From b66fd3acb34dd73f68e760148ec9326385c56098 Mon Sep 17 00:00:00 2001 From: Sean Rohan Date: Wed, 15 Jan 2025 16:44:50 -0330 Subject: [PATCH] 1/14 experiments --- analysis/flume_tank/02_trawl_geometry.R | 95 ++++++++++++++++-- analysis/flume_tank/03_flume_comparison.R | 49 +++++++++ analysis/flume_tank/data/flume_tank_data.xlsx | Bin 20401 -> 87865 bytes 3 files changed, 133 insertions(+), 11 deletions(-) create mode 100644 analysis/flume_tank/03_flume_comparison.R diff --git a/analysis/flume_tank/02_trawl_geometry.R b/analysis/flume_tank/02_trawl_geometry.R index 1c492db..44bc7c3 100644 --- a/analysis/flume_tank/02_trawl_geometry.R +++ b/analysis/flume_tank/02_trawl_geometry.R @@ -1,4 +1,4 @@ -# Visualize flume tank results +# Visualize flume tank results versus observed survey data library(trawlmetrics) library(xlsx) @@ -6,12 +6,12 @@ library(ggthemes) # ggthemes::colorblind_pal()(8) #colors -# "#000000" "#E69F00" "#56B4E9" "#009E73" "#F0E442" "#0072B2" "#D55E00" "#CC79A7" +"#000000" "#E69F00" "#56B4E9" "#009E73" "#F0E442" "#0072B2" "#D55E00" "#CC79A7" # Load flume tank data -survey_id <- c(47, 52) -trawl_name <- c("PNE") +survey_id <- c(47, 52, 98, 143) +trawl_name <- c("PNE", "83-112") sheet_flume_xlsx <- "data" # sheet_flume_xlsx <- "example" @@ -24,33 +24,106 @@ flume_data <- xlsx::read.xlsx(file = path_flume_xlsx, sheetName = sheet_flume_xlsx) |> dplyr::filter(!is.na(bridles), pulling_point_elevation_mm < 300, - additional_floatation_kg == 0) |> + additional_floatation_kg == 0, + treatment > 0, + bridles != "2-weighted") |> dplyr::inner_join(gear_table) |> dplyr::mutate(type = "Flume tank", fac_trial = factor(trial), - type = paste0("Flume tank,", footrope, ",", bridles)) + type = paste0("Flume ", bridles)) flume_data <- flume_data |> - dplyr::filter(trawl == trawl_name) + dplyr::filter(trawl %in% trawl_name) # Plot field vs. flume height/spread ---- + + +fit_models <- function(data_survey, + data_flume, + survey_definition_id, + flume_trawl) { + + data_survey <- trawlmetrics::bts_geom + data_flume <- flume_data + survey_definition_id = c(98, 143) + flume_trawl = "83-112" + + # Height ~ spread at 3 knots ---- + data_survey <- data_survey |> + dplyr::filter(SURVEY_DEFINITION_ID %in% survey_definition_id) |> + dplyr::mutate(TOWING_SPEED_KN = DISTANCE_FISHED_KM/DURATION_HR/1.852) + + data_flume_3kn <- dplyr::filter(data_flume, + trawl %in% flume_trawl, + towing_speed_kn == 3) + + lm_hs_survey <- lm( + formula = NET_HEIGHT_M ~ NET_WIDTH_M, + data = data_survey + ) + + lm_hs_flume <- lm( + formula = opening_headline_m ~ spread_u_wing_m, + data = data_flume + ) + + summary(lm_survey) + summary(lm_flume) + + # Towing speed versus height at fixed spread + + lm_height_speed_survey <- + lm(formula = NET_HEIGHT_M ~ TOWING_SPEED_KN, + data = data_survey) + + lm_height_speed_flume <- + lm(formula = opening_headline_m ~ towing_speed_kn, + data = data_flume) + +} + + +lm_spread_v_height_3kn <- + lm(NET_HEIGHT_M ~ NET_WIDTH_M, + data = dplyr::filter( + trawlmetrics::bts_geom, + + ) + ) + + ggplot() + geom_point(data = trawlmetrics::bts_geom |> dplyr::filter(SURVEY_DEFINITION_ID %in% survey_id) |> - dplyr::mutate(type = "BT Survey"), + dplyr::mutate(type = "Survey"), mapping = aes(x = NET_WIDTH_M, y = NET_HEIGHT_M, color = type), - alpha = 0.5, + alpha = 0.1, size = 0.1) + - geom_point(data = flume_data, + geom_smooth(data = trawlmetrics::bts_geom |> + dplyr::filter(SURVEY_DEFINITION_ID %in% survey_id) |> + dplyr::mutate(type = "Survey"), + mapping = aes(x = NET_WIDTH_M, + y = NET_HEIGHT_M, + color = type)) + + geom_point(data = dplyr::filter(flume_data, towing_speed_kn == 3), mapping = aes(x = spread_u_wing_m, y = opening_headline_m, color = type)) + + geom_smooth(data = dplyr::filter(flume_data, towing_speed_kn == 3), + mapping = aes(x = spread_u_wing_m, + y = opening_headline_m, + color = type), + method = 'lm') + facet_wrap(~GEAR_NAME, scales = "free") + scale_x_continuous(name = "Net width (m)") + scale_y_continuous(name = "Net height (m)") + - scale_color_colorblind(name = "Type") + + scale_color_manual(name = "Type", + values = c('Survey' = "grey70", + 'Flume standard' = "#E69F00", + 'Flume 2-weighted' = "#CC79A7", + 'Flume 2' = "#0072B2")) + theme_bw() ggplot() + diff --git a/analysis/flume_tank/03_flume_comparison.R b/analysis/flume_tank/03_flume_comparison.R new file mode 100644 index 0000000..28dd5a6 --- /dev/null +++ b/analysis/flume_tank/03_flume_comparison.R @@ -0,0 +1,49 @@ +# Compare flume tank with real + +library(trawlmetrics) +library(xlsx) +library(ggthemes) + +# ggthemes::colorblind_pal()(8) +#colors +"#000000" "#E69F00" "#56B4E9" "#009E73" "#F0E442" "#0072B2" "#D55E00" "#CC79A7" + +# Load flume tank data +sheet_flume_xlsx <- "data" + +path_flume_xlsx <- here::here("analysis", "flume_tank", "data", "flume_tank_data.xlsx") + +flume_only_data <- xlsx::read.xlsx(file = path_flume_xlsx, + sheetName = sheet_flume_xlsx) |> + dplyr::filter(!is.na(bridles), + pulling_point_elevation_mm < 300, + additional_floatation_kg == 0, + is.na(bcs_unit), + treatment > 0, + bridles != "2-weighted") |> + dplyr::mutate(type = "Flume tank", + fac_trial = factor(trial), + type = paste0("Flume ", trawl, ", ", bridles)) + + +ggplot(data = flume_only_data, + mapping = aes(x = spread_u_wing_m, + y = opening_headline_m, + color = factor(towing_speed_kn), + shape = trawl)) + + geom_point() + + geom_smooth(method = 'lm') + + +ggplot( + data = flume_only_data, + mapping = aes(x = towing_speed_kn, + y = opening_headline_m, + color = factor(spread_treatment), + shape = trawl) + ) + + geom_point() + + geom_smooth(method = 'lm') + + scale_color_colorblind(name = "Spread trt. (m)") + + facet_wrap(~trawl) + + theme_bw() diff --git a/analysis/flume_tank/data/flume_tank_data.xlsx b/analysis/flume_tank/data/flume_tank_data.xlsx index 648a4341260c44adde232a199057a23aef8eb61a..4a0378cf534574ff07c55da6a329dba1d1fcd34d 100644 GIT binary patch literal 87865 zcmeFa2RIe(`#)aDD0_s+UL|BJame1GRCY#@kdZw?86kToWu_7p*^Z2Cq9OCxBjeb| zI_LbJL#prZfBmoP_jSJ4?|prKZ}00|?@Dp6*K^pIo9!L%Z`w9}XUPc`v(QWd0|QV}?==IhH}A8l3wY$SH7sY^MY7fx zE1>$Jt?rh$zZqnxIdp0E+d~H2S6_8s=Mj5Dorf6Z>M;8DQ?~Ts$s!_20!fnQpoZM0 z0SW6X<$5-dm2=1Ig_tkjlK&oPDdk=4>#}C$b*g3~Mml!nuo#&qkDiXjy~$6;sa3hG zPtX_Aws6>l?U~EZI}3cs%}n*>ZdOsmle9EcC@)=8=zeZ~AbsLsDrbT`weyjL61bU3YjMto4 zoK3&^{qVa-;7_2(6wGwZlf%ld9`^tG1+{kx zuPZq`n|i@-I;GLBkF`5vAgi0N&Ru)?D(>o4J7Z$@vQ+M=Cq7HM;qfbnIQMi`9XZNdeSC?9h*qFY4E)j~_mCr~?1c zp-cb2FrnLpiG|}0S8KalP6EGvvjdgX&qj7NXNd_GsAfs83|i~cQOQvof7U!pI>c$m z5Eao(n$hpmsVZjed6>zz1+oEevvdBiE^kKV#s2dh!bKx?Qn>y5I35ZAZqtAU zMZ?H?yRAZc(Y%g|9JV=6eBY%Prm-b zk8py-;!l^%oa#}&h`c}~fjY4|(5O?@{LQ3sfV$!ENv+y5rE(sPL2tQ?t70q_UFZFZ zt#D8JwKSGUtd9=7J>4W$#KU{%t?^)9>wC6h6O1Ye%&Y^B096v;?n9MAm{oV6%Kr&f z3LmI)zo>MzceHV`vb1z|64?1=XMsN%u!$K_{D9uNdUr4&gLyu9zzB!qnb}QLl#Xh@ z^C%m+$Hbg9+~H2&9CW~`XYw2K%jDCJvMYLh zdy5(3y|LQC>>r`UT(z}5LuP{7{F0AGPLj2;Zguno!BOj*$b4TUYEl5|gIW$kBexrZ z(8~$vNiFpD(iVDqvA81*>f?HSs2hUX9=11uqSm&jzc53#=avOv=*7hr`!wIm?Xd;{ zD0&Im-GW9Up%CO^A3P0;o|(xs@j;1rcs!CuE+Ms`KI6z5YZMMO^w~f&_@XviAn5I3$6@0eh%dhA zxtU{Ln=NV5l^veQgi*lpM$j@GR%!SNy*l24uGmidW@5sH9M^(+qh}`JC|7jfxVo|A z$V>uksRQDpA&uT%PJ<+N2EhRnGg|0%Ltk_k1^C{XZUJb;_I8nOmGM*q47v?X^YzX} zH%z8M&RWaUY|4ZUG8>=EF{!AqLFhy-gh5cSdv^HhWi?F@j-k& z8$SZuZ*DZe(WvF_v6haUG}Pv*JuQQG*e7_^)=~%J<8XuZy3Wra0SJ0=6WaZ4kjrO% zJ|WE*m2!9E$o3KvT7_(ZN=I6=HqwmmMbZRNwzKqTLdNmnSewd%~qlEB2fcINz7 zMz>K8oxa=S(^_e$MWNO6Y!ksUkCi3NIFznErfZ=%rKCO<9L9d}oY_Z;D8{#A!MTiY zM}m_W-%bRVGQQRJF&`8Vy&C8S{dSRl1gWoP8I17Ei)9@Y_@D>A*pnwzxAkqliiEyY zt^zh^e7$~aoC*A`eX;f%F?g}(W$4;-us=SXYUu2{~ig2Dri6pCUr{%}u3_g74l2CG? zcvJ0;VzJ43F*4qs!CStLlL3N} zbkQfd=o3*Z^C{l({Cc=qgrjoE#&6bZQ6;bbNOZ)76 zs2InG-s;{)b^3BTE~yn22O+!c*mJ%rp_k5W#Yi%T`PD_@nX#VYaFQ?V8><}PvMO%+ zVzoKP44)Q#Dsjs*%r1pk%@TW#vr0h<3o!-yd6U;K5|1Z&$L%L z8@SDg<$v2wN+tUwW2TJrHj+A8W4=&-eegD`0UupQ6>_vvHC%4;@+gi*&9EL&NFLzA z0C2%JYg=^p**Cz$tB1IG$2apP{P-UI6`8(?_$tDT7`^!qd>3 z!{yzsH`a!irOURrbGjV^v^;&Lxu`2e7f!#2%RC-lUi4teNWi5JvP<#kIKqvV&__t{ z8=dIq@(rtK`mYvy9IO~V$RMh7;@%o{6>1cU6aM5Fr+kKD0Ma~;)hFY$+_vIL{=&Nv zvEe^amu)U*-G{xHr_|3-^vT%#g{N`_hpz^{>-<0MzbeBc?Atb`jkPwfoVb;w#y;?r zK`G&uYCgN?>Bnzqdc1r-e&<`~KvDT;Nd0f-5`nE$Ze-u7>XbMN^dt)VT4~kk_2uK! zf@X5)Ml7q(G6}7IiBj_fRfL?iG+@GOp3*#PBimMByE}> z?KUUoq=_J&6JxLww+x2a0rCT2b=|B4U$GJggze@jdz}Va?ZugoGOIG5X8w8IzI>zB zRk(OyVZPO8!mvIeCuHh7uE5-AQ3}+J{g#rSq~}DN^!b2|cTQ_wPkcRV%85%D8(WQz zwoNfB_Z7QHdfMgNnD8&=M2z$=%W^nIK;m_GQ zX0+vWf9d53t8W{o1lIw7F9Cm7f-tM!@>Ln+oBowkL&Y!4AAEo51ij+TA(ApVq^(!xtsz{Pd4G zRLqJln&TI3|x>>J18xxrf(R;WW(8SH(=Dq6=@ zeOHtaE7L?p`hr_aU&+sRIHPQITIX3lMVjece3uy;TgoBX9sK0F*oP<=zdEG}nC|ZBpYlM1qF7tkDnI<)Oaw zl^rFhN^uAD;4)%}^cvKUk(FDS*EaxFD`9?-K(K;eLtRxlJ~mn?!NR70gxe2V#6-ZB zR^7HR8i{zao#h@--x>%syKksqt{|8$ZNb zx++i1d*CWvDg48_fQgnw?+0{Un&9&Qy0y>{6{4nS9i8L-Ek$_6rfNg>9SwdAX@n&i zOvIC_uf_2BwqzcR@915%Ws~eKC)dzoUVX&3cm=B?yIS9hxD!fLZpuqO ziDu2;Jz3h)!)0eqnO}siG7%QyAw!N|sEYf*gVJ-NCApY|CO7w^j-=F){rL>i;!jjw zt?@qW?hDViLoFSh*1-jMLh(YO{ody*f~LbCKQXF2)JMgA*#?*1d>WQfyFzN_rk#=) z8+qmwr{%{=d9}Ntg?Okn55|(Fko%o+Lw>W5#PGwj!eq^*$W4egmwDap^V({Q=t+FN zMwlmaRGBE3rHCi5g2;bLm7G*0-tEkC#BwR@nmw*v_`Q^+-fQN?Z?|2^B4l|OY<`Nx zqaV1};9B7dxObJG44OV!xA0O-@D%HH9o1%kPomhNJRkcb|?$Q6mBbMdq?pXxH7xB8DGoigSM>1s9A8g^2{0}2n+ zaRe+WALR%@o5qHo-x9!6uiNhNHSE2!jhY>Yzey9U44^X}=HlYyP*YX8epkSnvOk^6 z4{FXtV3*Enn#tkDqRaNZI_*{N2Rsy=CyO@aijwNW553;>DFKJsUK5MPs9m}5q4RBb z46Vu5F+M(Nb;?2+C+V2O`J>D=%ak0I*Hx%*-wheZa+FxA z;P_sZB)z#r{VbKKF)Ua#*2RP6?2=59!e?gskLCu}q3NlCW^C8Qf_7|s8{Qq5!<(t# z-yhVsvrzU^viU*tPZHRXvYOuHr6aYv_BOEVK3Sa%6VH2c%UJvs=02co5(#Ql z^}F9oyIGR4@jf0KUb@JTp~&aPIY>p1A9=92=M*3EDPF@YazK8KKAI(cw&j)Lq!C$_ zoje|%nOoEzxcHkQd|=Tm?7otcOd%YExK}d>z@O+%7Piz4aMD(MSnz~?lKBn2%_~$` zT%3RYl_0*2^+@J}%aQuA6EMrf0)~*UK}+Z0+?}UzwVba(9VVTeY*$wL!~E@2MbKxT zTwZ&8ljUVthP9FqZ5R3jd$uci?JHPa<^v0rQ>PdPjs=Fdg-k&6s7WB9(5{T??)|4l$`g7b*v zwt6GOv&NKUiKIF;f)RY4!IPIZb=i2nKiZJn`kpu_OPudR6+;=#nU#6RSwL8*%u-RY zF)U2}=0)pj0wH!s60sp%hbV&PGm1zDiVGir=Q#1%$T?k>@dBx)Ujf97zq6n#Z!q;Rj%D?%j=s9$gn=JNvu#jp7D`Ps}BSqk`iWKD}@OFKr zf^}9WIVn9!|4)lC3jtJ~qTEdj4qX-`V*0#ChLW&rp|5Zy)ypC?)aUTPvzT=|`3uEK zYVW?;B}GvPv9m{AH+6Pjk+})T>HQ)XwmHh?b_Y1B!rsq(ngw@APqA=j`hU$pl@M~x zDvs!JZ?}eBTUc6t3!Mq%Oo?I`B9vBa=Y>Xf=~g1n(m(8I=`x%A^{5u$NlU0y zO6u`jU7sB@*Y5#3!_z&wlTS5m1k3m#Plm|JbdKJ1 ztFq^Pai%?tdlHXtkZ4ComDq-KIlIoYIU?2g%eFbiE7$6#Y8SYB?j8y^FkK%VM37GQ z#)8nnX2#ua|I?4bfXxL*@DAQDGq-Z~gckp3B77SY)hK;djC0gibL?&3Zb$C8* z&LXjjAOEBR&B9DwJQ;o>&C1y-n+U>4g~gj%Y>S^bp0n~K87MWBUlU! z`{kEmd!~#(TR0y}4kH(#4|#SZASQ#rpDP3PEaU@T?@zyHO)nr;{tX{~Lf))e@tFV4 z2AEcF?W~-}#4rn0iy4Yw%Cs;WlI zh#Sv=oABGi4}TL=`MBDr#)L41Du3B#L>glCns1f7K@EDS4cGE`dRUivV}e!aNZ*lu zg(9-S-w3KSVW_e=v=RL_ML=8HZCP5*yV!#90=yw(ChNk+=PkkexR1o=M-ob%xUXH% z+r0Gn>3O*Q-R{i?xAPJq&fS*kaF)P?s$W^oMD%Qx!B2~@uT9rD6zTFA$r@x|8wL#I zobj9YWVy%I%rg-5HRJ+&ve5U3bS#Th?Eud!pU_*D)B)4*wpq?ee7eh=PGKIzjz z3bhJ?71rkWMom*)AX#d0>0b%?9y~}pvEqxOo)I71cIP?&*}l5!MawFR=XTCwx$9U0 z9Irhsk$G`Ia(n6Ic%N%*K1{pHS7`%>X`I0=Hh-uzL7E=c#ciIc^@$DV<4V)I-%3*n z#2X-8(UZknXkIIACq8vr$rW?`URDuXU${YdA_L!Kd^8h5Cdr{$(SyrOyP!x`m#Ce0 z(laCmMH{R9M20xucF#+D2{;Hv6+8`;x2vY{m`xf?~v%?@{#8;TU;726Q_5UTN9Pun^$Hu+#_hX z^W5F%R|TF@`4HtLqE`gV+Q>Gvr7$SXyYYKFQoelLg`Ry@=y=GnK%-Bprg#Gz)wBpJ z^UtZZMaM_nist3V6bxtv&QZJnHcJat^`x=9@h7&WbmvLG!3~Q?8q@A6)qyMdno;A%=hQ zoS_Zt@8;E)K$HUrO1h3KFpy?h{|;&IL`;g06KIm<0i~RHT+AnY|xSimL5%;{DM+Sj$8QUZF35fR-{C2ggRkjZ@N$Luu)OYt| z?-naF+s5JxlUS^UDU!&zY`IkNKEW^95?A3N{Yu(!F$#}^%PRFN8c>^fOUIV}Q8^6q zlt=J}I7JeJ%T%U7!;(ueVHORy5QHkk+Y?=`cEa8n#!#)~dk3wAzZh&Vd39w|Y3#?e zyw~_~j584X;|x;WT1M3)8S|Wo`a>1fV_!^_pyFOT@?jUQ;!ceFk?o7`+oQV7#6dQt~CNYeZ@>rL&LZ zY@u;HecJQxQtvB+(uh~iwy?rtE%n=TA$KAr`neHOYDGImY=BH>K(lgfPv{1b!P4L(@;-|4Ii|DaAcka8iC z4-k@MZagk^3A5CuHRVGK6*^PpI@!*o$nEYq&$K}_DEN|ttvc~GDnn9|h@{(}Bs`QT&)bnmh^HaX zqCBnQE_Y&*_Y;2rlI$!Kmr&A|EnB{DNjfdJ(Q>U%N{e&?mEuImLAenn#_pEl(;D3H zj^L78r!cTr+uNl$skp%S7KLR;ZjIn;aZ{Ln2n9Ed8S$+L}Eirs^raj{Kcn_cIPR9dN)TO%Sk$i@2n3Zsw|RnoMB zv2f7(HsMV`cxK?&_9&%4bVc1R>M0SM6qUG+(2YjBC7DbmhJbiamab))y!uQ?*RJbn zAyM%7%k>zLMm=q+Cb8#oWs~X_x4zY})wFsnN->{VpQ+?tgFL?DCM3Im z>oX19Tkx&nZ!T*pidxOEC_-Ef3pyUh57!s2a@5F>*Uk(6N(Q(PH8L>?aaIFs)YKGRX$8-HciG`!#&{S0Q*Cp^fE4A#C3Xx_^Z zO~7@K&OZ0CK_q4Hv^`8NztF-&XBxyub2p9CmHoOaUGL|mD9AJG1#)P}Mw&`9a8Pyf zVuWTt_&+`Si-Eu6C;5O^I=sq>2;p{kc-az?q(yo6`U}!(k)$<(fPGoBEKup ztuc>B(%Hrw6Z*VOe}_JU#p9$$DM*hF+--g!SP8Pkq7mF-7T}T={q9Ce7-!K?kWx~) zWhgD07afZ_=D%Ak&`#D$Nh~-<;3x|huDbVVc?BW#1FGgH?!n?Y^mwAB_pF;;%}n@x zV5(KdMzU3Y*Ny3Ml@*VesLtXDk2Qj@h4R~;#|%O3tcn@FJs#-VZkxTOcfE8g2wb8}g4>uHAu=2r9(E1Y5Q}cbt9xlB~`SE~kETB+O7fQt3NC3PO#oA=R!lA3Z>Fc`AQ=}Jv=RVrWX_Ivij3gq- zj#{?gno=l8IGS9VI)zT^cFRcJLP5PuE<8OkJ|)wiSBLg$B8n&^L8lUvW9YW*d4pqc z%lkD3_&oCXJkCyZtim$Gxb(p6=NJ5lKZ6*2!xx{B>~0p{BU0j^^W^j_yCINtOIQYD zcRK;?-ZcMv*+1DJju~0lA{BMlp60`T9*-1W(d&qVqsX3$y4}|MpCmAim4PH zDa^=Q1nh21&d+w>-@vRm`b$$|HmE$!3SoGkH=<^GnYCiD+J1Xew!m*IW(5Oxr{${t z;t2m$sods6Up~j2W>b0|#&{0aR{eUXuyKPq=~r4dT-mDa*24I(k@2D31gFIW4`ch` z>tOk9__cQK=0bXk6UqkEd1tBu)NCv*9`EguCJ5vNZ_twVEAmuOZPDKuuX69!N`4{L zCk{tuaQQfSz}mlUoe4b?m55w%nDv=CX#!`{z!RK3_GgQqTr8p;ETTP?ef?r~NX_tr zh;N^si83ow?S@5bjm!`b7L(`GZ`*+H+>QR}g-af^*6DYLzF)kd)t*x6FC3o$lc zT&o;hRf^#9&UZz2jy~0tmsf6OD)Yp_K<>BF4JlLU2Fxx}m|cuw&?Ta$dc+h=6e8+o z?rKW}0MGM2c$4blPFV#?l=1ul`Cbe$*ey=x?Y0j=`Sd86m~9#R2lwri z&_wNj`FaJ!h*T%vAQkH%RVjT;WK-{ypIZcwxSSwb3P>!EY+~9e-u2o|Z9#vB;lcbi z-wfd1qJj|%a!)!_ueGgyn^|A_DOw?2{*XBkVt%qozN6ZktfCVc5@-&8ZtSz^74`

VHLTwC}qij^`5e+3x#0ZK0&c@69H%E@LoqV*^thCf2hU8A~JMZc>C|35w zUpBxQ*plH;j@2%sjRIMbGyD?A-&v7Xaxk6(8)c@meTS|4Cwu0VuHLU({smEe*(jxA zhI5G3z8HYEZTRc)`~Dy%)aVhUI%1CBYe!%tjyFQUgYNQI`7_WP!t;V z2dn?Y%1&j?nJrxwWI}b%t$w2rl!*hmxn|S-`fwF)bQHn5Lk7eBJ)kf1fxD5q;gP|< z=q0h-M=r=Bh+fTaTsR)PT26k7CHTg%Kl?BKimdx=nfKYmA5sc(Ge||^P}=Yqt;-ym z@)HW3ipSS3CqIl4cKFhv-@?uzdp|!UJfy&Os7}j9(G^Fg`|A77@o%%Mo@<}JJl|?$ zVoU0uM&9oG#BhP4SbUf{+0hwIkh^GO#V$bOj0pIe*egqHQ1eUd(0NY(bOSb?i)=iO zRHrE31AVJDJQ9t4)tablR2bL!9r$sT3$L+-Nrdu(<0*u?oM1*sWMS<|BXU`2wc93GH{R}brlS`EVdf@iEk({Y3BPyu_w z$7l6`ugc?!qeCV}%HYtb>cgP+6?k0DpU!L=j?)f~A zUgr9b4+flvZc6D2EOjBePwLrM^dMa`B|S14MyO&??>`fL>&+!@ErG2+PIz?-v#e-K z_I4YUw24WBIKsMkH?!?-vztw(}Ev4Nn>hvs;CcjMenBKeyp zsPw%xAinvCuJvo1nS9ts^*A0Pk6Ay-VX(t62iwUn+P)F2$1?aHF)@^#{4FL}R7(7y zC2^8uB{4y6+M8+lDiHIza-->&b_S`H3xTaImv0*POSUiBIbv3@z}>ywtB1g{P^G1D zc4LM5z>q>6_;*d=&l;FYvckpirNj(v1WzImbp8Th5x;%D)%&}+X=%L%zWQZRCZg0j zBH>oL>7bLj(rcKyrHkbdADO)~n%RQqy9dG6T<+2)K@!x+cc&)*aIdEN#j`VZnlD*M zLB#Usr;}`ox`V#+h8e=prhd_NmkiK>QKJ_|Y_;%Ztk9;P0<;Av5SIq+>h>z+2z2j< z#DbWH<_nWw+wKzk7;${Jf3g}EF|Wzp(YC^uD8{g@+BltR(Of+B!}9Iumf3RmR(84M zxRut}m29DWp?gkg>-c0CTUYMYt~B7|SF(#MnyKC6a#Q?*6R*0X-Az0Ly}Pf!r+c>R=KJL7Ox4b`_i1NjFgCw?Mp?mMibtm)& zeFwY4JA(%8F2~D=pEmy-ZbzTR5M|JLTtWQNnc(l?jem7^9YXpaUC_&7@U$}&c1N@1 z!`yw6Zk{&hM2ho526;Wab;9_y9(5OhLj}eRT26@TogLY!cO~*9p5#Of&&@ITKt5xF z+zr}4URJR};YxP!OZ9>E+F0#4u%Qu6FAwYrZl<&XHJ%fld>JBa>8C;4M4kfu`2>YF z&F_A{t2o6Kpbe39^(f+ga|%p}7X^o%0~@F{dy`Kui%u-@q|e8s_|Wr~6E$Xla;wvy zRO)u|1z>{M+!TjIp$Kq>qDs%H`;xxKb(}n~>|T{x#_Gv2DS#x7ONdGT6>G$=!am5R zxVV>imafI=%^>+-P0zYR%6(pkE zW{a^xrgYPtzMSWu^$;#pnWderoS{B&w>H)~7PFIk3Iz86f=gKv>v!;F6f*hq0Kug| zo7ppsF#S(^yGpuix!gOu$F^e;v3A)83$Xm}c%KI0- zoFvVmSx)QkfN2$Q?kvk6NB)Er3j5MHdPiPias20^X4Rqe;Ztv(i=@B9I{|8Xiq0)O z;lYiMKwGlY=yG`x-ky`ykJURt5k(^?Yg30xV=gdT=GUKj41?8JI5kx_S4(oe=zFx0 zFp(^2Z?viPVh8e9Km0B#-FahRY8hDF+}Z|Fr?2n=tIny^hNms-jNgRLr)Q=8LaI)z zufVFCpxhuE?~vH5EbVsnCEZ_d56x_a*>8CXPu@ET)f~SM4$o9A%Ld#x!FO1B6(aDc zMqKNeKIj0Ky1pNZf$d~+zvD_N2g7W*=PF{ayR@viLd7<#vgHtbc*YBZT%b(xyGH-(~>`i=?G*ne1N{hqM4RNlfXde4T{ zKEw=DCU-b-Zs1}0x1IWB;a(8!sZ4C1J+7O?nl0p%L8d#wcZ;m<@=c^5jV+OLH?CmZ zbzk)(J8A3uiATA=U9N)lcoD1FX#n#1Xu-JWIRbT;D>jy^=LCFR$J_TMHnNY|HK z_UD>MaBa*zOeCsX=-oTEaT8(2_1>V>A~3P3HJo3azUYY*xp2~IgL)z7XJfKDbwHeI zH)plsx%pRby)-S52=58kx@qi~iLNB! zP+|$ZTD%uJ%M%!r2BO)8!C$kTt4SQ6^&4w^4LJu|H29t@=Y(do9`CkjOy!y=_H0_j z(`F>1{-eqK%8AytYpp2u^&g0zLoBQxWr(G(#X*CnXR#^tJf1uY_Svru-%1 z63cr7CX2uejp}2vbTLn)A_Qlhk&&pviD?0h@3vVZGV3=42wX~1{@1B7lf0!%uc$RF~ZnBEf2Xvn2l1nH_vXfUSX7R z%C9bBh78!&R^gU!uWYRQnC2sLPbymvSL+v7tEDMwrfrs=*zs%{X1^lrvTO;{xADR^EfzslQrfaO6y%A6jN}y{H|FXeNXJ=vJ*1hSM8gZ>xj2ACJm)!!hTM;F-&-r$ai6PHPfuza+ZyP6joe?6c-mP2WJ5Kf5nTQZR2+qK5Fr;QD>6Mtsm0I za4r)>b1tJSz#)Lm89$4r3dnVE2mtiLd`URfeg`bfPT1)Pl?w)L$-%s9J zu_XFV=Qqv?;IV7ZAxUMM#W$Z^%1dprXsSM@XrcDEcY!AGCBfctI$5Yq*cspWbf;)46UwtMk;*|RBngYUYK(mMch8kCdt^fr3>{Nd_O$P zqgy%|C+&-Q-7ABxq7!;k?~2TA!$NW}Td+Iidl`z4z*8Y;z3xPCPU}EpZP;{vDdnO} z&{~5oa5v8xYf0xKaxk*jOnrXtcJ!|heV%%e8o2VHwE>wimsflr*rHD(^vdRi)zean zjmb>r3B=YN3*ps+b`x3mI4|5^Ba*uBh2VD*YdOron)4)%mJe*J! zS5w^QZ#}?mZ!NTPn?~ihAbNV#ZGMHZs(}%6V2Nh0+R_GBxIR(L)5547U&;`XD6A@W zb%e#L48;@r0WbNn`44BL_Hh7hJvt3>YRkWr-YRRp6QZ4q)6kw8L6=+ln-aDSG$y?# z+pAl&#`Np9xr?poL(lDm=8@m6MfopBw2DnzTA-e`2*vIy^9QqH&vF*WPS0MrM*&?e zl%0~g9@5qjRH75QHOJlkZ8L&*GSmNZ^l2Tb1>Szg=61=OYs0qfa`v9@B$W?726eN=Sa+m|U&vl8ncRqM_`1ovVh6eFqa>tyEAiS}dBIoLUS8vBo$0Ke z*2Xg(oa)U8OB=vnS+nxRS2TJc)hw$TvDRR^PJZ>a!`jp(#=t$obLgYUgq$bumLFfA z(RNRXMwMS?x|UACJEXES*B*D9chlt1*K)0oU3t)&FLSR9;!=Upm{gpS7(?2&o8VV{U928wIJcFRdeeRpOvYT6+^o0rWXh=a6&|m1%zFY7 zp^?aa{&4%|F}|myhf|{0UI>R-R3&E5ltRf7w=Q&`L{qRZ;YE(@NA*r?hX0)2)29 znGN5#r`HPNcnwj~Pb7SqM@SP5pRv=ACyT!|3o+Asd-<(;Vz)O{&K7x~dxi}{(AI_F zbDuZTo$elm3p2r~fo|rIVL8Lx`W|n&T)H<;Vvg#lyi_i_aHvY5`IIEQ_{}|7-Aq-} z_8K>1^wTq){ZqYu?cMiznbFHZN+V4j5rI3jiM{!RXs3Y4^M8wMI_1pLB?PoBGl9{z zWC7%C27e7H&^GRtu<(wyCGYZx)&8w*nao=i<~OG{#gqmHq1)>lOOS4X!$+0Kyrlh= zI)mA25y5LgWc@NRM+{19W+X+6JvoNAcuHjexNQCcmrYlrwT^`y&~|2PA<(v%weJ)F zm&T^dtfF35GWAD>B8e1d9*^Io;|ZQsDl6bLNZ!m-@vNff@hT4~>J(OL9WZtM+E~l=ZL8a?O&?=2PWpaU%=uC>Z`y@Z1sJXt6;-n^Ye7_|nq2jFbsU9VN+C!t7#H zZBR_C|MKAEMfqFXG*6`iKYHSh_&nJ$YuVps^%Ks)rN{tgB@j|_0%r9?s+_n-ffn}b z#i+PeWKYFfzvaXLTBh!Hh57gMpP@$T@LSW@(-*H!!Jb@jT-QYlv-pdkjtamO-O=Sc zN^QRPw~)A#ngndRK*;xv0;I}z>>dUMkgLF=$Guptv-4W>1>XtRf5Imb`)0WLTrNvo z=A+9kxSx$5vssLueE;3wsfPkl6%!gN?l?c>IvO(E>S^M$?M3WgOjo_`C-7oSuxKeU zP`bF~$oXjPvYNU_oR6;8>(mR~cn87d_M$rLMHPIgAtt(th)D&8hda$+ORc^Z3P<5`{Vk3ihRfZ~T?_QMR?DmHTXcM3=D z)PB5AqSvl+B$wk#rasf5j2An;$wm$`-i0n^Qx$Q1ILxi)x(@9QBmNQGm2i`|-^i!p zWkGmO@IQo>~`A-MbVZ|n6tetlfX zeNvfZTKRmGepk}hs4&N}zm~RI(T9-JS`w{KfW<-0&JFN1DSBUpK4*|F1q|_5;AGH->5KXw(e>* znWmVrh<#3lKu7L;v}R_!GuJ(ij3;(fyzx9YY1C+19=Ov!jiDh-q$!CmS@6P4ibNfM zUBZzk;h@ob*G%)YGG{K^x7Q`(FHTx(osT@x73IuUlqsAGyrXlk(CVCJFb%ZbH)b$l!5r)LJHPF6&7ZZXLDr zF~EUn7XO9#V;w!EbPkhdb*aZ9IkPgu3Qg-dt?NTdE>4qXt=QV7)JbpxOS^mmc5%YeF6O{4rC8cU(3Kysf}LFwC20XG`?bq5 z|Aku^n}h;ZWcKfu-(zf24_Lu&+5YqJa39uqk{U|n%Fl(ZT^>l%QekVCnjKcKv&(RM zJzxbZyCmM7G^@dK*{TC~I*jGA1vUY!VCPPOO#my{xzm3h9x=4WQ?rH-`b!D1bwQDm zw5(VzeG11(wlOSCdvP8k4OX5|p)oZSNP`v9fjWUS*dYw46G(%VLk8*u(qNar{PW;w zIws)g!p}BuD37gW>rz9pO$mcboG7qO#XuSbq`}UzBkc;`XO40&WutKR>b80AH1uJ+6 zj<;i2!O9&2n*dg@^Mk-9fEDcaasNC#)Q#PQL8AUCHIyD(yNtHihhb|Mu)qF*@^o;L)nVCPMNO#my{En8p{zzTND_Me9baHp;={1d<~*zT{LfL*Y4 zr{`QTtYBxCCz7;)73}QNo*D{R!Oopdw$}qzuydzif8CDlvIXvR63b=#&%;CA&@CgU zue~00L}>>Z&e1aMzpj1k$uTlXT6+%u3$uoi`z?-RSa9JVR5o<`QOdI4qNTVChKGu% zl7#{%+5J{e?ME;?xUoA7-VM*gjQtP%kioB|KpTsSBQ>?{NA_2`T;{Jx zast{I39ow?lzMD`m3mM^b(#b`)H8%&;IhBw1xNz?-aAp;on#xras}ed8{%Q<7!|5h zL+@khkO;x14BLXvVOM@24Oadcs1rzoU788h38cX;jR5Kd(qI)P{&{fh^rZefU7Q?r z1fOKXJwu{*hsv_vc;s^lD+rxaWy|%eMbUOyjb^B%E>IGo5J5w(&cv=Cc$TwXYWoj8z+`esHavrJz(|mkgr)|6VvrGr3DX&pnqrXOTO}eLH_+)aZKnnOA zdl7s3lv)uLL$2r#mCBE@Wvb%S{Nb8Uwnf#*rcYI778feNDpV9zngNe;uB1t9>^>gIq$I4eMTxXXC->Di!HB!v8~--&m+3YpXBDeD?2kU}Ci3bLrF-o%q|_VmdYjF&+T{ z&T)2KMki7wHf-XVx^z8M?5(5ptYchG9huQgsD1?I7G72_HA$1gKO1`WVLto!nYK=g zwoZrRbT}<@UCh{v@FjD_C6upDa}8v5hQvT`PP0m7C9K3Bw~iCDPS7cscP4sG_?r0j z(KBhYqYI=5!v8atZx2Gud^X$$F3%DR+X0_tf(7yp$p0&q53sidu=k;K9UH%4pAw3V z*E=BpuT(z3-Xy@@+tPJ&Ec_mGN+<*yzjr|X->7_mJp{mBQR%u37UG+vghH{w-U0c4 zqw)dvK&rp}zI6Q-7UDxvLVdBp-U0c4qw+O_5UUV0%y1jFHM)Sxs2x_>Uww`_s5YZ? zJwh``$%%Ded)>+51uK43#+TtvL*@Nc__oe7GPTwFI-kFgd~9D;A{e$3bYm-lx5S0y zQ1q0un+WZ`HtZ-y(uj!>$oZ2@Z4dWVWQAg@0vJ{*SRO`7fHLtNexDy$lssxDMuM;? z*c_1mS1KQ1@4`Wg;-EpZ|5EGz+f&QK-UmH~g9gk0{q9mK85|V*4tfk&WE%$!mVI@X zyxgFmy>!r`z-GgK&>!00h8|XInVfXe@BS79I!0U`!Hcy zp3koZ&5>=T9MEZr+|Nl=1hx$ZpOaWhfOU_h1FHr@MD3O*mPSNjr2=r6IRczyKWI@L zG-&qIzF~zXzR=BpVi6Lj;7Mr zn9n74%Uoq{?x$IyAN76`uXVA6cX1e{x-EB~;p;L2bK%x;#$8;Mn4$11e&75={l=@C zKT4C@cN=>3U_LV8u~}@XPu$}9@eOi?f2akBsKz+o8)-9nU#RSgnQ^@0p^~x^4+b1B zAJHTDju(&1O8{odjhq%OF`vVtI`NO39Y?O0(cQ^vHx(f1;?d~(79tMjg4qTzW953& zoVHyCV5(Y|=Gw_?RM$vfGlKa@m$v!@%;(5gJ52zGT&Ja<#$~_3? zfbA zpIba*MEpVLRzU*3bu8EP&$<-oP3x$6%vAWRm1wbPJ}?sgzXQK-Vx(^Z=XT~9n(48+ z_s)VpR8v11pUBis&U{5>4{jq+D8o#J=XI&|W)@>c!cP~RFW@R*ymszK!|+^kC}=<1 z?{D2O2Nm1!SJ`4d&lH<=qBJ!xsL=-GeWjnxl0A{7Qg(iEBLBL6W;tdg{&Z!gh6iRI z{w2;UTpOGgzqkM}QGOu&KV zY0(IjL}{1w?o2t{#Y{QuC+zyn?KUC6xW~hNg?(80 z&Zr70W>jTAX$QOmTNRXJse&pO!22RIrWJ8fHso!=% z>G};Ua<>EW|4QWp?76npYo&yyVIzKF>AE!**gGKquT;L98x;6Gf!&K)_7#4?miO1i zEc@QG9+1Zdd%G3Q|3Kvf>;b=Lzk4yuzOlDkRNJ@s2jsEA-hZs}-Q0YE-}`mydEeOE zJ@>nB>>ZHD27CXp$_Lm3e(%?*=Y3;u_uTKkv3Eco8|?kZD&Nh`1hhzY?;hQEr5NOE zn7c>!(P7!G6z|?Wy6jeVEN4}{-;k6{0n2fejHQOwB&@Y#QFZTIfcefQRO zM`QQxGmCdFUfp+Z?Lhc{!t$WE1_f=^j){>pEc&9LJ%Ylft9wBH->7^^#z7c*13fW< z9%K$eFwc={?Jwpce}D^=z)ezMQsCIWy2B7xEX(ux13QBrnA?~l|N93kfbgEKpu2+Z z#0*R9t3i$I!BPdj*s7o#+YZGbmJ*<`>am<8gExRS`wh&j$Nm!lW--ip|NVE056J%; zl@G8t39x64c`;-E*h>T0!{&s^0r`KU@&Wd`0rtSLI`G`a{=zRfA!8y&3&qCo9gzPw zDj#4EbFL3;JFz*K2lkCnZ2aBO+yjhh<`^wtihF!sO80*7%9 zMo|9y*neL%4RagT{=2#dC~phdC2MF{q6 z|73#({mzoR>G5gV<1)pUH-t>YYGugNwF9Q`W_?*LMc4J7jlM51cW5J+fA499d5{H+ z+w45Q?0nCRPZTp|?FQan1_QE{R3@mMu~#s2TD})3@nkR={#9~uJRdW+3MOVf)b`#_W-Czp`~BqolXsD>$Oo5R?T&e4p1}pfz52H? zv%U-94O}qV?ZI8OEs7b~2BYHkd(Yrr#&aS1`x)GXoiXp7YXe_V+2rob`hsW2!D#o- z)b*uq%(OZf6|dZT_*|Fb2j|}ppPTH?xMSV`exvz1>l0>1-hOAUJ=b-l#RN00E}|B? z62JEbu!3pAe|ZCVcg7v_E>qe0xA7-1v%VE7J9F)WAp*WT)9PSO-eB+DbQ(YKa{6EI zrXL8ub4C6CWy}A69+cUa?f!aHWIxFJ>&C7F^8f9H^B=2xfW7k~m=>B3I7PK@zX6VJ zg3B%T?ez}G|0|Ub9y4P8eZ2+dNt^uy{9o5w=)BB4W0ZPLEgW+z%;3(I7CP{{1SsZ~ z4r_3=3}0Rs*Bs_nnMc+9esO+R{KjLz^%l?f?)Fdx?*Q&AUD>TFoz7Bi2G_t8eZ|}g z^S|2r3aBi%r(e3eB&16^M39nFL^`DFrKCX#3F!s_>23rmB@~bb>5%RQ0Z9P?K|r|A z3+MZe`u*>@*Y{oPo^|f=aV>Ze_Uzd+zdd{Q%zpOF%U#^(aUk#Z)e?NW4RAlm>>#uC zAUpVK5R^?k4H6APjaw7#3qU2OKLRVi2M>X(2f5}`f%Gq+`pf()#JZciO#ecRyx-lg z!2SD#4`8nkz}{v472@HGT&8~^#@_Glp}^ihR`>w+wgK#2=3gPkUc+Vj7h>%F?j8#4 z{bPj>U~dk<-sO!{5M$5t@-#Od^--UHPum*lx1ClMrw;xNN|N55ar?MQs9;7_{u`I_ghpJBO ze<;iG>!G@{A8V`px)MEqEPeiqA^5%k%Moff((X0c_i%13$Y-L6aVi1UnzV5 zdyZ!8^_Q=CL%fDwzUB>a#N_fdZ-_mBKi+hPIAZd9@EQN_H4o(0(gVTuRDj#mpvdh_ z>YToTBDMIt`+uYG0qp4m*aH%?;JYy(wHrWs1h`EN^0fBv?*EO#2e7vdoGAbzz1C1T zdzaT+K%8Bh`?D~~FZ!ytu(tbk+%E6-fH*h!d+?CE`H*WK$m`w$^19aS9#c@{b%E?w zB{X^6-`)Qkg%4nlp9lPU+Sxc1!*5?%d}QiuU~ddutp@V* zEWf+|R|+4%9#D4m{PIRBi2bF@8>t}n_I`H{%~`5{tnh~xzMXvcy2rxKbI77R&weZ% z{_7bEM<~PdKb1cJ_3*qtRN;AG%X0#4j^!3mZv?m$OaQnP45DLYp5S^TyOgQmnjH`w zYny{siQ7<#;OmaZ)&G9o12Px_nc~YA9w3erQ(nGp^1FM8PDTD>g%1?*1=3?cv<;f` z$ojwE!nmko3sJb}U-}9PkXzdW^17GRULelvDqI$ufjF=GyL%|&tp8Zy1K9hqfb_4Q ziU5ozkXZ!`AH);?k76?rL;rX8|488j*mDQY6kHY=h1lD=tgs64nS$SMVL*P8-uCit z4@eWEf1Bok+}a$F*9B4};Hya>Wgke7oC39dAx7T+7u}y#vI$N_Qt&_HbYt&aAmZRJc%DHb@qGS;(kfXn6%OcRsaLI2>j0fBe+%LdQ2ot<*x#vV?`{PkpEl~FznS(yR`rfmN2Ac$+}}+6 z*Gm3d5(x^d{I%`2o+r=N7RM+nhfWOQr{G_MuzGw6`?Y-#JJdiojLAxfir_bzX!fyo zY!H$gACw?kAxxlT9?c(8(aAIw=Np60ir>2_Z6sI`IH>BAEsrNska@BVpfr zG~-240xJxH$AcK4)!^o?jYxE0cOID~qY?o<;$@>n2QP?C19{Z<&MNu*3<|IJdl33K zT7~x(2zea!!77fdWCFgH_}x{NTKyGAaPxgHOeydJ2NA+Iz|B`-$s)iT0*H_`25#OD z&r8LHzS1b90b56};bn!WCQ$)v*(6Xx!79EDvn^SIYK5fTs8)h$g)G=8&nXcI;(nLX zk0&6WzW9y17~DJq*-F$9*it|=$@KWZ&9TS5TEJctB;c;K0XGLU8Vuf)G@-4sHNhFP zl#rHTYM_sLAAoROk)8Q`4Faf9n-~%d;2JlCq^d|mpNIV7{cFa|L-V6ok>_j?%iFeRp z!Vk;`RL&ivl_ zx({?l!UuB|5xV(_NY;-IowY>g&A0-wp=!`y5jj5)IX`OG-&ANg-9PdC*4!uZZA-!P z?AhGuDTn8A^Y+==$DKg^^C{rhw&&m4kB0ghP7nCb&*IO&?s1%-t1qG(rfI|!ByN4F|>}Z)RfRV9%j%XJTc~aq$BeyR)?wJNW095i)3STo?fg^W@TBDz2l^7@G3Zyd@MC zwYrX-VlJbtUs)Lx0?)4VR@US5vP|4^`Sy6Co7v0Ah&>Eq5)(&D3)GVtS0Q8~8q%=T z8*~ejuw904rj-M^-uvY`deaA?;w2H!hzDhmu5&%y=y?9TtiC-#S|2@dJ?KX8y}0*& z=ff7f9t{m)i-79!_mR|YA9Q~QCKok`#0{OrZl*2bACicU#xk* zpU#VmO^&HUk!rg01;BDBP%gy54Hidg@`T-@6uy7@ zyeG2H2@!#^`J?f)gh$y8PZGHF#J0R#CI&dP_HVV=3#5Wn$E`=5+3> zW%bu8ciAXiwn9){U7pCN#|oxlZI8bs6y<6&x=W8HevYtF8`Axd9B)4Drr^h6b}ZMwu3Ic>*UMJ+qTJ9?hHb)NJXu5dLPc}etI zu3C=raWAVbxn-9trzM^3>!tq82nVwpg@f564tslF*JRX|RYsqB5_PwJ8q3soxxsPe z;N$z_O^x>WTCx*vQ_T}oj>6@@ukW2lj^F!`+@Kje;WIkdmdl;sL@M~4D?~I>b0c;6 z#>)cL=)R6e!8&P_1+^18X)pR}mJL&*d(w69A7rJmO@BakdP@1M<{NTY z_nxHQr=4a{WUURl$k>^@QS?i+T4X}K}yq$``{qh$AEy9puN+RdjF5MiZ(Jv7R?ejcX;zBzQ(Z&v z5}kMq(&It4eER2c$x%#xZ>QrlsMww8iB`MagAo@8SxQB9j_HYlx-(i9Rk}-B;AAZB z8+!ML$*|&<%Sy+cn>vt@MDr)SyxKFG8G3#zd$cms7gP~mPQgGhQb?qK1!uLmI_IVK zBDTy2_-4a~r14_gJLSubMedA7hW_U<%UF@ZbKWLpw8c$y(QNPnh82QN2*g;0SvW1=ILrBM48tzx2p{!0ih$QNgZSkckS0{gUMNSWiqIZ|ByhZ*~Cuib6)-f~=2 z6L0H|+`VrsgiE4uSF-Yrqs%5XcUn*=Bh81-jt;wam55zqW1+H&hw-~GB-dsRRuLo; zY=pWHV(Jf!je#!4KAFpAu3wB~H_}$rWc)PX&WMxFH6i9My`ba|2^a;fhTPskNp{9o z;i0OLr8L}Xm)%(5lCaPi-7zi#52VN^G&Yi{i(<-zl?om`!*UIwS$!oeN4BxiHj~F~ zVs4-+fa&cEE`O!N+vT>X_|%~mFx+p1Si4|9dC=l1Vkc8Xiy^YF<7=amh}>;ckKA2T zxkmM2qhmF$!Y0`LcH5Q6-8;r^BqW-jj?lR4Lqo^QEhj5lRcGj3y;^PE1kT@fAH9fc z7v#SEz?3At$a31`b~$z-3MoZ@fI*LhmLr1y-8&PNQp0brX@6nkrj|Q-k=E^#k|0XY zfD?@BV0fVySUmio76ckDZ&_eCaQ+FR3=C9z&yr;`aPT`?5V(Q=$A~Q55#G9KWqYX+ zF$zTz30~H&QFFL1TADzN#H_2wn^mlNezFO)_yrw)G~Aitp*H3laW`)pi{mCL-e!o2 zj9iw_qr&g%@H4hvV33&l@@UIZf+R75+q=(%>Vr~1$L2K&BQ*5aj0NrjX0`Vy6{}F$ zu%DLoVTosFZI*tRNeC@y#d;VW!EL|T#M+e@eE$JWWTKSmh1Rc9UytmNrQ^o$?CG#$ zR89yseh|Vf(tW!Tewd>ACL`v60>-`6vaQ40;*WUT&Oq613hjb*Q^I&^ z_eB`?bI|SK=J)op$nR|vX}e?#Q%Ht-GP&epld_jvnp;%a(Wme4ykT)(oQ}?x5NMyE z<_-+(px?jd8n{k>DtbsPYIpuB_^Qh$uUEzPYwN&uj8g64M;|f;1ZNw&U=W^^O$U~K z_{81Vw(E$g_G}7!;I#_Y>@ED6vPup7gz0Eb!q3>DSkaLN%r5Y~ph4j+w6vRtZtskZ z6GAbfl|WGkSR>saZZug#tK#6RnqPXOEA-)_GfUp0;K#I+2d{4~!Pm8)+|c~=VS4__ z)qbv*hEfjQugE0to5nvh$}&Z!LW<5u8Zzzm8i+=cl?lifpA?3Lvd8g~m6a|%maZ{EOQhopjUV4+0p=9iz-IIIlH+Wx#NOIIA4#(F5$=9UNB zquXNlNQxb%L58Z@gyUAb!^40&q@>2pwC8KrQyW*mB1pO^xtTB<6I_VRusI4XG({D( z^ad__iSU|hyICTlbv2}YL=z5uJNNtx|w>!cH_wq4&pEa zXxQtFN(mNS!i$U1LAbN6SQko9Pwu@+AIKo1X$bxT5{%AaB{A+~W*taD=yCI%{jglg zdicnOSmu7aaVm9@Ol>AH?o1g=4;Lo;#+)D48INpwC#qzhJZC+IivOt}TH0eo1uKmZ zpGbRx(3Iz(7*@nP+r(@NP1l0a0_vSi$)Xhu48dPOWYNWqODvoN&tV_Ki#>V9p>I-! z&3)$I0kgtx$cID6)MW08g5N0(!p=7mxY_*b8pH6zq};w1#B5Xc1kv1l@lWD^V8Xqr z<14zPJcv^o$rp@?W>5?r5`V?mZ7g9AGcM1F}eu5yi5*+1u|_*_std z%u~zVZ+~eiwcps(ut+j6UPchXg^|{fnu8>-lD!k?y7zwHvGh!7Dur$3%E9}?D*jV3 z{WH@y@#k=0=WB=hZ7m-v3`~gNUpZfY>5*QzU>6=~Sf32qJ5C&=d3@(U&L`0o=(y&S zVJI`w!i^EKl;aH4!Ov!Atq9QBb$U;G_)bl}r7%8bq?ELzTM~kol++YX(tDR9Y<<`$ zemnb7SpXd?LB=cIUw9!$$$0SCi?i^POSiaDO zuuh?#TZ@)+Yi83QNq%gcY#k7(*s4|<7$}&MWjJ%De$#%JIZkR{80?QarI*YHBPzuj zs+PLKf`#A@dqDUG@GqGm@j$O%c%bo9HjA7%0qLMQ>Mr+tn=LC;pz@i5$ywDAidS{P zOiCY!Cl>lE^%)hDU9C{JFcJ3p;+ql`P`is62N;lFIndUqhA_A!?YxR|9IAUYs4qgf z{lGly$>>N?EV+Kpw$2OvG5xr^`Lp|Rd$+i} zYHgIKnXt!!mGuoJUC~8*4s`wF#Hq?5Ua72XWtPFKG}t7p3hi*^ zr%4}iWjb`9ayZqbcjf3=X_(tnqfpN$neKikvsb+p=xRQvQ?qc_-7y8j=v2L{ za-mt}TmGuR$xXe7_PrLxPnbM*_LvlthTWRKSfA@wcqUcPCEXCp^w;%_yi3Lq%|x;j zYjtqsn(0oE8*Em+Cny-U-M+{7_F?P-sat+iMZi+DA@5nj-dbDwZli039plw( zgVO8HRi{i|xIWF}Rjs|$quWH1Qn+nd)AVjxo)WmKlJ*E|}RL16{8$zzQC$*Se$w$`egC2ifWDnC*N%%$NOlM#dDJp-T zSEP~}c5d`TbNLP75}X0Et1qchuOsGlsXofZHL6DaHV-EQ?0%1lXT*XsT$4C2cE9Bw z?-C^EPy^RP$b;qLw*1a{GjtM)M)BNU+JoM2u2N1_Y-OyPjabv*d)DGiexN0kp*s%G zLg<~VQFyxy7#ku(rBb&GW0PgvAM<}UHu#s@T?aE0YZH!(uNNEt_v%wN(^NR$e9qt( z>zc;um}->Dl2s|SRM#ukub1xTG>yaYnxEAZKe2X`$$CI*q7V1sdf@fzjS=024J3%z zeouK!EzR^baBzs047wI?oF3SpyTE!!B={$+gcdE}G0Li*v)p2;#HU1_Z~n zqEX{syH0e)MJ(Z%Xj!OPSo zlZ7O@j8i$*K&lS^?#V~`TQ3&L7G2#)y?jOQaOq6h6P?W#mLlbmVpZ7|3y&QLI{VI% zTU1p|Xz6-XwmyNc-O%N5tMon8sujW8uri$>ubo>oZFV;0tJx~@9n0{`-SqIPu%4T< zv2=hBwmV)naegY^)|-Etm@;{n^6UHqC_0s$H|p_c&HuQ`24rBT-dCMw~CRJkrZS34&3< zi*qbERTvR|lJg>J0&|K4)pjlQfs?qLc=loP9lD*a^!=#wo zNL|&}ck+5uHdvBiu2>T1Z^&Z47T-lBlJGJwqG0qc!v7}1C)4CVZ4h~%^ILw1hz$LL zS8n3u#siXTmgN(@)5mWY<3`)NudZK7yp4;x6LU`yD!I>zVIeb3{57WTa(luxUX z=Z(xtXVdKX#JS?U6BsHsR-bsE)@>Br3Zdl?`sS5+$7dtlP;Z4$=NTEl9S z2Rm~cQ+x1=o})G;KP3vDY0Vu9`O+w;{#neZi<7qqLZlTbUxo<>zuauy3`ae6H?>9< z8>P;uzq#AP|5`9!cw=EVJ8H*kbXoFQ*4ZaLggpG{71vuKpBUn2vQe(0rlOhigl922 z4D22a_4C8!TJVK%XDvP{{uqT3`>-Zg^nF@lsWeW*q)Q(m(Vcbf+sb8p<5Pm0OpzNX zcq$g8cLGoJX|FkY=r3woe;s|+CK3NEkVhWTK(^|gh9Kz|GoekFyIXY0=p>}A+??{( zY0?f`D;im8DixnnNF?I+G%KI-ybnfaFcylIjM(AWHKagL(CINptdU2cZ!)~YM6WK) zF8hi}G8o%YBgdzNM)Rh8nOOySV30te9hs;N!dv>ql_QgBgvPt#TLsogx|}lU;Vd{q z&Y5E~`CJty6Bf#bi;PUeV#}nSBoe^Rctm~oKl4N)c)J10a_@*a>M(ZZInJeDZJA5BA= z_9?fVPQH1mJ`I)|+nU_C^Uy+xaGxM;TX_%n9aY==gVt*EeqA+H>?Tk7Uby|%HS4Eq z-3v`M*c$p7#Rr zSP-H= z_w(rct|(LQ*1Zj{WkGY32az4cYt|!~z9Dhjpg%O)5b54ln|!Wpls7z{O*E+pBk+;Q z-_@|vIwSZC?;H7Z-F_CLnM3MxS4G+iMVa*nJAIOt=gFWjpM2`Y^ss5N(G68oHTV1` zUInjEEN%IB@?j$Blv#4MDW0Kr%Oj`!OdMa+=0C}t)#TF?w(7%-G%gMHyj0XZE0H;J zdt{_vHe~`+(A|`NPpsu`5AtI2yTxwoQVLI*@bimROuN(OITu}Z zUrdZKE<=GbIenkt^QTMjvqSN_yvu2*boP@Zks?nxDeGMeaI9FGN4At-Oe2!41b?WS zo0JuNK`(h2Fe)>O@VYpM=}_9~*tpua^{Y|QmAEsGVZ4?8n_4li#<-0bFpWNn=oWL{ zJnRM4ZmM@#eu>)<=WTc8)Txl{_N{nv(Cp}4?4AghZS~&&1M_4>E)s}HPJ}c3QN)LN zhQ8F7-*_;H`(VnncHZ@U9vRu$-e|t-`6OVI3!Vg2uS>H_dha>kY0mBNQ{lJ{UxW19 zryN#w*(7eoTl*@-pG5c+-*3Mm+gB4K7e=9U)5c9lK(EtjQS*E3l$nO+nw)5RJp1A( z@1)3{qpB3E);49~#uM(9yr-qCV+G@AH15N3Fy+x_MmN49UTl`xD+a3JU|@Ft67<-Y zpa-XK3~g;KFSdtKGd4b)!~w;iLs8do#21pm^POca(I&`Kh{InbNKfJ`xNA=c5wfmN zbcE0Q)?+Jl*Ua2dzI{WZy}V0FKt>TE#G-A4>ux$_@h<6|Ui{Xeel$A=*uclFLtkX3 zhQu~h2tIc$=Y5_vCKlB4rnAY#%-hKwR>Px|eA3dZLDi!QqlYG>5Jed0$KpV5{1{Cl zp8my7)|#fzXZ0XNF}D&YLOz>}&J|cj{_@GS!M?mWVJ2cl3`~D{Gj~S1H3Hgun`>5! zUOY{UjfjWwy_PM*`~ups2cgcxX4f^3Jk(^kSZxMddA0+ar{~|Nx<|90-<8Hs$rVvV z|LjaORE|P^&yMuLDXsgRkW!m%qAOG3+sBqu@{}Q(_U+hkiqC^EXlc{@Rw`J&uo95n z;r+1C_GtocVeWN5j``%H&_3J6?uJE-tL4*gQftM8=BU)z;IOAaigt*bY<{}V^1&H1 zyt^f9i)0r|zDt3SF|dix1uWD5KEFnKsi4cG+V^U@*jLm=i&->t;@nZ_7Yv$cFH7Z( z!Q)R>?x>K%rg~m#Vkje?#Jjsy$jjqMmB22mw&=-qF2ZA0$Nz==qy~#wyi_c%I$G;vWBT;Nnl0v6Y3Eg5!IN>+IV&BXbdoB|3 z`XDSRyt7qknm9MbM{|bw!B_NVjx)o93xF>f5e6Iq(i!?o`Jn@UaVfk%HezB}KAbp+ z{Xo>`!58I+2BDcHTntv26d4r~)S@rU3*T*RDTkrQM}OV($SsO@F~r_Cpkm4BumhP9 zt~HUuj(w>WhCx@-Vq+}325Ntt+h~gzq_6CKhtmyYitY(T18{EH=%B6j9m?ct8%1Xt$Mk_VN<#f$IvHC|G!2F` zI+59+HrC9>!YEH6jk=4y=yTglsxn|8*Zwl*1Kx&dOW4{tnAkYz-*c z!5BI9IrAMTZ;@8MmebOi`OHY$>=>5Jl03O1s^3P>Q(sda4U?T`UX)$$UUn);rHOT*s(>ZI*DJkwjW8m zP3!g|$IdIcmtp(g)z$NmTOA7gT!NXRn}i$`9;P?u8DLZVaR*}tJxy@Y{n}wKC3)nn zSbm-E87F!8H*@H5uA%0bv0n?@h(=$9A9L5U4%vdIFqhoJCUrn3iAdln3=2m9^JkL0 zQ@%cY8Tef-@H?>I{^J8U8V&}AfTMBw?P9-()L*yQ~A*hpLu{5cNv zGlB2j@gHZ#nB)b4|FOUQnZnL@z75!I|MTIIzNGNqPW;bJO}<-o!OqX050l(~i{rms zp`ROnzvO@y=0Be<`HRMv0{kD#^v`s@x98vm>dyyF5%&A#>gR^v8=N0ye*iT655`|n X1`(K9Ffh2lzc^r~hA9IE1?GPN7(DLo delta 15862 zcmZWw1zZ%}*WRVOK^i5OluqgH6e%U7L%PAGySqz3KvEhcq>&Cu>23+>_!dOp_x*pn zzu)Z4?A&?oJ@=gRoO5PweJN~3CJYt%|6DL#~=%BX2z;bM4X4 zq7m8;Z$`+Y@qx}(?ahyOf^#qz7D}27oXuFT5mu;&Jm+W`Z`vZhb;LF~Y6a9eSnW%G zG+g1!^C7ik2r()J8(E7@bXu*wpAzJAXU@hteE;z@zRq`GF7YMp=lrvkr;!VJ5w(Ky zwas2V{VjdX!A+r7+vX;LzMKM|#<2UG;nh;{HfFBx2;>M>S&hEM>8!IFG1d3K{H9}@ zZ1jzxzMsxWUB@_`)q=@Bopn+N4oQSzYCJfl8mG&Cm{ISKndlZ>f z&9Wi?t3i^2$)Ahu*O??by1``=H5I{T>{oMN;Xes>!)1)o=%=KY%$+-bH2Z0-<(_f# z%fr~}1-B>M%*EHxneFS9G)2OS;1j;uIGY+UP)QaZp`y*Va2^N%#K8do|C#VuFf?T% zhAI%Y@--A05E`Nam0)P8hn@SsD)(V19}W`H1c8)b7A6-f%k=aeyV;)arDb{xzOsU< zxWU{pYOdF~3i{lcQU<0nI2Vc)YhiRXYm8=S)2~{Dk;vUjK8}QU2&%+B*#UUnAbo@n zKf62Ls4Y8q-vV}f?{a-RrfDO<>+XDaGq$o3cyM>Uwd;0V+oCWy&)@RH^UmY!*WuNT zqRCw|7%Xs=iGH_nLl&uc=XU$+_IB;H>f+V0qDf2hm+QJObuPCjJ2$nB8^_&bXA7xR zx}=%Sb4~1bXIq(1h6FSA4+O|!n?0KlBtM)i&(5`fm{qc*cIqd=vYpyX&3y$cwoM8~@9(yDYd;<&T7|b{sINrXPoK10 z-^@1M_Hxh`4r!ldFs2KZ`X_Zqx$rb~8rzEw<6S5p4|e533+{L*s!RjBIxq2N2x z{W}-V+p9T!{JWLIL*2kTwmT20%b&O1b7xo1cem#sE~vC6zr47uYq&d7`2oJU9MiFI3KAxNtGhO~twfh_%KR7w||L3+1vb0&JXaaDGfiRN1=@5&f0DZhE= z32A?sDd>Ko-eTLyDn z)Tyk^_00vIDMo_7xbqrvQK8>Ob2w&1eox653ctJx9JvZzKrgfs8w?VXzzIVz66+0; zl28i^GU`~skM0Q~pim(=be0G+>PW-HCOBlH$Y)&!GrG&|jnm5p&3rj>Ae*LY$jQda`%Num zld36)Uo@AhX^CHSlR6z%;ACT5VNh^tGm*mb;ug{D)*$WH((j`n(Gm-}8;5yJgyhDE zhLt*LO?pJja{Xm^NE8@LP09>WS@5k9WV5nx9d5jy5^(}fxt-HV>8f}mP|L2gvT9N( zX8&WH>XvKQ>3nAao{^!de7sEtx!SZy`!=V2a(RO=Q*m7Awg8*cx-IZbH|0|LJkhw= z({--R{$^uI3r=!H)rOfTvuKfM&fLP7OO$b6D?PH>%JE16*`3jlAdXlDnCGYB&)*fS z&=qW&X2uE*esfoN6D3)yTOM?c_Sw%AUQ?vX7t*=tG2!TL;RLvu`=4m1C_FqZ4RifG zf31D6r_%V+j#Sv8-c0zR?OSvsn)IgV>E7|GSkl!=R&G`;`JrECZQ<{#_iA?ZJ`S5Y zmV&Rf)4z`}`G zImNb&FgP{Pp4Rn_3N=E0XeZu{wuvCiG8R`U@txg0=k*|w<&u}<>bzXct>j|m%SeJ7 z39PXoAQoT$O8fFFSHt&-{&zp(9Nwv@k0$dm?p8+`DcONwI(4s$Du~A6dk&FM*7&-D43BTn3?D)7z!%ys4$fB2}l9ks~S+T<3D* zuUU6vXF_RMJyxSy*j@#v|RfCGEuJ6Ov|yy_LJ~ z9#1?o#*8>6lDj~26^xb<4&Q7eBJ^jY*GExnjoYKovAwICzJq)JBO4=7o6bsXeHZ&H z{JgI_f<~nkJRtqj3g`Yrh-jE(gE$jgM*4MBQ)DdzJ9Qw+p<^7}V^CVbnfO;d*!}Ar z&fOSvmU#5Xr-_pHc=Y4GW?)Oqne*YjL+b8YOB67e-(LMYYViHA3D4@x?Ci$;-i6Fi zygXK%HZ!xj` z$8-p!LD=Z}kOxF1efi_k9Zn^TKYAzgD^E{KFe@U{Bu_%Yk!!!& z+gr7pod8D+p>g3g&J3WbS^Zm=K9(Gd3fqt1q1nC-j6Nq6f&!_a*|{{M-jX3Q@i7E`0sr_dwur%?4!~*!HkPF zL1Q$GiFQF0pGj!qO*}uzJEPxDbTSjNyRPVNKwNM_3#Rz&taPgMIZQ>NFiTCPNKTsY z+fzlT_yl-wGmrqQ0HZU(H!NsTO#?j;xGY&iH#GYMZg355+b^@z;FGIECp`!mBnzSk zRhtgPic%IU%D7kKroPg?L>!k~wa(HJt@r*M?=Drg&WPm%fnkm4VECw}L`VBFpHlKY zydumc_^T~xP~d^bI1x$~l_d-Q1++^ru*ujvHK`SD5Sk|Jr~M){rP3kNH>ht|-;iV& zwX`J!xPx20FkQI#5uQ&9pSYFA5+8hwlsDOwye3lyuM{sZH2wJUT@n4)N`>o3gW`ia zzE2#o&&w8y!XvrnM32=21Zuy0oq0DWxO?9xFr-twlzp_gaWXP5hvAK2Na8U!O@>_c z1g_A}>$rc4V&*ZzMG&{@qHJRqkZm~||lXm=uScqy^q+=xc$9vvaSu-QI`s%}FB zGH$zginPTCat9G~+a{>ef#TzevLe$FcwNYc(fyB~;)(_|69|E&rwkTT9lWgJys*4e z;~CMzR-Xo^NA58RU1YQa9;Ygq3Ru3GqD1QXFR*W3DQXG11L>&Y$ zs?akiE@W@3RLEcj4Cbs}i2|Pf8SehvDKgf?Q7vI6jSb3FpwJOYfWE{GQ;3HRtD9*R zD&?h~7xs%UbL79JyE*Vjy3a6#yMqfUIUsSkYi|SVD!YhnEOVW7*<(fGanu*@4l5N z^sby!yMl9`jTeCWU{q(1MkP!(iQ%9pnngCb?tO9o;;9S{3IHDh-2yj^`~cnZ8(LSu z7y|u(48GSR$|pALPz@Mz{(>T7Z|Wie4#GxP`;L5dzP(!l#8xoxg{%0}MhUoZTvXs~ zfZs@Ey7bf6;*eyh^5`~Kp0q{iBK%UFd4Y2c#gb(MXu*g`^~gNq&ExE zT^HKPZn~^p+&I`csyN&@t*UhnOst6|Dg3Ws`y`RuuKo?tJR664MBi5*60qTOR2W;|l`w zYI1%iqMHa!|I0U>u||~(&_biB_RJ?uU$(MYp}*iH>dnun1oKzTgRcG5j~B?dRX|;6IOoiC5CF?MM-QeJxM|cxc9R zvES7I2WrR{z-Qcl6xRJwVap>O5co!)!E9kjkb+U4k{F_1S^!p=vj!L(MA4>d>PtY^ zMtI>?w@_OEBcKtY5o{jXTrM=$M7A$Gg2Y~Qmoa4)nsJ_QG}M@s+eDTHF5}>tO#^)K zGc^t0Lw5YLW9#T<-+TX~^T+=nU6luvw-bu!q3Z7*jsQx9C$b{p#8e z^f^W{qtYZ>7(NaNov}`%QSfWK%yC*z&Emv)!f2nwGN=oi7aTX{S%vKWS2jX3*aa1|FXS6CRxU=3h*`;BsFo zkyfm17XwA5=fnV6zjqpK>QL%L4|`CvoVB?A-#x(PFyGz?YYJ(KXbKmKTl9H4wqh+! zvDCDWP33=VRf32%Fx!G;&m->)ZmuR9hW16G8h|!yH`|bSTJtw!w+Td%?+S%rJQW9J ztYgn1!+YUm6Xll2d&R;%?6uYmh(j&FqIjaf()}Ch5D7&bL;yxO8?eW~q2p8NWaK9f zGpsro!A1yH!o<3%{PoQFfi*yXSmSgFQ$JABua!c?8y;f<8GaEnn_}a(YEqsi-2`1mY9Khwrd)7Cd!{=0+b!6}`pgiPP|P z+mfPJF3F_&OKQaL9;^uT(SjcWpYd*poY^qFlY=^Z-E%xg0LJ8YY}k7SwL<|O$?eBx zXw29Ur<$BZ(!S32KGK(Lb@2($xis4QSW#AN?x4d@#M|wJ`;&6x*k4W6VudAUfbRs+xc zYJ`*(Zw}&7-D}_#pzaA{B<(k0e2dF<=T#twqQMLv64DUBFw#fG+RFg4iBz!!AA=M8 zS|DNcf$qw2;VFhGqV`Ld9!c4MQB@7ZDaeX3C1q>Q=qSn0_;%{smAxBp(<>Dj810K3 zA;Psyo1~W?IOZNWvr1b_$xBS#+zUQF>=ZjbB^AVVwo2gpF~iQ~r|aJSZbkyDck@;~ zH-+=ZGgow~500PHRKWK{Bkp-FKECt>^Jl0OGoa%+IdU7|6IzmAPPnc1_XP{;iAm#^ zLijaBx=u^ZrztF+H z;XgvIM_gytXuQarr4}Frck)PZ5M1#814cc!lO$THNx2tG*?_qhv*k;D4l+OQ&#(Rj zWEaps3lI<}?1b@~)MMF{>u3aLxV7t0^4A+}ybq?ztte?xS5hNb1`U3r{rHO}Co#@K zfSD8~H4HRlB}Zlex}$>6WA4!sTP7LodEDQ7d+c=8g9Ze!vm><0(9+4H)A16E95B;+p=+n_j$z8NjRu1RHOy@xF(q z%!fC2Hcu;}`q|Shbwp@J&a_Zo8nZ=c4adiWVUJNlNEC@DFGr?poYV6Cclh_~#NV@%w zTIf_`2DkO1@R_9;f?(R7R=^f`Rl<3w<%Zkx^(|Q7H3nl?F8)x*89egTg!zZxb2z{> z*}`qSPG1QIM%Rfyr}M8cmnEJNvnCh@ZD4v;x>lap*_)H5xuSb2^ykt#dD7u!pmK9U zu?15ZV>wIi1+hu}PHjGXfY{Q#DRp`#N&nENW?_!iP>>gf*H%L1c4?KAn!&I2y=gM8 zNagtYkYVWc&S(&$Ou&2tKjxL%V_)^;4d8Dvn+NFiDvJ!|JZQ2@ndY23^krUYP32Gj zfaer1-tYNxmSVF^n|pB2zz(910b3oqLNFgU6T4J`pdVrlJvo6qrQ z4AVYoSI-Zw25Dqn*HRThr%jPHEFTy*@}=$HfoDdU0+R)U!YB+wOuYx}-IADhoB?&n?!dup|cSqYeXWCF^Ud}8M(Y`m=p zZ-#z?_;2YF?>?H)vH%^`enA|*nvA6gCJV6K1rTo#>Rk_~L<{Y9ugU$epiXt1^&?^0 zfA}GSD$ZwxAS=#=VPK6XgH}Pz1J37(&F51G1Jcsgte}_HFJNW8`GTpO4Zvx`)Gp3| z>4!X3(&g`riUspwP{9RZr9Oobe5Km~Erg?uLd*dWBN&D#voOwsGDjSFgZ{xxDA@ve zfo#!(M(5|#bV^rFS7??FtyG4>5Gp#PejG%;OB+bd8=zg)K3)m6-rvGevt9v;aDzYV zv;*~nsoG))hsbPT;r(DC)FsjKIO8E#7zuTv8U{}pDuR_dU^)#1)m3H;7KeZceO_~RX@q|aHlf)ZfFWDT%z zS)xB10!9o%N8Zc9VK74G0E=tH=e|~8E=Vnq1N)D02UBXD9AY8vh#gU6)E|jEthDtw zWD8JQsadUDXs+l{<3N# zx`AN8evq>62j$)g?b0C?Kl-m_hDipn6`J?n57ea{S+{o#a90L9mcx+xQO1O`TheM@ z5*KGzRYh$<%YD8yqVQK5Gqo$mST=0Ii=0xqRPPh=sybVnq3e==o5Cq97X=n~aE6X$ zSrU!hY(&!zdgs0$~$&aO9_WAtSDM3$6@)FFddCEkB$)C~w$%Sf z9Ws{%3ArD%u#^~sujP>WIlas)I&){tuai!rddTAePC*|a|ZD5a-cL> zeT>7Z43r%e%a)Jd>Nm6cKD`8dd`mz*>wT58tW)plD@$?x@(vT`DEdEf$Vkc%)%`?I zY+y;-)ho4OA9HF6v_6WW(RfO*T zP6WccFHM2>qW(sSH@qQKz|NQ?7!i>WDgvR3DFeM0AkKrFIKQLww)gz#?Wlql9?1gAksRI_P$F5{Ht#%UHPC;(2YhWV$&VPQchd58A*BdY0=AX_j93g2+OO#i6;$kA($E^$-@4N1i+I|L}u(?Ur^L_+He^Qtsvi93K;;-7RGXugm)L zV?+kp>LO^f0|)v`l2vP86_00-NYylg~*og?sO);648a+SEH!@i@CO=AW@?r~92;x7nvH z`s;=a6R?<*TLy~5lTVU&9S_Hulk-4w#-)wl4I6fGogj}Y9-f~#HLa;(Psyar$WLUL z=MNNujjwu(O?OkDAAiv7KMU^-M~djw!T!<{JF7QdSKvU&O&eklhy1 z2zzB$)g;%yVpD0$>jaj=jg~3sI4+bK7f6fFxb}x8!oZ1NSp71G9KxMQ{m2u4GCDId zpBN_u86+4g4$Po9HRHw~R-c1s|Bif%V;Y9K634%nS|HY2;Ey$hzP9G^gz=0~7!N{& zUg^ox<(8s?TfV(Lmk@6h1b2Cqd{DLB^{E9U=iVV2`uv{Uw|^>7Gw{i|B!)3itkUv5 z&!~cuweZ8EPt}Ro?3y?y;p#~y@a!B@tA(5JQrip?2Fs_+u-!7fecAp(XSUj%A`DWd zheYqaKfah9j*8CnS z1DRZ(U%f71=Mrg}D1I;F>yDPVd6HbNs7bOxt>qEP9a@ z(!{yBB#M2nnUDhNK=_L}dO@L3wV_aTJ);CnNMD$sPJoYTBc32o@${aEKgRM0hB}BImgB;wCx!a(i{`g61l8N9q6P1fgS$O%SSB6o@;L;JgpwUYq zwEztm^S2CzsP+l+gJ1oB&*TT*-+cGIE^-FndAtjMylYAfUPXoIE%F86i8xqP2M5(g znY}|idR81$$8ZbfiTIl*-t%6Mt~ipa2?#mFPwi=2GR2Z3!JdBxW=jABY^?i)IO*bN zPpg;g?ktryF^{6>{fVSB9wRA2-!jPSOORKZ^1is&U;Vs29-AXWU%0#2-#S`?yx^pG zJk(t)>HlW`_V8D8v%8z?`?IaXTFA>vg6qZx4s_U?@BCZ2f~AAotC+={WBNA@OWod zQC1gG@rDy}gm-i8auG>mB+v?h-@Pimh%fiLqdIb(5aTC)IMD1e)~k&^(R8xCoZYb- zabcQBb*<;MpeviR#Q9{#lUnvZjpO*uDU}%~=WMSzr)J!z<>HG^Q|w^AyM-;;`rCR} zP>9usZM|w93js@TZ6r;}gz=>k0}WA`2ZMUNoo;DjtktibOG%64IwtB$&kt)kYqhh= z7CgyiDc1aH#jh_x2L~Ht%N9JIT6mxKv}tw>SfrT5b7=Ns33%i6taBe3Txd=LvTx_dgfci; zAx08kaaCF4@{aK%@R)z=@c=s|{;6{;eAms#UTElplo!lLEpi!AZnvDSPx%w`D`>{; zjke*B?5&P+$L-&y*!L`z^g{D|VRL;N$R7)Dmz4SeiAI08<8*|26K*VeiX( z0!Fq+A2Ypnuk3-pl; zlc4zIyrJdLG9r9wkn!cbN%C9KRG+p|Zq5n$&|>HzZQA+XK8N;0oM?afv=s-yP(J@o zsT&n#oit@(y8U2!jhLE7B+2IJsVj7j1-kR+XW!qV&qM}g(4jlcu~45O$myf1g4%Ir z^pU_MdUih@h+k;-=ppSf`#U9x0I7u!0rA+N6*Z`|i8D$d*R2h#NA8AI(fDNwH9t3iHdik!)gh&d_BFF6K6~1$6Axb35@ZyI?Z+!@iX+*Qm)lXygU-jm zC=evn1B9-EDfbc%^bnjzJvC8!|5d@HTn)$0c+$QfD44Df zfOKI*3X@GMSD!l#(|76h6ThDqom_dlN&(r#+stuI8jB+JY6f-p8X*ThG(e$Jdke}Y z7M1>mACvv5BLpQZS{2R+-jZufh=4E6OwVu6m=L5YMR3{*@@+sV#_wQRq;MA=nigaE z*6I~62dz_l9%U$nn!;~PBAlTa^;W9QwjT|a@LRTss5q1{69*wvencp(>K8dtL`Omy z(72LHUVz~yU4=UI+tnnna3^rKpS(59${16qjgzgIM=wbq9fb{)qBkU@hq8-I<-{*Z z(o!+joh&!ahM|?XR4v*OhG$$(w163=T=9|etqt+UuF{um;vz0J2Ag%2mL-Gjx+K<4 zS?)Nc_G~|LG^&@jQURq{JKW3?gUS2@iE4@>@3}*%1|t$FzSswV`I!f^QhfPgyu~Ud zFP->bDIH)|T3dPp&l-Uo9T`LWgk~w4!u<%btqY>QzV;KBC%ApnZbz)TH>Smk>y?%3 zmsfIoEg_m<;N`XMeHbQFd$RKa5daY5|DP~S3-GTG1!UjF^0~8hBAEbi_fJU12>!r~ z5s<030JL3b#ZM)UGpwE~nwfw3owQWbhEOexB9-{^)I!SqqcMZHd#o2ENQ7BOHoW*n znX=g$Uux7Cq94)0qBvuW2So=s!dt$o}pK?hcLFn-lU?e@_{8C5(-S}J8d7_`kPfQ`3}7x2S! zJ4Ud_?zzis`m+!&ag&+JS+|dZrpxSY!3}CEeeztid38~8@J4NlRAhuHp5{_ zziJld2v!Fj4r||S?|W|c8K8Y~DVyo^w>6pFw7^?G5A`(_Xrsxh{l(9ld~685Exf`m zzoQUN0l0v)!iGBctZ?(Ff@hgeLv$nzn~0-^%$wq_N(;4bi^-dwtgp5#97~YCsv!8$ z*Cu<@uy^Ti*d%8;SAN*IF6miK^6TyOt8caMHwrJ+9MV0Bnd*3q>nGE31kW!pFeGso zaIW&Nm{J8DzgrCuCa)&H21iSRiHu`ucMkI`Pky>(d*XCO7t9{J+Y-)4ZYWBv(;X7p z6+Wv8$cwe)^hiEl3Me~Na_Dp`TxC)5ECHSpEueHFps+{CrOq&rO|ZYF4s1S;sqbdh zV++>TVy@7$VhnI<*6mmMmK6wrN*;aWSa^8rW ztM-S7PR9!-tZbgabgg}yE$40TXq5Ej#bnr_DC7-An3!xf;up1xJW!{SP`$%EXaVEB z(d4FJx^fIz=w13lfc{mix4(uEzs)|-08c41+)qPD(B>9Moh9h15d@0^v+?w4fDzln zc~KiuC2~*2@l6|3}h+9 zK^dVq3JT{a3}hGSv_u%?i1U5D>=%nvwr{Y+c$OP|{f~wj54SUdK$0HL(kz83paB3))c-NF-`P%<2yp7&s%qUufyU4e_O&VjWCnjzER55` z(h4b}46?XV0?`S3R&kzo)O>zY$w&S3EWMfp=1r>CWlRU#M*sc~g%|wq<9ztND(clM z^}f`SF)LLl*u@X}GuS!Kyqgv^E(QrZw(YAqmZ*TQMuBA|TJ1R>I=XPS<33M&bmx^nM-y^T9rVf4N zR^%4(tM`-AObg)73>Z}A8(GykmuNl=lZ~Z;vaIF7%2Mf{8H}GW1!dNx(@00CF*D`F z4-?nB2Tc?{c~OIzw>HPSj_)3bn}?zHt6;dk4FTrGxPIPA+mVYEZEp^^-f5L$yZGB{ zzzA|Vk=O0H(Kw8kB#hA~3%A$9M2QiMfEd$~nSC*fFj(4XMsmdtkYVd--F9v?13aM6E^&(j@9|e4X{ah#KXXD&jrr|YuoEY+_hPnY#$o9Bdm zi@ZVdgKpB5gl8WNP^U9vE5XRm$ITf1i>so_ zzt-rBs&l1<2g;@HwRgPL<;>9-t2Rgiexgi7Wm2#vIqN>aj&xcg%+hg9dh;?ZU%1$O zct_|&aQWqp!zZ_5b*fiVh*IF!R;#a-TkWA5TU$=nIk?;3|144Mj7+~Pj^Z;5m0{MT zNNnSI-M(!7I%Js5rlbtDv85OZoZ@fLR$0PF;i>?qe_M?~X zHWf#0Nb|raXk2#CQZlCyiZTvEvgkt&lh;xb?ysOL1p6iHm$kpyVb! zaWm1tpjH;D(>PU>YVfAeD2i9E=U0etr5nX5t9i{EKGq?-|sK#2FoOrnnM0#qFC zBb~>uD}=fL>}xO*ve8INkn}kd+P7x12|IRLY-J|+dZAThgyL&@^FlkmmFn3?=rG;0 z#P4YX$X738zn?Nm*e39h9Pg~_`}cjNRFq$YTekpD2keh^o^p@$u3KY#7u!Oi6T_Vp zD3Tkrm0%`blri_oUtXikfW7It_&_`_|eQ?`=-A|!5@-^&fe+RBjwCzyb9GjBI8?}8V8&Se((k1JFINwd-vn4 zR@EgKc#c{cwMlikf7Pe?tNA(9z88dD<@_!<-V}SjdL&%^!emB6gTFc@{zNlVf90}y+DQc<|L?__buOl5~$`d$r)^3bDjH6Rf*H|N70m>(Mdn~VS3n4c?=L=Z^G zs3Z%7!U6nUcdV6TI2>06=?~ri>smhVW7i-Ij+9ua4n#4y@1M~JZ+#GC0!q*T0PKGT z0@?e-_Yg@tm>O9bJ%89fEL;6w#DDudod4VaM-Y%W{u201=N{+Z6Ag(h{`JujdBCxE zaJ4kDzh4;pzX(RIMK25?{8YBOwp^p>*plfGjY5$z*e)~U&iHDF|L0L&BVk!f1@swm?A*+1>08Gd? M0R{komAyauKLIcQ?*IS*