUE),
wds_corp_ins_9_sum = sum(wds_corp_ins_9 , na.rm=TRUE),
wds_corp_ins_51_sum = sum(wds_corp_ins_51 , na.rm=TRUE),
wds_corp_ins_53_sum = sum(wds_corp_ins_53 , na.rm=TRUE),
wds_corp_ins_111_sum = sum(wds_corp_ins_111 , na.rm=TRUE),
wds_corp_ins_121_sum = sum(wds_corp_ins_121 , na.rm=TRUE),
wds_corp_ins_125_sum = sum(wds_corp_ins_125 , na.rm=TRUE),
wds_corp_ins_412_sum = sum(wds_corp_ins_412 , na.rm=TRUE),
wds_corp_ins_632_sum = sum(wds_corp_ins_632 , na.rm=TRUE),
wds_corp_ins_633_sum = sum(wds_corp_ins_633 , na.rm=TRUE),
wds_corp_ins_634_sum = sum(wds_corp_ins_634 , na.rm=TRUE),
wds_corp_ins_637_sum = sum(wds_corp_ins_637 , na.rm=TRUE),
wds_corp_ins_641_sum = sum(wds_corp_ins_641 , na.rm=TRUE),
wds_corp_ins_651_sum = sum(wds_corp_ins_651 , na.rm=TRUE),
wds_corp_ins_6221_sum = sum(wds_corp_ins_6221 , na.rm=TRUE),
wds_corp_ins_6222_sum = sum(wds_corp_ins_6222 , na.rm=TRUE),
wds_corp_ins_10_sum = sum(wds_corp_ins_10 , na.rm=TRUE),
wds_corp_ins_21_sum = sum(wds_corp_ins_21 , na.rm=TRUE),
wds_corp_ins_25_sum = sum(wds_corp_ins_25 , na.rm=TRUE),
wds_corp_ins_26_sum = sum(wds_corp_ins_26 , na.rm=TRUE),
wds_corp_ins_32_sum = sum(wds_corp_ins_32 , na.rm=TRUE),
wds_corp_ins_34_sum = sum(wds_corp_ins_34 , na.rm=TRUE),
wds_corp_ins_52_sum = sum(wds_corp_ins_52 , na.rm=TRUE),
wds_corp_ins_54_sum = sum(wds_corp_ins_54 , na.rm=TRUE),
wds_corp_ins_55_sum = sum(wds_corp_ins_55 , na.rm=TRUE),
wds_corp_ins_56_sum = sum(wds_corp_ins_56 , na.rm=TRUE),
wds_corp_ins_112_sum = sum(wds_corp_ins_112 , na.rm=TRUE),
wds_corp_ins_113_sum = sum(wds_corp_ins_113 , na.rm=TRUE),
wds_corp_ins_123_sum = sum(wds_corp_ins_123 , na.rm=TRUE),
wds_corp_ins_131_sum = sum(wds_corp_ins_131 , na.rm=TRUE),
wds_corp_ins_142_sum = sum(wds_corp_ins_142 , na.rm=TRUE),
wds_corp_ins_411_sum = sum(wds_corp_ins_411 , na.rm=TRUE),
wds_corp_ins_611_sum = sum(wds_corp_ins_611 , na.rm=TRUE),
wds_corp_ins_636_sum = sum(wds_corp_ins_636 , na.rm=TRUE),
wds_corp_ins_638_sum = sum(wds_corp_ins_638 , na.rm=TRUE),
wds_corp_ins_652_sum = sum(wds_corp_ins_652 , na.rm=TRUE),
wds_corp_ins_6212_sum = sum(wds_corp_ins_6212 , na.rm=TRUE),
wds_corp_ins_145_sum = sum(wds_corp_ins_145 , na.rm=TRUE),
wds_corp_ins_22_sum = sum(wds_corp_ins_22 , na.rm=TRUE),
wds_corp_ins_23_sum = sum(wds_corp_ins_23 , na.rm=TRUE),
wds_corp_ins_43_sum = sum(wds_corp_ins_43 , na.rm=TRUE),
wds_corp_ins_134_sum = sum(wds_corp_ins_134 , na.rm=TRUE),
wds_corp_ins_612_sum = sum(wds_corp_ins_612 , na.rm=TRUE),
wds_corp_ins_241_sum = sum(wds_corp_ins_241 , na.rm=TRUE),
wds_corp_ins_243_sum = sum(wds_corp_ins_243 , na.rm=TRUE),
wds_corp_ins_72_sum = sum(wds_corp_ins_72 , na.rm=TRUE),
wds_corp_ins_114_sum = sum(wds_corp_ins_114 , na.rm=TRUE),
wds_corp_ins_242_sum = sum(wds_corp_ins_242 , na.rm=TRUE),
wds_corp_ins_244_sum = sum(wds_corp_ins_244 , na.rm=TRUE),
wds_corp_ins_631_sum = sum(wds_corp_ins_631 , na.rm=TRUE),
wds_corp_ins_639_sum = sum(wds_corp_ins_639 , na.rm=TRUE),
wds_corp_ins_642_sum = sum(wds_corp_ins_642 , na.rm=TRUE),
wds_corp_ins_6352_sum = sum(wds_corp_ins_6352 , na.rm=TRUE),
wds_corp_ins_68_sum = sum(wds_corp_ins_68 , na.rm=TRUE),
wds_corp_ins_29_sum = sum(wds_corp_ins_29 , na.rm=TRUE),
wds_corp_ins_122_sum = sum(wds_corp_ins_122 , na.rm=TRUE),
wds_corp_ins_133_sum = sum(wds_corp_ins_133 , na.rm=TRUE),
wds_corp_ins_643_sum = sum(wds_corp_ins_643 , na.rm=TRUE),
wds_corp_ins_124_sum = sum(wds_corp_ins_124 , na.rm=TRUE),
wds_corp_ins_613_sum = sum(wds_corp_ins_613 , na.rm=TRUE),
wds_corp_ins_33_sum = sum(wds_corp_ins_33 , na.rm=TRUE),
wds_corp_ins_71_sum = sum(wds_corp_ins_71 , na.rm=TRUE),
wds_corp_ins_132_sum = sum(wds_corp_ins_132 , na.rm=TRUE),
wds_corp_ins_143_sum = sum(wds_corp_ins_143 , na.rm=TRUE),
wds_corp_ins_27_sum = sum(wds_corp_ins_27 , na.rm=TRUE),
wds_corp_ins_28_sum = sum(wds_corp_ins_28 , na.rm=TRUE),
wds_corp_ins_31_sum = sum(wds_corp_ins_31 , na.rm=TRUE),
wds_corp_ins_653_sum = sum(wds_corp_ins_653 , na.rm=TRUE),
wds_corp_ins_66_sum = sum(wds_corp_ins_66 , na.rm=TRUE),
wds_corp_ins_442_sum = sum(wds_corp_ins_442 , na.rm=TRUE),
wds_corp_ins_441_sum = sum(wds_corp_ins_441 , na.rm=TRUE),
wds_corp_ins_141_sum = sum(wds_corp_ins_141 , na.rm=TRUE),
wds_corp_ins_73_sum = sum(wds_corp_ins_73 , na.rm=TRUE),
wds_corp_ins_6351_sum = sum(wds_corp_ins_6351 , na.rm=TRUE),
wds_corp_ins_45_sum = sum(wds_corp_ins_45 , na.rm=TRUE),
wds_corp_ins_144_sum = sum(wds_corp_ins_144 , na.rm=TRUE),
wds_corp_ins_422_sum = sum(wds_corp_ins_422 , na.rm=TRUE),
wds_corp_ins_67_sum = sum(wds_corp_ins_67 , na.rm=TRUE),
wds_corp_ins_421_sum = sum(wds_corp_ins_421 , na.rm=TRUE),
wds_corp_del_9_sum = sum(wds_corp_del_9 , na.rm=TRUE),
wds_corp_del_51_sum = sum(wds_corp_del_51 , na.rm=TRUE),
wds_corp_del_71_sum = sum(wds_corp_del_71 , na.rm=TRUE),
wds_corp_del_121_sum = sum(wds_corp_del_121 , na.rm=TRUE),
wds_corp_del_651_sum = sum(wds_corp_del_651 , na.rm=TRUE),
wds_corp_del_22_sum = sum(wds_corp_del_22 , na.rm=TRUE),
wds_corp_del_23_sum = sum(wds_corp_del_23 , na.rm=TRUE),
wds_corp_del_25_sum = sum(wds_corp_del_25 , na.rm=TRUE),
wds_corp_del_34_sum = sum(wds_corp_del_34 , na.rm=TRUE),
wds_corp_del_53_sum = sum(wds_corp_del_53 , na.rm=TRUE),
wds_corp_del_54_sum = sum(wds_corp_del_54 , na.rm=TRUE),
wds_corp_del_55_sum = sum(wds_corp_del_55 , na.rm=TRUE),
wds_corp_del_56_sum = sum(wds_corp_del_56 , na.rm=TRUE),
wds_corp_del_111_sum = sum(wds_corp_del_111 , na.rm=TRUE),
wds_corp_del_123_sum = sum(wds_corp_del_123 , na.rm=TRUE),
wds_corp_del_142_sum = sum(wds_corp_del_142 , na.rm=TRUE),
wds_corp_del_143_sum = sum(wds_corp_del_143 , na.rm=TRUE),
wds_corp_del_611_sum = sum(wds_corp_del_611 , na.rm=TRUE),
wds_corp_del_612_sum = sum(wds_corp_del_612 , na.rm=TRUE),
wds_corp_del_633_sum = sum(wds_corp_del_633 , na.rm=TRUE),
wds_corp_del_634_sum = sum(wds_corp_del_634 , na.rm=TRUE),
wds_corp_del_652_sum = sum(wds_corp_del_652 , na.rm=TRUE),
wds_corp_del_6211_sum = sum(wds_corp_del_6211 , na.rm=TRUE),
wds_corp_del_6212_sum = sum(wds_corp_del_6212 , na.rm=TRUE),
wds_corp_del_6351_sum = sum(wds_corp_del_6351 , na.rm=TRUE),
wds_corp_del_113_sum = sum(wds_corp_del_113 , na.rm=TRUE),
wds_corp_del_637_sum = sum(wds_corp_del_637 , na.rm=TRUE),
wds_corp_del_52_sum = sum(wds_corp_del_52 , na.rm=TRUE),
wds_corp_del_241_sum = sum(wds_corp_del_241 , na.rm=TRUE),
wds_corp_del_243_sum = sum(wds_corp_del_243 , na.rm=TRUE),
wds_corp_del_26_sum = sum(wds_corp_del_26 , na.rm=TRUE),
wds_corp_del_632_sum = sum(wds_corp_del_632 , na.rm=TRUE),
wds_corp_del_10_sum = sum(wds_corp_del_10 , na.rm=TRUE),
wds_corp_del_112_sum = sum(wds_corp_del_112 , na.rm=TRUE),
wds_corp_del_114_sum = sum(wds_corp_del_114 , na.rm=TRUE),
wds_corp_del_122_sum = sum(wds_corp_del_122 , na.rm=TRUE),
wds_corp_del_125_sum = sum(wds_corp_del_125 , na.rm=TRUE),
wds_corp_del_132_sum = sum(wds_corp_del_132 , na.rm=TRUE),
wds_corp_del_613_sum = sum(wds_corp_del_613 , na.rm=TRUE),
wds_corp_del_631_sum = sum(wds_corp_del_631 , na.rm=TRUE),
wds_corp_del_639_sum = sum(wds_corp_del_639 , na.rm=TRUE),
wds_corp_del_242_sum = sum(wds_corp_del_242 , na.rm=TRUE),
wds_corp_del_68_sum = sum(wds_corp_del_68 , na.rm=TRUE),
wds_corp_del_134_sum = sum(wds_corp_del_134 , na.rm=TRUE),
wds_corp_del_72_sum = sum(wds_corp_del_72 , na.rm=TRUE),
wds_corp_del_999_sum = sum(wds_corp_del_999 , na.rm=TRUE),
wds_corp_del_131_sum = sum(wds_corp_del_131 , na.rm=TRUE),
wds_corp_del_124_sum = sum(wds_corp_del_124 , na.rm=TRUE),
wds_corp_del_636_sum = sum(wds_corp_del_636 , na.rm=TRUE),
wds_corp_del_21_sum = sum(wds_corp_del_21 , na.rm=TRUE),
wds_corp_del_29_sum = sum(wds_corp_del_29 , na.rm=TRUE),
wds_corp_del_642_sum = sum(wds_corp_del_642 , na.rm=TRUE),
wds_corp_del_8_sum = sum(wds_corp_del_8 , na.rm=TRUE),
wds_corp_del_32_sum = sum(wds_corp_del_32 , na.rm=TRUE),
wds_corp_del_33_sum = sum(wds_corp_del_33 , na.rm=TRUE),
wds_corp_del_43_sum = sum(wds_corp_del_43 , na.rm=TRUE),
wds_corp_del_133_sum = sum(wds_corp_del_133 , na.rm=TRUE),
wds_corp_del_641_sum = sum(wds_corp_del_641 , na.rm=TRUE),
wds_corp_del_653_sum = sum(wds_corp_del_653 , na.rm=TRUE),
wds_corp_del_244_sum = sum(wds_corp_del_244 , na.rm=TRUE),
wds_corp_del_6221_sum = sum(wds_corp_del_6221 , na.rm=TRUE),
wds_corp_del_6222_sum = sum(wds_corp_del_6222 , na.rm=TRUE),
wds_corp_del_441_sum = sum(wds_corp_del_441 , na.rm=TRUE),
wds_corp_del_6352_sum = sum(wds_corp_del_6352 , na.rm=TRUE),
wds_corp_del_73_sum = sum(wds_corp_del_73 , na.rm=TRUE),
wds_corp_del_638_sum = sum(wds_corp_del_638 , na.rm=TRUE),
wds_corp_del_45_sum = sum(wds_corp_del_45 , na.rm=TRUE),
wds_corp_del_411_sum = sum(wds_corp_del_411 , na.rm=TRUE),
wds_corp_del_412_sum = sum(wds_corp_del_412 , na.rm=TRUE),
wds_corp_del_27_sum = sum(wds_corp_del_27 , na.rm=TRUE),
wds_corp_del_643_sum = sum(wds_corp_del_643 , na.rm=TRUE),
wds_corp_del_28_sum = sum(wds_corp_del_28 , na.rm=TRUE),
wds_corp_del_31_sum = sum(wds_corp_del_31 , na.rm=TRUE),
wds_corp_del_421_sum = sum(wds_corp_del_421 , na.rm=TRUE),
wds_corp_del_422_sum = sum(wds_corp_del_422 , na.rm=TRUE),
wds_corp_del_141_sum = sum(wds_corp_del_141 , na.rm=TRUE),
wds_corp_del_144_sum = sum(wds_corp_del_144 , na.rm=TRUE),
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),
t_date_lag = first(t_date_lag),
t_date_lead = first(t_date_lead),
t_snc_lst_ref = first(t_snc_lst_ref),
t_to_nxt_ref = first(t_to_nxt_ref),
t_date_lag_mn = mean(t_date_lag),
t_date_lead_mn = mean(t_date_lead),
t_snc_lst_ref_mn = mean(t_snc_lst_ref),
t_to_nxt_ref_mn = mean(t_to_nxt_ref),
t_date_lag_lst = last(t_date_lag),
t_date_lead_lst = last(t_date_lead),
t_snc_lst_ref_lst = last(t_snc_lst_ref),
t_to_nxt_ref_lst = last(t_to_nxt_ref),
lns_corp_mdf_8_sum = sum(lns_corp_mdf_8 , na.rm=TRUE),
lns_corp_ins_8_sum = sum(lns_corp_ins_8 , na.rm=TRUE),
lns_corp_del_8_sum = sum(lns_corp_del_8 , na.rm=TRUE),
lns_corp_mdf_9_sum = sum(lns_corp_mdf_9 , na.rm=TRUE),
lns_corp_ins_9_sum = sum(lns_corp_ins_9 , na.rm=TRUE),
lns_corp_del_9_sum = sum(lns_corp_del_9 , na.rm=TRUE),
lns_corp_mdf_10_sum = sum(lns_corp_mdf_10 , na.rm=TRUE),
lns_corp_ins_10_sum = sum(lns_corp_ins_10 , na.rm=TRUE),
lns_corp_del_10_sum = sum(lns_corp_del_10 , na.rm=TRUE),
lns_corp_mdf_21_sum = sum(lns_corp_mdf_21 , na.rm=TRUE),
lns_corp_ins_21_sum = sum(lns_corp_ins_21 , na.rm=TRUE),
lns_corp_del_21_sum = sum(lns_corp_del_21 , na.rm=TRUE),
lns_corp_mdf_22_sum = sum(lns_corp_mdf_22 , na.rm=TRUE),
lns_corp_ins_22_sum = sum(lns_corp_ins_22 , na.rm=TRUE),
lns_corp_del_22_sum = sum(lns_corp_del_22 , na.rm=TRUE),
lns_corp_mdf_23_sum = sum(lns_corp_mdf_23 , na.rm=TRUE),
lns_corp_ins_23_sum = sum(lns_corp_ins_23 , na.rm=TRUE),
lns_corp_del_23_sum = sum(lns_corp_del_23 , na.rm=TRUE),
lns_corp_mdf_25_sum = sum(lns_corp_mdf_25 , na.rm=TRUE),
lns_corp_ins_25_sum = sum(lns_corp_ins_25 , na.rm=TRUE),
lns_corp_del_25_sum = sum(lns_corp_del_25 , na.rm=TRUE),
lns_corp_mdf_26_sum = sum(lns_corp_mdf_26 , na.rm=TRUE),
lns_corp_ins_26_sum = sum(lns_corp_ins_26 , na.rm=TRUE),
lns_corp_del_26_sum = sum(lns_corp_del_26 , na.rm=TRUE),
lns_corp_mdf_27_sum = sum(lns_corp_mdf_27 , na.rm=TRUE),
lns_corp_ins_27_sum = sum(lns_corp_ins_27 , na.rm=TRUE),
lns_corp_del_27_sum = sum(lns_corp_del_27 , na.rm=TRUE),
lns_corp_mdf_28_sum = sum(lns_corp_mdf_28 , na.rm=TRUE),
lns_corp_ins_28_sum = sum(lns_corp_ins_28 , na.rm=TRUE),
lns_corp_del_28_sum = sum(lns_corp_del_28 , na.rm=TRUE),
lns_corp_mdf_29_sum = sum(lns_corp_mdf_29 , na.rm=TRUE),
lns_corp_ins_29_sum = sum(lns_corp_ins_29 , na.rm=TRUE),
lns_corp_del_29_sum = sum(lns_corp_del_29 , na.rm=TRUE),
lns_corp_mdf_31_sum = sum(lns_corp_mdf_31 , na.rm=TRUE),
lns_corp_ins_31_sum = sum(lns_corp_ins_31 , na.rm=TRUE),
lns_corp_del_31_sum = sum(lns_corp_del_31 , na.rm=TRUE),
lns_corp_mdf_32_sum = sum(lns_corp_mdf_32 , na.rm=TRUE),
lns_corp_ins_32_sum = sum(lns_corp_ins_32 , na.rm=TRUE),
lns_corp_del_32_sum = sum(lns_corp_del_32 , na.rm=TRUE),
lns_corp_mdf_33_sum = sum(lns_corp_mdf_33 , na.rm=TRUE),
lns_corp_ins_33_sum = sum(lns_corp_ins_33 , na.rm=TRUE),
lns_corp_del_33_sum = sum(lns_corp_del_33 , na.rm=TRUE),
lns_corp_mdf_34_sum = sum(lns_corp_mdf_34 , na.rm=TRUE),
lns_corp_ins_34_sum = sum(lns_corp_ins_34 , na.rm=TRUE),
lns_corp_del_34_sum = sum(lns_corp_del_34 , na.rm=TRUE),
lns_corp_mdf_43_sum = sum(lns_corp_mdf_43 , na.rm=TRUE),
lns_corp_ins_43_sum = sum(lns_corp_ins_43 , na.rm=TRUE),
lns_corp_del_43_sum = sum(lns_corp_del_43 , na.rm=TRUE),
lns_corp_mdf_45_sum = sum(lns_corp_mdf_45 , na.rm=TRUE),
lns_corp_ins_45_sum = sum(lns_corp_ins_45 , na.rm=TRUE),
lns_corp_del_45_sum = sum(lns_corp_del_45 , na.rm=TRUE),
lns_corp_mdf_51_sum = sum(lns_corp_mdf_51 , na.rm=TRUE),
lns_corp_ins_51_sum = sum(lns_corp_ins_51 , na.rm=TRUE),
lns_corp_del_51_sum = sum(lns_corp_del_51 , na.rm=TRUE),
lns_corp_mdf_52_sum = sum(lns_corp_mdf_52 , na.rm=TRUE),
lns_corp_ins_52_sum = sum(lns_corp_ins_52 , na.rm=TRUE),
lns_corp_del_52_sum = sum(lns_corp_del_52 , na.rm=TRUE),
lns_corp_mdf_53_sum = sum(lns_corp_mdf_53 , na.rm=TRUE),
lns_corp_ins_53_sum = sum(lns_corp_ins_53 , na.rm=TRUE),
lns_corp_del_53_sum = sum(lns_corp_del_53 , na.rm=TRUE),
lns_corp_mdf_54_sum = sum(lns_corp_mdf_54 , na.rm=TRUE),
lns_corp_ins_54_sum = sum(lns_corp_ins_54 , na.rm=TRUE),
lns_corp_del_54_sum = sum(lns_corp_del_54 , na.rm=TRUE),
lns_corp_mdf_55_sum = sum(lns_corp_mdf_55 , na.rm=TRUE),
lns_corp_ins_55_sum = sum(lns_corp_ins_55 , na.rm=TRUE),
lns_corp_del_55_sum = sum(lns_corp_del_55 , na.rm=TRUE),
lns_corp_mdf_56_sum = sum(lns_corp_mdf_56 , na.rm=TRUE),
lns_corp_ins_56_sum = sum(lns_corp_ins_56 , na.rm=TRUE),
lns_corp_del_56_sum = sum(lns_corp_del_56 , na.rm=TRUE),
wds_corp_mdf_66_sum = sum(wds_corp_mdf_66 , na.rm=TRUE),
wds_corp_del_66_sum = sum(wds_corp_del_66 , na.rm=TRUE),
lns_corp_mdf_66_sum = sum(lns_corp_mdf_66 , na.rm=TRUE),
lns_corp_ins_66_sum = sum(lns_corp_ins_66 , na.rm=TRUE),
lns_corp_del_66_sum = sum(lns_corp_del_66 , na.rm=TRUE),
wds_corp_del_67_sum = sum(wds_corp_del_67 , na.rm=TRUE),
lns_corp_mdf_67_sum = sum(lns_corp_mdf_67 , na.rm=TRUE),
lns_corp_ins_67_sum = sum(lns_corp_ins_67 , na.rm=TRUE),
lns_corp_del_67_sum = sum(lns_corp_del_67 , na.rm=TRUE),
lns_corp_mdf_68_sum = sum(lns_corp_mdf_68 , na.rm=TRUE),
lns_corp_ins_68_sum = sum(lns_corp_ins_68 , na.rm=TRUE),
lns_corp_del_68_sum = sum(lns_corp_del_68 , na.rm=TRUE),
lns_corp_mdf_71_sum = sum(lns_corp_mdf_71 , na.rm=TRUE),
lns_corp_ins_71_sum = sum(lns_corp_ins_71 , na.rm=TRUE),
lns_corp_del_71_sum = sum(lns_corp_del_71 , na.rm=TRUE),
lns_corp_mdf_72_sum = sum(lns_corp_mdf_72 , na.rm=TRUE),
lns_corp_ins_72_sum = sum(lns_corp_ins_72 , na.rm=TRUE),
lns_corp_del_72_sum = sum(lns_corp_del_72 , na.rm=TRUE),
lns_corp_mdf_73_sum = sum(lns_corp_mdf_73 , na.rm=TRUE),
lns_corp_ins_73_sum = sum(lns_corp_ins_73 , na.rm=TRUE),
lns_corp_del_73_sum = sum(lns_corp_del_73 , na.rm=TRUE),
lns_corp_mdf_111_sum = sum(lns_corp_mdf_111 , na.rm=TRUE),
lns_corp_ins_111_sum = sum(lns_corp_ins_111 , na.rm=TRUE),
lns_corp_del_111_sum = sum(lns_corp_del_111 , na.rm=TRUE),
lns_corp_mdf_112_sum = sum(lns_corp_mdf_112 , na.rm=TRUE),
lns_corp_ins_112_sum = sum(lns_corp_ins_112 , na.rm=TRUE),
lns_corp_del_112_sum = sum(lns_corp_del_112 , na.rm=TRUE),
lns_corp_mdf_113_sum = sum(lns_corp_mdf_113 , na.rm=TRUE),
lns_corp_ins_113_sum = sum(lns_corp_ins_113 , na.rm=TRUE),
lns_corp_del_113_sum = sum(lns_corp_del_113 , na.rm=TRUE),
lns_corp_mdf_114_sum = sum(lns_corp_mdf_114 , na.rm=TRUE),
lns_corp_ins_114_sum = sum(lns_corp_ins_114 , na.rm=TRUE),
lns_corp_del_114_sum = sum(lns_corp_del_114 , na.rm=TRUE),
lns_corp_mdf_121_sum = sum(lns_corp_mdf_121 , na.rm=TRUE),
lns_corp_ins_121_sum = sum(lns_corp_ins_121 , na.rm=TRUE),
lns_corp_del_121_sum = sum(lns_corp_del_121 , na.rm=TRUE),
lns_corp_mdf_122_sum = sum(lns_corp_mdf_122 , na.rm=TRUE),
lns_corp_ins_122_sum = sum(lns_corp_ins_122 , na.rm=TRUE),
lns_corp_del_122_sum = sum(lns_corp_del_122 , na.rm=TRUE),
lns_corp_mdf_123_sum = sum(lns_corp_mdf_123 , na.rm=TRUE),
lns_corp_ins_123_sum = sum(lns_corp_ins_123 , na.rm=TRUE),
lns_corp_del_123_sum = sum(lns_corp_del_123 , na.rm=TRUE),
lns_corp_mdf_124_sum = sum(lns_corp_mdf_124 , na.rm=TRUE),
lns_corp_ins_124_sum = sum(lns_corp_ins_124 , na.rm=TRUE),
lns_corp_del_124_sum = sum(lns_corp_del_124 , na.rm=TRUE),
lns_corp_mdf_125_sum = sum(lns_corp_mdf_125 , na.rm=TRUE),
lns_corp_ins_125_sum = sum(lns_corp_ins_125 , na.rm=TRUE),
lns_corp_del_125_sum = sum(lns_corp_del_125 , na.rm=TRUE),
lns_corp_mdf_131_sum = sum(lns_corp_mdf_131 , na.rm=TRUE),
lns_corp_ins_131_sum = sum(lns_corp_ins_131 , na.rm=TRUE),
lns_corp_del_131_sum = sum(lns_corp_del_131 , na.rm=TRUE),
lns_corp_mdf_132_sum = sum(lns_corp_mdf_132 , na.rm=TRUE),
lns_corp_ins_132_sum = sum(lns_corp_ins_132 , na.rm=TRUE),
lns_corp_del_132_sum = sum(lns_corp_del_132 , na.rm=TRUE),
lns_corp_mdf_133_sum = sum(lns_corp_mdf_133 , na.rm=TRUE),
lns_corp_ins_133_sum = sum(lns_corp_ins_133 , na.rm=TRUE),
lns_corp_del_133_sum = sum(lns_corp_del_133 , na.rm=TRUE),
lns_corp_mdf_134_sum = sum(lns_corp_mdf_134 , na.rm=TRUE),
lns_corp_ins_134_sum = sum(lns_corp_ins_134 , na.rm=TRUE),
lns_corp_del_134_sum = sum(lns_corp_del_134 , na.rm=TRUE),
lns_corp_mdf_141_sum = sum(lns_corp_mdf_141 , na.rm=TRUE),
lns_corp_ins_141_sum = sum(lns_corp_ins_141 , na.rm=TRUE),
lns_corp_del_141_sum = sum(lns_corp_del_141 , na.rm=TRUE),
lns_corp_mdf_142_sum = sum(lns_corp_mdf_142 , na.rm=TRUE),
lns_corp_ins_142_sum = sum(lns_corp_ins_142 , na.rm=TRUE),
lns_corp_del_142_sum = sum(lns_corp_del_142 , na.rm=TRUE),
lns_corp_mdf_143_sum = sum(lns_corp_mdf_143 , na.rm=TRUE),
lns_corp_ins_143_sum = sum(lns_corp_ins_143 , na.rm=TRUE),
lns_corp_del_143_sum = sum(lns_corp_del_143 , na.rm=TRUE),
lns_corp_mdf_144_sum = sum(lns_corp_mdf_144 , na.rm=TRUE),
lns_corp_ins_144_sum = sum(lns_corp_ins_144 , na.rm=TRUE),
lns_corp_del_144_sum = sum(lns_corp_del_144 , na.rm=TRUE),
wds_corp_del_145_sum = sum(wds_corp_del_145 , na.rm=TRUE),
lns_corp_mdf_145_sum = sum(lns_corp_mdf_145 , na.rm=TRUE),
lns_corp_ins_145_sum = sum(lns_corp_ins_145 , na.rm=TRUE),
lns_corp_del_145_sum = sum(lns_corp_del_145 , na.rm=TRUE),
lns_corp_mdf_241_sum = sum(lns_corp_mdf_241 , na.rm=TRUE),
lns_corp_ins_241_sum = sum(lns_corp_ins_241 , na.rm=TRUE),
lns_corp_del_241_sum = sum(lns_corp_del_241 , na.rm=TRUE),
lns_corp_mdf_242_sum = sum(lns_corp_mdf_242 , na.rm=TRUE),
lns_corp_ins_242_sum = sum(lns_corp_ins_242 , na.rm=TRUE),
lns_corp_del_242_sum = sum(lns_corp_del_242 , na.rm=TRUE),
lns_corp_mdf_243_sum = sum(lns_corp_mdf_243 , na.rm=TRUE),
lns_corp_ins_243_sum = sum(lns_corp_ins_243 , na.rm=TRUE),
lns_corp_del_243_sum = sum(lns_corp_del_243 , na.rm=TRUE),
lns_corp_mdf_244_sum = sum(lns_corp_mdf_244 , na.rm=TRUE),
lns_corp_ins_244_sum = sum(lns_corp_ins_244 , na.rm=TRUE),
lns_corp_del_244_sum = sum(lns_corp_del_244 , na.rm=TRUE),
lns_corp_mdf_411_sum = sum(lns_corp_mdf_411 , na.rm=TRUE),
lns_corp_ins_411_sum = sum(lns_corp_ins_411 , na.rm=TRUE),
lns_corp_del_411_sum = sum(lns_corp_del_411 , na.rm=TRUE),
lns_corp_mdf_412_sum = sum(lns_corp_mdf_412 , na.rm=TRUE),
lns_corp_ins_412_sum = sum(lns_corp_ins_412 , na.rm=TRUE),
lns_corp_del_412_sum = sum(lns_corp_del_412 , na.rm=TRUE),
lns_corp_mdf_421_sum = sum(lns_corp_mdf_421 , na.rm=TRUE),
lns_corp_ins_421_sum = sum(lns_corp_ins_421 , na.rm=TRUE),
lns_corp_del_421_sum = sum(lns_corp_del_421 , na.rm=TRUE),
lns_corp_mdf_422_sum = sum(lns_corp_mdf_422 , na.rm=TRUE),
lns_corp_ins_422_sum = sum(lns_corp_ins_422 , na.rm=TRUE),
lns_corp_del_422_sum = sum(lns_corp_del_422 , na.rm=TRUE),
wds_corp_mdf_441_sum = sum(wds_corp_mdf_441 , na.rm=TRUE),
lns_corp_mdf_441_sum = sum(lns_corp_mdf_441 , na.rm=TRUE),
lns_corp_ins_441_sum = sum(lns_corp_ins_441 , na.rm=TRUE),
lns_corp_del_441_sum = sum(lns_corp_del_441 , na.rm=TRUE),
wds_corp_del_442_sum = sum(wds_corp_del_442 , na.rm=TRUE),
lns_corp_mdf_442_sum = sum(lns_corp_mdf_442 , na.rm=TRUE),
lns_corp_ins_442_sum = sum(lns_corp_ins_442 , na.rm=TRUE),
lns_corp_del_442_sum = sum(lns_corp_del_442 , na.rm=TRUE),
lns_corp_mdf_611_sum = sum(lns_corp_mdf_611 , na.rm=TRUE),
lns_corp_ins_611_sum = sum(lns_corp_ins_611 , na.rm=TRUE),
lns_corp_del_611_sum = sum(lns_corp_del_611 , na.rm=TRUE),
lns_corp_mdf_612_sum = sum(lns_corp_mdf_612 , na.rm=TRUE),
lns_corp_ins_612_sum = sum(lns_corp_ins_612 , na.rm=TRUE),
lns_corp_del_612_sum = sum(lns_corp_del_612 , na.rm=TRUE),
lns_corp_mdf_613_sum = sum(lns_corp_mdf_613 , na.rm=TRUE),
lns_corp_ins_613_sum = sum(lns_corp_ins_613 , na.rm=TRUE),
lns_corp_del_613_sum = sum(lns_corp_del_613 , na.rm=TRUE),
lns_corp_mdf_631_sum = sum(lns_corp_mdf_631 , na.rm=TRUE),
lns_corp_ins_631_sum = sum(lns_corp_ins_631 , na.rm=TRUE),
lns_corp_del_631_sum = sum(lns_corp_del_631 , na.rm=TRUE),
lns_corp_mdf_632_sum = sum(lns_corp_mdf_632 , na.rm=TRUE),
lns_corp_ins_632_sum = sum(lns_corp_ins_632 , na.rm=TRUE),
lns_corp_del_632_sum = sum(lns_corp_del_632 , na.rm=TRUE),
lns_corp_mdf_633_sum = sum(lns_corp_mdf_633 , na.rm=TRUE),
lns_corp_ins_633_sum = sum(lns_corp_ins_633 , na.rm=TRUE),
lns_corp_del_633_sum = sum(lns_corp_del_633 , na.rm=TRUE),
lns_corp_mdf_634_sum = sum(lns_corp_mdf_634 , na.rm=TRUE),
lns_corp_ins_634_sum = sum(lns_corp_ins_634 , na.rm=TRUE),
lns_corp_del_634_sum = sum(lns_corp_del_634 , na.rm=TRUE),
lns_corp_mdf_636_sum = sum(lns_corp_mdf_636 , na.rm=TRUE),
lns_corp_ins_636_sum = sum(lns_corp_ins_636 , na.rm=TRUE),
lns_corp_del_636_sum = sum(lns_corp_del_636 , na.rm=TRUE),
lns_corp_mdf_637_sum = sum(lns_corp_mdf_637 , na.rm=TRUE),
lns_corp_ins_637_sum = sum(lns_corp_ins_637 , na.rm=TRUE),
lns_corp_del_637_sum = sum(lns_corp_del_637 , na.rm=TRUE),
lns_corp_mdf_638_sum = sum(lns_corp_mdf_638 , na.rm=TRUE),
lns_corp_ins_638_sum = sum(lns_corp_ins_638 , na.rm=TRUE),
lns_corp_del_638_sum = sum(lns_corp_del_638 , na.rm=TRUE),
lns_corp_mdf_639_sum = sum(lns_corp_mdf_639 , na.rm=TRUE),
lns_corp_ins_639_sum = sum(lns_corp_ins_639 , na.rm=TRUE),
lns_corp_del_639_sum = sum(lns_corp_del_639 , na.rm=TRUE),
lns_corp_mdf_641_sum = sum(lns_corp_mdf_641 , na.rm=TRUE),
lns_corp_ins_641_sum = sum(lns_corp_ins_641 , na.rm=TRUE),
lns_corp_del_641_sum = sum(lns_corp_del_641 , na.rm=TRUE),
lns_corp_mdf_642_sum = sum(lns_corp_mdf_642 , na.rm=TRUE),
lns_corp_ins_642_sum = sum(lns_corp_ins_642 , na.rm=TRUE),
lns_corp_del_642_sum = sum(lns_corp_del_642 , na.rm=TRUE),
lns_corp_mdf_643_sum = sum(lns_corp_mdf_643 , na.rm=TRUE),
lns_corp_ins_643_sum = sum(lns_corp_ins_643 , na.rm=TRUE),
lns_corp_del_643_sum = sum(lns_corp_del_643 , na.rm=TRUE),
lns_corp_mdf_651_sum = sum(lns_corp_mdf_651 , na.rm=TRUE),
lns_corp_ins_651_sum = sum(lns_corp_ins_651 , na.rm=TRUE),
lns_corp_del_651_sum = sum(lns_corp_del_651 , na.rm=TRUE),
lns_corp_mdf_652_sum = sum(lns_corp_mdf_652 , na.rm=TRUE),
lns_corp_ins_652_sum = sum(lns_corp_ins_652 , na.rm=TRUE),
lns_corp_del_652_sum = sum(lns_corp_del_652 , na.rm=TRUE),
lns_corp_mdf_653_sum = sum(lns_corp_mdf_653 , na.rm=TRUE),
lns_corp_ins_653_sum = sum(lns_corp_ins_653 , na.rm=TRUE),
lns_corp_del_653_sum = sum(lns_corp_del_653 , na.rm=TRUE),
wds_corp_mdf_999_sum = sum(wds_corp_mdf_999 , na.rm=TRUE),
wds_corp_ins_999_sum = sum(wds_corp_ins_999 , na.rm=TRUE),
lns_corp_mdf_999_sum = sum(lns_corp_mdf_999 , na.rm=TRUE),
lns_corp_ins_999_sum = sum(lns_corp_ins_999 , na.rm=TRUE),
lns_corp_del_999_sum = sum(lns_corp_del_999 , na.rm=TRUE),
lns_corp_mdf_6211_sum = sum(lns_corp_mdf_6211 , na.rm=TRUE),
lns_corp_ins_6211_sum = sum(lns_corp_ins_6211 , na.rm=TRUE),
lns_corp_del_6211_sum = sum(lns_corp_del_6211 , na.rm=TRUE),
lns_corp_mdf_6212_sum = sum(lns_corp_mdf_6212 , na.rm=TRUE),
lns_corp_ins_6212_sum = sum(lns_corp_ins_6212 , na.rm=TRUE),
lns_corp_del_6212_sum = sum(lns_corp_del_6212 , na.rm=TRUE),
lns_corp_mdf_6221_sum = sum(lns_corp_mdf_6221 , na.rm=TRUE),
lns_corp_ins_6221_sum = sum(lns_corp_ins_6221 , na.rm=TRUE),
lns_corp_del_6221_sum = sum(lns_corp_del_6221 , na.rm=TRUE),
lns_corp_mdf_6222_sum = sum(lns_corp_mdf_6222 , na.rm=TRUE),
lns_corp_ins_6222_sum = sum(lns_corp_ins_6222 , na.rm=TRUE),
lns_corp_del_6222_sum = sum(lns_corp_del_6222 , na.rm=TRUE),
lns_corp_mdf_6351_sum = sum(lns_corp_mdf_6351 , na.rm=TRUE),
lns_corp_ins_6351_sum = sum(lns_corp_ins_6351 , na.rm=TRUE),
lns_corp_del_6351_sum = sum(lns_corp_del_6351 , na.rm=TRUE),
lns_corp_mdf_6352_sum = sum(lns_corp_mdf_6352 , na.rm=TRUE),
lns_corp_ins_6352_sum = sum(lns_corp_ins_6352 , na.rm=TRUE),
lns_corp_del_6352_sum = sum(lns_corp_del_6352 , na.rm=TRUE),
pro_minmaj_qual_sum = paste(sort(pro_minmaj_qual, na.last=TRUE), collapse=", "),
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)
)
isom$n_reforms[is.na(isom$t_date_fst)] <- 0
petermeissner/idep documentation built on May 25, 2019, 1:53 a.m.
R Package Documentation
Browse R Packages
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Note that we can't provide technical support on individual packages. You should contact the package authors for that.
isom <-
isom %>%
arrange(cab_id, t_date, t_dplus) %>%
group_by(cab_id) %>%
summarise(
cab_pm = first(cab_pm ) ,
cab_in = first(cab_in ) ,
cab_out = first(cab_out ) ,
cab_comp = first(cab_comp ) ,
new_gov = first(new_gov ) ,
next_elect = first(next_elect ) ,
max_cab_dur = first(max_cab_dur ) ,
abs_no_party = first(abs_no_party ) ,
abs_no_party_seat = first(abs_no_party_seat ) ,
abs_no_party_seat_plus = first(abs_no_party_seat_plus ) ,
eff_no_party = first(eff_no_party ) ,
barg_pow = first(barg_pow ) ,
eff_no_upper = first(eff_no_upper ) ,
largest_seat = first(largest_seat ) ,
barg_pow_largest = first(barg_pow_largest ) ,
min_sit = first(min_sit ) ,
non_part_cab = first(non_part_cab ) ,
coal_cab = first(coal_cab ) ,
cab_seats = first(cab_seats ) ,
cab_share = first(cab_share ) ,
cab_seats_upp = first(cab_seats_upp ) ,
no_cab_parties = first(no_cab_parties ) ,
change_cab_parties = first(change_cab_parties ) ,
single_maj_cab = first(single_maj_cab ) ,
single_min_cab = first(single_min_cab ) ,
coal_min_cab = first(coal_min_cab ) ,
maj_cab = first(maj_cab ) ,
maj_coal = first(maj_coal ) ,
mwc_cab = first(mwc_cab ) ,
smc_cab = first(smc_cab ) ,
gov_type = first(gov_type ) ,
cab_n_members = first(cab_n_members ) ,
cab_n_members_change = first(cab_n_members_change ) ,
parl_pref = first(parl_pref ) ,
polariz = first(polariz ) ,
cab_pref = first(cab_pref ) ,
connect_cab = first(connect_cab ) ,
mwc_connected_cab = first(mwc_connected_cab ) ,
low_leg = first(low_leg ) ,
const_amend_supermaj = first(const_amend_supermaj ) ,
strong_low = first(strong_low ) ,
weak_low = first(weak_low ) ,
bicamer = first(bicamer ) ,
pos_parl = first(pos_parl ) ,
no_confid_absmaj = first(no_confid_absmaj ) ,
no_confid_construct = first(no_confid_construct ) ,
cab_unanimity = first(cab_unanimity ) ,
cab_pm_cons = first(cab_pm_cons ) ,
cab_leg = first(cab_leg ) ,
semi_pres = first(semi_pres ) ,
seats_low = first(seats_low ) ,
seats_upp = first(seats_upp ) ,
cab_dur_100 = first(cab_dur_100 ) ,
cab_dur_rel = first(cab_dur_rel ) ,
cab_dur_abs1 = first(cab_dur_abs1 ) ,
cab_dur_abs2 = first(cab_dur_abs2 ) ,
el_volat_cab = first(el_volat_cab ) ,
el_volat_ave = first(el_volat_ave ) ,
el_perf_cab = first(el_perf_cab ) ,
country_id = first(country_id ) ,
policy_conf = first(policy_conf ) ,
policy_conf_ch = first(policy_conf_ch ) ,
cab_pref_ch = first(cab_pref_ch ) ,
maj_min = first(maj_min ),
min_maj = first(min_maj ),
opm_coal = first(opm_coal ),
coal_opm = first(coal_opm ),
erd_pg_mp_matcher = first(erd_pg_mp_matcher),
cab_id_pg = first(cab_id_pg ),
cab_id_prev_pg = first(cab_id_prev_pg ),
cab_name_pg = first(cab_name_pg ),
cab_start_pg = first(cab_start_pg ),
el_date_pg = first(el_date_pg ),
el_first_pg = first(el_first_pg ),
el_id_pg = first(el_id_pg ),
idl = first(idl ),
idl_dist_gop = first(idl_dist_gop ),
idl_pnt_all = first(idl_pnt_all ),
idl_pnt_gov = first(idl_pnt_gov ),
idl_pnt_opp = first(idl_pnt_opp ),
idl_pol_all = first(idl_pol_all ),
idl_pol_gov = first(idl_pol_gov ),
idl_pol_opp = first(idl_pol_opp ),
idl_rng_all = first(idl_rng_all ),
idl_rng_gov = first(idl_rng_gov ),
idl_rng_opp = first(idl_rng_opp ),
n_parties = first(n_parties ),
seats_gov = first(seats_gov ),
seats_opp = first(seats_opp ),
sts_tot_pg = first(sts_tot_pg ),
volatility = first(volatility ),
n_reforms = n(),
t_id_fst = first(t_id ),
t_id_lst = last(t_id ),
country = first(country ),
ctr = first(ctr ),
erd_cab_id = first(erd_cab_id ),
t_country = first(t_country ),
t_date_fst = first(t_date ),
t_dplus_fst = first(t_dplus ),
t_daccept_fst = first(t_daccept ),
t_dpromul_fst = first(t_dpromul ),
t_denact_fst = first(t_denact ),
t_date_lst = last(t_date ),
t_dplus_lst = last(t_dplus ),
t_daccept_lst = last(t_daccept ),
t_dpromul_lst = last(t_dpromul ),
t_denact_lst = last(t_denact ),
db_version = first(db_version),
db_lastupdate = first(db_lastupdate),
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_mdf_sum = sum(lns_all ,na.rm=TRUE) ,
wds_mdf_sum = sum(wds_mdf ,na.rm=TRUE) ,
pro_maj_mdf_sum = sum(pro_maj_mdf ,na.rm=TRUE) ,
pro_min_mdf_sum = sum(pro_min_mdf ,na.rm=TRUE) ,
pro_non_mdf_sum = sum(pro_non_mdf ,na.rm=TRUE) ,
wds_pro_maj_mdf_sum = sum(wds_pro_maj_mdf ,na.rm=TRUE) ,
wds_pro_min_mdf_sum = sum(wds_pro_min_mdf ,na.rm=TRUE) ,
wds_pro_non_mdf_sum = sum(wds_pro_non_mdf ,na.rm=TRUE) ,
wds_ins_sum = sum(wds_ins ,na.rm=TRUE) ,
lns_ins_sum = sum(lns_ins ,na.rm=TRUE) ,
pro_maj_ins_sum = sum(pro_maj_ins ,na.rm=TRUE) ,
pro_min_ins_sum = sum(pro_min_ins ,na.rm=TRUE) ,
pro_non_ins_sum = sum(pro_non_ins ,na.rm=TRUE) ,
wds_pro_maj_ins_sum = sum(wds_pro_maj_ins ,na.rm=TRUE) ,
wds_pro_min_ins_sum = sum(wds_pro_min_ins ,na.rm=TRUE) ,
wds_pro_non_ins_sum = sum(wds_pro_non_ins ,na.rm=TRUE) ,
wds_del_sum = sum(wds_del ,na.rm=TRUE) ,
lns_del_sum = sum(lns_del ,na.rm=TRUE) ,
pro_maj_del_sum = sum(pro_maj_del ,na.rm=TRUE) ,
pro_min_del_sum = sum(pro_min_del ,na.rm=TRUE) ,
pro_non_del_sum = sum(pro_non_del ,na.rm=TRUE) ,
wds_pro_maj_del_sum = sum(wds_pro_maj_del ,na.rm=TRUE) ,
wds_pro_min_del_sum = sum(wds_pro_min_del ,na.rm=TRUE) ,
wds_pro_non_del_sum = sum(wds_pro_non_del ,na.rm=TRUE) ,
pro_maj_sum = sum(pro_maj ,na.rm=TRUE) ,
pro_min_sum = sum(pro_min ,na.rm=TRUE) ,
pro_non_sum = sum(pro_non ,na.rm=TRUE) ,
wds_pro_maj_sum = sum(wds_pro_maj ,na.rm=TRUE) ,
wds_pro_min_sum = sum(wds_pro_min ,na.rm=TRUE) ,
wds_pro_non_sum = sum(wds_pro_non ,na.rm=TRUE) ,
lns_chg_sum = sum(lns_chg ,na.rm=TRUE) ,
wds_chg_sum = sum(wds_chg ,na.rm=TRUE) ,
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),
wds_corp_mdf_8_sum = sum(wds_corp_mdf_8 ,na.rm=TRUE),
wds_corp_mdf_21_sum = sum(wds_corp_mdf_21 ,na.rm=TRUE),
wds_corp_mdf_25_sum = sum(wds_corp_mdf_25 ,na.rm=TRUE),
wds_corp_mdf_51_sum = sum(wds_corp_mdf_51 ,na.rm=TRUE),
wds_corp_mdf_53_sum = sum(wds_corp_mdf_53 ,na.rm=TRUE),
wds_corp_mdf_54_sum = sum(wds_corp_mdf_54 ,na.rm=TRUE),
wds_corp_mdf_55_sum = sum(wds_corp_mdf_55 , na.rm=TRUE),
wds_corp_mdf_56_sum = sum(wds_corp_mdf_56 , na.rm=TRUE),
wds_corp_mdf_68_sum = sum(wds_corp_mdf_68 , na.rm=TRUE),
wds_corp_mdf_71_sum = sum(wds_corp_mdf_71 , na.rm=TRUE),
wds_corp_mdf_73_sum = sum(wds_corp_mdf_73 , na.rm=TRUE),
wds_corp_mdf_111_sum = sum(wds_corp_mdf_111 , na.rm=TRUE),
wds_corp_mdf_112_sum = sum(wds_corp_mdf_112 , na.rm=TRUE),
wds_corp_mdf_113_sum = sum(wds_corp_mdf_113 , na.rm=TRUE),
wds_corp_mdf_121_sum = sum(wds_corp_mdf_121 , na.rm=TRUE),
wds_corp_mdf_122_sum = sum(wds_corp_mdf_122 , na.rm=TRUE),
wds_corp_mdf_123_sum = sum(wds_corp_mdf_123 , na.rm=TRUE),
wds_corp_mdf_125_sum = sum(wds_corp_mdf_125 , na.rm=TRUE),
wds_corp_mdf_133_sum = sum(wds_corp_mdf_133 , na.rm=TRUE),
wds_corp_mdf_134_sum = sum(wds_corp_mdf_134 , na.rm=TRUE),
wds_corp_mdf_142_sum = sum(wds_corp_mdf_142 , na.rm=TRUE),
wds_corp_mdf_143_sum = sum(wds_corp_mdf_143 , na.rm=TRUE),
wds_corp_mdf_611_sum = sum(wds_corp_mdf_611 , na.rm=TRUE),
wds_corp_mdf_612_sum = sum(wds_corp_mdf_612 , na.rm=TRUE),
wds_corp_mdf_632_sum = sum(wds_corp_mdf_632 , na.rm=TRUE),
wds_corp_mdf_637_sum = sum(wds_corp_mdf_637 , na.rm=TRUE),
wds_corp_mdf_651_sum = sum(wds_corp_mdf_651 , na.rm=TRUE),
wds_corp_mdf_6211_sum = sum(wds_corp_mdf_6211 , na.rm=TRUE),
wds_corp_mdf_6212_sum = sum(wds_corp_mdf_6212 , na.rm=TRUE),
wds_corp_mdf_10_sum = sum(wds_corp_mdf_10 , na.rm=TRUE),
wds_corp_mdf_26_sum = sum(wds_corp_mdf_26 , na.rm=TRUE),
wds_corp_mdf_32_sum = sum(wds_corp_mdf_32 , na.rm=TRUE),
wds_corp_mdf_34_sum = sum(wds_corp_mdf_34 , na.rm=TRUE),
wds_corp_mdf_52_sum = sum(wds_corp_mdf_52 , na.rm=TRUE),
wds_corp_mdf_131_sum = sum(wds_corp_mdf_131 , na.rm=TRUE),
wds_corp_mdf_132_sum = sum(wds_corp_mdf_132 , na.rm=TRUE),
wds_corp_mdf_412_sum = sum(wds_corp_mdf_412 , na.rm=TRUE),
wds_corp_mdf_633_sum = sum(wds_corp_mdf_633 , na.rm=TRUE),
wds_corp_mdf_634_sum = sum(wds_corp_mdf_634 , na.rm=TRUE),
wds_corp_mdf_636_sum = sum(wds_corp_mdf_636 , na.rm=TRUE),
wds_corp_mdf_652_sum = sum(wds_corp_mdf_652 , na.rm=TRUE),
wds_corp_mdf_6221_sum = sum(wds_corp_mdf_6221 , na.rm=TRUE),
wds_corp_mdf_6222_sum = sum(wds_corp_mdf_6222 , na.rm=TRUE),
wds_corp_mdf_411_sum = sum(wds_corp_mdf_411 , na.rm=TRUE),
wds_corp_mdf_638_sum = sum(wds_corp_mdf_638 , na.rm=TRUE),
wds_corp_mdf_641_sum = sum(wds_corp_mdf_641 , na.rm=TRUE),
wds_corp_mdf_22_sum = sum(wds_corp_mdf_22 , na.rm=TRUE),
wds_corp_mdf_23_sum = sum(wds_corp_mdf_23 , na.rm=TRUE),
wds_corp_mdf_241_sum = sum(wds_corp_mdf_241 , na.rm=TRUE),
wds_corp_mdf_613_sum = sum(wds_corp_mdf_613 , na.rm=TRUE),
wds_corp_mdf_631_sum = sum(wds_corp_mdf_631 , na.rm=TRUE),
wds_corp_mdf_639_sum = sum(wds_corp_mdf_639 , na.rm=TRUE),
wds_corp_mdf_6352_sum = sum(wds_corp_mdf_6352 , na.rm=TRUE),
wds_corp_mdf_642_sum = sum(wds_corp_mdf_642 , na.rm=TRUE),
wds_corp_mdf_29_sum = sum(wds_corp_mdf_29 , na.rm=TRUE),
wds_corp_mdf_242_sum = sum(wds_corp_mdf_242 , na.rm=TRUE),
wds_corp_mdf_124_sum = sum(wds_corp_mdf_124 , na.rm=TRUE),
wds_corp_mdf_643_sum = sum(wds_corp_mdf_643 , na.rm=TRUE),
wds_corp_mdf_33_sum = sum(wds_corp_mdf_33 , na.rm=TRUE),
wds_corp_mdf_145_sum = sum(wds_corp_mdf_145 , na.rm=TRUE),
wds_corp_mdf_72_sum = sum(wds_corp_mdf_72 , na.rm=TRUE),
wds_corp_mdf_9_sum = sum(wds_corp_mdf_9 , na.rm=TRUE),
wds_corp_mdf_653_sum = sum(wds_corp_mdf_653 , na.rm=TRUE),
wds_corp_mdf_6351_sum = sum(wds_corp_mdf_6351 , na.rm=TRUE),
wds_corp_mdf_27_sum = sum(wds_corp_mdf_27 , na.rm=TRUE),
wds_corp_mdf_442_sum = sum(wds_corp_mdf_442 , na.rm=TRUE),
wds_corp_mdf_114_sum = sum(wds_corp_mdf_114 , na.rm=TRUE),
wds_corp_mdf_141_sum = sum(wds_corp_mdf_141 , na.rm=TRUE),
wds_corp_mdf_244_sum = sum(wds_corp_mdf_244 , na.rm=TRUE),
wds_corp_mdf_43_sum = sum(wds_corp_mdf_43 , na.rm=TRUE),
wds_corp_mdf_45_sum = sum(wds_corp_mdf_45 , na.rm=TRUE),
wds_corp_mdf_31_sum = sum(wds_corp_mdf_31 , na.rm=TRUE),
wds_corp_mdf_28_sum = sum(wds_corp_mdf_28 , na.rm=TRUE),
wds_corp_mdf_144_sum = sum(wds_corp_mdf_144 , na.rm=TRUE),
wds_corp_mdf_421_sum = sum(wds_corp_mdf_421 , na.rm=TRUE),
wds_corp_mdf_422_sum = sum(wds_corp_mdf_422 , na.rm=TRUE),
wds_corp_mdf_67_sum = sum(wds_corp_mdf_67 , na.rm=TRUE),
wds_corp_mdf_243_sum = sum(wds_corp_mdf_243 , na.rm=TRUE),
wds_corp_ins_6211_sum = sum(wds_corp_ins_6211 , na.rm=TRUE),
wds_corp_ins_8_sum = sum(wds_corp_ins_8 , na.rm=TRUE),
wds_corp_ins_9_sum = sum(wds_corp_ins_9 , na.rm=TRUE),
wds_corp_ins_51_sum = sum(wds_corp_ins_51 , na.rm=TRUE),
wds_corp_ins_53_sum = sum(wds_corp_ins_53 , na.rm=TRUE),
wds_corp_ins_111_sum = sum(wds_corp_ins_111 , na.rm=TRUE),
wds_corp_ins_121_sum = sum(wds_corp_ins_121 , na.rm=TRUE),
wds_corp_ins_125_sum = sum(wds_corp_ins_125 , na.rm=TRUE),
wds_corp_ins_412_sum = sum(wds_corp_ins_412 , na.rm=TRUE),
wds_corp_ins_632_sum = sum(wds_corp_ins_632 , na.rm=TRUE),
wds_corp_ins_633_sum = sum(wds_corp_ins_633 , na.rm=TRUE),
wds_corp_ins_634_sum = sum(wds_corp_ins_634 , na.rm=TRUE),
wds_corp_ins_637_sum = sum(wds_corp_ins_637 , na.rm=TRUE),
wds_corp_ins_641_sum = sum(wds_corp_ins_641 , na.rm=TRUE),
wds_corp_ins_651_sum = sum(wds_corp_ins_651 , na.rm=TRUE),
wds_corp_ins_6221_sum = sum(wds_corp_ins_6221 , na.rm=TRUE),
wds_corp_ins_6222_sum = sum(wds_corp_ins_6222 , na.rm=TRUE),
wds_corp_ins_10_sum = sum(wds_corp_ins_10 , na.rm=TRUE),
wds_corp_ins_21_sum = sum(wds_corp_ins_21 , na.rm=TRUE),
wds_corp_ins_25_sum = sum(wds_corp_ins_25 , na.rm=TRUE),
wds_corp_ins_26_sum = sum(wds_corp_ins_26 , na.rm=TRUE),
wds_corp_ins_32_sum = sum(wds_corp_ins_32 , na.rm=TRUE),
wds_corp_ins_34_sum = sum(wds_corp_ins_34 , na.rm=TRUE),
wds_corp_ins_52_sum = sum(wds_corp_ins_52 , na.rm=TRUE),
wds_corp_ins_54_sum = sum(wds_corp_ins_54 , na.rm=TRUE),
wds_corp_ins_55_sum = sum(wds_corp_ins_55 , na.rm=TRUE),
wds_corp_ins_56_sum = sum(wds_corp_ins_56 , na.rm=TRUE),
wds_corp_ins_112_sum = sum(wds_corp_ins_112 , na.rm=TRUE),
wds_corp_ins_113_sum = sum(wds_corp_ins_113 , na.rm=TRUE),
wds_corp_ins_123_sum = sum(wds_corp_ins_123 , na.rm=TRUE),
wds_corp_ins_131_sum = sum(wds_corp_ins_131 , na.rm=TRUE),
wds_corp_ins_142_sum = sum(wds_corp_ins_142 , na.rm=TRUE),
wds_corp_ins_411_sum = sum(wds_corp_ins_411 , na.rm=TRUE),
wds_corp_ins_611_sum = sum(wds_corp_ins_611 , na.rm=TRUE),
wds_corp_ins_636_sum = sum(wds_corp_ins_636 , na.rm=TRUE),
wds_corp_ins_638_sum = sum(wds_corp_ins_638 , na.rm=TRUE),
wds_corp_ins_652_sum = sum(wds_corp_ins_652 , na.rm=TRUE),
wds_corp_ins_6212_sum = sum(wds_corp_ins_6212 , na.rm=TRUE),
wds_corp_ins_145_sum = sum(wds_corp_ins_145 , na.rm=TRUE),
wds_corp_ins_22_sum = sum(wds_corp_ins_22 , na.rm=TRUE),
wds_corp_ins_23_sum = sum(wds_corp_ins_23 , na.rm=TRUE),
wds_corp_ins_43_sum = sum(wds_corp_ins_43 , na.rm=TRUE),
wds_corp_ins_134_sum = sum(wds_corp_ins_134 , na.rm=TRUE),
wds_corp_ins_612_sum = sum(wds_corp_ins_612 , na.rm=TRUE),
wds_corp_ins_241_sum = sum(wds_corp_ins_241 , na.rm=TRUE),
wds_corp_ins_243_sum = sum(wds_corp_ins_243 , na.rm=TRUE),
wds_corp_ins_72_sum = sum(wds_corp_ins_72 , na.rm=TRUE),
wds_corp_ins_114_sum = sum(wds_corp_ins_114 , na.rm=TRUE),
wds_corp_ins_242_sum = sum(wds_corp_ins_242 , na.rm=TRUE),
wds_corp_ins_244_sum = sum(wds_corp_ins_244 , na.rm=TRUE),
wds_corp_ins_631_sum = sum(wds_corp_ins_631 , na.rm=TRUE),
wds_corp_ins_639_sum = sum(wds_corp_ins_639 , na.rm=TRUE),
wds_corp_ins_642_sum = sum(wds_corp_ins_642 , na.rm=TRUE),
wds_corp_ins_6352_sum = sum(wds_corp_ins_6352 , na.rm=TRUE),
wds_corp_ins_68_sum = sum(wds_corp_ins_68 , na.rm=TRUE),
wds_corp_ins_29_sum = sum(wds_corp_ins_29 , na.rm=TRUE),
wds_corp_ins_122_sum = sum(wds_corp_ins_122 , na.rm=TRUE),
wds_corp_ins_133_sum = sum(wds_corp_ins_133 , na.rm=TRUE),
wds_corp_ins_643_sum = sum(wds_corp_ins_643 , na.rm=TRUE),
wds_corp_ins_124_sum = sum(wds_corp_ins_124 , na.rm=TRUE),
wds_corp_ins_613_sum = sum(wds_corp_ins_613 , na.rm=TRUE),
wds_corp_ins_33_sum = sum(wds_corp_ins_33 , na.rm=TRUE),
wds_corp_ins_71_sum = sum(wds_corp_ins_71 , na.rm=TRUE),
wds_corp_ins_132_sum = sum(wds_corp_ins_132 , na.rm=TRUE),
wds_corp_ins_143_sum = sum(wds_corp_ins_143 , na.rm=TRUE),
wds_corp_ins_27_sum = sum(wds_corp_ins_27 , na.rm=TRUE),
wds_corp_ins_28_sum = sum(wds_corp_ins_28 , na.rm=TRUE),
wds_corp_ins_31_sum = sum(wds_corp_ins_31 , na.rm=TRUE),
wds_corp_ins_653_sum = sum(wds_corp_ins_653 , na.rm=TRUE),
wds_corp_ins_66_sum = sum(wds_corp_ins_66 , na.rm=TRUE),
wds_corp_ins_442_sum = sum(wds_corp_ins_442 , na.rm=TRUE),
wds_corp_ins_441_sum = sum(wds_corp_ins_441 , na.rm=TRUE),
wds_corp_ins_141_sum = sum(wds_corp_ins_141 , na.rm=TRUE),
wds_corp_ins_73_sum = sum(wds_corp_ins_73 , na.rm=TRUE),
wds_corp_ins_6351_sum = sum(wds_corp_ins_6351 , na.rm=TRUE),
wds_corp_ins_45_sum = sum(wds_corp_ins_45 , na.rm=TRUE),
wds_corp_ins_144_sum = sum(wds_corp_ins_144 , na.rm=TRUE),
wds_corp_ins_422_sum = sum(wds_corp_ins_422 , na.rm=TRUE),
wds_corp_ins_67_sum = sum(wds_corp_ins_67 , na.rm=TRUE),
wds_corp_ins_421_sum = sum(wds_corp_ins_421 , na.rm=TRUE),
wds_corp_del_9_sum = sum(wds_corp_del_9 , na.rm=TRUE),
wds_corp_del_51_sum = sum(wds_corp_del_51 , na.rm=TRUE),
wds_corp_del_71_sum = sum(wds_corp_del_71 , na.rm=TRUE),
wds_corp_del_121_sum = sum(wds_corp_del_121 , na.rm=TRUE),
wds_corp_del_651_sum = sum(wds_corp_del_651 , na.rm=TRUE),
wds_corp_del_22_sum = sum(wds_corp_del_22 , na.rm=TRUE),
wds_corp_del_23_sum = sum(wds_corp_del_23 , na.rm=TRUE),
wds_corp_del_25_sum = sum(wds_corp_del_25 , na.rm=TRUE),
wds_corp_del_34_sum = sum(wds_corp_del_34 , na.rm=TRUE),
wds_corp_del_53_sum = sum(wds_corp_del_53 , na.rm=TRUE),
wds_corp_del_54_sum = sum(wds_corp_del_54 , na.rm=TRUE),
wds_corp_del_55_sum = sum(wds_corp_del_55 , na.rm=TRUE),
wds_corp_del_56_sum = sum(wds_corp_del_56 , na.rm=TRUE),
wds_corp_del_111_sum = sum(wds_corp_del_111 , na.rm=TRUE),
wds_corp_del_123_sum = sum(wds_corp_del_123 , na.rm=TRUE),
wds_corp_del_142_sum = sum(wds_corp_del_142 , na.rm=TRUE),
wds_corp_del_143_sum = sum(wds_corp_del_143 , na.rm=TRUE),
wds_corp_del_611_sum = sum(wds_corp_del_611 , na.rm=TRUE),
wds_corp_del_612_sum = sum(wds_corp_del_612 , na.rm=TRUE),
wds_corp_del_633_sum = sum(wds_corp_del_633 , na.rm=TRUE),
wds_corp_del_634_sum = sum(wds_corp_del_634 , na.rm=TRUE),
wds_corp_del_652_sum = sum(wds_corp_del_652 , na.rm=TRUE),
wds_corp_del_6211_sum = sum(wds_corp_del_6211 , na.rm=TRUE),
wds_corp_del_6212_sum = sum(wds_corp_del_6212 , na.rm=TRUE),
wds_corp_del_6351_sum = sum(wds_corp_del_6351 , na.rm=TRUE),
wds_corp_del_113_sum = sum(wds_corp_del_113 , na.rm=TRUE),
wds_corp_del_637_sum = sum(wds_corp_del_637 , na.rm=TRUE),
wds_corp_del_52_sum = sum(wds_corp_del_52 , na.rm=TRUE),
wds_corp_del_241_sum = sum(wds_corp_del_241 , na.rm=TRUE),
wds_corp_del_243_sum = sum(wds_corp_del_243 , na.rm=TRUE),
wds_corp_del_26_sum = sum(wds_corp_del_26 , na.rm=TRUE),
wds_corp_del_632_sum = sum(wds_corp_del_632 , na.rm=TRUE),
wds_corp_del_10_sum = sum(wds_corp_del_10 , na.rm=TRUE),
wds_corp_del_112_sum = sum(wds_corp_del_112 , na.rm=TRUE),
wds_corp_del_114_sum = sum(wds_corp_del_114 , na.rm=TRUE),
wds_corp_del_122_sum = sum(wds_corp_del_122 , na.rm=TRUE),
wds_corp_del_125_sum = sum(wds_corp_del_125 , na.rm=TRUE),
wds_corp_del_132_sum = sum(wds_corp_del_132 , na.rm=TRUE),
wds_corp_del_613_sum = sum(wds_corp_del_613 , na.rm=TRUE),
wds_corp_del_631_sum = sum(wds_corp_del_631 , na.rm=TRUE),
wds_corp_del_639_sum = sum(wds_corp_del_639 , na.rm=TRUE),
wds_corp_del_242_sum = sum(wds_corp_del_242 , na.rm=TRUE),
wds_corp_del_68_sum = sum(wds_corp_del_68 , na.rm=TRUE),
wds_corp_del_134_sum = sum(wds_corp_del_134 , na.rm=TRUE),
wds_corp_del_72_sum = sum(wds_corp_del_72 , na.rm=TRUE),
wds_corp_del_999_sum = sum(wds_corp_del_999 , na.rm=TRUE),
wds_corp_del_131_sum = sum(wds_corp_del_131 , na.rm=TRUE),
wds_corp_del_124_sum = sum(wds_corp_del_124 , na.rm=TRUE),
wds_corp_del_636_sum = sum(wds_corp_del_636 , na.rm=TRUE),
wds_corp_del_21_sum = sum(wds_corp_del_21 , na.rm=TRUE),
wds_corp_del_29_sum = sum(wds_corp_del_29 , na.rm=TRUE),
wds_corp_del_642_sum = sum(wds_corp_del_642 , na.rm=TRUE),
wds_corp_del_8_sum = sum(wds_corp_del_8 , na.rm=TRUE),
wds_corp_del_32_sum = sum(wds_corp_del_32 , na.rm=TRUE),
wds_corp_del_33_sum = sum(wds_corp_del_33 , na.rm=TRUE),
wds_corp_del_43_sum = sum(wds_corp_del_43 , na.rm=TRUE),
wds_corp_del_133_sum = sum(wds_corp_del_133 , na.rm=TRUE),
wds_corp_del_641_sum = sum(wds_corp_del_641 , na.rm=TRUE),
wds_corp_del_653_sum = sum(wds_corp_del_653 , na.rm=TRUE),
wds_corp_del_244_sum = sum(wds_corp_del_244 , na.rm=TRUE),
wds_corp_del_6221_sum = sum(wds_corp_del_6221 , na.rm=TRUE),
wds_corp_del_6222_sum = sum(wds_corp_del_6222 , na.rm=TRUE),
wds_corp_del_441_sum = sum(wds_corp_del_441 , na.rm=TRUE),
wds_corp_del_6352_sum = sum(wds_corp_del_6352 , na.rm=TRUE),
wds_corp_del_73_sum = sum(wds_corp_del_73 , na.rm=TRUE),
wds_corp_del_638_sum = sum(wds_corp_del_638 , na.rm=TRUE),
wds_corp_del_45_sum = sum(wds_corp_del_45 , na.rm=TRUE),
wds_corp_del_411_sum = sum(wds_corp_del_411 , na.rm=TRUE),
wds_corp_del_412_sum = sum(wds_corp_del_412 , na.rm=TRUE),
wds_corp_del_27_sum = sum(wds_corp_del_27 , na.rm=TRUE),
wds_corp_del_643_sum = sum(wds_corp_del_643 , na.rm=TRUE),
wds_corp_del_28_sum = sum(wds_corp_del_28 , na.rm=TRUE),
wds_corp_del_31_sum = sum(wds_corp_del_31 , na.rm=TRUE),
wds_corp_del_421_sum = sum(wds_corp_del_421 , na.rm=TRUE),
wds_corp_del_422_sum = sum(wds_corp_del_422 , na.rm=TRUE),
wds_corp_del_141_sum = sum(wds_corp_del_141 , na.rm=TRUE),
wds_corp_del_144_sum = sum(wds_corp_del_144 , na.rm=TRUE),
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),
t_date_lag = first(t_date_lag),
t_date_lead = first(t_date_lead),
t_snc_lst_ref = first(t_snc_lst_ref),
t_to_nxt_ref = first(t_to_nxt_ref),
t_date_lag_mn = mean(t_date_lag),
t_date_lead_mn = mean(t_date_lead),
t_snc_lst_ref_mn = mean(t_snc_lst_ref),
t_to_nxt_ref_mn = mean(t_to_nxt_ref),
t_date_lag_lst = last(t_date_lag),
t_date_lead_lst = last(t_date_lead),
t_snc_lst_ref_lst = last(t_snc_lst_ref),
t_to_nxt_ref_lst = last(t_to_nxt_ref),
lns_corp_mdf_8_sum = sum(lns_corp_mdf_8 , na.rm=TRUE),
lns_corp_ins_8_sum = sum(lns_corp_ins_8 , na.rm=TRUE),
lns_corp_del_8_sum = sum(lns_corp_del_8 , na.rm=TRUE),
lns_corp_mdf_9_sum = sum(lns_corp_mdf_9 , na.rm=TRUE),
lns_corp_ins_9_sum = sum(lns_corp_ins_9 , na.rm=TRUE),
lns_corp_del_9_sum = sum(lns_corp_del_9 , na.rm=TRUE),
lns_corp_mdf_10_sum = sum(lns_corp_mdf_10 , na.rm=TRUE),
lns_corp_ins_10_sum = sum(lns_corp_ins_10 , na.rm=TRUE),
lns_corp_del_10_sum = sum(lns_corp_del_10 , na.rm=TRUE),
lns_corp_mdf_21_sum = sum(lns_corp_mdf_21 , na.rm=TRUE),
lns_corp_ins_21_sum = sum(lns_corp_ins_21 , na.rm=TRUE),
lns_corp_del_21_sum = sum(lns_corp_del_21 , na.rm=TRUE),
lns_corp_mdf_22_sum = sum(lns_corp_mdf_22 , na.rm=TRUE),
lns_corp_ins_22_sum = sum(lns_corp_ins_22 , na.rm=TRUE),
lns_corp_del_22_sum = sum(lns_corp_del_22 , na.rm=TRUE),
lns_corp_mdf_23_sum = sum(lns_corp_mdf_23 , na.rm=TRUE),
lns_corp_ins_23_sum = sum(lns_corp_ins_23 , na.rm=TRUE),
lns_corp_del_23_sum = sum(lns_corp_del_23 , na.rm=TRUE),
lns_corp_mdf_25_sum = sum(lns_corp_mdf_25 , na.rm=TRUE),
lns_corp_ins_25_sum = sum(lns_corp_ins_25 , na.rm=TRUE),
lns_corp_del_25_sum = sum(lns_corp_del_25 , na.rm=TRUE),
lns_corp_mdf_26_sum = sum(lns_corp_mdf_26 , na.rm=TRUE),
lns_corp_ins_26_sum = sum(lns_corp_ins_26 , na.rm=TRUE),
lns_corp_del_26_sum = sum(lns_corp_del_26 , na.rm=TRUE),
lns_corp_mdf_27_sum = sum(lns_corp_mdf_27 , na.rm=TRUE),
lns_corp_ins_27_sum = sum(lns_corp_ins_27 , na.rm=TRUE),
lns_corp_del_27_sum = sum(lns_corp_del_27 , na.rm=TRUE),
lns_corp_mdf_28_sum = sum(lns_corp_mdf_28 , na.rm=TRUE),
lns_corp_ins_28_sum = sum(lns_corp_ins_28 , na.rm=TRUE),
lns_corp_del_28_sum = sum(lns_corp_del_28 , na.rm=TRUE),
lns_corp_mdf_29_sum = sum(lns_corp_mdf_29 , na.rm=TRUE),
lns_corp_ins_29_sum = sum(lns_corp_ins_29 , na.rm=TRUE),
lns_corp_del_29_sum = sum(lns_corp_del_29 , na.rm=TRUE),
lns_corp_mdf_31_sum = sum(lns_corp_mdf_31 , na.rm=TRUE),
lns_corp_ins_31_sum = sum(lns_corp_ins_31 , na.rm=TRUE),
lns_corp_del_31_sum = sum(lns_corp_del_31 , na.rm=TRUE),
lns_corp_mdf_32_sum = sum(lns_corp_mdf_32 , na.rm=TRUE),
lns_corp_ins_32_sum = sum(lns_corp_ins_32 , na.rm=TRUE),
lns_corp_del_32_sum = sum(lns_corp_del_32 , na.rm=TRUE),
lns_corp_mdf_33_sum = sum(lns_corp_mdf_33 , na.rm=TRUE),
lns_corp_ins_33_sum = sum(lns_corp_ins_33 , na.rm=TRUE),
lns_corp_del_33_sum = sum(lns_corp_del_33 , na.rm=TRUE),
lns_corp_mdf_34_sum = sum(lns_corp_mdf_34 , na.rm=TRUE),
lns_corp_ins_34_sum = sum(lns_corp_ins_34 , na.rm=TRUE),
lns_corp_del_34_sum = sum(lns_corp_del_34 , na.rm=TRUE),
lns_corp_mdf_43_sum = sum(lns_corp_mdf_43 , na.rm=TRUE),
lns_corp_ins_43_sum = sum(lns_corp_ins_43 , na.rm=TRUE),
lns_corp_del_43_sum = sum(lns_corp_del_43 , na.rm=TRUE),
lns_corp_mdf_45_sum = sum(lns_corp_mdf_45 , na.rm=TRUE),
lns_corp_ins_45_sum = sum(lns_corp_ins_45 , na.rm=TRUE),
lns_corp_del_45_sum = sum(lns_corp_del_45 , na.rm=TRUE),
lns_corp_mdf_51_sum = sum(lns_corp_mdf_51 , na.rm=TRUE),
lns_corp_ins_51_sum = sum(lns_corp_ins_51 , na.rm=TRUE),
lns_corp_del_51_sum = sum(lns_corp_del_51 , na.rm=TRUE),
lns_corp_mdf_52_sum = sum(lns_corp_mdf_52 , na.rm=TRUE),
lns_corp_ins_52_sum = sum(lns_corp_ins_52 , na.rm=TRUE),
lns_corp_del_52_sum = sum(lns_corp_del_52 , na.rm=TRUE),
lns_corp_mdf_53_sum = sum(lns_corp_mdf_53 , na.rm=TRUE),
lns_corp_ins_53_sum = sum(lns_corp_ins_53 , na.rm=TRUE),
lns_corp_del_53_sum = sum(lns_corp_del_53 , na.rm=TRUE),
lns_corp_mdf_54_sum = sum(lns_corp_mdf_54 , na.rm=TRUE),
lns_corp_ins_54_sum = sum(lns_corp_ins_54 , na.rm=TRUE),
lns_corp_del_54_sum = sum(lns_corp_del_54 , na.rm=TRUE),
lns_corp_mdf_55_sum = sum(lns_corp_mdf_55 , na.rm=TRUE),
lns_corp_ins_55_sum = sum(lns_corp_ins_55 , na.rm=TRUE),
lns_corp_del_55_sum = sum(lns_corp_del_55 , na.rm=TRUE),
lns_corp_mdf_56_sum = sum(lns_corp_mdf_56 , na.rm=TRUE),
lns_corp_ins_56_sum = sum(lns_corp_ins_56 , na.rm=TRUE),
lns_corp_del_56_sum = sum(lns_corp_del_56 , na.rm=TRUE),
wds_corp_mdf_66_sum = sum(wds_corp_mdf_66 , na.rm=TRUE),
wds_corp_del_66_sum = sum(wds_corp_del_66 , na.rm=TRUE),
lns_corp_mdf_66_sum = sum(lns_corp_mdf_66 , na.rm=TRUE),
lns_corp_ins_66_sum = sum(lns_corp_ins_66 , na.rm=TRUE),
lns_corp_del_66_sum = sum(lns_corp_del_66 , na.rm=TRUE),
wds_corp_del_67_sum = sum(wds_corp_del_67 , na.rm=TRUE),
lns_corp_mdf_67_sum = sum(lns_corp_mdf_67 , na.rm=TRUE),
lns_corp_ins_67_sum = sum(lns_corp_ins_67 , na.rm=TRUE),
lns_corp_del_67_sum = sum(lns_corp_del_67 , na.rm=TRUE),
lns_corp_mdf_68_sum = sum(lns_corp_mdf_68 , na.rm=TRUE),
lns_corp_ins_68_sum = sum(lns_corp_ins_68 , na.rm=TRUE),
lns_corp_del_68_sum = sum(lns_corp_del_68 , na.rm=TRUE),
lns_corp_mdf_71_sum = sum(lns_corp_mdf_71 , na.rm=TRUE),
lns_corp_ins_71_sum = sum(lns_corp_ins_71 , na.rm=TRUE),
lns_corp_del_71_sum = sum(lns_corp_del_71 , na.rm=TRUE),
lns_corp_mdf_72_sum = sum(lns_corp_mdf_72 , na.rm=TRUE),
lns_corp_ins_72_sum = sum(lns_corp_ins_72 , na.rm=TRUE),
lns_corp_del_72_sum = sum(lns_corp_del_72 , na.rm=TRUE),
lns_corp_mdf_73_sum = sum(lns_corp_mdf_73 , na.rm=TRUE),
lns_corp_ins_73_sum = sum(lns_corp_ins_73 , na.rm=TRUE),
lns_corp_del_73_sum = sum(lns_corp_del_73 , na.rm=TRUE),
lns_corp_mdf_111_sum = sum(lns_corp_mdf_111 , na.rm=TRUE),
lns_corp_ins_111_sum = sum(lns_corp_ins_111 , na.rm=TRUE),
lns_corp_del_111_sum = sum(lns_corp_del_111 , na.rm=TRUE),
lns_corp_mdf_112_sum = sum(lns_corp_mdf_112 , na.rm=TRUE),
lns_corp_ins_112_sum = sum(lns_corp_ins_112 , na.rm=TRUE),
lns_corp_del_112_sum = sum(lns_corp_del_112 , na.rm=TRUE),
lns_corp_mdf_113_sum = sum(lns_corp_mdf_113 , na.rm=TRUE),
lns_corp_ins_113_sum = sum(lns_corp_ins_113 , na.rm=TRUE),
lns_corp_del_113_sum = sum(lns_corp_del_113 , na.rm=TRUE),
lns_corp_mdf_114_sum = sum(lns_corp_mdf_114 , na.rm=TRUE),
lns_corp_ins_114_sum = sum(lns_corp_ins_114 , na.rm=TRUE),
lns_corp_del_114_sum = sum(lns_corp_del_114 , na.rm=TRUE),
lns_corp_mdf_121_sum = sum(lns_corp_mdf_121 , na.rm=TRUE),
lns_corp_ins_121_sum = sum(lns_corp_ins_121 , na.rm=TRUE),
lns_corp_del_121_sum = sum(lns_corp_del_121 , na.rm=TRUE),
lns_corp_mdf_122_sum = sum(lns_corp_mdf_122 , na.rm=TRUE),
lns_corp_ins_122_sum = sum(lns_corp_ins_122 , na.rm=TRUE),
lns_corp_del_122_sum = sum(lns_corp_del_122 , na.rm=TRUE),
lns_corp_mdf_123_sum = sum(lns_corp_mdf_123 , na.rm=TRUE),
lns_corp_ins_123_sum = sum(lns_corp_ins_123 , na.rm=TRUE),
lns_corp_del_123_sum = sum(lns_corp_del_123 , na.rm=TRUE),
lns_corp_mdf_124_sum = sum(lns_corp_mdf_124 , na.rm=TRUE),
lns_corp_ins_124_sum = sum(lns_corp_ins_124 , na.rm=TRUE),
lns_corp_del_124_sum = sum(lns_corp_del_124 , na.rm=TRUE),
lns_corp_mdf_125_sum = sum(lns_corp_mdf_125 , na.rm=TRUE),
lns_corp_ins_125_sum = sum(lns_corp_ins_125 , na.rm=TRUE),
lns_corp_del_125_sum = sum(lns_corp_del_125 , na.rm=TRUE),
lns_corp_mdf_131_sum = sum(lns_corp_mdf_131 , na.rm=TRUE),
lns_corp_ins_131_sum = sum(lns_corp_ins_131 , na.rm=TRUE),
lns_corp_del_131_sum = sum(lns_corp_del_131 , na.rm=TRUE),
lns_corp_mdf_132_sum = sum(lns_corp_mdf_132 , na.rm=TRUE),
lns_corp_ins_132_sum = sum(lns_corp_ins_132 , na.rm=TRUE),
lns_corp_del_132_sum = sum(lns_corp_del_132 , na.rm=TRUE),
lns_corp_mdf_133_sum = sum(lns_corp_mdf_133 , na.rm=TRUE),
lns_corp_ins_133_sum = sum(lns_corp_ins_133 , na.rm=TRUE),
lns_corp_del_133_sum = sum(lns_corp_del_133 , na.rm=TRUE),
lns_corp_mdf_134_sum = sum(lns_corp_mdf_134 , na.rm=TRUE),
lns_corp_ins_134_sum = sum(lns_corp_ins_134 , na.rm=TRUE),
lns_corp_del_134_sum = sum(lns_corp_del_134 , na.rm=TRUE),
lns_corp_mdf_141_sum = sum(lns_corp_mdf_141 , na.rm=TRUE),
lns_corp_ins_141_sum = sum(lns_corp_ins_141 , na.rm=TRUE),
lns_corp_del_141_sum = sum(lns_corp_del_141 , na.rm=TRUE),
lns_corp_mdf_142_sum = sum(lns_corp_mdf_142 , na.rm=TRUE),
lns_corp_ins_142_sum = sum(lns_corp_ins_142 , na.rm=TRUE),
lns_corp_del_142_sum = sum(lns_corp_del_142 , na.rm=TRUE),
lns_corp_mdf_143_sum = sum(lns_corp_mdf_143 , na.rm=TRUE),
lns_corp_ins_143_sum = sum(lns_corp_ins_143 , na.rm=TRUE),
lns_corp_del_143_sum = sum(lns_corp_del_143 , na.rm=TRUE),
lns_corp_mdf_144_sum = sum(lns_corp_mdf_144 , na.rm=TRUE),
lns_corp_ins_144_sum = sum(lns_corp_ins_144 , na.rm=TRUE),
lns_corp_del_144_sum = sum(lns_corp_del_144 , na.rm=TRUE),
wds_corp_del_145_sum = sum(wds_corp_del_145 , na.rm=TRUE),
lns_corp_mdf_145_sum = sum(lns_corp_mdf_145 , na.rm=TRUE),
lns_corp_ins_145_sum = sum(lns_corp_ins_145 , na.rm=TRUE),
lns_corp_del_145_sum = sum(lns_corp_del_145 , na.rm=TRUE),
lns_corp_mdf_241_sum = sum(lns_corp_mdf_241 , na.rm=TRUE),
lns_corp_ins_241_sum = sum(lns_corp_ins_241 , na.rm=TRUE),
lns_corp_del_241_sum = sum(lns_corp_del_241 , na.rm=TRUE),
lns_corp_mdf_242_sum = sum(lns_corp_mdf_242 , na.rm=TRUE),
lns_corp_ins_242_sum = sum(lns_corp_ins_242 , na.rm=TRUE),
lns_corp_del_242_sum = sum(lns_corp_del_242 , na.rm=TRUE),
lns_corp_mdf_243_sum = sum(lns_corp_mdf_243 , na.rm=TRUE),
lns_corp_ins_243_sum = sum(lns_corp_ins_243 , na.rm=TRUE),
lns_corp_del_243_sum = sum(lns_corp_del_243 , na.rm=TRUE),
lns_corp_mdf_244_sum = sum(lns_corp_mdf_244 , na.rm=TRUE),
lns_corp_ins_244_sum = sum(lns_corp_ins_244 , na.rm=TRUE),
lns_corp_del_244_sum = sum(lns_corp_del_244 , na.rm=TRUE),
lns_corp_mdf_411_sum = sum(lns_corp_mdf_411 , na.rm=TRUE),
lns_corp_ins_411_sum = sum(lns_corp_ins_411 , na.rm=TRUE),
lns_corp_del_411_sum = sum(lns_corp_del_411 , na.rm=TRUE),
lns_corp_mdf_412_sum = sum(lns_corp_mdf_412 , na.rm=TRUE),
lns_corp_ins_412_sum = sum(lns_corp_ins_412 , na.rm=TRUE),
lns_corp_del_412_sum = sum(lns_corp_del_412 , na.rm=TRUE),
lns_corp_mdf_421_sum = sum(lns_corp_mdf_421 , na.rm=TRUE),
lns_corp_ins_421_sum = sum(lns_corp_ins_421 , na.rm=TRUE),
lns_corp_del_421_sum = sum(lns_corp_del_421 , na.rm=TRUE),
lns_corp_mdf_422_sum = sum(lns_corp_mdf_422 , na.rm=TRUE),
lns_corp_ins_422_sum = sum(lns_corp_ins_422 , na.rm=TRUE),
lns_corp_del_422_sum = sum(lns_corp_del_422 , na.rm=TRUE),
wds_corp_mdf_441_sum = sum(wds_corp_mdf_441 , na.rm=TRUE),
lns_corp_mdf_441_sum = sum(lns_corp_mdf_441 , na.rm=TRUE),
lns_corp_ins_441_sum = sum(lns_corp_ins_441 , na.rm=TRUE),
lns_corp_del_441_sum = sum(lns_corp_del_441 , na.rm=TRUE),
wds_corp_del_442_sum = sum(wds_corp_del_442 , na.rm=TRUE),
lns_corp_mdf_442_sum = sum(lns_corp_mdf_442 , na.rm=TRUE),
lns_corp_ins_442_sum = sum(lns_corp_ins_442 , na.rm=TRUE),
lns_corp_del_442_sum = sum(lns_corp_del_442 , na.rm=TRUE),
lns_corp_mdf_611_sum = sum(lns_corp_mdf_611 , na.rm=TRUE),
lns_corp_ins_611_sum = sum(lns_corp_ins_611 , na.rm=TRUE),
lns_corp_del_611_sum = sum(lns_corp_del_611 , na.rm=TRUE),
lns_corp_mdf_612_sum = sum(lns_corp_mdf_612 , na.rm=TRUE),
lns_corp_ins_612_sum = sum(lns_corp_ins_612 , na.rm=TRUE),
lns_corp_del_612_sum = sum(lns_corp_del_612 , na.rm=TRUE),
lns_corp_mdf_613_sum = sum(lns_corp_mdf_613 , na.rm=TRUE),
lns_corp_ins_613_sum = sum(lns_corp_ins_613 , na.rm=TRUE),
lns_corp_del_613_sum = sum(lns_corp_del_613 , na.rm=TRUE),
lns_corp_mdf_631_sum = sum(lns_corp_mdf_631 , na.rm=TRUE),
lns_corp_ins_631_sum = sum(lns_corp_ins_631 , na.rm=TRUE),
lns_corp_del_631_sum = sum(lns_corp_del_631 , na.rm=TRUE),
lns_corp_mdf_632_sum = sum(lns_corp_mdf_632 , na.rm=TRUE),
lns_corp_ins_632_sum = sum(lns_corp_ins_632 , na.rm=TRUE),
lns_corp_del_632_sum = sum(lns_corp_del_632 , na.rm=TRUE),
lns_corp_mdf_633_sum = sum(lns_corp_mdf_633 , na.rm=TRUE),
lns_corp_ins_633_sum = sum(lns_corp_ins_633 , na.rm=TRUE),
lns_corp_del_633_sum = sum(lns_corp_del_633 , na.rm=TRUE),
lns_corp_mdf_634_sum = sum(lns_corp_mdf_634 , na.rm=TRUE),
lns_corp_ins_634_sum = sum(lns_corp_ins_634 , na.rm=TRUE),
lns_corp_del_634_sum = sum(lns_corp_del_634 , na.rm=TRUE),
lns_corp_mdf_636_sum = sum(lns_corp_mdf_636 , na.rm=TRUE),
lns_corp_ins_636_sum = sum(lns_corp_ins_636 , na.rm=TRUE),
lns_corp_del_636_sum = sum(lns_corp_del_636 , na.rm=TRUE),
lns_corp_mdf_637_sum = sum(lns_corp_mdf_637 , na.rm=TRUE),
lns_corp_ins_637_sum = sum(lns_corp_ins_637 , na.rm=TRUE),
lns_corp_del_637_sum = sum(lns_corp_del_637 , na.rm=TRUE),
lns_corp_mdf_638_sum = sum(lns_corp_mdf_638 , na.rm=TRUE),
lns_corp_ins_638_sum = sum(lns_corp_ins_638 , na.rm=TRUE),
lns_corp_del_638_sum = sum(lns_corp_del_638 , na.rm=TRUE),
lns_corp_mdf_639_sum = sum(lns_corp_mdf_639 , na.rm=TRUE),
lns_corp_ins_639_sum = sum(lns_corp_ins_639 , na.rm=TRUE),
lns_corp_del_639_sum = sum(lns_corp_del_639 , na.rm=TRUE),
lns_corp_mdf_641_sum = sum(lns_corp_mdf_641 , na.rm=TRUE),
lns_corp_ins_641_sum = sum(lns_corp_ins_641 , na.rm=TRUE),
lns_corp_del_641_sum = sum(lns_corp_del_641 , na.rm=TRUE),
lns_corp_mdf_642_sum = sum(lns_corp_mdf_642 , na.rm=TRUE),
lns_corp_ins_642_sum = sum(lns_corp_ins_642 , na.rm=TRUE),
lns_corp_del_642_sum = sum(lns_corp_del_642 , na.rm=TRUE),
lns_corp_mdf_643_sum = sum(lns_corp_mdf_643 , na.rm=TRUE),
lns_corp_ins_643_sum = sum(lns_corp_ins_643 , na.rm=TRUE),
lns_corp_del_643_sum = sum(lns_corp_del_643 , na.rm=TRUE),
lns_corp_mdf_651_sum = sum(lns_corp_mdf_651 , na.rm=TRUE),
lns_corp_ins_651_sum = sum(lns_corp_ins_651 , na.rm=TRUE),
lns_corp_del_651_sum = sum(lns_corp_del_651 , na.rm=TRUE),
lns_corp_mdf_652_sum = sum(lns_corp_mdf_652 , na.rm=TRUE),
lns_corp_ins_652_sum = sum(lns_corp_ins_652 , na.rm=TRUE),
lns_corp_del_652_sum = sum(lns_corp_del_652 , na.rm=TRUE),
lns_corp_mdf_653_sum = sum(lns_corp_mdf_653 , na.rm=TRUE),
lns_corp_ins_653_sum = sum(lns_corp_ins_653 , na.rm=TRUE),
lns_corp_del_653_sum = sum(lns_corp_del_653 , na.rm=TRUE),
wds_corp_mdf_999_sum = sum(wds_corp_mdf_999 , na.rm=TRUE),
wds_corp_ins_999_sum = sum(wds_corp_ins_999 , na.rm=TRUE),
lns_corp_mdf_999_sum = sum(lns_corp_mdf_999 , na.rm=TRUE),
lns_corp_ins_999_sum = sum(lns_corp_ins_999 , na.rm=TRUE),
lns_corp_del_999_sum = sum(lns_corp_del_999 , na.rm=TRUE),
lns_corp_mdf_6211_sum = sum(lns_corp_mdf_6211 , na.rm=TRUE),
lns_corp_ins_6211_sum = sum(lns_corp_ins_6211 , na.rm=TRUE),
lns_corp_del_6211_sum = sum(lns_corp_del_6211 , na.rm=TRUE),
lns_corp_mdf_6212_sum = sum(lns_corp_mdf_6212 , na.rm=TRUE),
lns_corp_ins_6212_sum = sum(lns_corp_ins_6212 , na.rm=TRUE),
lns_corp_del_6212_sum = sum(lns_corp_del_6212 , na.rm=TRUE),
lns_corp_mdf_6221_sum = sum(lns_corp_mdf_6221 , na.rm=TRUE),
lns_corp_ins_6221_sum = sum(lns_corp_ins_6221 , na.rm=TRUE),
lns_corp_del_6221_sum = sum(lns_corp_del_6221 , na.rm=TRUE),
lns_corp_mdf_6222_sum = sum(lns_corp_mdf_6222 , na.rm=TRUE),
lns_corp_ins_6222_sum = sum(lns_corp_ins_6222 , na.rm=TRUE),
lns_corp_del_6222_sum = sum(lns_corp_del_6222 , na.rm=TRUE),
lns_corp_mdf_6351_sum = sum(lns_corp_mdf_6351 , na.rm=TRUE),
lns_corp_ins_6351_sum = sum(lns_corp_ins_6351 , na.rm=TRUE),
lns_corp_del_6351_sum = sum(lns_corp_del_6351 , na.rm=TRUE),
lns_corp_mdf_6352_sum = sum(lns_corp_mdf_6352 , na.rm=TRUE),
lns_corp_ins_6352_sum = sum(lns_corp_ins_6352 , na.rm=TRUE),
lns_corp_del_6352_sum = sum(lns_corp_del_6352 , na.rm=TRUE),
pro_minmaj_qual_sum = paste(sort(pro_minmaj_qual, na.last=TRUE), collapse=", "),
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)
)
isom$n_reforms[is.na(isom$t_date_fst)] <- 0
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