From 2f11c65ad8932029b6e50a18c45cf7a536b50ee1 Mon Sep 17 00:00:00 2001
From: "wasels.chr" <wasels.chr@gmail.com>
Date: Wed, 23 Feb 2022 14:17:02 +0100
Subject: [PATCH] UNet 18 Lets go !!!!11

---
 .../{UNet_Architecture.png => My_UNet.png}    | Bin
 Bericht/Bilder/channels.jpg                   | Bin 0 -> 118206 bytes
 Notes.txt                                     |   3 +++
 ...fe1568dcc5cddd577a337efb3f => UNet_V18.py} |  21 +++++++++---------
 .../core.ncg02.hpc.itc.rwth-aachen.de.47730.7 | Bin 8474552 -> 8474549 bytes
 .../core.ncg28.hpc.itc.rwth-aachen.de.45496.7 | Bin 8507327 -> 8507323 bytes
 UNet/postprocessing_new.ipynb                 |   7 ++++++
 7 files changed, 21 insertions(+), 10 deletions(-)
 rename Bericht/Bilder/{UNet_Architecture.png => My_UNet.png} (100%)
 create mode 100644 Bericht/Bilder/channels.jpg
 rename UNet/{UNet_V15.py~c0cc9d273fc96dfe1568dcc5cddd577a337efb3f => UNet_V18.py} (94%)

diff --git a/Bericht/Bilder/UNet_Architecture.png b/Bericht/Bilder/My_UNet.png
similarity index 100%
rename from Bericht/Bilder/UNet_Architecture.png
rename to Bericht/Bilder/My_UNet.png
diff --git a/Bericht/Bilder/channels.jpg b/Bericht/Bilder/channels.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7164ac136a173d140598d0353a79a964a8e39a08
GIT binary patch
literal 118206
zcmex=<NpH&0WUXCHwH#VMur521O|rx549G!R%E6zF!=g1XfZG_a4@hja5FG5Ffgbw
zFmNO>3NbJ<FfcGOFfuSO8p6dp7>&Se5e5d1b?uo9EMPSZ9EV=XFt9T)aPTlNFoZEM
z2)fC<0-MP&3PwX<Gz3ONU^E0qLtr!nMrH_vXXd5kmlrDpWaO9RE4Zd)mgE;H7#ipq
z=ouOq7#ivsni*S|Fc7E8$iT?R%D~9V$XLP9(8|Ef%D{wyfo%datW_c?Gl2!pHkdRK
z%w{$-Wnh>z3Bg{#h-lp)S}vRdp!gYWxqw1p6px0$Xb6mkz-S1JhQP=T0kqbJk(H?l
z12!=R1_m}pW@wv&je&ttih&g}G9oyIQ5w#k!>9pO!^FVA#0VQb5nRH=1Y=8lhK6<m
zL_cV(hJo?_jsLe9oEbRS*x1=vIoR3RIXOAFctm)4xVd>Gg@pM<WToWgWTj+e6jb!o
z6_j+8Wn?tWHFXROO-xMW)h%r;jBNCbO^iT>FmiHo@^JG=@bXF+Dat4skqrJHU=ZYB
zNM>YUW>jQg5@ci+Wc+`GL7stuk(Ch)pdMggWMXDvWn<^y<l_E+gkh@y0}~@NGZPCl
zD=P~N0|R3%BNH<Niy*6zqM;+3a9|?4QlW@Z<HUs=%1#>(iUwW$pkka<)WpdpCN3c<
zrK+Z`p{ZqJYG!U>Y31zV>gMj@=@lFj8WtWA8I_!pnwFlCnN?g;T2@|BS=HRq+ScCD
z*)?hMl&RCE&zL!D(c&dbmn~nha@D5ITefc7zGLUELx+zXJ$C%W$y1juU%7hi`i+~n
z9zJ^f<mt2LFJ8X-`04YPuiw7^`1uRuFOWaM-U1DsfxU+2FF^(-MkW>(W)^mkzZjXy
zK^_-mVO2C_6LJh>Pb?HxGHT=yahkYr<3Ubk<Dd_sNktdA#8gZks(u7{4eT@GJk~^(
z&)^<I`0Ew}4>KbJlOVGogFVB?8Ecg4ABgT=SmF5ftdq5eQp`q%jW1(@)~YVD<xl50
z_U4Pez#pz$YZvorI(ljyd6NvU^!-?`ZRO+mA&L1{pyoL#V=Kd!11|-Q{&X0Jq-@|Q
z+%!dd`(o>-t;?=nl9<+2wKQ9vC0l<%eV%*LvBT=$n=h0fUs~ei=ksW_r+P}#(p_>_
z)3{k@Idm<ab*@w@-1@^0jjNM-x0~qM*law!*Wiq$(x!c<X73D)ymZ8J@oxFa$GJ_`
zE>`_5<5I9_VYaLM;c%&*Co7v;*G-gcbpLSq+;q#WzdicD*KMu4>RvoEAvNsPteY{7
z3cR<rY}w1_>-93R*Ij+B*4C*OJMG%fg&(Qbu(WFrUsYpicB^vM%{?~-Qm0?34i~zX
z#VK7FQ=wCTP3eAev)-A1+u43C63!?*u<ETO`_d}Ix#y!q^(>X|-r8cnLBDVIx33Me
z>)&(Dn!4C`UHVSZLV+dMjqf|Fi+t(Xoe-WX<+tXF@|C;0mCj7l+4zoKrEJxV_3oyp
zo;S?u*_P4aKa<n7lC3f5r%+{FnqAb3!w<8<_iqm0v}4YsJFgVC6yE51S;Fh~-ff5H
z+jA;zJiHag^OmpID0Vx(G`1#u@19F>x2#ROp1EkH-aT->K>Mt;pGvyqa;tTV-ArCq
zTX(Zfw3*EDpmXkx2U<Oo{jcmXFHLjUvt^Q)vU1g<O;c3%J}Gh9ul+R5Wmb@@WYwE3
z`J!3h<)r1Lwr=UYc;U$UzOL-$oMC>?Bv$I4*YG$S)i_IxXRm9>o2&i#JWJV@^r~Hz
zeW)eCrYyPUuxPTM*34JQ*{4Mw-FFN!yW7e#`PPz2YJMtC{ClG(?K~|N^fd35=#!4z
z6DuF@pK<H&L;(S}JC_TCqrMomMkYShbN#3-x$)59jcey>eX6w!on*gfxzgN{<>F#>
z<z0a*#o4dCe)e(8<w%pvJh8MGvGYtjzHK|NQo7!nvppi^(yK}d8J&VIPuoMfcAhGn
zQetT@7+$-+>onc}>xU%g%Zahs0#nx3`hD%{Nn2d&6`vre_vX6m@~rKfUe@0%IIw2T
zZsz2TOFIHri#)w}Ct|78MZf&?;s*PQznK?zI!}!IC%1UHsp*Ap^Hyxh_f|9eRDCrj
zZSR`X@;V2PZr!9L5Wuf9xk001u2qxv>1kYxn^#Qh*q2((BbsM<=jc;bS;JYcPHhy`
z2$_<w?#UXTOWDEK_HSJ58Buuh(ehZ?!lN}|z4J~_+h%SO&-6-am&vwQtEJ}T7dQCE
zbRU$O6tl(1p)R=h@X`{eo;6F{xAnd`clhu;iCn(FdiQvrXU5Ix`M$c&YO~d}?v1+N
ztz-{wJhAS^<vd=Q&@5Gxi%-AV^L>r2x)-Tncx**syT!@1>p5N=cD)j%y`$;8;9=(1
zkr&#vcO<EwO{pk$68-3<^krSS^4o{5IT39qpR%lHsJhaf@_U18vev3^wp<aCTb5p&
zwqUD(-JkR>@Ba+<T({_XypPn3%beHq;<t^-%G<@JCNGx<xv|-1Y;8U<r(NE_^wKM}
zIe`!U`i0!dI-eF3Yg<(DI;ggxOtg7TopsReXK8)&AFf{gR9}Ltx%X_ae!IR{vb0-;
zt-IHgd1hRGwtbw>M6S$<zAAmoZNjb66Ehdzo!B>5>w3rA-g~p0j!z4o^DBJT>(5Eb
z*7IyO%KTVyW#_Tm6+xeaI`48V2<|bjx_V*D$K`jX%w(9z$6FOz7&s@^;$45-J~LBg
zt-!l-KCf(!{kphm-@AFT#;@Nm)G0fwaN?z(*gHPMxT`$#Hn(I&yE(5|pH#8Pa9g4O
z4&RSoUdH?K2)D77<gV<VzGtRyZj{f&Tgw{FWCTyFXVyQR>a-@?KP_AHZp8Q7xpI*Q
zo@^FwjN1R9C)P={%kbpO_=yRX%Y*OPYMc(cdF@BlqxYWM#kPx`+3;NJNy*vLOr0Wy
z)C9-%3zwVhy_TpOdr{>2wh#RCT;+QW;-X^|V^2B04YgWj#T%3x<FU}YB!6=*<Idwb
z*XL&U+AiCza@jyv^PFqCWR$0{>6H(R+}2&2awQqoar&w!f9bK43hFn^x;szx)~UkR
zVFyo~SQq)er20nMPs`K`P7beJWenbAm74E~YhvY|yC=-`LB>08xvyKrE9Jtn#ihif
zl~*?V>&mZu8)P@p=)qf?>+`i<dY$=~v$E4`vCo}L_p&WqjE*>^D{hQtywcNTkbQdH
zdUMq)A3kbY?sQ)%Gu_br`;1`MBSt-WEOJ+8wX7{x^(%WOsvI%prvpRf(c<v8Dpt)N
zPg47{ULCSNAA9Z&_p=r6ciUvN>D6tua;d)ldS;r~((tmniJB_ifzx^t`m_=pMSrm|
zE!Pp%Ty0WxGP^`ELDPKYqh0Eq%jRpVx^}SL-yLA6c+&Lg<9L;%#hXkzzv}hd?h!a{
z{O9ns-Q2NGx1L@|s7~82arjc;-1A9$?c5ixbK3Nv!Ew!9H{EYVt~oA6$xjn+T#r**
zqIrClyGh=?cFWWScdhnp-&A=?xPe=aRmD!`%C(0#^~_xOPZ>{+6<Y3Ba=BCFwV!dh
z>a_QPm!(sV7`$;@XMAK=%XD+Ev&Xd0E&t=TTduW2KW)jbd7e_MR%C5b334z!XuYj&
zd0SzNkjgTvNiB*8-$pK9dDG&a-t8$Y#!seOnyM7~@f9D<dnzp#Y85)!_gxh0)uJ1w
z6IYyw3ViFzvh(EGrK)Y2bI;8$n|N&9pZ=(OZSN#!7Iu9oG<kaF=AYfYOZCcC;tnXY
zPYhj`e4kmxMLW4Url729Uafhi_RO+hDXo#~q^l<%IPaD8Qrsy_Tkp!-*!>Z$_h!lU
zUt2JH*M*$v;$^<uoG0GexK(@ktbnt}w3qYx>1BDmI&`^t)*OEm#^U)^8(M_4zpq&v
z+~mFU+vJ_PE^ihjgzxT|qUiU&*y8R67nYPc&t@fBKKK~p&wSoXPd{kqnq!737HW&r
zPOg_14$J!T^uk5G<rnHiKJrez-?l)gejRt)chl=H%LP1DTnvs?KHG1wP~}z8yt}Sv
z9nZXZx~tDxd}5633Xf+yf9Lw@$;+jm<Kwz6R$Qx;+S>YZ=PW~CwKt4YU(fey{wJi;
zWyUu{``YeJEB%(qU4FUoWZcEM*Ms}wMP1icZ2a;pK*-{I-ud8pQ+ppB_4q2Ur#wa3
zHcQ!inqOUdZsxrU(Gj1xxtGklTU2@6wD4P#L3ZDgn6!(({Dih>B|bL2DHhro*gT7y
z@!HO}D_^f%7v1qdaNeWU+z0j;eOcX8Iq_`Nrll&sd&OU>?2C}ybyfP0$)2z;4<0L@
zI-aE5u~2RIT)v4bqxbd7ef)jEp!RjK&pb;>zv}DLJC|zgteSsr$1S6t<#lgf+)MQ?
zD>&SGHtp8^wTA_ypRu!qPv^=#y7|ab&mER!dhK>oxwEo5iY!GI`_E43)vN6*G;O_7
zdTeU})1v3=<Fb}*60=^r@_Y96rM{O|O8k_2Dy7#OarngNkf~*#uPyIra;>{MHAyji
zqTY#LKbLjhc<WTVsxxQap6hj$VV7Ej)h4Mm-Y~oWaJBT0b$hl8+b3pzxiNET(ZYPA
zBL1wL=In&<<|wZv>e1_sO{1)(_sL#;zEzX$kzoJY(v^?8Z*vA5Rm?NKw%@FN*QzJ|
zL6eKyH`^M!UVFFX!{Pg}o5dz_embAnXYZG}PjVkmXMv~U%<hEriLc|z>=v(7RlZa*
zl}BXae)*0Rsp&T_83lYvs0z1zteKy<!)RHUW=LYg`+M6LT3%dyrk`7Hy-cX5<Ck=v
z`7b_oFUg5vo_q7z%oP=l=g%sf=KB(SH2$vb&WDwA&+Ba3nGv1mA-ee6PR`#)u9rq-
z&w3ulEN<#O(YE(B@1ZN6icfbQU&^m>BJa?iW9!Y6-zl2&*obW3dMf_b?tB*OqJ3LU
zFHI_MJSe()`HAZ@5AwucTX{D6VXD2hym?hhYky$W^0I=E?j9*uUbAm5O!^PiwoVV9
zck;@y<DXZpbuyYdKlsxcKRM$SmtU2N?OO7FiRqCelTOvedrdwZ%+}-OS1#mRaaB_z
zc<%1`woy&3T66ZkDQPOxaq78l{76zSY08EZ?y~M{iykV=XQvfBNR-c+Y`G*~&EL{b
z^?X$BwN36uMOWWx)qL{#<#F-bWS_^yXT3Iyyo?WRIqJ>#bK-l8I~!DW#UB3*;ix>h
zK3}wJYUJf9+c(ZhPC5Cwc=xSI5AW8s?N;wxDI>E~u4T#2u17wyH=ni5H~oBC<{>-l
zmFrVp>OJVvRg!$DTxNMR|Bv;B=O5M9KD(=3+jN`XcwYO(dZ~|vQ!Y(T4->U3Iq!E>
z$$gT=#8X<6oZPBQo_|<jBVWl=Zq?)2zj;k#@byA<<u9TSL%RZU=Y2E$e4#M5uk*|G
z?2dPeiF5B8vQPZF(#A1gZTUi9LHqrU+mA8)zIT6Zddtznf?grlo}YNIVXHyKz48wy
zK2@g9Q$OtVpg%A&{FAqu|CIYvT_u*P7QYkSZlNCdlr3)S(uKEe&)l9PuWPCDeSOuM
zwZ7Xbf7XfzOLFMWyzJ$6ft{f$)ZxH;=6BDT_UzE*-+jchcu7~eR7l@T9rZb%!<FtO
zW<2@*s$%W(KtJtWHgD|smdS0Ie{&+U@XJ6;yD5)c(|*Ra#jKhbsWS2Js|z2Vw#?f4
zVp2lgS#dpo=eMz<=_kE{tLINi(kcp?>%ME}#k)tOTpezQq`Y<h5%N!LN3Z(s-omG=
z8}{vdZu;bkUx-RS->Txnp0ZH|2ODLxrtQ!FcGmLH-!DI>-`g`Q=;^AN4=+sD%{cLS
zrOGt(!)|w~x)xS^@;pDSUhCH^Et`{fep`XalM~$zxT*-g&zZl=>iXq9M)R}`qOIkY
z{=Gff;JN&%8MEEqd%at+m}`|!>nhO{##Nd1)r?<dx?Uf?)>~ui<-IB?>#R{5$CCAv
zCuO_kRn0%Np6hnSqHn){ht6E{CN%mayIiKqzh;@gu2r>P-_2k4cfR*!-K4FJpFgcQ
za6<NVzj*je*^qRp;J|5bR*D3A7i?;GKO>PmuP5WOiQ%%WaC5;O>1B5=DyJ6D+p%6<
zWW7_EE!Wmdd3NpY`8pHNKi?&G;xOY&$KB2qGu2N!AFJ;ARFtu_WAmGuf4QAgG~K*+
zF8j7CYype#ZP$6v^ElQy$6r{p<@aNeEGZ*%J$Hrhy*-ByPxVt@JN?npAhUP<^S?y1
z?wsUoSLS~E+O})Y?wN^wU=6&?wB?AUU!HbKZJs|@M2<<;`Nxwts`RX4i%9u>S=1#j
zveMRLU23)5k)JW^b_uJjk=e}09}^aP^``f`B?>QUvtBw{8uQet1uPYRmU&dCSc8S<
z`;uuU!56}^K2GgBX;qr>dC~Odl8VyKcT#UAv+iJVv+tPyGPd+#*IC7F+Zz=-8z1n5
zBxiY5^rv2wKR<J7q`$<A`*&R}6g`*UTN+UrGv|w`-pr-5y<a}%;WkcLHBX!K>eHS@
zMOW55=5+k(?kxAT_KoqpMQc_qS&%+~x6=4szfj(}7fsdHmbXt&68ZIb)^k%|qkEU0
zEMhq2=34qt+t+*Q=H09vE0!&|`7A(T>g>XY)ggTc1XeMK{$>+&n#UPdbt+1};N8>2
z1w6k#2A-I~dp_Rlu%N5oe4|wLG#88KYol9w7vI`^Dp%^xCYf()H>G=*x`xaX?fqaC
zzH#=046pueO`D@6FHhdvzvPel(!<LdW#=h!nR_a{4=c6J_v(9dJO0*UCjaS1dPe+F
zf3|a~z1-;^J@1&6$z7LuFPfxl*-xuos$6*Yq<ux`YLQECSz5O$Meg7Ud7{5GG%H|^
zOt9rVvDGWjSKryFw|JSB$HrF`5|5w044r?Zieal*<GoC4qaK;-tU4^3r;LNHihcTd
zy=Sp$#pKLitM8qiZC!TiPp@`S*1F|8mlrAvD_E$^dV8$cLjA&hW-pQW&Hc{D6uK;g
zxfo>6hE0kNou0jd-NxX3pj@We#b2!XiC$BZRTr4<3F=w0M)Sgfjn7Mt{JvaVw%Ns*
zpFd-{WQNC$pH03EnVXhw+4e7Zo&WdU&z4$hn`B!A&6<+-Zq|lr4+S0>M0`=X+Wu_H
z`m<%BdZDhztfi$yCq+$|_Mbr^a9U#cds7P`f30V#rS_!<UdNTXYHf{<o`0^QRqIBl
z=}sR0Wp149C6%x5t%<%9;ke`P;%V>unidtV*1mIUNw(MbsL5ullUCh-DO0P(|HE_3
zivwNediU;a6+9F=>&7Vysmsyad@D`A%-`A0P!My~`p%X$GEW<yZC&mgJYRFGme*9j
zxaHFwmY=b(I36|giO<8f+SlKBcow>|?OnDp{g!uRh6%@RAx$nt`MNDrbxan&^Ewfp
zT(jfj_ZRWHR)(ghr6RJ7f}Zcz`jm3&Y5ysE;Q-IM&&#7;AG<Quiz`0u$<fI9t}niS
z<hSCyq2)KbT=>GbWv{Hf-1AyfCq*hh4gG7o`m@g7l^37BsruO}{<iW=%8o6KDh8IG
z{6<c968>tf*<KWT=p_T+k&<)TRa15;EDgJ`k!M%zlWXpVGj8;lMXhwqmTi7=dY{YB
zDa`XS-I{vWl^&Kn?LIZH?3Rf5aepJ5m)TkMdv56d2r;+n5kB>wA-(qE@>Bfltgj@e
zOf?neQHkG@J1?T(;-+~mp_;i(jh~H0U(Px;XJ?7sb5YNbuBqRgg+hGZTG$@tw=7Yt
zG+nN@JzZ$s6iX$Y>ZT$N+m~z2?lGQRbUpE{Ou{;UChyIvO}c*T%pS-*+B|pmg*Qu{
zO4WV7D?KasmbOiifSBvCT3-M1ynRs<yp6uF?Rgm|YU_U>YdP23@5Yi3Lz5*B%SG~M
zt$sGMG33ehkfiVFF-hMi%ARdKa_t9mp1aLe?`oB;wP$|MtYnb6_F>h|n82%ko1PSQ
zUU|9k{5RjXN{2bWTBxm#iFH?5`_wG7g8kZ#ko>?cm0dPhquu8^Jh0Y$A8f=^tNqo7
zUAIQ5KVp8UuB04;OkKz!P6^T8h}A_0mOhgUyzL>P`TA_JjlOcwjGyZwdIV;kU|KNs
zu;p>bxHhBZYElA|uTB;%tJ?Z*L5PaO?|E5A>eTmd+>+oikEizfll2#_Kb?{3HQBe+
zZrxUmD`9D-$2)W0%`iPM$ui`_gCfmsyUxuPd8-|7a6Wg(`Z!bd8=sfA2JY=Hms7ta
z%eD8(n&m54t|~q{tH-CSbI<wJai%$Qmagq+6|Ig@`I!4}v7Jhdg5-_8T6gy?St+5Z
zaHrDr`6ESj?Rh<!$25!PT$xnZ=xb~c|DNln%P-4o*-1<Kg=Ho=%D!xT6n1`g^iplP
znCITJXMK~oE>J#YR>sZ-`H9|vC$%{rt+-#kDX`>{x!RIQ!wXj|qMesnw42;k+qqkF
zn?dEPtkP@i*5;n`m}XOZ`AV2yOUk75r@@DhRe3D>^~P8r^-hnKOd#9Rv`N#=+2?0n
zfA!hx#PwH`dn&`0cAD-Mi!nKO_=42B($^k4+Srocds#&FyDv027?O3~#p&1IyLa|m
zC%S*=+AR92g*ATOvQ-hKtQpgFbP^_Yo|=5tYx1t1Qqgx0Hx?g0JxhJnqgnjcwi!Y^
z&rPpwJQWm_^i(D-__gonkdmlfGk)cMj(X#zlkIi>%4OrY+8CEt=jXXDP084{w(jlD
zb#u0_7ukQ?s?YG-^5YNV$~P>(@vih$xwdDyP4CVpDp%4X`9Dfsbyc<uoqf0Wv;6NX
zU+0CscoLi`w92zo#ryUYd!03!hyJ~gQ%?+fD1KpURPE8<sR#cvOk3-IThIRa>X6?S
z->mAk$N%h@_bAL}=ZZ7y>N~EkSUjtA+4rRU{HTIi4i?FNCpxZ7sxmxXsPW?2+;21Y
zKVP`=Y3Hi-LAQIdXU^Pi(lS4){?_wjHrI~IOng&$Zcep;^=6sLlYQ3m3T#<0@xlee
z)7tCZl%}7XP*NOpN%g2;U`Rlq1FHx_;H=e+|8Fw<e`xq3qokz3N?$*(ST8XpKPgo&
zIX_pwBC$Z<P|rZ0!N$I#ATc>RwL~E)H9a%WR{j0%{pt#tDYok2roINg1<t7%nI2U|
zslio#A<0$Q$(AYV_IA8nHWgMCxdpkYC5Z|ZxjA{oRu#5NVAHMgimgDx`bu^-MJZ`k
zK`w4k6-6m&wn|X9l$V$5l^g5j7p3bPT3TA_8yM*u8R-_Kr0Et{=9MH?=;jqGLk)0A
zElw`VEGWs$&r<*yn3$AbT4JkITAG<+m6n)hnv{}as+*K(oT6)Jn3AZQm||?Gn__I7
zVs2_^VU%W=qy)9TBDVl;J=UO5va_kkEwFMfN=+=uFAB-e&#@zFHI0ovx;BJ4sV<2n
zsdk{rE?om7T_fWV&~h8l1el(gsR5Ekh&mg6kOz@GYzGkua&fb>(T9h)9WR#x9l)q1
zBn9$laE%5RNg+Uz;?dMK8eAlW07;5RQ`cy4krV<XDIQH-qrpW|2#}<BG<A&z7fB&N
zlH$?SH5yzbg#by4M^o2maFG-OBq<(EU8BK8QV5Wwcr<m51{X;oK$7Co)HNDhB!vJ;
zibqq|XmF7f0wgIOO<kkGMN$Zmq<A!SjRqG<AwZJi(bP2>TqK16Ns32P*JyB&6apkE
z9!*`N!9`LCkfeAtb&UoWNg+Uz;?dMK8eAlW07;5RQ`cy4krV<XDIQH-bPq1Xu8q{Z
z6kGLjb$dI|u~ZDqOiUoe%*@Qf%*?{d0Xij$m5ZI7jf01ahliVso12$UNPw45kdK>N
zKukbTSVUA*l!sqjLQF(LNJLZwWC$ZO3kxd?D<>-}rwA`MuL#Kie6|(i3sweZMy1iS
ztr)fr`LnJ5?3H49`={_<`X8;(4^I!*%hb>O&%pKKVUN9I|Jvw2!MNljC%z{)cHen&
z{jfRje+FIUKj(i0Uq4i?x<RG;v;D)^U?+F4smZtY^kv(xJ@YcM)_9Vf(C+-7+5FGy
z4^96k@O%Hy*C6JuuRUvhW#ZBu``7wk&yrfRsek4%_XoRgN;5^&8~+pe&+x<Xz5AbS
z&7bo>toz1sCi{fsl24Jl!|LN!#D7cWJI->CV{iP=OwK>ie>9UmsD4@7sJr9WwEqlT
zU#u&l@*f_*wq<R}wwX=taxrtbjzv!O;C#Bp=HKVjvk!!yzE)koEc!n~=Q4Swd#&f^
zvf1BL{}q0zPT+@S<)iBLTHI+n>dcL0SM9VtpMPv`zTe-eb{F$!cb`_7yvtpBpS_&D
z*Ykfj=HGM|`LH8nw>-!ChWEGsMLF3mZU3^|ydgh)&A0pCFV}xG{d)e0{>|x;AL{0-
zEld>&zb4pw$#(Okfa)eA_WfQTX1}$)+QH1Wefg}Ac|FR_i*@@g|1-3x{Vrp<P?!5p
z<mm^oMfX2ll0UNjNBDwUH#VDjNUUBj(Z4tAGgo)=^51q7p9xhceX`$cy5m1Xqxp{z
z?uXjbl2|tUXSnbFM|=O??Z5r+O03ZRvOSD-cggBsUrzjLHSY0ezIXCJgRY|d2etnU
zTsiZ2_VmB^=J@0PBYe?^cA2zAv#!6jHH@s!2=xzM)EDlyy!ia|gV%E}Mfg9eKQ!+i
z*Y0>o6z*la@2~kiY_93NdyAI;c1z#L)6TED_TT4o^$&S>{b!iB;a~b6&HjhhD}J38
zfBjGNMSQya-4$wEcyDcqY&kW}u{}Eey#@2boyR{O|2hA|vid{T7XK{%GZ_C9y?!<)
zc*Ux>vL)`~YK5m&7mDZBeV%5;bNWx_um23K>fcoM-}gWBpP{wntoT-^#G{#CXG)w_
zU$AZG`T8W^zhC~=AL@ToS-)5QS^c5yU7~LT-+o*D?UO;JuiTlVQaa0jT>ko>fh%yK
z*ZpJj*Z&B+c6Y0iuKzU^_iwqZ7iTy-%=ym%N$2H%l()10i*o-t|HHaghA%5cjf20g
zZ2wluZ#?HeLrdO+`qLgD$BLYPBi#s1`{BMyQ(gxc%1wFPIs3-bmCXx<=hlj4{MuEQ
z{zq%)<vZo^*LF$wWleU;USt}xC7tJmV@}H7&b?u?ay`~M%V|`&#&4;fSuI*E;x_B}
zj^(|&=RfLZDK+0(7I8G?wehXCXijCBj8F3)d&R$rtltN6`>EqWI>~$8uc?$A*I4x3
z=ZKWd**}H<w$vw_{rlrTL;Q!ePh&zB76*QvIalyxhTVUL%JcmEXX>9Ws@wn2`#%H6
zoBN+H+Q)xb*Beq5xM}*ewEVxF?Qi~l26?Y6|L05j*Z)NL`TZd3V=a25iX5jM5S5Rb
zx%?ZS?AzjL`TYL>8ElpR)*qVuPw?k|hJEdy|1)sC%QZ>cVG(+At;HWb`PD0aF-M#>
zcxvlqBlmjsQR6dhjfH=o$j{|n;IseJHT&y-v@d++=Q*9rKcm5_YHjhSXqk!8!N+#a
zkyt0yCi>}|uFQiAYWBzGgNmK<KgyTu&%6AsKeS6wQr6WgL^u9gTG4Ukh1Z_z+~PS6
zih;lNhh~{X`hQ&h`k&}UPq}wfj<$5IU*mD`$(Q^^X;LqQ<sbWB|D$>K;m-dI&zID%
z{}JxAN^Ffz;_r~!tc+J}uI<xi%{f#NSN5M_+QfhR9|p;Df&7;YvT;Y^uaL8R)nWS5
z#ut|#t_YXj^6zuce}<N@dPp$!KAd^|Uz9s2b(X0~^*%gnzs{qx;GSejedTd^{!{i{
z_Mqfy@}n;Q{qkq^hjz_WWLlW<I<<4=^Yh9J<(`}VZPx#O`Lq2)&%fOo|5W~*{}JwX
zv8#8|>eoV+PbUY&p5cE}>HcvoyZe-Ssj%1Xfty0BD<!-&7ws|@|1B5)URD2_&i?!U
z*S2vzYK>Z-bLKz8rWfDpD<}T#Hvj(kZ~dX^zs2(39|t)uyV-B)+h^H-r?<aJnkyFg
zCli$MWYrx1c>bLKVeRs)b?<${X109#V^ck|ciE=@3{qFvF18m&_1s>y+s%J#uH@#k
zD_dLN3QgRWcyCtji7%_qESoqbw0O>^g(B;^?k6YT&8$20eAm?rJ64KW^=F(Hyqa<T
zH}kKx@(J~!YuSRmR=RIdzin*&hX2);{RxwQpAJ9tJEU7Ouc<%d=-VafdNY+vQkU1K
zdf0c?8~+nsEA{rZN64)HoHPG6DywdpDgI;n*X8buPpi8Hem(yq>`K7<)z`kIx!r1>
zbuMCFux8Ry(c+o8Vxg~2gZ!!fP3CWx{P{oH*Y?<cc=tMNf=*$6eqHmc>|L9F=&Tp`
zysSm|?-l!pajr4%df88_RYdfu9Dca;wED`=Q7^W$Jl3+?`JaKSIAc@aI&j+iZZA?J
zwg2MVxK{#tiE)vOP9A^Q_38I%wcb+`xAg5?x5qA(CuooCxjSn4{?c+;K|aswH$Ig=
zwtxMP;OVYY_xIMve^`6s?d`ph8B?>@K1!`t-ur0DHp^)jpT@1*zy3!^{mu1%zy3L!
z7vq-pdrwHgEy3@ruI8GWMzrVpfXcBw`$5US&)3f5*VJ{r8}_bRa`ER}R*UO7%AJ$%
z92Q$s-Nn0Fe`(g*oy$yjuB}~V_U%~y&FCw^J}hBv_p_4SL(gTt<@wK`b18SVujGod
z$6GUt{gQ0A<gPS(G<&;9Ou6*7>8DMCw+ArSY<8cPd2_kev_%gK=f&zz@{Ndi723CW
zMqknVn>W5Me)FdK>f6~F+<jMep8VFTwq4uj)7cEGcW(oJmU_jyEjzVabGL8gEe*q~
zqGv)EP0y9ij+WwdGxpv#g(tMA;g-hI+g=CMjJ>x_>#AA7a@(`#^2)+n^EEh%-3|vk
z=Utk^7<Sz^KQL~Yyw=f2;U-FN(w<FwbN2Quv#YPW#e0h^e}($)TP}LG<6zjK)05Uj
zNlmKex$SnVRP^+zh%-skb2TLwXRLh6xFxtxb1M&1m&OuCSCIflSCJrwMO_+5ShFF}
zRir^<>20@LyBVegy<MCu#(eQ{yR25J)0QKqc~@O}yMCrCzf+nJ<vf3n)`P9#FSJs6
z!<R;O$%N~ylI2ud^zz|s#;mLR=5JpiT6OLIv(v&|+fMCm)1G-XZN<@P{9Ywy`Pzxj
zQkQ;fPL`0(UiP8CJ?`1-=P_&3wf5}d%XN&Mxl6qDUH%+BOS`LY>$(0jr0;$&6eq^K
zsiE+=>Gc}xANjm@R@{p?zPGmZL;r!!<Zl*h7c$OsReAfx{$WJXsl}UZc*0EoPMY5I
zpCLVBkM**{%Q8QxY|3SGJAOZ>$p3ZEm-P-?|IT{4qepu74qf>lE{-$$pT<31mhs_b
z!IV}9-S4w^+AUkxdT3(2r@K~D@3Wdeuf6=f+hts<Pq!`i=GU8VyKSkwWw)x#^KH^k
z?K{_>ufG-lU`-vv#{&kDW^;MJ)YadZXEe{5xrxD6M2O=J<8g`gH=p&FONbu+6a2&U
zVSSGkcV?aP<)mGV5soDyoNrIQ3j8>6-s6Qwb=)F$=DQb1S#$=^H@4@@(+Rr2LH^&W
zLwkDfZfH0C@}J?Y^Kb3f`&qtDPpy9|D>`FF-p01jH_`nI)-(P)E$BXJhw{4YL(is~
zpVmFUc5#&H!jj@|W%Ko7GgEKPo4VSl#Yc}d^<>7SlE<&3H18L?b#<rZNo!udxBmF@
zj&Oy-u!pU=*A<dq2hS9p&a`1=;JiNB6;qOLt!>gO+v>UR!;;?ycjtTzUVl2~)8rS`
zC9f9S<y!Q02iSK0ds`xS^jWz{?TqaXTD6<qqq5vZ%acMkgtKi<*{b{_d(WOrN4l>+
zTUYklKjYuG?2C&#o<+|%H>+y#ybLY1=3CoTwtrg@cmLMzsm_x^)+C?g-|CWdH2Y-!
z+t68eeuX=&C_XiF*2Rlbvv#V~T{-di+gi&$t10a&rCRImT~!H~_Off!wWZ<K+2YFQ
zSF&x>^yHs;X_Ys(e(2e(O4sVNIoo)Z8Bd<gl~mpMEF|U_PobnVJHy}Fm;V`3buW7U
z(SB=x<M=n_i*=S6<^R+_);|4WWxD6ly=&*rUNbKGaat_zfK0)TSK6<7!~b!f{?PRA
z{K;(>^>w22SP#YREU2wKVfyCc!7FR!N)n|Ct2cjq=Uuy4Z9&G#7sm0)|1QRFi0`ly
zT>Yxb<^JtDc}uy3;O8#&yB^ETFN{~epLss*%u=&W9~{4aS)=6^BCpf))O}L8@g<v(
zQ&Wz<4%WBT?(_L|${=RZs;>I!exXM_R!5pu1uSb3d^T^xqj@WX3L`CLFD{wLKHV>(
zJY-+otIhem&J!>CwHt5bF<UxYV(ngI$Lux<QM0*8vW*9x?ba1L;C4!E&l)$)%kD2E
z^_(^u$J}O}-yS9!62K|@d)B^v5+|Qt;m^9$X4+ZUSDX3u)8(Un{>9&O?3~+{vWg4O
z-tl42DsvZ??w9kj&;9XSR6Fg<CPjxkQ;+*+eQT<VDO**wY;x|Z0~dWI?C<73lJ6~h
zSj_Gf_wD$(^gF8F^3LD6F1a_GRQvHd>iATJM?UK3KE1@l!_xUeW6X!1{=Jv>?V1`I
zSgclWoxJJS4y$vm88@d~GuWHCTr~B-+kh=8*PSLlIW={gkj3fH8xL<^TiokZy7DmB
zsi2*=oo4l|nPw_#b}{towkxY{ubw&YsJV1RyxxSvvt}e*K6L4s`8O@Mlxtr@7p`5Y
z#2d1t;o8L&l~X^gwB>o$wm4(eZ}-40rJE)`^XKc*l{H+vdabPC;<X`tk{30NszVZe
zV=6ueO1ySe?kZVxqGnhA-PLL~S8`=T&pc)8kY`(MHEZjJt?E;s$#7jX?ph*q$}wvC
zo8P-W#!Y=-&k&t0_O`Sn!i|q<eejR#ndXP*iax%jP-1_NfAXKz=hn^+TxjP#zi`@*
z`kBvWgm!j$+O9i4U&>(T>!YR@%GUdQj6WQHd2wb!zLDOKS9V*Umx~<}({kfj@7AUz
z(OO~raC1+$_~dgT8v{1V-I^?&xz$8__uAazPb*&>(m41!n8WdH&??rIg2fS*GLvR9
z-Fo+BW%AbB*Veg9WKGUk6YG}nYO|4tugA8fKbTF6-#l|WAam_``<Gzj#MbnnP0Qud
zQo{vSI?tR^QqO<7-~fy1%YW=YqV1L%<nDRCH}{ACp~6$A%C7JI!GE~$_KYUCohm8U
zpWi%It!0qK{&eSeq0{`58b<ru|A`-6eo#ihZH<F;SD(c1U)O!b4?UgeQMtJLa@OS7
zr+YU=FS{xq_AV=?s&4C#uQj&?!(y)6vm8mEF>9;L&VGYEKjO=CKSz5^=J|W)^OyD0
z{~6a<ONnh#>AQ1aGSf4m-8Gx%xnKU1{hoj2pKR`<aXgpyq%PmOY<bRRJv&c_BNOL`
z+F$q;zI}3`Y>a5hYwIJwblSVMp8lAZ_3P;TS)ZfVRBtkH&pNXsEV(i6`N!E0*1m7j
zOQ|?MKg}=5VQ>H1O7@#JTTkno{@%tf>n-jXy6j#5%bNX0i+dMKeMv1zJ(|aUZ)t%@
z3Qy=t5q+;U7dOjUh`v}EUwk!a-_v5r$xGSpw4T#?(Bpn>dSU7@t)Fi<)?MB>OE7$^
z_U-nUVNp!BnoddU=Ul!exhZn$7gOPAshbhyr6Sk1%T4uKnYHo!>HKZ0Od{6xW!v6m
zSTno3sC{B=$g5)6DXWV`BsF`s<}5I|*0;;DZ>rL|!#=mPF1uy!iw!r-a!m|6?)h|9
zk)~+4?xrKzVS=u%A}LpocC0NrIj3kMXU}%8{ApR2+<Y~*>)dva>dTh=JZ0OqcZNSN
zAF<x`XWxRJ@clLXKe(4yoc5U=diBXn-DZ|9i309<f94<lygu}becF7^JJD~OPDQ7^
zd9A5Zm$WZi^vDbu-E_C2tMc-_kN#|Dj(zxC{mgFVM`dvy-1C<jC+0POUSIHI>TkO&
zIl-R0(HnMedh=q5=(ntoyH}fUFIuz2;C0+LVcGU$&hvWK)ta#z9e%v<t-+_Aom&F8
z1QoiAzEi#@)}^tG(N!dLi9?{Pr_{T(D=!z9MK^S`u6nw)bHbOExw(yRqrR2>d9>f}
z;XUzRUp;oMdajyvr`u8Y%icNqYHQc^9bYNBTqeoz@~jC7<)(i_r+<j!YSmbI{7FUe
zk&}CQGE2(i9&|n5>T7>;_Pa;BH(U+-bWHoG*6SbN*Ux^`&##dd;i;pv<=S<#h1~_y
z_ilWC+kdJ0rLCpDx@%<~zxy2)cPISgx72BmicWnxbUiG4=X<v-uNS!@fpM<g0<*kI
z%{F9gSk$G-0B%7o>T(bXbXDNeSTuuG1a$69(A%?N52Q10dwXx&61cBHVzJ!Sy$fG-
zSIf`TJoN2oj(z)Dvj>`gUVn{Qe7NSh*&%mHS5@&<`=0aq#99?SwV1?T<zTB_9d?0t
z{#nU;+WeVrPr?tU-PAKzUGpMY@zl9l#l614w!BhXa#cd&9M1-C_uXGTYx9<G>(5I5
z5=lCJ(!%z2(2>gSSqIyM?pm(RNHthzKeZ^NbK$x(D=*EJFsi+EDtf*3yE(PlUgsR;
z{jcp*S(DYfSMB_n9S(=PzUp({cIA06VX^5msn{27DLNJF11^O4GVM4odiJBo!z1^u
z*-ifuoG-H5Ap7-yhNiNOo-&i<q6}NVeO-UPp5@0iU$N9XPZ(duXV;yx7dE+@$JVIM
zZCAF-oZaGVl|-idE!WLYH;TJo;`a6tVp`DWzEx8t{MNFy#SNwAxq6wB+twBO@N52E
zut$ISkJ$%{57vqlE$BUdZoyZk{Zcl*xnlEI-j8yNSW>h}@f|~+_Sf~_*8P~6{op=h
z{FX^A6BnoUR!=)x=XFo}mH6cI8fPYLO#9<`wkFKV^IFaF-BUGBZolwc?8s^J-*#V3
zk9Hlu5VmoP#!Y7BTb&Q(k7%FUZP#-!gJ<F=Es5MRGl}L{k+K!18?^Y}T;6T5YS+Z9
zGK0Lp=}SH3#NQW(zk7Qir*zeShMVtBPyBVoVs7A?i)GhL>vx}xj1IC6k;?yNf6sKu
z=DZg>|7f3CwN$K1<Rfd?wz#izYnSRCPtaagt-9*d?Y6g(PFoglyvyU1K0hwwX;s?h
zl&z_+4C6X&r@dPcmU^vEdWC#z)s&BO&&|s?@$i=5%fP+sPtOStx~2cyRAg61=s{-F
zI~%nZ8y9w-IGx>h<>=N!&t<}%d`mGiyUg0Dd->_Qt&!2ila`vKMjyI2busV$8F&3|
zZOPg8MO1a`X00b*R({)ayt%VqllAPZLpuX!t<26gn6Zj2O`XfuuP{1E-*8{z(NcN-
zlD~TX(izENQw}bhz2a7;NII8<%;(rCspn1l<=kJZzq$UP<OBb~{|ww2jZ7z|b?Y2;
z_&M`Hn)-eAuj><2dB0bDv(=vZVd)idvj7v;C}F8Lw<@$7d#cO+XfN+=eEFZ@+WLzz
zwR4mu<^+Y^oOx?|``gmroL_$L2#bzxF+9~{B<b-l`PzPk{aNx&A1j=XN;Ni_2J#+0
za)Y6Wx9;4nHC|GYl0l}DX?e}E#ql%kw;o%_wlRIptCqLo!Mm5eTVkjZ-ajKMF!s#V
z^s}eVpF47LwRh_Z<)~SEIOWsbAMW^?bG2pFt7XfAyN=GAYMzvEXx`S?sO3>7=U#a-
z@5!sJRd>Ty9J{glLb%QOY_98umomL}PYKUlcx=s*?{DLZ(<`5Bd*oZTPvWYO|Ku{>
znr}vPcIMR`JsfdLYfYjq-=ePg<04Z(x4)V0=qj>>=h#QrUB1irePzFF`uMtoPOJOc
zs`WjluG=@Is!uX7jEgv>lBRxb-+rB-kiU<AKJQcaT4(4q>8h^RzEJ(?!MP$W;TzA?
zrM{WScPnt#?7Yl<ahi8xrrmJ5@@3LurG_<{VoOy{Uo^;?o7LkJwq{M!hDo+jrg~e|
zZ_i4Z*nDg5ta9GSyNkD7oONZX>OL*8_FG%Z+Ftt@c5OB8t4R4~bW1DSHHtUiCnGyF
z;K4MpyFAC*7G<pVUHEN<l+<0H&sm8zUDCBHdu8J?YFF)c%MR6^SF_^NyAG9}<gU~$
zI+s>G-Wzeu>grp~r05epH#v6*_w6_vvh=jDRYk?s)goVPXCJy%_41eO8e55m=O5*t
ze_ERs^D!Xm#3r|;h1(@!YO`wI<viMNxn5ms(v<$UJnN=fNobY4%$X#qqg^O{>~WFN
zTZLa$;q5<8J9|s7bYo{1eHY#IWO8Gi_v4je#U{N6bbPBNeLasYUBB?>@{Sofwm$sE
z-ZNu9eKoZ)VtpO3PV>>euk#OzPI{KQbc(ri_`=w$)4ATg3|}}oKk87{abAzxNv{p!
zro1>l^U})7ed*3&4|Dfs&kEdl(&EPDjoa=jd|&t6al6M8mY%d7Ywcc!xt=Zi6=CGI
zhPR^PxOT+PJ%@sxZhRxh-7B#`Vtwfc9gW2F$4@0hKmBKD`{PjZE%r>sm-P$n#C~kL
z9N2M0Mf&4~>rZCBlUlDm>Bb-ZPJ^jaR0FjaUwW}*@vJ|OuGy<>7VFY@dA&>LNYQ-3
zE!Da4hd;R&b-mo$e#X|dhWk;(r0Wqo+YCQx3mC>1{)zkOVkO^}C%NRXK!ASDqkR%r
zq~Fe(vT0t=k<VY(-`rs)n(P!b`|`rS+z<a~yYpLK$)CQkL%00<^0Qgu3)b>)e!Fnd
z*Y%fb7yf#_EiE{D+S|YmkF}xA<zCrQQcDB2hMbrr9QgM3wJp!uZ!IwMIcyX5D&s|{
zc%Wi?y;tQ{<*mM1`{M7du5K<7owDrF8P&j}GkbI2hU9JesP14d^)l*8b!et;?TXg2
zc7LHq=k#iAr!Ui*eI$Ivx^vkA)nPTa^4_hEn`#qOJ#VW`RP~(Gy2|d+xl7-^4LF&(
zdBwV^k+ywDJGyTi&v<!i@ujsUY;$FIepzdIwsye@W!)$P*WGJPb-#TPO_P|JJ!{E1
zt*I=N?&uY|_O3o#u|j-KV^~Yd*LBSYuYFs)F7ofjE{99&zR5bAExfYkA=^2vt#_@8
z(r?uBYzeurM}66i2F8eHGwW%R=Rf^fy)#9+@ZQe%{3j+KTgq``0iUhK%UG7k$?LuT
z6`xVJn$hX!A9nu9nM+H(cC5TI``Vl3l}iq;iaMQbldV#uca6t7{OEph8@641D@&iQ
zU@}*DwC~OKF4M4b1y)IQTkWU*y^~xkMZX+%ODS@Hmi=l+xMY+>pZD+Ow?6n;ZMBJR
ziGFJ5n)q4py%(Ei%FmSiwdRfS7cSbbys%}<9r>t&wE=5XMFPWGEW=H+L`5U(qBcve
z&)4_96*Ds@^VW*Bd(8}v&w8#nJ3Z?5rFYXU&hgf}f5@}u|JvbH=JUx=u*@uDLCxuj
zm%9GVZuZTnn8u~CXzkW3uDnqqlZ2M=go_(+D~evr4rffZxvr{y=I8py`65~mU!`%G
z1ns)>%SI?mYQo#anakfU&H7_}bKXQzQMFrU*Wyk+-YIs=>`Kp;+1ctIdhV`PlXDXu
zof7Jb-7-}{B+z@?0+vNxS_d>1bunn3zBSuVCiDO+_vEgcjMxKmTbkdet$n#_e}?Z}
z&h^R6j!A|lFTK4tTiS(`Ri*COzPYn@=W5+clWZ6pzgGvoy|@2j%xZpr?xv+~(+^E@
zKk2*EcN?$NiQO@&)z_t0NB*5x<YxFbc4^VC!}&?oY5Ubb+B3JUZ|r&caozGdzM`Ow
zH{9j4N?W#jP0c+Uw|)EV?`?Hc|5bWrslWNy$-2ib-Z5zVy<?WEbA{d=Sedv{{h7tl
z<hS}e*K5YzyP_Yp!?Ay#){(+hUnQ0wPt&veu&!MDUAV??j$03>JeT;o-r<7jvyHK9
zD%QE(yK(eFSc{SIpWOvp&st_LobpohU6t#;y(0e^G;++>mdq3X(YdlhKeX*XgYV9a
zr#*i!-7z@t92c0qOXAbsY}Y)`SH7x&Uu<qZSZpi#EBS-<w__i!_pE(*xpejVH*13#
z9p*HwtL?A)WpzJt^RC`F=^0PLUW7KTKN69ybH8H62@CdL*B4bdKVIHzqbff!eQm7i
zc8RV?$%b#Q|7Kr4{A}{lC0lK(cE&vZV^+84?3$=UOSXLMDLu{g*}n6>{2tQ}-@Rv5
zzkZ_X&ap%+`2}00>Cfk@{$0Ljy03L{_BV&S9?A2c$K|f8Xb%3UdfLCXQuj*B$7hxn
zzpBEfZq5wpUA%Cr&88)DmoL0lQ}*NJ>YA*NjJtNFZ@-+R;+VO6!PorYOM7Z=o|I0R
z9II3I_D+b<G5!zNd(S+1ck@d~#<7-MVJRQ?3&C~gzqOu}T)Xws)#+;e8-8lHGW8`V
zi%B!=EzsI?^!B^1ThZl{-}CN|s+qR&*bQdWjAkZZ(@3N6S)RFv^q8Lf4%>4r@9n2a
ztX9(Y`YX<6gq|ysHNF2{b9LaNLpRoTJUs8y)w*R;w8f*1b4``@F4v6Lxy!g(@OJM`
zo6CQ;^{+U8X?dU0>AtVeuO9xUXVJFJc-9rq?{1mBN%kGg(E+!9){4zk-D!U)yDe}I
z->-`G#*AyO?r#Zm{o1}j^hQin?#t$o)Xls%f?G4)i!Zb(8h6C%oVfXHnUrPdxm#}(
zFF*eGHlmtATtaf~J;N!l)%tk9eB3P|s{XCwb_2t@ty@ZT=Y(eW+GjmU+O6@(a@RcD
zYL6$k&U`zt{MO3PA@jKYGqnG>)_ZA5Zr@k;%!ySA*LV9Z-ZaT3(&g9Y2jXvYS5&Ya
z(^U^Xw|Mz6gU0!M%@>5K_`QCu_V~NbMz=CY#be!{!++G%>TT~|+OPRInejx<{I!{C
zJ6C9}DY$c5&bn>=l7+Lb_Ee^>d>Y!_AN<AnQTkh#S<7ac6y0-Q{4(P7$_ea+FA7hx
zU)m@A<L1YVKdw8XeeKM;eS7=v{%6oEdsld)DqPsad{*<j9Xlo^@yjI(H%9+rZ;AU9
zqGY#&xvyS6DpcEFpmJl)B;U=?w*>lg`t=qE>y)0j`D-dydDBLzWts=Ga<@F~+x*Oy
z<C1d3%U7DOX1w+1j@&70u#9VKk@)Rvs~3fAoqXj>raEu8;R&vZVY&KCH&3q;((397
z{w^HhrR8<zYi8ISsYzuSUt-0N37p%l7oA=8ZQazog%gV=Y4ZnUA8i&Wo^@gS)pfbo
zITepD%RaGo`muV>UuMzAL|-`He571@f9316N2ae1)R|6P`D4<(YckqR_pTnW+gWlq
z#eQzcq_UZt-uNba>jjoiw*ELL)oQ}i!^e)?I=5DBrJ-JtHP=bOx2xwx{K+!fclGVD
zi~U;mdPk~#T;0PK?@rBKH2w6-J*(pNZ>^v4<eO^3j%9Du*8HsZ^4D8Equr(Xq)5)U
zm1VQc9<L2O`K``HTXLmn)8zvz&ZJFy^fWsuP~B^4)M`G>gB@=JE?(rCrmJhUFznk=
z&mY&ytd+I9PVpK}2$^!(;Z8``Go8y(@>$zfX&%kmIkS7glGKy@Tf-+wUCsC$x};ll
zOIqdD4X2AW7n!{H7d+?5x0NXpD|$=S&r}4ptE}tWe|Vn7WWWAXlb`orxE?9qx8}*q
zSsy>SYR6dpy{5G1*UnO{bI)%iSR9t0e)*f{J&iAWqmSLosb*f~8dteK+dUwm`Q25?
znM?9#c8YAg{XVC0{@T)qAEtcxwfK4Qn*R*avyTPNzHl_;sAaNl(3;d$CEcR0cFLcf
zy7aVJo3q@#E#DIVm}<t}Wwo>5uR3|^_nf@)J1GT?Vd7my%dCSh39EY@J@tFer>Wmn
zH=Q=Hn|ke~)yl08CU-qoXg|F=<LK&hYej?IDl0mUE$ex^_G{?G0zTf{7jlNXKm2{<
z%hI#k<HgnI8#e1ZhaG)v&N3%_VmK$)#KK9t?5ei0&2@RKT5^8VKlwlTmu!5wqVJy3
z)!YAap@hBjtS=|tEdr;TP)pIDcUeClxV<>d`EBgH){oKg7nKDMS1R`ZUUQ`D&wmE_
zLj|*+AKG0hKjT>qKi8(`hrI5&-+o&trRTlkPxg$D;YWOx4~ylh9=-L1=dFawU(5B=
z*6%aT-p<``IsHX;&(*D`?-s>=H{Ly=$f!7GhMjQXd^4q}N*M`0wn;0`c2D1ZQ`Y>b
zey4by&AvNJj%O`@(p$y&&-B?oZ*7^bs}ZL@&RJ`g%3~pO{pF0Tk`Gs|YGs|2-;k&o
zbnsG$#%fo|CCuJWE9bIi)b`|_)xY^?|L*AD&g*Y2YAIlS9cVQ9*7`~wTg_vl%iprU
z<vF(X>rvB((gm#X2D3t&^Rq7BlB!NiS-aXiFjyxs>(jD#%_7TA{AZZ#yz)-o+V9$L
zb%Rut_j*5_`pWprN-?9muKuRm6i-h%Umg3GHGI;Eut&Fl2TR?l3Y0n{S}r_)(%Jgm
zk<-oUu3kHx!=ANRbw=LRtNsG#ZbeL<{O`Q(ZBeV2OT#ThFC9;sH`V-xc%EVOp1?~V
zm+R@A_$M{bIzH>}zw>faWwup^D{%GapK-rd*^|h*GB?F=gRPa+Mx#~>(fGuy-Jf;6
zpFQuL`8J;4&e(g=?WJ2UeohK(y;E@bhP;2)*Vpphw?dCtADmskP+9)mKC8~I4VEvX
z3|~#pY?!pE@qN5@&k2JcD?h(E-+9I&nX_l*TcOSASL76aY?vIiY0JvY?EAc*<&*DR
zZ>VwlxbUM$6L;xtu20c28^5kAa@)P9KxN|W>uOs~_A<UpjcGn#6Yj>YdpPydv*@{%
zd4VmbX3Z(LvCH36w^h1y<vQ`4bNgDlI=cSaS<7!&J7G(pYo5WPF0D%nQ8VR5d98N6
zxH45YNo?QKrBgyS+%@r?kkw)G_Uik@&sJNOta81%Se@lddi3(_jMH0h&$=49xUPq{
z^4H1j^S-9Zx<%|VTz|XBUPSw0=CM9Ao0FxlDz6q~#dF@?a%!({(4MQx{XbUE%#BO?
zr?pn)tol8*y)l=M>Suc%X6LOr^YTH?-$zIPK8`hK?^^nO<$*_Cf0(5^R?i5XTJ`Sj
zyQ+y^S|?H^zAb;d^mdHb)YFpNCe3yA-^{or`PTGYt)8H7agIf{TV~g;iV57bX_};M
zdy(vxJJlh-Ygc@FJ@H|*_Kfx0CeNC2-1pPjqEju4FVq|<33{v4yY+0^b`39$MH9HT
zZ0Yuox;JUxqvR=7mmg0)o%4NJ-r^s%uP-iF_wx#@T5P`Vx%0BuXNBGr?+Dv*P2p?)
ziEtr)Q>8Qaw*F@GeWaE;{bESk&q+5Pu59g@d+|za*1;X@%(ph^uiNuY(ew7auMBB<
zUw*v(9zJ(Yp_+Zi{LRxkN?si6TfW74xz*pNtF!aiv+nP@d`s>sOWC~S1fJULpKhVn
z^VhkYZaZC^vhrwLAMe@|kG6*U+BPodHmVLcUK2TITU~x&_@d3+7easJ9C+Ord^F4d
z!!^H^;jR`7%igd?Z*L9V;HGu!(B0{xN!Ia(n+|uKpVJoJCiZ&bwx#FpT}@27vm>xM
z_;{XuN6<4tu7mS;AHTNdsF|%M*Pk1Ke%`TrD^~89wtLc=+`{i|T2Bf)b`^(SbMtFj
zd-T0i%8sVh^R6o2?DyI!^?bw1N89gS7hRR+Dz?SCfR#H-dc|6Q{lAkvHuQU46;4)M
zd$>$A;^lrb-~6@fo*mQj-}vrrtYD{+0q?55E8VHP7aYz1&yfD^1*_Msy8920mbmf0
zOF5Uh<?ddF6;WrWJor!*9{Nr9ulRhgxBo=`@L$`fo$Z;re37fz`+G4b_>RQ<Ir5<>
zYpV8c<!MV@Su5py`KG05F{Nx|;N$$WdhNy^`j6ha-9Nwe!?D#mwlzmLPtJed^;i3c
z|8LVD)(?HR=w~lKx-#pPU2V`u=2QHOQfiuS7XG-tD(9Q%>%-bb{d;#l4mrN<@8yr%
zJ|8Uq6?^^Wdc|4S3XGCx8THsRX{$YUpC+nPDZB0StiRnK%MZWj|MA*CTesX}^Oc9n
z%x?voUet!}TKSzt>c{-Y%inC*KYY7+MaI+hCYj!eDNi5$XGoco(DmTR(@Tri?=oB5
zSL@%Wr*!*!*5c^-KH-b9<K(>~+msmO%;s%9bN|KBy4Oj2xMtWL-{~)MuFm4yxAT|Q
z>DVorrzo(^Fib@6&h^RRyc%=&-C6r&{nE6ofYzP|C2OtQZeQA{zn<?JOJBB+t=UYy
znB&@YV)y*seqA-MFn^c5)%I2VhMTmu7)(!Kulm(x9XYQyzdWGn`kB|quWeal@_gdv
zZCgs#YOb?tj6K)>@M_))-s%#K&+_`6N1~IZ9Y1v6_hSq`r~N{|t)A;zSjR~LdxI4<
z%nv4-obsuu)qZ8)zK<`WX3a6XPyZSCcdSn{nUYiycPV(SNS(5);L54)OZ~Pz%?z{p
zkgDtdqQ;bM<#8uLS+9*(nyjjhM;6QVWK3jXTOxR+(P8PzXI9ECNlR@*s)DCx-p;n3
zYq-qRP4l$hQN1%Ecdoj46+P<PyYgUGUamyvws~T$%afMeb;-MB)-_q=!&IANr{<n0
zs}9PQo0^`n?9I|M!Hc?nYtD;}{&ZG-s{f33ht*Gi2T6Rswf3jIm%sk4)iciDs1)@n
zIj=u!N0R!i{Yx??y_(b#qwy|!!ID=Rt2eED@VsNzazFE&6J2+oSwy_L^g{gXC3gG9
z^*)zNxP8qGJFY(c&oHm0-s|!?D<Qk7PeaaJD(kX$I#gh@ocob_`jd(~vucmnc+IY7
z4y;VAU43KSn%wtFH+8fgU+Js2dbG#!Vf@CqA8RgN`%-vu)tfIiYtFZ7KS+8NTyrtL
z@<g7=?o~&RSQ{C3t-Cny(O%KCnvlg>d1peiCR?s>T*;i&&63ixLiONE@6bxAb?T;>
zdeI_kqLIB(Gp>e7u6r?GKi++zaIl9?mTS+}sJ{E<Sr<>bJnoeYQ`o-ENI<*V=Tfua
zMBmG6$_*ZbM=y(L)t(raTH~*M;nyEF-?tj4iemY7qQiJktQ3<eTU*^7C|zPIbo<@g
zxb|(&uKaU38v6Io^_h-|-&S+8X??mm-_buh_+_M3`&_M~s@v{{C2v3O7<TQpsMf)*
zgI6u@CT%(#rqrXKH8=O;%b+!;=bjavT5vRI%WkhLyE#_|$<)5fmP=+=F-$g9$#q(}
zT*qR~ZKIrtA^Y!{8ZEp3Z>!sW{is>?b=hKPq8Vl`|Eah;<l~B!LRP0|JS#3#G!WRa
zB%-})OSnnbzN<FJV%{vd$b4(D*^agR8gf_m`Ms*UaQT)|`^}d&{aKekv05&;eXBpi
zf1A;)^Z5=Mzb&=r@FbhA$^FjL7@OZ{Cw;%-)HjQ@7nIVUO+3yJW?C4qP~58Tq{Ox3
z&b;hFt2epxrZ4xdIGEgDEcHV7pH%i`*JpY&3zGkRpH}#1^=o^MKgJhr6nWC_U9(*G
zpP}nf2+Kc)=ko2ZWAkhJY*#-ljER=;x=|5ZIe%8N#WRuTIXZfK&bQ?6(X3v+F?xlZ
zkX3sSZ`$c)TPmz8*6%UR=YP5D>u%@zbkS2Kv8Rme+E@J1K4_<0Bm1ABrFP%-#NVgQ
zY?$Y)-}q=R&;E{=NlQ<fX4bK<p8By=CS{72UZnkwpRY3f3cJ=_sCu;PuebLnm4h+G
zT}O9a{;U1w<@KN&f0?GKhJ^2&ER%d`O{L{>oy4lHIU2X;UEMtKqUJW|r^}ay?CT9J
z(0bD&wrO43-78lwckf)Py)z>@wq|Xh@}$C`JO4gB33BF4d$c!nNvZ9Yx3ccejCoU+
zW+t7z5<1uJczxE(FMoCF%T1qOJEAc!Oj%;(l#;ou>r~`5pY8QNWXH>^B<AnceOONZ
z&Z*lK>ytm6>r(#o&)@6En!L2D5yy1?d^S9nvg(*&t^b+dPj6Qmd?}M(>lkiodi3wX
z{|w7||GZkJ{e4#9ccq(urP(VKw*<Q8o=$3-))UmaI#6PE=7B&zrtLiuEw{bBT}zIs
zw2B0VZDCj*oO$)4pkZcN7sK*o)0+~Xg;aHQH6+)qxUBZr@U8c@xqhK*6`f~<E8liI
zHT|^Rl($naY}kI6>xo_5Ewd|UcCHR9(=WLpKey!Jr(H94t(q!vccbNs)te?AJ5wNT
zYX7Zf?SBTH+n?4gyYAg~qxSCc-^bQAEZ(sGmeGF(ZmrOzXM0wjy6>G+dHJ~NB8#-G
zrN2*iwJx;xdiQK=*W>pJ`Ik1B>S{#KJ$+*R%t!ouub*xxU1?XLTotj^Jgs=GtlO!u
zEh#-!p=DkBrH-Z+HE*(hY_#ltmhaZ&1d+2_ADrfTeBt_xzPa0`=Wi92*|R`o$5~a&
zux+jP4jc_N)jH;@leuf{ak1=I29nilz8Oqe<IZEf+KW5RDlnhn%UX*>F01gjG4_X7
z)qR=xJakp9>&nc)UtC9ja~)Ur`l6fc8+akyY@7R;r`bQmw#@u(viGu`ti|@K4JLc{
zw&q7gwEdF_>&jeE`+&EwSmxh_r{bQx-`k)1Nmc%ndNti&{_e`_p8pw=<}LZ{JUP~K
zZ<haNxx=ED_syQaYsd2c45<t|53GtyJa;Zr*Jj_M85cI!UhH})?VD+}R{rL}YOZx*
z;g(I?{zZMT%PMF&c_r+0#N=D^c2&kdToP_Lk$2y_MQe}q#*3+My0Y<>yic%4&GjoQ
zMN&eyNLzjWvU1v;{)cKy`_9W(ByIO#(~I8fwe88b)rPl)FQlzMo>r^9$WUJ2sin-l
ztU&9;#@l~P*Rpm_UUaQ>U-#~H*_#X%7tgb*d%ufuwcv|OzTc<qwzlW*f7oA|d+SHc
zcE?yx3D1bnuj~0aQ#}qGwmhJ|E&B`ex4I9x{jGbn7F`qJIkjNly(*c1rJv^RZ}YO+
zKFw%}?A_O|=Qsb_5}dKoO?t!YFE3+%giH-BK5#}jFzm*cQ<~;HY12)=EN>F+ebg()
zTkX7O^A3lXT5=rc_>-f#vgWO<m}XYw@mzw1>(HLy<{&NW`E%_>ZRF)<uJ9G;bw4}7
z>HB)gD>~m!Br87?{c3+qy5x#!CYMaB%KRhO&&~R}qUmMlqkUEZwr6bJt}UMzAN_Xn
zrOnIA0=JZ|YY%KcGkMnGSwd$g7}&mUE6J<cIB|BlVbsw*0r$3UFXYtS-c)OSE%)ed
z!vk^I8W#gE-1T^tr<`bR({<%i$=8_^-Yz$tnQ0kUtG)C>$%oqod$lhgKK4HN?6Ht7
zzVrEC+&q5r+Ft9!QVcbzR@da)OD=v2U;QK8E9ivwtAdXkKUQ?gwSV}1c(){{zt=DE
zL$|69KYe^f{z`poWq)%ni&nc$Vchmbn^rp5uHO1bT~9jdqCK<J{aXt@eaMc>sMTsd
zzJ1n@bJd%FowBHl3P_2I)jHmH)o88#X;90-Gtcqq@4%<OLnq8!UTJD`?B0>po91s?
z{wecbtX|Sp@f+(mi{z>;`*d=7Wl1srP0>S1({p{F&iAs}6|NbqeA_Q{rOp0hb2iSJ
zJ?m3+;i@eUG|Og9aLbamN@kq#ZRyQmo$6JteamOO>{VCd*SNfAVpy0^R_J!M#dBp1
z4{zV3@zd_g`^~d1MaO4N&3Ub#ReGG^>4j6#F&iY-JwJSHWq$rt=EBzz-05v6MK5LQ
ziOKGL-7Xw>&dlf6o_2OFiFVD!PF))71^ybn(6T;VI`8g<PrP2?A}4RC)Lfgm-}K_y
zID?W~^Ui#p8+XL*NSN_*i*<`50(DyYX0FS7Shlq`mUFwT|AFEx!R1jgtDR=+-Rjxu
zbyZlmeDPD&WrrhIaY`*s{gWjwy2jsb&CIC0sbY7oc8dH8*m&*xCYzOxr<{|zP3xrV
zvr-JME!|VAJ!`4+t%HdnGwXe~GVTfwPUeW++Q0m0bM&?SdfErp2X3od+IsldJicXf
zC6B~Ku3s7)9k5*DY)SaEt8Uiy_js-^lsZ4<KZ9vu>8vAHuCLa1&ye2gp;Nm$N;>dm
z*uP`8+MG#}PrQZB@Nf7X^tb2Q`<t1MPQMI%duHF3gunf_rske_8@)eSZc1%W(6=YG
zDaU?W#%-xo+j{G|?Mk~->{)Ra*{|^&<g*U?S$Awp-Dxk~%xV|?oPba5OT9KqZPPvQ
zeQ88t&=c<!4qahO<Fw+{bFEMQ3d?izi#hCYKC9~ZtfC{n5q<Jmr-BTotlh|Td)5r+
zzN=Xl<t3t7++ukP!h}{7pWC|KIPA*2tBE?1yLztOu`0~#j1qY9<}PcIzsRBje~HCc
zp1;|0QT335?CV$YZM$T*^)FgKY4tQ$md9*+^v-(<`m76IDEi)xeOIK8Qb2XG=*OSm
zltML@vM>Bl<J&biip!u%HdbVQn`ZXs#h(&ZMQ!cM3Nv<8V2$K>zI|`(ioCRl#H8ag
zg3&=!7Mg0jD+!vi*yQ0ZyV#G%nzn8BU}`9y7*|@F-*!9h?&BXvuO4Y(D4g}lHcC)t
zuVMVAr=?G|0-xRa*Kl&9&|Hbnc}3F$b91;>oeM3<_Iv4U<{B``>eq}@&u<4$y|&bI
z$@euUubVDcvEFfz{oX3?yn9n``#bNOJF)NL+#73s&8`=xbhWPapLuEfm)QY#H-25K
z9rCpGZ1%OMjmwv2KEAZuSKga_#hSTl7YdJ-N9oQu@MxdCbVuQ<8oA`I?3Gt5;=LJz
zO<zXY&gf6Kn|kVn!Ky`tU2jb;i7r0BLiFcfuS+XC+gJV!Q`)mCDS3VHr}-f<_hbGu
zTzC6d>YTaO*R%d|p8e~^^;YLo*T0#c_`56rr2MUr`8ztkUEF?aNmSXbOBQ*#zIm?O
zdbjG`Dm!({!m(H|`Bv|;CAa-<X;(aSEz;eRyRz(3?ziP%)3%A8_;zvIlACU)>JEOB
zJ(eu8JM(t!$^&5=7eDbmcDYs0cIEHd)w||e=XjhdT5F+~`LHnd%ZvL((h{rvLzin^
zzM6e)ahrdNbF$g2vh!I}gKsT~czttm!?PFZ=NvZvxq30PP)nU@lbGUe)Ab4W^^D_}
zeW>G-sL3}CDSV{zRF?ZnpliM3Jcq5aSCTSL92eC*u;OXL%I0f({^TeI^J`p<GRfq=
z_u}cghqnr}y7jc<-WDC(yu>H`6I*3tkM>FT<onBYxpKBj>qeHYxLF)O=aIp;D%s8n
zNwc>tOI?<0`sB)@sFYHZ>{)r2!xRIf5?&NvdAh-Kva@Jxn^c?V>J4k_PELN1{O(2N
zRh6jiJ)tkIgl4!#^>_V!t#SC!6tVW1LE-iedVB1-YoDGiF25($8Lt`p=j{Ha$#J)5
zTJi4p`p=-XYHRZMo}j0e5nn#aCx(YzF!$Q}<k1>usbAqUmP_CGSb3^5!G3q}+K#Vl
zHLlyX`b~SZYq3VV;ncsg?00*7vxv!E`=sA)%Gd2*nYKQ4{VenSTS45;716%xKeCtq
zmdLxpYa{pNr&o|=^U}vZGNkgdSNuDF_uiVQ7w?O$oJG<+V;%;&d0M{oo*d14<!N}j
zAz#O*ja)s2R~~o0++yEqwQc{j&08i#9FOG6b^Oo3WD|b%KLf{qhSc5K(H86X_%*$}
z{XAM`?)(q-!SRkaE6RN@Kj@Rr=FYB2ewf@P8erGJXV3M$;AYAy?GqngJ&Rd)(cUWk
z@4P+!GN}u;v=!O6Szg)xbk^gq_H3`De9rPMOt)RK`rJu@=IfGji|_3ZTvubASi<+)
zWApW*-sSdzG3LE?;x}H0>GB>4yyN;u$SU=*#Vh_VFRHJ*#;iU3P-$A)mA#KYpSta<
z<-vL4^{mTVFW%pkwzvC8Jm-Di9aG%p&r6F=boXEJc&X#EA41{(8K$}X)jroNS!Vkq
zDN*%oal^(7k$q;#cdq*`tH^xvQtbWGD!u6+{@&c~DKB?dd;7&dY{CB`->lp5@QKgH
zz-YPTr9WI}zjxoXE8Cvq?Q4Pcfg3->Pyf%L^ZD!AiW&{^Rs6r7?OyEq&F17|;TxYg
zZM3&95Z(GP*6I17>kC#%DyTn;&(HeeX=CL7XVaR~>$x`TpW0#KHD~fJ%cnu6qD#tl
z$@l1#Y8((=nSA3zcCFr`38}Fj-%Ouu+b3A8QM9!9dY<E-*BdT>xv6_yE?fTC-ZMJt
zs+GpiK8A{FMyUrDR?2wK`4{@U&gy#luGWRk>x*ygvJ9PB;JL;&*tfbhm09wu<a+N{
ztCsc7Q_V^Fck*+5-`cZV{P%k1y}h@G`RFvGv)X27xPHqYoyRTg_IrBywLQwm<ODOK
z9D*mlj1#kFTCsX<f3fZ{tNv-x^KI@#TCKdZQ)%<D>8ekfER^-0JkXG>I9nC^yv_gY
zr+L|{KKQqWpKG$$V4He1vg7SM*9xO9yJe-ebMh+Rwg0yN(H*|sd*+{By^C#6jSck<
z+lGe!ni$Lf$4I{8D|fxIf7iR$|7O)rZK|tY{a(J!j`{K=lbt)Z_dUJBFfZ#J^Pm3=
zUSCbOg}z{a!v1M(=7YPTXKp^(lk%?4=Ev@D)gRlN_E)Zaah;p}&mWhi*FP#0{<v1x
zy?E2x1Hn5U6vuDe)iyDArPIZj!!j4Qv!(<T$7|PA{hjsY<MV7O(KTh|%FiY$$7ug!
z?)lxd;zC7b_Qt7R?-pJ8nSJ=%jN210?F~P)p*2M%oHse)Td|4X>{vhE@_W*XX3w{2
z-(7S$+`T>K>wVr6VkSqc#QMuWyA|Kz`m|T<b(RME(z02l|L)FEUtzzt<n+Uw^W6VF
zGJl+w?RqQQDBD51DDcy)b91Y%KVOwU<KM#)g%^&u7tT_=eQo~JXLAls)h;`4WZ-!t
z>sYOpqg>{zXHyF!x0Slhl74!*EVOsQrMD}enSb+GxA9TG{;f4XOF*r!S1;B-y`ZGF
zR;PO9$LN_743>-M9X-x}Hf3UD!k1@jU6-CN{2pxg_3}$Q*<KM(3;us+^K=Z4A99=V
z<#yxG@VVhq(>i|h@bmgDsa*A<kKsj8-+})O2U?v~dnRs^Ed09Or9wHcgZ*L1dy^{@
z3moj)cdU8bv+sFoon%1ogRd4H51%db@LX%T<-KmlQ9En@Z`tLcaxO+cS4J-CDX0$J
z@wWKZy5mW;tucL9_^zJSI=-|0^!$)?)%9B=q61$>ac6f;iN3D0TJEXMF71-kzmxAR
zX_4@k;kx*V)#cj1DSMZGNjuH{=Dvw%@-Dw;ONEu|1=gHY$UC<9*6Vwlzh!<k|8+GY
z<Kk-7L+h)KU)jobyCGx7=8{#xhu+7EtURV4eEQg<Rad$L-9oP{X1AGjbcgTz3EFwp
zVednwuKWt$?B^*z^RdC_)w+Ql7q8Ss<~40i*`mBPV)N!Fg|T%vRVoBeKMkr`%3aGB
z-Ezmn@wTn6?|%l4-Xrr%CH{%teQ8w_Upc+-?ZjwC_xcOrlY<SX#C81sqt145t^cgW
zHf5g=PcKW>7f!w|I{#bI+9reS+fQ0m9!?ScqO_A=pd!v_Sww@^>xDD5`lm(7iRB(F
zI&}Qj!}~^W3O>4bUECHETGn#xsmGJh71rS;cdwqGdg$_#sWZ2x-B_DlsV#K%+qD*>
z@cuCMTf6S;u$tF%ak8)ToW38ca+fZ9(-^%ex$xJsMF!8e7P_sO9{gwBvG7SpL$9wk
zR@!>|M#z7LbhWi>Bvyt=%?!198K$Ybf2;kQe}~quQJVjx-|PG>WA?}?cE@Zr?N0wY
zvDRKC=qJ<STbpb*PW=|JcV%zpysH~>|E}DhzWi-hL|e+=3BLli?Yp}9n^RTNn#h;=
zl}1OU^2!wWk4;{iTBhFdG(6{Uzps&*U{Q9l?+3Yst9g!d=YF-}`p(bvM`7FMHtV^8
zE^DtQeEDwrvf#$;+l!VMxC*Vm8|uLDhfVvb;T%^fqo+&Ooo_#5vB@O$%?s^)&rkJ#
zm><?_uEl9P^`PnbS8|fOE<OA7yzx=Jo5cD}DVN_q`+Z@7-6{tAdD`=@?@`WP;c!w*
zr};;0TV(cR{v(^FtPPc^h%=b7H0z?BZ?sx))1IpxIWzw=wC&Z7`CuI7^J?X1&4a7V
z_6bieGn4ui|5mHG-SqsLe^-}U6vsT({c`Nz+nmUkIzJAD$0t8je>e5QjUO@VjHW)h
zerD0O^xlrM54NRCrZ1F#Cv{`{g>U~ESj)cslm7H;ZG68I_pLozGpBw_KO1)T^36Hy
z-}LS++GZmCvSg<Ciny<r&AR`cST*T|>i(9l=hO5|lTRB@ig<CoU+3JS!%<zIfBgKi
zR&-)yk%ZKvH6=4ecjjp?-qJd?z_()RN=N(B`Q{yqz4Y&<b$hJ7x54!E^hrjm51Oue
z9jdps=3VpWH7jlj?KWEQm{aY%{72Kx$9nwFR9~O`dfFzFcI~cT+Hn_ZZk%V@v-(Js
zVDF8$>o08DlTv0Mdb052)^(MpM_9^M1p7{U*tAGYeVO*kU6&$c9)!C-tQ9{~60gH_
z#;7*?_4D44g=cE7`Wy^cex^7o{!p!RK#Q-o>Yf~<-Jc@&HUG(u{wJchv{3$?@+|*)
zZKiz_Kdf(myEt^3$C17TjJp^7vA!O@h0j59efyEZ(29^P{O1a5GP{-sU77gd-qsKO
zF&F+-cY89`S1`GTUjA~ef7M&l@1aMRm}`W&gtPxXv}f`o@k6`Ag3D8d4y%7;kzm^^
zBQH{$`rGQ%nXd&hDI4eSI<ngCc~7R<U+wJ|lexQ|J=|ipS>pD4=B}4tntRfA6$U@M
z^5%HR^WJmMy{(fa)=fM0_<QHS59_S`XJ>tmzBXMt#jn0Y>StBS`_A^2ALY)^78HM0
zmzibw>{I>s+dr?0w~H=bVPIZdzps97(4_tQ7Pl|g(KWm7QlA<$eOK2*L%*YHnIYFj
zlqGgccZp5U)tXgtyy{D$pMJ7+&kfBosYzWg`{WeQxNoTn%2`=BD|Tyq=qJ7;*(o_I
zx6LX#bk0HKaZ_>4#;EQYt;u&PL~Y89Jpb4)&5d}eyt?aZL|}c}{^*l?Y}a-ze_O~u
zwah{*=}MVp{G01vR-|mJ_|^6LmWcf!d#%-`6DDt1A1(jzPG<14MPH5kjDF8KwA40e
zy=PkJ23GE@TI~mk6R$51o^(8Xi)(1lmDQrr(ZRt>*Ke(L<5pbt-OXrKS2wTE#_G_c
z4OPJ{66?1dexfJ6c<xor%DO8*B94dsnH>1j^t#NZWpY_dZBIOZc5#~W9CNP?OU$d5
zi>QQd4cMFg-ssiT=koWIXL;(j3x_TXx|%d`ifMV$ic@=JJiDJ7>Lr@aG?IFmr~AF+
zX!2d>?OW@(kL;9Lc`xJ3iz_>)o%Z>3I&@p#k~W2_KSPT4=LS!C|NO$bX*&0=JYI70
z@8#%kWv}m~t$Q2q_19nj!+ZX&h37-(7#*|N%V*|m74d83(mvb0ZrbZBLVxvK^L;jN
z^{MOqGYfb&ZGT(vewJ;oV%N7>Mm^c#ibq33wQiVZSzXs|YMHd{(2CQAS6*f9$qmk1
zf7PJ0GO5s0esTM=7g^dp^RCY3+qr#}uya;izH|TD`Uw#|hvw@}{B5Q$SljVVq-@y{
zj+KHnr{-DMu0Hnb^)tJ|N45`>9<5beb!z#g<^9&hadTzT&4V*Si*%1S25ajE>RkN#
z{H1?i?%m#MldPSx8*?s1Y8}Z~8=`pUuC^0P@~yoYt|zV<oe5jG`quum`z!}nSL}$p
z<F;nn&QkVyZiT<D_dB&#hhN;kS#BZk-m^!7jMhxzUHppkX!(UDd)HKMv-nsvC3CmD
zmriv^^5vzTzTv!Im#*L0<z*#rqHFk=$G|~(A=`Y{;P5+qp?^4&i&vg6FWQ$s!%bO+
zZ_e}U^Ot5hKAfv}RaE)%+X;O0cgfUEUA=8`ZraL&CHnKiHl?M^lfL}qWv)#6RW{8F
zFE%(|NPis_->P=Yc1|_B&F%?nr(|E6qkH{A$d%9{_YFH|GH#9P@>a=zC|Wdel`4x}
zX1RuHm%i8JH_6+y4z1I?ot<&oTUpc9^HpHBLKRnX#Ol(hON&3O6?xJlCnsd7o9-O>
zI7i|6wLR&_;<(KDjw(N%^K4(wEPKPk##zs{>hh}J{q%L6O{#m)++Kq(p^~4KpPUVT
z_%d#y{@>5hcDx@tw_jaru8<n!`ETmGsOc>ecPXq{9m}Zm?&`O<x9{z9T&ceDi|~9C
zohtL@w{>R|7U%Jnm`+>}v-;Mm=M$s8e%Vnn*QDaSBgfg4ingQrB|no(?nq`Qe^_%j
z?`6)Hmrs%yxsQr2nq$iR;C#m|txP+OIqsiUZ#*H&*Q;k$82(QyOS|?_=eExq`|9nc
zHZS+xzEsEjaPqk$a=lCLzI~Ow?(+M6&+Vo@+m-w5-m+cQ(vLqCzl^=~gXhDo@Me3R
z$X!=CpRh=!-{xFZ<P)`z)%l+Nw#8lk{4BdU&U$PL(YdlZ`qRAlEj34{W=)J*t+_JX
zbhdk{<+jMM<!x-M+g6IqI=gtAv3l6@j{)nlQiCInxAD)IpdWSff^JxJ!x`gk8?QFJ
zj{YZC>dBWqYwH!g{(9{m)y{si<1TxWx~$W>KFHqub;#?QqZ{LEZ%>CWDQZ_`I}?L+
z4A+0qf9khrzD-Z4gl>-dRQc2;5!dFrYH#*)y~y4AWyzwhaJ>_nl8#Fkb$6Xec9NQr
zdvN87RY7Tab5bv?xwha}u++uqtuagQhAcZXPippy<e1EdySdKQ+WcoI+g08hz0~zv
zV65P}i%-H&t-MmDJbkj?x24-R-a52PQrB?>?~bq&qWib!%7tv2;Z$={T<7tp$E!s}
z*txr=?fGfFd-LlTN1eDdw6u2|**L+SZRv`4O9YR3zR*1Enc=29_0pty$7j8|_DFhh
z-_$7Mw$-~1cj|G<YFkEUu3y`F$JBnlVa<jk-qW*Z8SIT~i#plnwNqrS_Piy&tFHZL
zNL~5j+$~X^J6$^z*hQlxx6KiZ5;Uku+E=u=F#Tu#jFW%UmakU$ZNF9PK-Qmv_7_@?
zS?*cSzRl%VzV*eprS8h#c~^4|Z<~>PJges6IoAzAqQ{qNo88Lx(44yB&HAO5At4su
zS5EX*G%9U3eQD2GV=sDbjh<>~qWsx^qR$Ke?9IMjCvewYrl+SMA|bqUX2={3&jUa2
zJX-7VQ2pf2R|}oKNGx6Q>c-ObXQK1N>P&9uz0q7+t|vV|s#Ij^g~^3R@rS={_DPv&
zKB?~I>cE#~g$3I-w0^n4|7G=*uzUA%qn`a|h*)uTXIK8xsO=tt^>-zf#@d;_(7G!s
zcPTbf?pA)8)3#Gv9&+_vRTZ^4)0g&Z;*9VMA--A5)?7+zRlid>XL``CTdglxJ)bsS
zTEaAKx^cpjdv977pJg))4hqmqOS>Q087v|C{GZZ?pHt>&uJ@m59u|9T-saNv?%bVI
zCG)C&$i%GhcB`np-dg{1Zgxev^QXLpkM~ybUTd>_8Jhd$V!qm&TEn>CXXbho-TBp-
zc4@WmvFG874?nrxcXeUNm!HfoA|JAz)=c%@X?DJK&F#rKTI&|(>FM4u_X%CKzEbOW
zzG89%Te08NE7$cNy3fAlKE3#Pzi8&m^wk>!w?A9)MmpbX^JD9U#j89HJm;wjEA5&3
zD@X6e(G!2WCQaG!@!7rOq1lGVqi%28@$>QX9qatA6-SGGmp7_T+NpW@?;rV@&yG!h
zzwlLE^?mbSA@|?Ue;#sk^S!yX_P<gN|K0Yl)OXqXH!spm_N`}qQXdoC{M4oAO4n7s
zUjaAPTfg?*ym-onwL$Ew4sP@hTOZeE^xN26=v?N_6{4$LP2UBsJ(F@#>+;4~Sy#H2
z?Y(7K^ddz|e{Dvl*(1+JTh_q9&*@vUGIds~)=uYpn0e)l=Bm{$XS7b=xp0g9=`l?W
znVw5s|CTOWEV0g4@Zs)_8YV%HO&51f+N{$4=H+gc;A<-J4@F*SPqMHQyy_UUuaf6e
z@TEoxkzZQ>)_Ud&JWF<B^xhJ@V{zB*n@4k63wN`cpB7a-s_L`y=(|QU(-5vwh2?px
zngTC!cDjm$EfV~>=JbkYsmobwO{)7vKTDnyOv;Qp?rK>y<1GJHJBf|qQGzdhBEDUJ
zT7P3zZ>n}i*>7L&ZHt-JmaTZ0xLs7wIDW$eWr+(t!8SkhL`9DzP8ZdT>U;b>d$OCE
z!Bo!TKECtLe5topZKY-!v(;Q$T(bUP$YQQf0k@v7+;wHs+Mv~;sis<6Ys2IPQxY!z
zVisL(?ilv)^8E|{LU-matGRLeY_{{_>pxBh3w*P8UmNv%hS{&ke{W->g{-+=uKm&#
z`Q=WD=$Ta~=ZSs3@bt2O@*h+EZ`m7eEntqdk+QaT$S%8n_(yxO!rAH@9;e)Qw=FMS
z`8<2kiNDSv{~2!dt)4q$y-&MC_wW5nb)UCiv-lD7SNmOo$nLpY#nq0_zx}dzw{+!N
z?^<iw)-2Qh>FQOxd3XGKTf0_^d&=Xf?!u}$Wxv85ALhnAJ{&bECVI1`ti!h#S;kW9
zvqS^qEhUy)#ReKpnzY$&-3R@n+Wdl1i%y!U%eq;v`={OUBxZ4&+|`fMn)N5^<jzT6
zET-6gX>ao3s<($$u)T7gH{Ukf-C(MHnfv6RuD;{De|8@?S@m$b(vG|00hNWjf^K|W
zx9*<9#gB1kW&F2V&dJ@G*5z<>>AFu&T|U2qE-<>PWh`KxCB0OAh8Cy3vfr}JQzl9I
zzVWGe@Am6l_S3IRqW|9IEw*t<%6>C*<wVatp{l!hFI-t|khMNv?#U;kv=x!%rA*V$
z@V<6XxE3^Nf-cwPDDD3Y9BWRml~s$~T^QZl?BQrP^`w=S+p3&r58J%iepZFP|KTx7
z{_D!Fiy6+POe@YVUozLhJ}_pj-=r;(;X%fx`W<Fw41XqB${*^U9H;wH`O&nss~uJM
z_T*-A+H6iPl%Fs9de-!|MUx9}PqV$X=lhX;yr(us9JhaSoi*y~>@7E!WIDd9Ik__O
zL`wSP>TN}lyJoG<yDcrNeQ}TP!^`>mpZ-~W?)~CVDqq%zvj@-kY-n<&%=FDVuJ7xb
zPJNfQ{IX8%-h=g3H@56Kta0AC>+91Gb1do~JN&sMb6K)-wYJ=4uZ>SvKa$z|__sd4
z_pBZ+URkYUS&tq4JTjh{M1&VfJX~#fd-AO{hjVvt&2Z0r8*_Pe^6kS3F}oz=Q|+cK
zyRkm&)^CL`%RKY@uC{NpHJ@HI(_3=o)GW9DT&}I<hP`@$W@&4q&L!sbX{k!Qb#rx&
zxg{HNfAgd%eyjbj3Z>q9+Z_I#KkD(@J9&?rqo#f5z1v$^nz63^PQqqOFSC^^cT~K0
z4QX?_>l+o9-4(d;%a&KgtGiuwRUJ13x{C0C_Hbw{>Pip^bY<ewSh|D>B<L29xt7D^
zm)2y(qqZlS-Y)%Yc4fK9u^v;~@5Y6NQ359`R$eh&W9#?NEok-JtvgM3WS!l$IqYq0
z$x@N?%m&NjmPB=1tUhtx@^y&6=*9TRw`-)A-nuvSi%8m%E%vg<A1-w(pWt>k>q=4e
zwW@8#!H3not_9loxW>hp`ny$4DO);!Y5evriCtH>Z;XB3c<^YZ^K#}s?T6Y)qUS&T
zHahyBVN1x@RPJi~tWDQuSBLEpW3B2cnYQC?T=M$&@)jTMzCE|Nwl&T>_+|8ehGg9f
z!EN(jZC$lKxwO;cY1G+Sv;WSydQG=$`-h8m^H%L-2wN?ZwXt1in?vY~x3#NYN56fg
zb*4~r)zqM;kvA4?+Y@%aeXC~4>Xs6fS}obGJ%vAm7HLgzEjs(#W5<anD^-K|gu-o)
zJAX`(TB4<rFsa_^Ze-vu1Jj35G4ExX`F~t5Uh*pF<4n%=J;xG6RL=^3zEc*lSTDnP
z-?@ylDN!*d^N(bQN|;s@_iKI*Zf@T2OJmU{LoSU)4O|*amM4gHx#eyZj?wyR64~pz
zDJ#!6#60`8(_QV7)lbv*o&Ba4)R(pD4%_>nHB-eh=7rf@mNK}quyN^Yw*~7uqV7ho
zST*U!`oyjaCPvS<W=d|!lss8#EL;<-b?ScW@0)+Lk{Z6Ph`SrVLbN>S&gEG~Kf1o#
zDK*{RXy00JPwV5<qi51A!jqC&zOUQ$+B>qkZt9t=DlVBnTVFr8E3xI4?H&HBE6;rj
zw^{Zz&Xaq)rR9o;xxHO4x8~{`{bN71IQZW?zZvVdEe#Cmo%l;tYSo&YUhc?^_qM!!
zXO}8^{;*=yh3&JycfSqgs^8lgu>ALn`7E#GKmIlU{r1nRt&#hmeM<g!yWVR3cDDUX
zG>)F)__wnCK-;A!m$yBeo?GTNTO)9Ckk%|^(84SItY0=_T&1Q)Q#vm4Mnt@PDY5dJ
z)$coe;Y)9x*6fLR<=QuAbujDtjfWFLw^`olD7!N8<Wn=pqnc5^i}#kT3R<XYk#W&p
zaBXglOk!_rxZ8{DxxL%ItPb?4&Hi#`b*EO*im-5tRe`a*wTG`wky<J}?S0t9&G8Eo
z3s(yjoidYm6$xLJA`<9oz@=IE-qVAr%ja@rYr5u&)!Tw(XPJk%IcVA(d>xZ7&bsvU
z)0Ce}POSKIAhVq7`fGz~qe^$F%s{tSKG%X~O?xbLv8#8{$`$LlW<(Xg2+CQv(`))$
z>8h@<fXuZL>*Uj;nzow7UcTe0&%QKp*Pb*RIju^?RhJHFKPk?-@oPh2-mxz~y>ch}
z2Ya2|Hi0Mn`JBEv>%Lo^1hpKvE>B&3eQ`uv|CO&DYvwRUOV#-NXE^Nstvc`AtrsSz
z8DGXfnWn5;IP<&cZoz|D_wTIy&#<|;XL;0}cK`UOeX}CV92nO;Zru3%kloi)x6IpJ
z4>bv|Efc8FIkBhD{_fiITra$meY)PiEeZYfJN(jvf?aY~v_83f=J+EfzNR$p_o3==
zuKjbX`M+8H4&}ZpX7(~Zy>;m+pV!55{FM*Y(oP*?b^Oo3(K9EZbbaz{=X*D}!@un3
zSbOC3r<z6k7WMCyR-RPKFWmm{?$aBmgv5WJofGo*!?uUY2X`dhf7kV^-2cPcxwDET
zChq+ew)|V|#@8(A|CqG5K2*28dG>4b6Sfa^i<iF3n3*S1Un21M!_mwazrIYX_#8Mr
zeQT||d3(w2{;$)_-nly^iJs1m=iJiktj|<C%ir;P_W8BbuHMs$yFI(O`$A2ke0kv4
z^)46xIEo&r*M7F=aL|u(yIE&M<gC|MtzEM9-+aA`JGwrHe3S^^Q1n^utL!0r=ithw
zJ^vXzue|%u&~Lh3ZnMJgLwma{yMJfI9s4b7_VBewMAdbhT^I76P4dmq4`25qd9l*I
zwaT^2L*Iu!xiYm%CfwA%L#hA0XV;-CHK{E2pDqMf%zl$AqhGvf*OgQM86-rzE7vJ8
zPrkgha@p38isIHWJ=Nhx_e`ffvNv6NC)y&^()6g+q!neyrfAOFX|{d$yS*w=cNXtl
zFV%l+{cc{xwbu5MY_IOGtt{2NQgm_d#;NAJY|Host9Hr<MhUz=xW8-9TpLfB(-VID
z$$GkOPqe+g*OQ{v{wvpCeR<`^*Bx6E?n<pWUbFt<>N9J<UfTcZvgz9VN6depu5L3b
z_|X?NgYWnP-2-`FjW*=9?X<Qnj9$4m!c--%H?CKwXxj6c!Q2{OOuq+noDGX!n%A~8
zvbpMd{??wpx^TfwdhZs5o3FXGdYxgcvW02;>V$QLM=NKv^{!m~u9CgGWXZ&s)~FBm
z5)s^yd~AmCo<A14Px}+z@W<s)`|-Gp16RJUDN0)K(@#os+tuIIO>5_TKbyGbVAc_H
ziQ~3~@!sn1=K0Ci{gYdMaCYS))1RvjyPwOvc>LZzzM!k~??`y*-*mpveEQqUq;^w-
z_R@$pnJ}Z7Z-NdN+jg#bTOPJ4vYN|Vx<ETHnQ70it#i-sIq*R7WLeMqjla3p>#obr
zKPAdCq3f8b<crV)$Bx^o&fn^y^LKUWLS8>_gIew7w<A8z3tRTZV7kBVrTKqn-P?NU
zct-b?kbP101!47(R*xsS-I~*U^Q3V4&yWpg!dI+YxS)5}qW=u{O`~e{BrOBCtxQtZ
z?>PBXRAcw0RO#x4@1qRvu)UAml=)UvMeB8-#<6JQMXgy^<aI9YJib;pq;<yEl~-3!
zJn~B;<e9vy#`C>uSvt7|i)LM7eI01}#q-M5qU{$>g|0mQDCLV7_mxMR-kFxhwXHb0
za?AXqT`&6Nf^1gpTq>1!axVLfeOq?77I&|Zd$!hfRr<<BAyP{7GQFydvrYK2ZA}@f
zue>Z;zBl>JEnA7Cg|;)(x_VQ1?=3l-p4PWi<r|mAS&=R-jYW;kJXb3h^IlpLtRlK3
z@_d+<$AK%l$CnmKZLyX%y%VonWOb=A?wOGL(>czLMLU)GZL>0>Cx&jmwxoAof%eUe
zKhq_x6JJ#szxc61CBJO#>QLQVn-;aqw0{t~KV9DI&thS1&l~?4bd57_3kKc2nPzc*
z!J-J}vegq6vL?Sd`YUNqd(fGm?P2GG=I)!O@<Q9Og!lfT?0nx1yf?z$R8`!b^?B7}
znYf-$*~xe0o(t`h3;ib;a3>=<&p>;Bw&)kppvQh;FIZD$O4cRw9P@owIrmue+d#FZ
z#~arD^0hDj(6u>rVdre=daHN8es^8@QorR+^2+BQe)wftC%+E<&u~am;nnd^>tnWE
zQfywq8`ir^{(=ARXFKNQ>b1|+`Br}6quGbQS6An;?D!_JR$BV{R*Ql|dlT2_&iQlg
zqrrcMg0QfK52d{q&bWTM{?gjCfYnP~;=diWx)tiCH-F9gBKK>%tgW9+U%1ZewZp8d
z8~aa9JLdWJc7D~f)o!BVCXr{OdbLi^;&~qwS~um_^SAF+zOQ!r*&cI!+KbJHr^&AE
zjpAm!w`u>DmAxzYgM;79*xS+@HZyEt^-;e^8`Z8(tlFCvThSQ)qqW4DS5vm+L(p{R
zMY996?`=-ICbm=iyfELnY~8PC4_lvL+v`<XUA3j!q-gtY_mooqs*tO*uUzN<yYt17
zD;Kk)cbS&{^*-@-T72rpdq-DuZI@faU-e*e&^@EIUGro;H_p9!T1Uv@>GXBS7r3ur
zdy#ddJmc=`*7h*_d!~!oHolKBK4en)`M{33<#XQ$aeBUw5c@T0dr;P&@UFYOg{LNW
zKKE+wtS(h`+03@Qjcwy*gQwYrvBi;5Es49it|ZU<I=A+G)xFtS?yk}+GYV&2owex+
zV_fOl=#FU9m%lcbKJNOwUU0?wji;B~>-o#9HD~r_gXGDgS(4j!n9fmInLK$y_Nx_#
zz9zq_t+lB8q<-Z4$$yjee?R|ug<Ep1^oim^{oltHM`Zt6&p&lL$8Pyc6Xx&gS}nQK
zX4WQUk@tFge?<nxvYs=N$a>`HozENR(ONfsO3JB#t1_WlqSNHFrZ|U%*=LnckFRxB
zZ?$;Q7ap+sY4D!SVP;)374OE)m05nv+Ew6{NX?`xwKMl>$L3zm@?Css?~4zsrsS)y
zoW6Zy!-q{@mh?I8b<H<1-2UN;P=s>rJ?%5=4^_<4pU<!KxWm7wCpdJ+a`wHUlg_Mn
z4rEO=J?kvmd;0n5AmzfIv!xSEJ$Hnq<XknM6}Im&_ncz=TA5GFZ|rpq5tm&0dG+PU
zsp1>u&Q2@m%6n73>aD5U<?E_3mjuIiT;bOF_m$f_bl&58GoMvoKl7+~#o1dr_e@UC
za(?aenSZTQ%J+p)dpMJSF5S6aF~O%c^U>pbtMZoIsm=Cy7OJ@P=!xz}Srs$nzRpuo
z-fNj^`YQ08%06XtpNl-a7D+4CT-7?GeRttZw`Fh6PuT2hu}r6Fip=$;Zy($Cyg8B>
z;KjI_ZS~1GJ^N{arj0?aEBHkd&xTk1IWDufdhs?Twxiai?z^U&K6P3hEuQ@K+2ugb
zjeTD)W)_LRFpgQ@{>9DO+|cyJFT2?yS{(1=pRcXqNmc%m`A}wNx_|eXf5NeB^OsMX
zXe71t(&LW$(}q981D74=$T-Jt`uwkBv5fFxtF-U!Z)>IoHXbb#D`<-;UsvxlN$*a$
zbFR|--AAitR0%e3Jn`h4P9@Xon5cIzw64$KuTq(|Z&I(trplfbB^%C8o)h+MX3DmY
z&lj$E@O*2g`k8rC-#vWkDsg4P1I>&@dzBfMC{62PSYDYly=&p_u&5tNjOVBAT>Ey*
zp6ezroT?X1nPnvI(r4G0xha#YitG9cJ$<F^$7dW!+qtxTsce*<@zghc!bbx4O_wZv
z!1cK|_z`1k$H~W+<sZkLeB_<+m0R54QINax-kSW!t5^4$9|_;q*unK!-s?$3#3@hL
z*?+SN@4WpQ-*K*Lr|6Na`-0r*IX(Awm>$Uz4;QL^X5YBxbarHE^waI0X74Q&p6!15
z;LhBMMn@xKH?L?vA~n53&!$^q>5i#=OzW@jUs|Qwf0$n=HuA`Kp<7YB%}*!QY^(lz
zA$!#a{+2g2+Kc;@RE<3rY}s*IPJ4A*TEz!X-g$i0)xWM^3_6*4%zQ<Ksd1-e)XXQl
z+7G`i_hxgQ#67|O`DB6mz?eO^rXHKC>~3Y^x7RuRg2W5M<8|7dAFsDOy1G^>#8pVI
zY<pqMjXAS;<0js0Jv+N>ML|@2C(mS-J9qvwY>hhk=vd#=>-CaHD_=SN%DpUEv@cSj
z|HG<m(=+GJ?Cw-I{WP`UoR#sbm7y(PeZG0yOIB^muJ`{~;@h)7>Z7jxZ?}irj&mEX
zYrF1wO?jg9>41H+k7b{oCq94S%R_s@rrYj29usF@QMvYYynyC^hHtA6sa}1*<<q_*
zkB0KQM{_dk4AOGMPW}pK`S5OD$Ge`y(3tPuwUyC7&SpBV*RGeXl%3ug=GQJCbul)3
z8GqFCqLsXPi8>;x8(%d?u>V-CA9R&j&%8Ls>h-xj?=4nUwRcKi33%-lJ!jK_Pj5UQ
z<vK{*pY=h%BiwQOgX^`AWb4m_F`l<vukbPT<Bq#0pW9|%IdJrI%*TyiekLc+G|GMN
z*H^#$yw{@7!D30;FQdQv&pxbw|L~O`->o+v^%kku_bS~wxp?xd%Uu_=zO6sMIwWwi
z{k~6kbY2B6yPq`6^=(*k_pNoRtA2$nGL2ibV`;#zRT0)%Cv(Hoqjqf#GSa$buugKm
zfBTlu_D8c$d++K!w8_1AOGl4G*-Al&rC9-nzMDcsA_84S*$%pj1TY!BTUI-_x-lp)
zw5(^Ysd`x($DuC^r_J}c5>vBMY3q?T)3fQGtF_W~FKt<`d{@lzY{9H4Yo_zH+k`J}
zTe2#zrmV1kWuxc1Wp{2}%v&3|Ia}rXnn*qVwa(AP^0vOdeArcfev<L3tFn_#r~UG7
z?%P^qkve(h?XRn*WhezWJo&zQwc(q>Kx^H;9@AHPS^a@aV>88a=X#1N)LgA@RiAY>
ztMu#+?L}wG)302evQK$$l1^*&<;PRDSE;&kO|vU}RZ{p${n{4AE9}KFTXODw&9XPB
z|MhxONZ=QVnoCRkma2!n4^9cUl)bDU9G<vOeQ)8Z&M#YvRdprTU+Y>i-QoMnX@Rd}
z{;c`BILhdi=dMK)SA4d8C7B}fSj^R{>-LoQGs0!pnU-w79Im?h<j&Q14jvEw^iFZz
z94R-qhi3)1zh_)=x^#)#lklC%ANS<!zxk@l_~q?d$0(ovnCp(oc5kY$OD{Wgd*`}s
zN1Yz+S3l<J=6C#O^Bh+lSO2iQ+q`$RgE-1dL}w-|rSHwZx#{Ekc+<!o^MyO|)Q-*N
z=wGpR#$(39$Za`WmrJv~jJFTnJzqa|r$<<iR8z#>RVNdyujs11I;A`3;?BUF!)0r=
zv+Gr>J_ouiTDw;B<lBOkfo}`11iB^^wTc8f2*yOOJ@9kaRn<#L!E<=7O%+|WQgu<<
z#kCeMW_sp?RxvtmjN0up$<=SUNU=xOk|o7aOMG*dwmZIznfkp$N=>=kPy2$Yig$PU
zE#o-(M=Mn}@1JOVtUCPS(=CfT$|ioj=_~PQzRq^jygz=m+4J{(bo{EeQE$oQ-#1rX
z+qSm0NT8s&FZ*?7qGoV-`klZ77nkjvWvZL^Zfj*rfwHAt)2`F?tXaZN%c47y?eC_a
z{L8qm{qQW?eUsC83Rg_rwZAx8S3Pd|g~@Sl%JT1vE=9?SX&Z0ZnW3$G{@ots`n26G
zU621Z`F~j>-QBq+I$4ozZ|3x($GOFEDi?%4DLr6#yjP+oYtGtG(bhAzOLk^0?%Q^C
z#>wr4tKB1R9Lci@V|L1UmT&O(_N|qblTRFJsJg!MYlVOCi@Mc*%a-T!?WoOmx*sin
zZ=KLB?wxh7wr096ySF~^KSM3o<CU#T?>t=Hykythulv@7|5zP%KQjLPtk0Qx>vVoj
zRtTMKo3lAVM!xFvs)UfK7oS`?J!R^}SAp4){|v*Et~Sd_?Rj-SEbK+S)o!_E)uxrj
z2NoY)IlWS@Y5S@BM?==V58U6i)Aj1i`i?8&QfHH8q@P_lG>_@hh25*-*w)*AWId34
zZR=OwgzZk*6R+y=-2KmB^(#h9_UQch>4`Ct^PdGz%bzV8Ics9d&&~1St^MyGzN#&i
zsQW0dahD-a^*=+^qKH>#PX7LBe{Z=?(*8XgBqYNY`(Kpbvoca?)3GeqzBO8mK{`qM
zX7f+gTe7po@X<QAMT=rWE?$2TStloQsq?g^;j1b8Vl5+r9-Dss^5Wp)S#PqAhbi~x
zM`c|(9ruo(m*Z8sCaXwb+{KPSR}qHeJ?38hZ(hF)zIe1S<k006?=_~Mxpss}K*OMG
z{!+sk`oS@m4?TP=8`||O)l%8;YT4}Ej57;=2}TMr?*MJ}x7a7RKIMzm%HOy9GWWhR
zoAK+iq_34m&9S33J|88zK7~BqZ50x9MKmhyP;=Ph%PIMLoc?Bg-NMcF!E$A{@U?xv
z84rE<mQ}Ir&ivfI%&<2pCztQK8YC&rwu`4ZG%t6W<AH-~isd8%m%laWJEI)+dnVVH
z-7BN)bvI;*oy-0_Gi0Ufr_;roPELL=lD{G}a+M=@RoIl*VbfM}otPk`<vMBgw(zw|
zCuhCuGrnnUd*bQN+_aTqIpwRe4$a+tZ?9M7RFBt1wX<}89$H+fwePdDX{^ts;Ql?T
zKH)1QE^V1AEcMeTOnuHh!wo_2OwL|O+cQ5i=}p~{7v%@bo^LJtmAAlV>(8q2sV{U=
zem~o5?cQf7aq@Ni;r+t)`73>OCtiwr#aMmq>b}j}C1kZ{-Q`+WAv(Kob?yAt9Qms0
zKA*E6UiFx_IDMVQi?0`M{^*c@Wcnz~P9go6#o1D;x)sv@qUyFhcD?g+)s0BEDCMik
z*PBbSHu9~BUb)_~J?K9}-n!`5(e*vo*E;Fu74EQD>+ieuO5^df*S5b+5ptavm$@wK
z;7rDK_g(izGDtqSzPEkqc8g`X7k%$(UcCbvb7K$*%3J1X(35iIl$X}0Du&aYEw#Pr
zF<LQ9DO~ra+&+D&Dy;lg>=b=V(+@Y>vUcuFD7(CL>B*=AZp%+kSZP1C!vCm#>#|?v
zyV_^>$W^6$`=fn(mS^(sSEs+OG8bI?A|;h!-q+9BwiQ_y!qVM028G!<Z~sxgBF->e
zo11UdVYOZI+<(OO^oRBpmU8nv&t9GWnQiaKJ+j%^GM`Uf^15X9pz87M6)SU0T-#hG
zvIYM>mHlnbdgFtSHI9Yc-&0d(&fn28EB~%h@`t5w*Ur+rlCW4_yZ-AcPLtUutPUO8
zYj;c}qoAl>D);EDGKO01n-SNmO)B3rSKQP2bnU+UJ(fDrxJP0;S}zLBv+nvb`QgQ4
z^K<+4H>`Gd+OoN&U$<=D)#cX{d<-^6&sY30`@r|_QI9=xpKx#}I=p-x9i@Iay7LB0
z-2Qv=f3tph+9;<ND%(#GnE&qi*RN}}{W%WjopRt}|DOH)BbTVkExWc>uZg|=s+a1-
zPv-NV2{Qe1b8@i%ho|D1k=r(Wjrx{$dB-s$+gDR=IZR&Fb<%0>HuIiUpYtl%wm#V1
zD(w;OpLn+LbA{8pV@0R8XS_XI3tB1p#%E^%|FxZa%MWjGllYn4zqICBD$C-t%x{YJ
zxFr0{lDAVSFWX-se`w8rhFnichoe(|Nxl23t0s7X>rrX0Y1+hoH(Bk+VutFc&hO}z
zDqUPLOYGOjiDq(B-9CruUfMM2UPumez@20N+IBD0IPvMV<B>Dh^n2zS#+5$e+-}Ic
zV%_PG-qkJFo3$<9#(fi2-T2XRc9}s+Rr6V;xr(da6viF?;Xm)t`um5k{9JbD>*|S*
zC0CjKXVA-bGX0tTIqN@zwEe}Nb?5p0FH9`-c-vK`#p$O#<$KD{B+E4JVBHH}*Sx*G
z^7Yr%1@5LcKGTlPpQm{!YvG=?Ou1X<Z+0&_YWHl`38`iAvo<}Rwf?ArY0Ki|iwk2z
zR2Ma#6`goTB+yk6RE4tg7`uuH9s8MVclGS+TXIi73r~9=Ypbl0$8loatkAjUC6y6x
zSZ#9EIpw0R85s+1mye3BRq~WxXSelUT*gK-FTQN+H*8`r<IWUzc{_iOnq#gNYWuh6
z$CsOe?Db3Cu5CL0M{QR{a=^STH`jiS*&lH|_|CuM{Yp>L4UG0WF1>YTFK>Q*8YjPF
zaBY*tb&0ih8+w$dT%FeYqVU+=TYip5W4CWeTi0c4W|s4~YqQ*()i1p&7C!tWsTn)t
z<IAO0v+8er`}Hq$`?tWiKG`wX^|$SOud~)Qqo;Li*~_qpm+x(Pv|aEU+p@<S)}%(x
zy;5}IcvxEP)W^&IoW8bIvN+%@N8Ox|Rnzahm?u89dd=eJQf-+l-%5rZ4V&q)_R+*A
z*XCT>IJ?%g*lO~VkFmV3W<A>~;GDL1k4fOqzS1CH>zQZoP2@kL8NJuEs_U!&nUDM5
zeg2YuahiE`%DL>NTX#yx%z9X|O?88BnN(%$f~|G2y-m;T&-&b(6)|hxntNM!b6+>z
zn7NYAa$V*U*O;EJb+;zAzuUN8D5BK(scKuOzvt$w`){qy*qT$mUU%cQ?Il(Bw_If|
zt@^Y&A@{<^jgq<Zju-x2B)xOF?v1>*ofcnp?;j05y5c{>));>7(-%I=@lRiPJ^BvY
z%c#P+rzd1j*}6xjIF_~dKq|9s_PN#mQ$A&1da8fXRrFZpLCDGdtqseVjFT25?p|?L
zWm4MWyHP4<AFWZD_Pd!?fjO@9F+Zp2>6wnF`Ln(x+^)J}9`?Fy4L{5EI%#1Yn|1yE
z>^<|uYA)Jn)~MSY$opBjb}#>dO}YmPwbCu0$bVSx{O@qz9mD!L8~+JjnxCDboO`+_
ze5cK&AYbK|TIr^$VvEB1-DYWA$YrSxmOAG8k2zLHYpH|m-pozzaq`!stL9sNU3PD|
z*{Rc4LcP1|t;AxAYFDrN&2{o>vHx!#!+M6*eTweE9*?fbUVK!wzHQl#eQBRM&u?7$
z<v!a<^AE|d<97b-&o_Se>A=c|mxSaR!dL3ti`nMBQRi39G<V_j2iN*!morpz)$9{>
zeIi$XertJs`mG(3t3KU)_cpHl`YX>@=k<U4t$A8@UjOPIi&L{5PW*Y@zw=Vs)|^!n
z<6f#w>i_<8jcu@NYq&LQ)sLK0_g>qcQOkM!?sV`;(PiE1vJSm!Gg|O&-L%i%JtYj`
zhL!1C&)IW*dwHcb_u`i+tAp3>GFfzGdudiv_M^MnW)kzujQvZi_NR+{(Y|re+i`k0
zYim-RZKm(8P5MUK7ZywBRPCrx-55A)=I&?AJD22Ksoqy=H}!2|eJ_9Ttwnpk)Ew75
zbN=5~tyz8kKYrAIUlk(z`Y+R|)VCVJ+f(Z9=CbE4UmcveTxs9(xfjEY)Wb!-Oj^yh
zGT{2swxeGDZr+`#DJ!SGS~Y88)V|fcT~o@__*A!MZJ6pQwdUB>Z;^G1{$<6dRHg)2
zF51@sI(;ueB<St3&8(89LX*07C*R5G-M%)w{O*-2<>Hd7&MKQ%{m?mV+BCVxZ%44s
z--`!VEn%B*S@H?@g)5qhMy2c9j;9$+S;#I{>Zba1vr*Y<fg3+_C%HPOmu`PA9Hrr`
z=g1O%>#2p$enE+I_JU`Fg8COU7CK5S4~(ysh>Uo=<D$ovUm8>GQcoFcy}JK>%9X9E
zJ4KgWTy5s>Rdz65G`KzU%9>ZES6+U*B`S1=-^=dw`*5?%zE$^c{K#-RrB-(-_RPt(
zg&|9N*5++V__``wfH9tb&XbK@-zHeCykcxFy7aSV%AqULt3O+9RdtHlZuMQ~-IBBw
zjZ06iwcVXjCc4UO`K-isR+IJ}7V2`I=sD}*GmXD~7i~gwPH}n8`4zsPqB>&NzKJf8
zTDIBG{oBLYUWq7vPusWtNBM&8THO>aZga1HdV$Yw{9U)Vl;iHKZ*QL*|9$j+NU3Yn
zC*6Hv$Nqg-H}%VZhUwCktAsPV|K55X=-#R0{H`D_^l0xf*-y(C#!bDPxp}|5eN^4n
zWpxh{Gk?`Ch~4>EG)v3KIyq~?Znq=6%JtHrH<lINTY2l4ZT#oefh&)HS$C?)y|b&U
z-#Op^s+?Mor^T0bpWUz7J(IXT<Mzh8U2p%GXQkZkD~#)v%3F5)Oz719z{{ojTh{SM
zUF6-h^RAh&eAV54)0dw<%`A?YZ?fg;@*s`OLw(uIL08RvlH6WKRV}@+y<O$8>EXC|
z(Va<)E!Vd{(mD9>!Ai$@ePYck-Y0v$>;EWIn;G`_dDw}^f4WX(&T>6hc2#oy&6sr_
zO8Zrgr->Tu-<$P(%Z5L<l-KRJB5=G-GHW5H^yZka`xd-4KXbb+J1|vmXVm8v&$CS?
z74@x{-u^90{N{GKJt5nsX>1l+|CH_bDJ!Xk&uexry7zXT|BOfbmg}Ag6Bd<pdA8cs
zPb}kBQtlGQDyix$&fTnhnU|yYY+T7zq-~XP&yw${0#9-Lg)iz-7lM3#?7BGBJX`AG
zy%qf$bADeo+j_X>dDr^9R~H+!p0HFsejTdu>6KRgY^Seltg9Nst}SeBd>Qm?r{oK#
zL-Uuqoqp@TY|gx^Y%A6lO5E;x^2g<N!1d75g3gns2Y*Zs2up50uzvp8tYdS<sw-<$
zHSavwy8QNqM?1a$&Tf?X^=R84&l2&);kr8gM$Ju&Z|#?x>uGhZ^H-aY&4y>y{GT3u
z-gs~2tH9it2CXYrvFB&*>16oNP;jOE+ov`4Mzel-Wi9f0-r2cY+-%V~<KPg}13$X>
zr=HJxYq~8(h3{_m#B2XDVkXD?Hm^9}f82d$?3|D@T1zJJUl-L`KWoX`KcC}W>&uRx
zPkekjOn1I<^gZR0vl;FMZ!hii)r&Wl`MPe^(XwOw!ST$UO)dTJefkA$TsfjQCZ97E
znUwc3=x4=>nc973cB>Xm?FcuuYW943<<u0jj-_mdn*)udHl2POx+E%4Z%GvEjJ0uX
zkMC{f7tOlQHs{eAiK<IM8@I|duJYUJCy;gN*$&lZ$FBuVo^+*DBrsCe(N!dvVR6Qy
z-bGE!8H+O(XDn*q%d%9AwCb8{61;btQee+^w`_jZ9WTA~*sEqe5>t6RYr%^XRpBAI
z%12h8_0R3zmoF)De{Z02UL3El94o)mL%pOkhK)gw7WcM#$GqKqW7#C9pm&QVEju=g
zRV47zgd>k;Wk$#Zm7UY-NxA6v(COsa;JL1mbEfBXtt{XzbNG43`QnR|xTKwDJ<Y?N
zD`y?qA9H<cd-}7;EtQjZwp_XTpljl_nV0q!e|nSk_sC!Vq>a}EwuM{|Uvk&G^t)B~
zw2F|wOL!)qt*&qRvS00tA+yEV8n(2B&R703SZ)5wV;Z@A@97E0lw&OJhOSTSit7s7
z9(Dd@=(3G$`=U&zo^NeaR4baSGOehf;@jG2?Y4hkJy%8i*?H9HoS=MM_PXHU)^j&Q
zdOhNfZ87H$e>n5Unjd28o#Rqn`lS}d_I5{alX$kv*6u&UyHDAZwzKV$wKBS~US3e*
z#)ray-o9=3UY~g#)||FkH+1^ijFs!>&+<-wy2@33!P_fa?gXz^W_UYmxy^ku#+B=q
z2_Dnt%U-k1_-sjVyWw@O>1Io>O`4jLd?&1Y{*JUcdfPq}M^~GbRvQOC3G{Kh8}fJu
z@4aPrUmo?>oZY%zO(pl3W_KRro#pIbR-Bo!Fzu*m;gUBIzxQf}y{zw$;@ZsMU{kU}
zlI!=i6!9>J#Txcjd6)h(R9x|ToM(0A^;zFFX_s9l9ur&kXmMQTqs?hTIhM<eo-J8%
zqxE%=U{0II(S%q38MGdE-JX{)H+$OEcg-cHFA^6$Rla=4DQN1s<lvv#v-fgDn{Hkc
z!}4U-^X19rcc1M$%rCaM_<g~~%$P|W7fxR4d>D7twr{5Wz0}<OUZq!eA2SO7vaT=n
z?9R*QcD|X}YSeXfpZ|2z_0?0?%swU;TXn@hpTAgf23O0Dr4v78vE^moJ^V6E=a&@s
zefKl#)zT;beKk!?H{?^)BmeKK-R{{>H~o9@@Vbgs0Z(roe>?eml2w!D?~L2=ORV&+
zWjt4~jGCw!o8j2?WVv6+^AuZ7(O%oA#ZeXO7cP2|ax!$)k-V%;Yol7TUln~13fg2a
zwVQiZt<t(%QGdCn#3Zjgai~jUZ71K&HNRKSpUv<wTyOsAz75YNf1h*x`5(_&Haeji
z#+!Og6+d~-`*L-Pey~s8%vI)m;Y;hR`_5`5)>rHLI~fFBxKVvH^=PPrdD^DMyK?W$
z+AsZXos{L5;z&&|t3`9|oQ~V>SpBU?Bu9AGna^C8-#)kAY5LVNFO|nmP4Ag;yNO?0
zSJt+N$Cc*(2!DTN)v5_WKA)lzT}8qj6<tMwKzA1Kuo<kHUK6@)&Fh=2HFecdA{o|m
zO(y4@nYoJh%FkH~Lv`cN-Z*t>YPRx?t_vIXd|!H2r(nL9oRRj0maJ;KOeGUxlT(~W
zMbEtwQ8rZ-nZ3F%l&yC9hw@{dPh7Z*8{_N#7+za&)y6tkDdmIl<xBgu{t3UD7c;Tv
z<DBq&_RKZaa`W@HecG2~@Ac1O%HFwtVRf@RCeP6?ei?h}^bS7TtTh+q9X-?6y!;-(
z?rC9vsPLbu*uu3p5A8In*SbHm+)~3W)MTT3^ex@vetuee_hf4|PcV*ow{<<QTWX*A
zt%hf7Bjc=&?fJ5%c307b-!gja-^0@*v$@`$7tKuMJpVDwY-Z^$AK{}pm5r+}FS^pt
zZm{@N^!C)x?5FlzuYb5Z-+*cL7P&`zZu=&yep0Pk-u_JN)x`B)zt+gw7ti?fT3j#k
z)7;vr`|ds3q8xR8>*VDYXEWBH4h>k5TX<;N1hY(Yt`k=t|EXNbZ4tm!RI7bn@!FY7
z?{tsm{t4Zck=F3;r?fKj%eeadmChpdh6mRlsp#4~FY%;WUE|b;A{$QCo_FxR^6B8+
zldFog&q(f`b@bBvKgW+OEvQPk?wmJq(_5Xot)C-K@$IRMJ2qAGH)mF8ld;U4YkT*c
z>tc8xTIU)c{5DAUkn`rU?5D{M5#{IElP4|N*`2F@_HDrV!YA9@GRxUt2He%0ytM2}
zuYcN4xn+S{-<%fsvFerlR8>XW1E4!iP433(Jq(%CbMjQ%*W;!KTLZjg8npg1%vHIc
z?lJxQAy=;2&zFB*uV*VXv*w?<#!Su6^F^Oc8P}YbpIv2rKkLr;?UM2~xh>vH_p8bb
zrf7!8E14G06w7$p@+IN^{H)LRZ%^-)d-$j??a(y&sr3<;CasqBKfmhW#cAzZZ{E|c
zm-zGQbe5p{$MlzR+WC*GkNy5M`DfVK^_@NQE6<v@<tOwRojdcT{%vafqh)upJ62C@
z{BfOCy<>6wBhk*46(_VF*qa^=Ygx3#wnsH0biTIL+2SK_mS@cgpPwD48GDZNeb>S3
zHU&1D%8Rs*?o+4<lgi!GD*f#E_V{!A_{|PqU9qNa;nc(r@2;m8K04naCib0^WxL^V
z?Fp;a9G>LIAh-2;MO}8ju55^}d77;~zt^7|m;R*IKlbnaWgQdasp46-G&${rL_+<H
z^%wa$eO61QBu}vTqkZV$Q%$?dyxcj-*JOW7Rm&}3wp#Jde+KKSdj6+wYnLCb&u^4k
zT+99=_{}rx;;@-hr%OEB*PC!TO8LRRO|zfne9)JA@nVrv_tO)6X1}iYyuN-fB(KNs
zz1J`1M~k_u51cSKv-8{fnSW9>+an8a9(%)Iw^bx#SCFjNyh~<Ab2kTA{M;DyyztTD
z`mgi*v@d^am(h&MoG+QNtL<s<tS`J)sgnf4XMNITDtx-$^o5n$BIN+yipW-OTmD!7
z_|N=jC>K><+PAnMZ;Hg{fTLFC&S5r3*U!y7@^_k0uWNPJ#w)LR-6ik#gdSy<T$6J1
zWnfE6ct&gRESu18t2RHl+|#pBz%wJD@N?3dTY6cGCq=EjwIOcnW&M^<8e8A$WgXgT
z^)bNt#My}TR?+j5-5+vkEZS_<@X>SE#9mRia#_#j*X|+(ni0(G*QRGIn-=Ky@TF_(
znRdo5KaEFCnIgKObKMHNHXmHEP9*niCfm8JQy;IK-El-+`%*_9+naP#lZ)*v;r1ry
z^A!)ijJ@*kt!V$Wqe*gNF{hK4_a(j#);aw;rYWm$ujgvRSFXEf1syhe@jPJb%u70l
zuPu#aE?-w#D)=g^<jR$D)9%A3zGOa|a_`NZgI|~AN1ct0^sic5`ADU)fY)oWrL{_K
zxXIz5cH^|QXYZ69HnIo|*tTF3|Agza?`DUK-)eeS<W`%#YU|`>{!#B&Hh<GJJ3r;n
zNA>Hg&WT)Iw8cEM+00kv#M(=%*KGN$mOXju;ulvv&Y7jDEfhcFS{(i<cisH336<?K
zX**>d_t$oP`><>NwC9^bZhI`cZ)!N<-O6v544&=v*!+1-sP)B(>mS&rMrY{0jQ9It
z^~!p$oY*-(2GftroAX)BwU!jdd;PKeXcT>D<IbPiPj~dQ-P>S)-p=TNd61v>%2z#$
z7EEOIm3_M9^bRxjeOgn$EzRZs_%HP5mPG4Y#~*KO`MEZ!Z>3V}lg5w*sc#Nk3tPLU
zcICe~R@dwTcenL%CQ@z7_wtxbwe?$dpM7tp)1sYst)3Sr%(~O&_4(E1^yzW4-L`JK
z9P2lk@98=1{>%5z%x2nMYvv%rcr5$y(YxC6=DmADdn=NUMue^q?yuUk_46mYxExkp
zRhCB!PMtaOQS|;qsn0Qcs+PU9x_Vyfj!6!q#X3Lhr+vnAQp(paIrQ+#%9vko<V3x?
zCf-<kYD<lj@6p)`*R7Y{uk1Zt_%c>>hwp;Pvt~{CJJU4dw|G)Sis_<BTniSIt-Kbn
zH@h$DO@VKGQdw2vWRW}XmU-}B+w5`DWvA@xx5u)wtIysHV`g8PcI-=RJx9#D69<-`
zm>GB0*v(CF-Ghon+6{*lo-H^rz36ky<E%-ye4J*Ly!hNVPyW_w*)_%dOFi-gtFKGS
z?NlyRTj#p+=iI185n<^%JbmqN4^~~R-0HBma!sUu``V-|scrWknJ(4Qo@~0f@mbok
zm5-QqKHI7NpFwcB_3WjoucI!6ChxdD^T+C=YxAWa&X8YQTNXd{cX;x<qBHYvn@qA=
zn}77$`?3i--8;{*+y2#FcHv=<M()BH-)&bvdC&iPy4Cd~(YBX1IvSivey9Cfmi0gg
z`+CtYlG_+lKeQx$&3b<2`OK(OFP#Ldww9HdP5fE-src=!?$aSVVps#}rmFC8JzAbB
z`oZp!SNP7K%_|;T&r4nZ^0nL>-gSFdx9;0<d#bH#Req1zu_JxU_g3m{IhyD3=IXbd
z#ihzCf2jrC&BzK%JL~4F_UE$1^-Do<zw9>k)PAYix2bhU{rA;bR}Z@%E#4%%UFbi<
zp8C025qEfZtbdcob>^zNRPn9jZ%Y?e%&G|rc4@ef8W_K`x~gpNdAkEwuCADudsoA4
zz546IsnPC9KTCAhdMsMlbLG_4FA<TN%929I&&G6SEwMLF+M*ow`^_xF>3fPp#JV)r
zZ?<&m(pbXE8|B-fEt+!Yrs>kPh7w=av`)<axx3r&QswF;_d326eEfU&w9n%_tu+_l
zzYJc%W9-FXclGm(88$JM(HCx3FDq!zPPy7KW39(2TTP3&Mf>XJaV9RU*e$iQnD4B+
zN}JtO&7Zr1)ne~zUs(TE)a=1m)#w#BzMf3Zo%v{&HTV53PTX?YJ=2WV&Iw!BU+}x>
zao3v%?=+4-+$_I3Y1vaTH>H+T?jx_v19vTc@_m{3(fXj%B9nI8_yrwRb9GTUs~dGx
zGe>6e_Ua4g`?j395@cF*{is#eQ;nW^53a>rdS`QW=Y7+um1?*CBzJzcT(Q$Kqe>*f
zRi|-I!qwXqZI-ViCTx4%IQiZ#39<dg4`-b=S!*>pHmB@bOt(|Ub&;FO>|6a-`(?cT
zwzM&5dA3}+wNYw+=F5Q1p|7VN4Ve5iFZ<J<Ytyf0c`9$3y`$w)aIstVb6MwVxrraX
z2V|r<NXtCix9ms#BY!Q4>t~K%+Gq6P*wSyA$vJbRzRzd=u|R8qPQBGXpEECa6+QR(
zwaeo4@k#DCs`$It?ODQUoP6in)?+(O57&JDvp?#iKhKYD!(}P!cJ6U$m-)JW_B2KL
z&}kNV=bg4*Jz=RL9IH2T4O@)Zvpre-0{ri1-QM((S>HYX+^W`aP5A|vo=nx{&%U&k
zA?0<fP!@-ud2yWKk{?U*&d+R&ZEf#ZG$Fm}=e%e8c5@d$HnxlP_r8$gT;Z8G@9Le1
z`w}z#s*2;R7yW3{STA0@PP(Bu_UOK?5*BxAwci^U`pxY>x$*vyoo}T4c8VU-+8FTo
z+AfV{VGPfk<J6Payv=E6{<v<s@5k~<yH%$@{c5|~>qg#kRjoVg&U|U#!DT$}$Et9t
zmcj|lpR%X6$K^&nILOnm!n#}Yh3%_5lWs+<oaI?Q@6ete*QkmNbG2%b%yV1U^xOW}
zyz<>V1-m>xhIJe-Kd+tm+neL!&bZ38>t(WLf92oOAQ|$G>;8gu^6?*!e_QrqnS82?
z<U!LPeM%u4XRMmhwb#r(`P7H2Q#BlQx$WdXn%~@dev`?(6qkZ0&n4D9`+W4;gp;CM
z!Woz5@twQ+x%S*rv85|nz4xxz_e1^K?){vHi*<@^cL-07Syoi>#yH+S(rZb)_MI=r
zYxbFFu3Gc$u6=m#=DnRtTNX~T-s<G1ed>?$`a7?}E}358&3wA=SdjJg#V;odOZ{1p
zJkQVK>v~bQ@F$b(jaLRwbK5XK>7BykE1@0dXY4$<B1Ln%#2<^J{y8sqzmwhiB5?6p
zJGV2n>x1myd^E}PdT^!PJ9Da-nc@B!95oMm1kc<4u%8<JxqrsN!Y%(9__MBTpX%YN
zvAgg>-+zYZKd;|>8W|@vP04g;savR_(UeNB%Xd|`T=!Ocnh|`aRLlKT@%g<KcfUTm
z8|$f7v~)&)@Y(9OSLaBzROdP9p14yrq4;QJd|#d1S?;aJrZueU+0;~dwC-g4k)<0y
zZ`G*wy?E-dLEM7S#scwo8`lMH)y#dKk;1AP+_ZeHfBwpv8@lnXep@O_?dsNvd4;(<
zntuGct~h*G>Gwsi!#u95uAX*vkH^Zn=Pzwq8OC3{ows$RcuCTa*`X=D`|`Ga?mxOV
z@#vl%HFc)1<cvPHXmB-oN`6^C`=4q>Q>>HIs@|t_zCGJ#ZM2?u;xDsMx6N5^p6nBh
z<JhPD(#XT(%mb#{;`k-^ME3<<thpmR|4R7Nd-Hj|{aO+p_AkZg*ujYt9`uy2-(n~5
zC$%|X+xD&d^Ecg7YMlO1;$!c=tIr-L*Y<9{o3>=Pe8$Z?|K1eOxq5zUqPHAdVT^wJ
zo><nqn-W&b9kFv<J!^fB?wf_$GTkOWP90k!V0*Tj%VsZs@BQRSKV}-;$zl|Fx;RFD
zrRnG8eGC6HbRKwY7xnnF&Gn5x+M_(4RHoINJ?u=_`K~tm*dK4@tryc3Hp|a`egDtz
za5g2b>(-gez8f5R``Ue4lw;ppuOn5Lr#9`9deB{N<$vCm?ZavfwcWjTzh!wVTYLTm
zm#<szdBwam>x<!xx?KMYJBrOprX&_$EcyK`Z`rm>N!8bdm&H|I`xAcn+P<K@+_wEM
zWY!x8EnjVwU8(iyl-Z-5x2vyyUH!VkaL)CqK{J1`iOcfEo_?!f`)bcQt;KQc*E*{{
zGOr3;_M0`QM0cn115+jMu0`LS%cF|U*j9d7H$UyX`0K)FyV4yq%XSwO&$=k2`95Yz
zxpbA(-u(LQ?}cL~FRtxhcqlDX+jI8qR`+LVtD?_->$LNmnwxk$IA&76_Ga5(rLn1J
zW!p{ly_`L--&*jJXYP#^OXh|=HhK2)`mFOarX@MNj5=g<e16B8mutB_E&gduOyRw7
z&8J-FZn$ZlrgmiT#^cW7Z_V}dmhuKvPI;Pjc-ryhQq$FVeJ6;&^u7DuU*^({-Je&B
zs{SmVcxmVC^Rt|6UvJE~=JW2$npkJ=pWW`4cCQHWd{uKUyJe+?x~yO6^jyZhygILv
zbL6%h*!%kO-IyPmW=j(v_U~1nar(-oD?uLOYi;G7Qq|=as$O329BF=il3C?yVISMq
zMh`z<HofV^^;_P$|ETBjX-~w8TCWJ(ZM_|J#xCya0k7LBJd4>)FJxBj+7LQ%gL`q*
zBhBKY5syzAzUB=Jn0<Hdnw;ppHrsBU-L|*Sug~6UR`iMMKQ@0^&v?0fYyY*Cj~+Zc
zdnV+{?UEM0t7qf&@{FU+#ieKVRbA6P{_E`B)mIkE1wS;->RP>jCNq~=(8iOCOUvDh
zpKKKSR%G#?f&cW=Gs|tRZ}<@%l6t$jC%ir5x|8M3^X#H8>*TIDJ!ZMKb17fxD*FzL
zX5P12UN62?#}*Ze*_^+&XxCNM$v^%xL_PiT`_siwSM#zDzK-Yku*&$xpG^^_oNqFC
z9p0U*x4N)(uiVz-C#zp%dDnVQ-?>(`b=Qqs6?Pdf`n@jaHBMez5^$$K>a(tS*sYuT
zM@whbE!kAQo>{mpbH0Ah!BcwA%a?30ezt3NcE5hUt@imZdp(t>Fx@;`^6|c&@$UIv
zKYKzs%~#pkOSa{{>U(zWtBOy`vn@gnZq?!3xizORuJ*efC0!<Vw8GTj{KC(s1^ElF
zm~@G&T+P&*TK#O3c;N4l*3cclE}gb9SoXc<H`m#K%$qZGw7WN3#>>XeToPBC-M6F9
z<AIw0MBAvXdqP+6Tc4F#pK5yaNBhykK}nnH-ink&{m$W&^AqfHf3Y)9EKjh@^)G*H
zM5!XT=hSoNQtz(EG#4EgS$O;Q(wZN)X5ES7-Sl|g)faK1-tC=p-9E6no4!ci^h5RB
z7h9jx+D-jis^m7Om#Dm+wP(J)*OM*2PTo@zPH$Oxv^4ByUc;;(yT0t5v!<@TbMc#{
zNhg-Z$Zbis)jYNJNaYc`cuA&-i!#j~Jf63|*MIl?tht5f<-KaIX`VV_bn?lb*^NPq
z)s>ePhL<zG<Kq{75$rTsPvyz4$-lzo*Hu(r{eH;6R(msNkoot%JG@>sXFblhB?hlO
z@K3nw`Mi&BpJ-Gh2I+o?D=&=OytuZ%D5C7@*_nD9?`_y>`S-<+E233f6SAZZtt+~E
zvHkGw7kzuoM0aNN?5#>#<)}XEle}C^W#RtwvFAH%9OnEv-u3amWY(lO<K(?{ty2<H
zmdtj4wUbY%=3|kY{o(9}eHL5F?LS>9j!(!aSL{mod~Kh`rN@)52YN16mGrP&zto2R
z@s4+IA4T3jJ%cae%O6|q?VSaEyLvrJ!fg5U4%#^NdR5(w_`bWc?as61#?MvcSc`YX
z?dG}o;Z?oV#>%yaGuD1)R{SUWB>YLx;nVZ3*>g@4tNE63^kZ`6<Q(=w=B<_G9gF`n
zcrnOby`42{Qk!0M@z<jTyN=9Wc5?mt(+^(0sJ#~Id&yIB(e%tL%|rW|<{#-_wfK)q
z&EmrU4Dv?xd+O)<^4!kiZvHn}{r9mMn{wCREBX_%;m)RR`;w>6x=gQ?eO+p_aTT|z
z=kwa^FIkqSr<hJW`{rW)nU#wtgk_z`I+7o^jNdqDrcmQj>Co21$d4z(uI_#P<;-rm
zC4HJMd-LjYu0G8=+j{8g)%>cz+3H6QI-Q&os^mW_sxxZt?%djz>}Bh2o=*I$$<64K
z$?9tITH>VX$#_|>IWn^^iY+YGkD6UFn>}j5wAAq8!k{?MXEAwajUK%}BVoh!FaGRC
zi<&UAZAzPO{$9S-PtVX(@aJx6mdnc~Xg+whVsqQ%=3tfTc6QT`Q$BM|owCv~qr^gW
zr;&&C<(n;2Becs`KK>QHymhVBw3cZto)L9rUssAhd!>;R{77kEU#s=`iF<iwTuf7W
zrFFM=LF*<~t?f3UGvae==Y>yss2FFuv($2xU)aXXif0S%2KOW_oMdDr_19eF>1j#l
zkV3b^Q!f9ynsCEnxz5y9os^)>$%SfZXPp%npAlu5RDGSzSe7sP&Lu;|Id9i=Kl{G=
zyD-<0J+te5u7Cc|Af8sTcg|w*m9G*XyfZqx{}NmF(v~mlqReg`_`deEbwkzl^96Qx
zChA(nuUBqU(|wbpYuoFviP=wg*1t*1yV^JJJuf|VLQKQenT6jsM+t4qw#)i+*gk7<
zk$bL@md2ueA}?i^`CQx}`7&<qL)*lMx8HVs%C@xG#`4AV`ioudQ}0~=yw9vB%i;Z`
z@?CblAI^7n^j5x%ZK+c-$~m~6;iBndsmGP;&U;?>xx9d{Fn<2^13ON=_!YyN>6%w{
zr)pv7xyRv(AA_U+zU2HR^;q{kxBJOuXA7efUwk_8OMm^<p2}cbq5H>X+r2jUlO1&a
z5%cN<567?THTquXI^4RjeKx!0`qc|Hj(l7lwlebO<`-+tkKNwDEyMWw-d^s*{~3fQ
zDt~%+v+w@TjKzg=XN=F*%wP6ngMRqm?1h^@9$Ng4|A*MWt?wUxj60uJ^EF3#-t!w~
z^#VF&&);fyr7iuarSV8p`nhd+@}KNy*7kC0cPg9h--or$UKd+2J-F@AiOTIpU;Ojq
zmsXV;o}TpP!ScqU`C3u)Q)&#aNxTS(^WN!u_+3!(sh$V*^Sy4(51Jk_<MZ#OHu6=U
z?{myv&;KLuxc|;u=ee|udm8RH{%5cWU;3lmms@&wE_46X{?l95EA8Xjvu|fmV72_x
zONZRqos1@3dGIH6>8WqUu_}#8j`L^kJZ5}pPjJY-=+otuc>%d`;WqO>tdIS%bfxLq
z`|}n_=7@hUiq1RaJ#XR0+pn~r-n^FGeY{DDrD6W;au&Wr`|Z!xPLr$Ia_#x6J=RX8
znxFk$|7PS>l>2SkcYW&e+KCBMp0}+pzVKDrpa11ehoc4t3qCi;<v#e&z;isEc}v$?
zOV%0bHVO0Wqe|a*<mJAzJ2P=|e)G&5Uu;_|j8?u$EZ_OKP&GAnS7DX%%^K^v>z6El
zhN;EgwK81qd+E{kK8y3yQhr+A`eFI?oc76oauKKbrb$a5o^X5CULotfI|R2~W0qf*
zWpHWg&n5jwU&neE2T45fsITn#a?WDe@!F?zTbgWFwSHUvEtKQj5p$OR4DoA=zssp?
ziC(WK$<sSWc5koM>q(i%i#x9emgRimxY-x~BirrXN69IMFJHzL|7YMV%6!c+uXb5-
z@7~qro>%s7kuDKtV@Ua37#})4tY}K$*{`>9KP_K*-FL-L72b!PD<55%x>)ORfkJak
z+1f(;8$K8Go}Xh_VPfl5QTVN$$KxD-)NhVQ>TWfA`QxTqTx-4fY`^5<cDIir#p);0
z*;T4~ci697Z=WxqwVwZM>HID0R?76IeEj>gZcoY43YS^Ux#vE|T`3mlcvo`ibf|k-
z-|>KtinsfXcJK>TY@J?zw(I=Wt(NR=Sr6aqsm)5e;~D(-)u)e^hohA5ES`3`Z!PDl
zETLCC$FJL0?VP<=`fX6nE2&+!t8b*g^k!Z5?Bv->y)CP<)v6{oE&m|1xk8ukreN8I
zFKc6!1k(%Up5E^Hd(Up_mFU}lc4VEovbO0-WAm-;%eyLy`?m7uew17K&^9vaZtz*|
z?F-JEUOiq@aa&pQmEXIq53Srbs?OOh@%Y}Z9W?>A(Vy2ZT0YZhNzHk#$mpIewo;W3
zZ|~ii?`HYuZ+6!;rkI$5>SvqNJ}Ud&ym#QLbZ<bq>guj-n!Y#ULko4irQEMvO`92>
zZaTSiHUIl-F}qIn?zi`P9x7Bd@r~pMDSMl+rM(yX_onEdI&PXKY4&yfs+Dpng%7j6
zrd;-UyXE#H>uZ1aE!@3u9l!rByRCbZi=y{dSoB!!J%4S}oLe!g%&kt8D(!f-{NGKj
z9d~1XovO{;WWTp^-XWvA@`W<jwpzS6d+a*r3cn4<_a^0iUt;w3eYlK`walfntM@+1
zKVDZoYpd*!clA=wu031gy}qh5z};8pQsCXWUh(>CZMVwaJzMNull8R8b483wV9LgI
zl>vd_=^Ncm=7ufgz4_vvEbE#xEw%5SZFSR{H$Cf`nJ4##q`igVb#H6drp>wS{$8?1
z)ti^qbZuL%-JYsTdAwIHZT!#hHN=|V=F1BAm?dUTtby}lXDY3UNv(eJE6nxkVSUl-
ze&*@tA7@uvyz=B}bNjMZ;=|r-qf5ryO^eU0)yhwv%&qPAW@f~%3!AI2W-b%F8fnV$
zJ<-p9tJkt8`8Fw;@6Hx{wK`#&J$G_gbQ$A)*4?4It1lK#>OHVjOIQ0w$!4#h=~`8@
zxz+dD_by2`oj2)S%(FGl`fH1K?08l6VZG$KNSS~8^ETYc6P?DJTQU8IZ(?8ejm4FY
zW_5)#ju{;FG8CM(+UH2f+F5Jvn@7Fwva8#3x9iQ4uPaho%(FImED@acK34P7Jd>3x
z-vw41++Ag_vN+v-YBtB_Ku>|yq53<|+X(s3<V>IX>e#w<^?R}=sh#_pm~u2(H}b`W
znvI*)^NT~$VrETUx*}ylplEJ;)S^jOTBqllwl7tg#B(Keul6$Od2DK)!BhK<woW)+
zaOXdRXxS~<kNuLS2bJH>{LgT2?O(mm`N8qdT}#gk{}eV}{8m-@>XyI$-)pmeXGQOl
z`uscAXVv4<%-gTxl5_7A$Lj`ju6<J@n!~mCO{rS!U0&0?p4wME#bPnfCO$b@RBcjN
zt-5hH+v=y+_RjA(^`Akuu)DbL(4t%iclD*oIyzY;md~4deWh&UjvtxRyytrK(jQy7
zR-LGPlYQu|>4UkilkOjBE}DB+``G%aD@$y6!hDur_&&qNm;KMTWp^t!iq!O;t$4e?
zlkq>pw5eJ5L#F*o?X%e|cW>%rn}x1-7eBw}E@AehKmWtO6=7FS{k(OTuj*?171do6
zdj2fh@z?B8b+kp|41pWRYO^<8TyuQVxg)|i%nC2hv)B50$5kSD@+9|Dk5)MK%$a1_
zFBEa+n(?_Fn;pme{IfpAdc92Hi%Q&mX|MJ1sP#AUSkIk!wv~75!@HmM%koyJ9@!il
zD{-~)<m*|#c^0*s+NIS#b8RbLdhTpL-_4_yE1AwYg>U;&_KMf;hSIu<gX>K{OlzC=
zVS4Ia%_qMLXT40^Gt06}Y3}@crk0bxy`NfQe0J7R&x5vtFK?M1oH?7BtCqEN+p5+g
zw|bdy*@rEqTUq+}t6nXh{JmbcuCgcY=g%}N`#l$@xw&WAT-YicBl;?9b*$do1y6p5
z^Q)dWb=>SNTf55P$N8=4e>bPynKf1Av&dA-v(C**A-8lqOE<4PD|lC>yDi}A^p(bI
zEd8>2r(RxpSn8HZzFbN^mw3O4U-a>Lar3J-tv|hca?Ijv#}J-t=a0_*lCQBosW>j-
zde7-A*Y742+`HD2a{f}$9rbO8or0{i@0R>$sM{GE9ItF|RvfZ^-R$4TcD`O#K3V0@
z)-N|=WW=7|NHh?+_9FM`m+6tO&nDl=JZ*TI=i0i9Fa5jj$ZdV+7I*rg-6Y|VI$567
z4}WSy3$o*Viqn<)W~}~r{L8B86W?0C_X?dGdRj>}_S*N<mG@ul+FV)x+T%}l`ftzK
zOWNh5KJAwEd{`r9v35u4q3T&5UMK8*y`<)zvflS~6K|d@Shut6;2Q0dVrl2|t4`-8
zoT!=;ViaGSmHF@v=hBvv({Eef2bdhbwt3mU+xJ%P{r)@j#l=NGFTPIv@b;|nbMO8i
zKPLZu92hd4-Pr#3vBm4JYwj=kyUCv8!H?xXr;1u;Z=0H_o^t5K+^A*lM;*5O`W0gv
z=~ygjTJ-32@RDOIw1fYg-JAWo;OCN+tM5E7d6#v(@O`+_F4?n*OAcRK8a==2_nF<D
zvHV+#{rU~}ZTEid92aJFH~7z?<9*q0ri-3hQknGCa&P0}XOoO)wSLwvzO;z1tTF8E
zmE4ohc4vl9v(@l?`OG_Jx8!%R)X*ie;%n19l{U?pmmT-bcc+E4d+7P7=PD;_!XM2E
zkCL!@C6c`NT~&y<(QcJqW{YR*SL=8m4QpdqJo$4-kVkp))|z8t+plE&c9%`b`TLf8
z)xE^GU3;Y#T`OIao|kp&`n@M#RZqWF+isb~ul?G$ciUE-NusX<Jk_3^`e6Hdw_u!z
z>ar(CEu}cWt`;;+(^*<L`P#bZjdfGM-i%9@ywYPe=c{tki^(z}-Adb|)|!>2gcKSE
zpRHa0t>@*{Z$&qrKZ)+&k-K(cz~4o)YYl9*ZI>wTt+C6TTN|}!N?f~-=4YkXG1XTi
z^Y*@4GkMmkOVie$+ia&YJ7!~gtd+_opQr`5cTI2h+WKK?mba+(m2#^^J6!}mhbd0Z
zb@xr~o4Qpx;l2&a-^WRk+sjwF%zPhl;jZYbtV4IJufNz~r_{4@sala&@4VJ)S*z90
zURs>pUzIr7^mxyim)B*I6Q95KO%B}BG~-hE`K!mA)b1=Xn3MZ$t+jPqT-#>l;3%<;
z+n3fET6;z=z8v_>N}AUz^o7T|!-uU7Z@t8(Qk&hp{e0G)i|@?h)ZY9PeVC+q^wq?@
zTKmp?za4$?N%MJAC7+aa^=^BFqL=w)SKYmQZC~|6+lWW{JJp`YZ9SHKYsrVR6SCLu
z*!5+d_7TR^$xlsJ&5reZWj3Yb;dQ<6g)6Tg73aLSIk|7*f~dNiYiGV*W23sZcj?Ei
zSCTCiq<%mD=J+9QzJ5c(^>^ZRODlFC*;I6(_`nyLFYC|W=l&7*{OCM|&6jdFsqW03
z`9)?@y<+_0U3#<sGjOOkm+TcgSHH<j%zT2}9LC9!A;&DL*UoF>*AGp(6)o3Ub@uOq
z+;;^RRy;gj)qiB4-Y$<vTQ|>qthbcYx%c?)I?+wLSmcwtq&*i+RuG%yJooPT>$9G{
zH`#W1k0W=y?(QfBosc5V<6loM4fW&p)vFe{t2OOe_|q4a`km|M9eb1={d%TynvdJ1
zl+_#U%kR$#@6EcWw&(I!?!Bu;^5qSgj};&Hue<kk>&M+ktd?zjBoTM))?@!oZqvLy
zo+PYoNexRr@xssY>pJFx{|qkc{E5t6`Fd7Y<eG*>?ndG#6?!J|iBG<N`NR5&Yn?)0
ztvH=Me??-JTbuChs9!nN;Ro)E#bt->PrD+>B+4c^qxb2i>c84IQZBz)wAEvsVp~bM
zW*dWO&Q}Rg&t&$G(k<E6t5YtdUw*o^+PgC5*7@ffR6SJBSxw?UWtHA@J$Y56-PB~!
z3p+fcQq@n(Y-%c;Q>J|T%JuWl3`>^0Tv{zZ<=NNTEqA`{yjhVQo2fVNl2}NW;k5Wr
zxv4J%?&w%3dhKdBQ}*%tAMNM-jJNOgOP{vBck-Ll%-g%?wM<~MSnu$$yid=hSZ1=&
zwYN$K#7w3CCHKvJJ)b+sJ8Y}H%CScxGP7;@KD~I=7T!B$70>U&3rTyzAC>p4`=fI~
z*8a_ZhO8ZBd<-Z1FZ>EmT>fK`u3q|sEqOZ*Jf3*sPxg7!e6D3H3yWUseY9zFx>Vv<
zRTui^;^MC}W8c-~9+7x8KkUh2+xXzAyMD}Em395vM!(srfoJBI2!C1c^WprF?Ag{W
z?UsB7x9he(-)D4T?OM~-8C!nZJaPH^o~7pSGOh1zTXxP&nXob^nMeDT!OrUC@0Zm%
zx1RerBPM?HoZ0CYF8=89?zOXI7M1=`Ubl7glgeoq?cEa_vd{lvd>-rit=1v`y~I21
z&9ffd+;mW7zJ&#s_RE)-pY@yczqm8mu=J&S@cDl_KWeg~bZ$?K-1fv!rtPcT*U#*?
zB+cEP3+b~~U%yv1t($Fq+Q%JXcb4ugJX%xy(fH7&7j|lMex^9R-C@*cakkR3N4>rG
zQQiFMp}p>Dh2qU;V!p164$Ieh8<Y2S-KNii$DCw7&U(6jEl=;9;&{cc%bu?Ma__ja
z*431_o_eXfTYLAe+PjBquWRP*P5M!<`wYvCe(lzE=HHt9>e`#FtFFJA`&#XHK&17x
z$;XbamCR~>lVng)`TO|2iR*6JKQf8&s?Az5NxNP^KI)jo(u>o-R=?}^US;tvi+gY7
z^|k5#CEb5QJ8M@k|0%uiFRCeVn(?if+tO=$-$!hIeYD=|<gP1qQ~L|+|6MJ=H08N!
zQCxV2+4(uM-%Cx@+@$$g{#E9wt-peA{MlzOtQ&nUcyG?j@9kyAXA_Qx>pr=0b6wPg
zAosmZN4%y?oq6N9+0(Q3b+68D-@z*z9m!g8skQ&oilo{l<?3fcra5Wl8&q8hO57FH
zrL|?}v>q{MKcR_E$NeL^%SFD3RNgyuT(iKaaMo9Q#upzQm#;m?ICWS0*2-mb6RvNc
zcx184tZ%(~Co*@{7_1MlJnr?;*lN#&r+sh!x;GZ^?Nf{BTJ^E(k9R`AS-<DYES7C}
ztnz4|$G^r~Ry-58eO*;9&g#kV;M<D#>*g}p^m)p+rtQ6xcY8_g^5tjGmR(+Yrskfp
zK|syQX^(e&u9|;rwo2w72SJx;fqvbKeOK)@&*#mbYxFb9!ug3n@qyRTs_!!@&n-9A
z%gl0{T=!#vt=7Q=<9S!lMg461vD-{&{;I5gX2x@O9_^aTml-LiQtWYg$t&OJ;Gi^P
zrm!9M5*3|WY?m={Zx6h;i~ns(yCr*W;jU$~zuj)vZQk)U@7~r|37KxjdtDcPu<@U9
zb#2==p|IJnZycF^EZls$=H6}d--ib;{ISX74%5x^QIBeTmmf|q>CX9=%-D8(t+i)Y
zYQot$;TNtQ4xDQ%+JAi0o9Bjyl4I1>)n>l^mACY{6Gu*Sw4moa&vo*L&AXLW?L1n#
z?NdFch3SVMv+T}=xqnsjp5ZO(W<2>yY?Qr~^2EuvcD`NeDSG{9w$_8|wv}1QJ8TMr
zouZ01*IeiMIW;7GQ~IryXZFnro6}((>Zz!EY4<|qCm%)Dt?Bt1bT!T5m1_&%RjXsH
znVNH^Y<Ooqk>#kfN@>YDE%BHu$J|}LypGCFX*adjHC()QUFD|cXaOPD@QJ<AsVn4c
zu1&PaIu@p79PFKZZF$Bkv%XymRf`WFxjcRI#HZ5xYyLC54?UgTv{!2~&$<5$@1<r5
zWWQEfx7B`zA*bc3XJ^dMN9~Gzz2%46hNR%AGWML?yTa#&2|l&ay7Ktc7h5(>Ly7MT
zXU<;gn0EWI&#XNQv!AKI+x&QW#_1#(^R>mZwmv?t&bBMNJ@C@b+C=AluBC}<YyI}9
z&RMS#-W@Wvde+R+li>?Z=PjDt@AXC2!h7LstB|J`uEh)aPY|~>{ZfDMt{nG#{<U`w
zaCcUQ<v)!#c@gEEb*sf}WB<(g@5|ON&0U<!@45Bz!zu3H9TTdmuAh3oN^90qf4B3U
zkK$b2Of)mq{xdMI+Hr6DypS_o>eAD1&0bS6EwwXYYgzA%Tov<s-%VHlohW=zChStD
zN8m2EcUAMRZB*U(@9ee3lU}&0Xx-$T^IY_Uz>_IkuN{ASWv7<^z3Wpx_tw3Ncrr=5
zGeV3xugKBzWn5wL8gJe&O$xK8Tgd)gd%i1b>eFvq;?AlyT`)G$dOkIvaQ@n&I+1I-
z3$H8gxuVX&e>d!OdXw?>>!!c#*m+Mo--=##{PoT<;mN#j*VdZZraz3^Z2EQo#Ioj$
z-@W%O*GF_omozA^l9~6{aUHv3tdVpF+nj4>MJ6m3Z9Tog;^4{SEc3SBkl<ZY=&?zA
zdR$1##B;`PvL9{M_S>Bq@#nRfSH*OVb@9sUF6!^Ee7aIvd}}GULT^A->3Wk7cY^d*
zocScLFM1;;Ytn(o#WgLD8{_4B7QVk}{9xmb{Cm}FZcRMBQmcr4Yf_f*7M|S(l6{4D
zLTBjn==ha0-~Jiux$w8oT({yYf3v5}5s_OitD#|E(dO$EDH(G0b@j2{hI5Q7(zb@q
zV3B0r8`*Zg$k4t`Ystf8uRbxA9W!S#vb@ck%IsFNp+eMj?wU1nmUa2>eusodFTB-K
z{4!u|wX(!byNEgdeJ1y}+}Nl+?P$f*!zMvfYy{(d;xkuPbGkD;32&-6>|ARfP!#?o
z`QVrJ8&7W3^1gZE_nT%($@R&~)8{{nnRR?mf;7{%wBI{kp3|0lCzi$%elyVSUt^SL
za`@t&%gPRWT_Ykzvm>qF<Xf6=w8`AHGVaLL)ODg&QY%X<q?e|%yf3!Oia9FA8m+uk
zaen^C;FJlWk&^Cf%Qfy7UkZG7XV3N}<;(Uhxwmz?>80h)k=vst#PvqI^Pj!&VtH#&
zwbXT~4gbETpIwvtE?ekvu;^5~1^yqySGseo-}olr!0NSpUjDP3YCrof`0QHS657Ar
z(QDb{rCiz``yx3uY<YWCXsg}cU!}H}Si_DQE-`uYXkl_-=UR<p7n3{!wW}^4Ib(gr
zWY3rNRu-!!-g29>Vs2h^Uv{}qz{j?{ujk$6UNWp*5pihM%$M;C3;L9nUrUYKyeDkF
zao?`6O?ul;9Z5IY93#6hygBHnVpFTVX?UvO8S^jS*55LeyVYx#VXY}wl5^&F`{~4!
zl538o85N$5z7lcLQ2SHgRo2-p(~CdGpTD^^z4LfAr*-yj+pNMZdEQyi7Z<({I@QIW
z>^D<6GW=9RInSRxSAv~R_Xx&y1s}dpQ1@LwNN&w6$#S!+7OOj)zOI>FnmSp1Y3wxT
zTYK*;H<*&KYf{u=tBK({W~%43mYg|o`SJAAXSI$$s}3*IT72x#g&#KszkA)wHk4d_
z?K;nvlZvr-f*-eByICeL+`hW{PH^EQlbT1T-v)`^*~+@<X~EUB{YeM!t<|gi>ONoB
zOf&9S*|SYjPHVefruKO3SXcJ%?&6xqU4NeU82#E&vQgx#dzxHUl+k9hS1nsDSBafm
zfB2)twC{JmBz1;dSsi*f_?p)qJ4N?0KGm+yv&QE{j!ltzv9`Clcd}5&gB#1)zpp62
zl($|o>1Ub#l#S1&Y#xVh56WL%+4FWsky5d$!Rf%fC1(pmj)hDQ+8MYtIV<J3Y<AUk
zm)f1r*1oWcpS}6%x<{9t&(xPKt1w$!W*&4~#yHZXcICC7tygz<y)NZdaoc%dUDhjM
z*_v}ov%5FD`Q^MVv5l$JFi+a0QQENoNcO3<`93@bN4PHgmdhW@e!eR4_S6fHJJJ{W
zuFZS#wY|3Vxmj_{>ujI9TG`S2jo(Why-;#~>4A`<v_C$)_KLehr7OA1*9ZUL|IqO#
z{o~}9LicO?F5MF@w0<xtynxZ&Lh_vFmzT4iW`34W_P!V9zVzS8{XF_luFgMNUbZ_|
zIbQGf)1NbUo_xN|er@&iZd32>wFy)1>~k(!W0lOd`?oyL&5HcP`)@|&9`INg+u-D8
z@mTVYebniTdn_iOv^{%g;gVxMc|{T_2@`+RZGDpTP^(v^_F3ec4<Dv1SyyUhf8=z;
zAN}-9xhCJwEALit+<ANB`8wmitxs>&AIa{t@h!Nt<@&YG&z`w`OC8ncud`e|&+JF%
z@(OR?S(oma^}TUBFEj0(fuDilyqoq5*3bMS|FQGSU9X3F%D<Chm<8{*CbTpaIh=fd
z-Bi>tR9)k!t@6(6t)~^GO10eN#mny(-}z^qxhuX$v{ctFF>}?y+<#Nq=Wni&I6tFd
zj_{41w)1&kKfl}muv$WO(`3IZ3TfN6R-TSi_`<^XM|j@Vm-kdZnpCyClyR6bbDDKW
zTFB(5w<qyA@Eo6DWOzL4(|Uo5x?g2o(W}`mugi;Fdoe%Y{qNl_6|xQo-d?#BYP;62
zWQ)~@izS)W=K9Vn{?0Fbp*$<L%*kY>WX*j&O9Lk62|xbHRkHUvihfmVUwL$W#96IV
zDmx}@dp29;oz3%?lj^O0Mn8<3z2Jo%@BVGVXRhz+edVsaL2KhGw#S*aoa*c=Wp_1x
zRX;R4ZF}1V->i?E0^3r2Pwh8no$}m5wqpIPGgm*#Y`8gJa&FNl%ad8<_vAmE-8Vl^
zg;Qj+;LaynYd@DBu=t|1d8@Y2_O9y;5<QLEW^CuPnowOQdfg;9cllI-HJA34J-2+)
zliGQ#{?N+(vrSi@?o+Y$dnZ%+v-o{~@=@>QZ*Fa}7dVr1rBD2bnBo1(x|n&6y;HB=
z5Rfgt@K5w`#jZ#1&Z)6%5&L9!;o`oEuX0mgRBbypGxuMKwVx$J-;MXTcJ6gP{2^=p
zi|e}k44h>T%l4oBv-<9#kk<3Zi)UO}EqQ46od<b)Tz+|E-l;sZn0rt2kFM|MnO|-T
zzbC!rvrVJTMs16pCO6lL<z0J}^Rq=Z9M?Ln#3%Ag>hy=-SyDD1C6>+Qi8nYbU}3*L
zI6l<(<cn?g>W3fKZ^}BEwD?S|rtA`{n$1>ie{Y;jvCUq)y|vV1?K>VX3C7R$0>7?L
z_+xbSe#o9Z=H_f+H>dZW=biIhZpP7S)!wJOR#+NNJG5QapyEG+-PQL2lcwaHzgm%R
z94fx8c}u*rpK7l-!;>%1U&s7sI3nL}mEUO++1Xq3x1Hsi>BUH2-Uo)8e&+7BOV2;G
z`A?zhv8fBsm*(&Mwq7yo^`+(|Kc}9*Q?w_4>y((38tF&6s$ZgizFBtc#W_ay?e-5N
z!~>si&HgbzY{$Oqde3*dg=caywpqy9a~+=dVAh{>;dfUjMayqXd^AVtN!TRNHmSQ+
zL7oNo7OmcTExUV`d)2btoNC`*WG&o2$!k~oS=-boktIHhrX3Z%Jabpq+VZ8--qmZp
zm=>}kPp#*>=$drp*)wI-7A~E5Y3J{=CcmWKn=&oGwDa|&_8-~T4qr>pwJx*h-YsN(
zE%a#r-qPt^^QQI}Zraz+A9`1|xa(Wdg`e9z&d)h~=gMi$l{R}Xn_pX}y0>nsW=5U7
zH_ubG^tal#rp9NkE^_Qzs`S?8qSz9v2_<Ewxq1I$La*-mzAn%5)Roue?;}q2o_A|Y
z*3dR9$u5#!XsR%|G|{=pH#7R=uAS-rQ@(HbaX<IUjh42Rp>;WYTcebZi(dQ@?wXtR
zIYFyqak22rxY9_i%#&|w``GzyQXV?Z+B0+a16$T>_1jL&*ZOj{{OozZxhtnldzqOt
z;h4dy-C2G!&(?&g3%ou*<KLnapJt>+SX}ITAO1@1o$<ESTMyiGzxQ>eo}SH)*9=*9
zF>CnV&t9AEH{WczpRvS-w{E|uzn|j6%{+~HUR8h8v3)&mp;M1JoRiv;vP<Zpo5N$<
z{|r*+_O_nml(4-0`FgGDsW<1RoKacjdP>=3^+Lt6gK;-x!WM6zEqU_f+sLYvOcovE
z9lQCOFIztTxYoLUkGUS>@~Au4-6D(gCbisK(-5^r;m<1nb=v9y+j;Kvblsa<Uw&Nu
z)~02>H~rjCWnP-R_g#A5LOws2zWm^LW5zn){cDTnDbI_pDAzpn?p8tenk#mhX8eaX
z>TS7Lam>>H<h6bM+^S-8`j2hiC8~X_aLLzn_HRE~P95DoKi=!hTYm2?yDlZFPB?K`
zJ#)SNwJi~Ao+xP=xksJZdS%_46gEj&r_Wce?~Lj?a<Ir+e%jNY%_j?ke%-YzIUnvC
zEqTIuj{L)QhkbXN3oM=^d~eV8gH@AX3ER)R-68w>!rHvWy-m+g%O0)SX4T#Nw0i#D
z5BpO61^M%N6@JOO?rHobReN=oubiK8<TUY%CvM0{U7F>zQ8?aGW5<cVlX|mCU&OvD
z{(N|A$EvpytAjntWxlVl`&uQqx4(bY;<G8vPm`wSTFwZLxO(Slp?Bh%Ws6cxHM4vV
zt&BOk<h#NrU&XF9g+3~w#m4M@s_tzIGgiG$T9^}dapK{iS(+zh-7ZYZdeRV5on7G_
zeDr8g+&T9?4sX97?~ZLr*q9dcAb3q~`KhzFO)uWM!LM&2`c-sw(TjSS<c(T$Bb7yS
zPkj}&u~+80ymQm1Ut9}S(zlDASyenQXyseJcK^N7A;m{Cx%XE+d9cIq`|A2z%vY}S
zdWlbKpBc<snUQn8a^BbOT7#^<?DxeXXOI2cx>U<%*_Di<$th(^ZdEW($};`=D?InZ
z^@E3xS#8{w>7voScWztp3$0gI`sDbQY;&8s+L_n)%DfXV>I8p;r53OB=1$<Bth~2$
z*RzE-x7trhRHoGIo2$LH->up6(%GeZ{xfKm+`P9U^Ow`v=e{<ppY@fQTklwZKI^gF
z=BUu6+nqnH`q^~!`aGrR68GTr$FDQ~7-uHRO*-_}k-uPxu(I6T)lC~erc8P*WV7&j
zqja&G|AWde%PS@y3!B9^U&T;)?E#iG6X*2J;Xk*h`|y2%CENE*@fDx5DYYtL#d&q5
ztp`)*T@zj@k(WFD$-P^1y*9QzUs>a~@$w(ftm)IvZTlX$Quy$0#_5vxc0PFWvFEw%
z>J#~2v@N2<w(sb#DcsV2E{1Ooe_i&rYg=7*O)_;TlVJ<$dM?5KQT^xlb@GuH-$l9T
zaz~$evZ!-Plf^AI+Z}JO?d#X~n<FCAzxGtJmO!ti-|_Gd(*q4ol=7Q6PW~S9Me<zX
z?Rit*-_pJGYTA2+f_HzWB~G5V<oW0I^Y_W$$}EeMoyMAGZZ6aixm)Wwvs}ykxI=rt
zKYY9U_Tl_pY+R2OHk^1JZ+L{u=F*%hdFi8q?OUdLd`Zt<nz`}Tq4isg&DE9XpIhgd
zzs*(mvgPfbf2OAUp7!Tm@O+ZAw)M`EspsBt+SX0|+4IU=FRjitXwA-@vyGRvt0X@;
zUbS4=erEHho=02b^U5A8-&^gOv(9kd&qYS>1XteSy>#n%^R;bXu6ybRx1M|(aox=8
z;wI+#Ri!=pd8ZGa_`c?Orn~Q%Rc^v<{lQBjf-`?w)eAgY6&Kmv#3^sSzW&_Ot+l^5
z-EWPNmMp%s=Ut}jyl|71yJtMoT`qra!=K29*0$mP6W#`@@$r^!idwy`DvZC&=C-ey
zr}7iVTf0AOU9#%<)Opjm_FT=_VQu_OH|s>?J(Jw4(R0FlUP+5Ce`LLU)~~R_Hr<Fx
z9))wRzcEp|Bb@%eqGCJ8$==DbtAx&I_M5t;tL+Z)_jHlGx%-N><nJrHTfLTQeR~mq
z_(EeYf8ngIZ0DCzrxjK_o9Mq()yyZ$d&X0JotxFyRIe@$kFVWuP4%Ma>%djN<=)Ay
z>5F=Fx4r7@EcvPzdfTq~9^<Xvl3u>?OGV}V;#m=&y`P58c>HWh#^(4XiJ!Iy&6@an
zS6j87=FZhY?p<q6$Ej&^y*P1A?~!)!_F!`^^KhjV*MrvBY|G>|R-0a`d8LS@^^RuM
zC(Zq>u^YCE8$I|KD-k7Hcs1E+-kYE-ttYo~H`-gugiQAQ{mv@%Ym2*NK*fs07Gq=i
zQ~MK^Pq}jN!t%D}&3899-_o?6_V|kMn^p7Tq<`Oi)e_!won`wOR@JMwj!P>9zHv=E
zToU9QnYPE#sx;$bss8EjESh<5GG8%SF6LRHy*}!!p>|15{oY_t{TYwt`zlwYwC--&
zANAwTwN1xDOBZr~x6)h}nx>MIJi)H8dDhlvl|OA??OIhkzh|2Itc|JiKHnGX^m_W4
z)ScPNdF#6FVUD=PYKsLQesCAfPP_5<m0hjn`b$~~54{Atq89hhdhFHgtDf%VbUX8O
z+v^BTO>1|zfJF|=*1LqPcpnlcS7Gv^Tv2Z7s|TyE9J*HX>czRRNf$2lu)Yj4d-pOV
zclMR5KW>D-mW=fXTV7Uh<wBX3_G*)9Hjn35%`Le5%KGd{$)nX0zf4vos=ie|D=m5G
z&n@FgyV_6BSh?zXpH}sC-2%^5Yv)}5sFw0j#?|9;l-l_vZHIy?r=-n}6Iu4l*qeLD
z#gmJbFZCYUyt~#-!fs3Qy=h(B<qdhyiUdY%Y!wL%Vc-12?}*)*SzlJ$>Tvv$dbo#w
z>$bGL^*)Vpc2mE7%{)Hk^UkdnbE|#1<(c+ekBL{eyZZK@!WK6B-Eqc`PI%=%+UG3Y
z?(?dra^eZ!8j;8IcC45lWH;6A?aX-f>!y(^rVoFMgl}^9&8>=FX}UGF^mFpwqOeW!
zQFk{^cz3Qit~4v-`v%S<Z?>Fxws%Jxcg3yDWeF3HHLK2;!@$0_ZfV`A`py4lez<?Y
z@ZP=SyQB7nOnUj`pV%$C_`{~3;@?Pru=;-VpGE)CsNUIn?Fk&M%VH`w$t_9W)Oh{s
zj`bJ!M*Y%I?z(r^?NZI=7t4G2|Lv`e>5|&~=E3c*raO=Rc&AO<a9$?xaNe5oExo-9
zCKUfUTDhz{JAbvW&F6ckXPj)(NIoI7(PpFlUD?+QKYm-QlU*pYFC|l_k<0b8UWKLY
z{$E#HAKLTun!o*Cl(n(8$(&Opr=oX8lZWlkx0m*CbzWJU(!cA_j?0JRf;L|`@^Rk8
zg?F+v@^qf<jy5%%sm#Ni(%>Nblcmn|nUw!wTdQXu<F5PrnnpG|>tuZrxy6<8?xdyV
z+p|?+D|rfETeYs;dqp9}T7o$>*=PQAb_vV;oRmwEHg@vHr$v9=KWXCNv+cmyr(!Q=
zJeHYuj^oL8zds+B%Ozi!r<65aC9=m(^j?(oT0h=2X^t!AlQlb88f2y&ve5p_ldxWy
z$C@ku*nFN>;!&YT?@i8R{d#uMyS~Q}Q?^f%GYHI`)AoQhiJ3L<vw_X5y=E)RAL|yK
z_cxnx`=!`P-m`0xoMLBgXG%M$Ao%o6+?_e)O!gh-Rc#9w-@E0!^5nPffQjZeb0@ia
zoRrs)uXv;UuIEYmQ<cWpjlCAfPRf~NT`9i$rowNb+Q!7cOLpmAsjB@qJ!4(U#3*IM
zgLiH+7nH@kO*_ux=D0rk@1*(+Z-0Tk>zi%dzx}B3&N?&go{RLuxtuDgo4htXe|F-S
z^|$rBKRV5JKH|((pXTjtd368Hw+mWZ@@<lz1r$^@oLF3W^45)$Va(U;lOt4ie!R9@
z_4{nrGi4u-y=P%uoO|<;Cv&oj0(0}+wI>eVZTax!DSO4;&66#czumAd{pPH?g?dXR
zGHx#P+1xvksi<oGjt8{`#urj&HJ#?+b2j-qyYN8ro5G%i{&Oq09{(1+%c<vi`ngRE
zjMi;tzY6D{`KKEjb?%o->ePv|Y}`b5+SDAE`Cxom^mFNQ32To(;o|-?Bc7{l$<*ih
ztj3aBuB~{^ui{_*)YLN*rq1zJYWr*#am-Qf@$LR=yF;69>g{R05$AStMhfqacb>=C
z*Kb@k>pw$7dxt4^rOw41r5yq1_`KdSzt>->B7f%k>GKxLTUV!V{Cw5O^7`_Mtak<b
z6fXTa+Lhw3c_QK58O!5ai}v5T6nWx;v(&kFOY{z&I4N8F<!|=pkL%i3R9Ki?7ufrR
zu}o)zqO#o5`j+d~nVU3)LYrsyJ={`uyguspoyAsdigC{$&Iz2b%k<r%N56i~ij&;D
zfAeo?r$%o(n<Fu+%|xcEREw^A_WIanwFMj3?sj>#qbzubeBqZ>w^$$FS#?k(!f%NO
zbCFeYAAipGwPhc=bj};UtCXx@pZNOE>(?(IiTbzBd}#D*M~&@<@1ITosIQB=bL`UY
zLg~l6$C;N_sYq`<Yv!>|xXsDzan~pQA8yO9tk-?CX;-h=giCEj%Vl?bU+?kZ+|nnH
z&VFCh`H4x|@=x}zsrA*9qUG0pc)n#h$Ii`9^ZWL5<!z~6skin~#zoHrhvRkgu6}-V
z-FaU1qx~LrS}!(c-;<cemKt`eF70*v+&arkDj(i$)!qG3GLP%a`lj;+TCJfLIp<&U
z^vizjs@Z(!$fU>jR?pmcZ<VK=@p-Scs^|CCJjuNC+f>-$uIPJT@f-iNPE;TK`>Nr7
z<E?EWJa_yimhu<-%nmqPe7eHDs?YoJ>#z;a^k(VD#pS(^2%pY=ZPKF;+pA9Q+I7C_
zOU6a><<dNRW}8m7nW}o_-`BY&SKlYTeAPFzp3lAW*v^^zwl0^c6rIa|*0?r1P4v;e
zPfOO+MK&&5a?>v(TkB=nbw`_oYpRc~22NWR*(w(?bNSOHk(!^l`gZqEn)>MU2Gi_Y
z+p_uiwr)(H+{3r^bfmoF^eb1TuNm&Sv`XV-@}<3t5A9-!(wo=Pf8WFC=D*ORe@s8T
zz7wN+^$?>}&FS5HtE#u%sk(mX*^b%!Q`zbx3iv!$Uix?8h<o^l`^#rE7S8$D)j#=s
z;^li2pWNMTqIqklN<xX~=T7;JUgc%ZdN$j+q%CB#CD)2Bxx;qB|8!qrRI&M)yZwnb
zLYQ;1qSrtCUVr|}x>dPHGb$>Ua$Sl!n!4R^pYw_@=YIrmW!2ez`B|z;@14gM2iRsC
z@4a$@DN!VkL9Xy!roLLf>h#JJ2UPgjx0YysRz5a=bHS`_Z6?PeF8OP2cwxMwFSA58
zHC;Y^`k6?#g2IV?SHlA*Wp10Z;xR+|B#ZwHf?<2?^Q0<OQZ)`UJV=p0eqa9FUa`e*
z-mBEKT1|~J5?rb_?fhA3ZpEnub-^L}%vvAnqIR6q{e1BI*^o)D6A!$-wIgxw`4vY@
z9-sPdkg_dvnR@=|kacUFrm6R5z0qCdZ}Eg@-k0g~q+*>?4gbB6+j^TPsC%<r(mv0i
zt>#*FpLag9Q@CjJ<LaXT{^D7W_dIXBXE1xl2aENQAI+MJmmcvuZ)n)yu#PL+@Hzk8
z$Lf~v<9(Zse0Hv$-%+UNt7Wme=+nt}#*UZsa&Ku02uM6Ic#*w$*L5lDsg82jWNUdn
zmu;S)>`*3m{O6VJQF1r83q-!2w>HDC?&s?SqhCLAv?9{42L~Vi{^=C==4838w{M)v
zTPS_B;FjOKOD2gDd<BlCH#0Zq_Ndl8Gc(-#sP61xQ>`M6&??cd(q=uA*hQyAtUOv8
z-l5)~Ve#v_W~H>NqG+#Vv9|G*vl_oSi`^4<uasP6d!^^<)#T@M9dEx}y7%SGW$#u$
zH7MmYzhoRzz4ztPRXcs=I-XT^iJCZTaoSoTi{}C1IhVbIC0F*`Si4x(UtKi#dyvIm
zDc-wo#j&Mp=fC?EZu#)pNy($-W)oMtA1!;VWpU!4<k?p{u1{atUYjRc+^0QrZ=!6u
z)D(r|F?ySJ7x!IV#uxLfLbCY9nV<Sh^LWkQF2A<vS?$`M%VKU{*OvymU;53G%f0rB
z&Yee_A5SiNZr|!J7d;_M)-KrG@7UQn`lUwB;^*F#ty&+H{rZ0Mecm^JtRMDoja4+C
z#1Jv>xUAjO$MKubAHLn291$Dzj`>?e-OIx7v-T~#qBl+BVVmfo=Xnwd%=5HA{Zl&=
zvt&a_{K_BaC7zwV62Zm)$LHzR*Cws15m%LEz2&YR%MAPWUAItWyZ&Ck8yDU0pL{a;
zWz;^sT~ozEb5Ha*XzlsB<}ABYcFE3}?~*@F-L~ktz2W;fJt><l`D!))_-tm>WqJpz
zAGv0g9JA^qcg%6dgOh9?e0lpr{@hMq>x0`S$11z$Y+Loj$c*!t5$D$@O;zEsD^|&R
zJ>z)V8|HM>Tu6lPepHF}->xG+Ulyo1qzEpo-D$&o`HS7wcbC@&&9(E`{NlwUtxJnf
zvhR$#f3PTe^F8hzQ`wcP*1el)5yWxu@h6iS$4hzdw|rI+<czy(FzKG`zo-qT*5vjz
z^SCDzxd(^W-PhY#%EGl;c1guVHowYu$L9$46u%Dr<8ONP>5>g=uk@-gC{GDE7~a4h
z^YJ{ht;W)@RcpoWEe%-P(OY3@>u<Uv`-a`6U8M)M?A+QRsJvKn!ef;uMba1M9hY1m
z{)7Fak!;j8Tk(+3*Ml1-^lW@8lQL)WJPwuLNqdryPRfd!&=y`@AsgV<wLIDC>yybh
zWQt$D$-elXA?-_L>0Kx9g(}6zI^}*W=9z0{oZkGY@6Ll?#jn$*XkIzJT&vSMYxlD1
znb+i|#;jWM>Zo=0vzcG6?)jIc8KzKr?EdHD%%8rkZvC@WvF-Eq^}(}F_W5sm$36MD
z-Jj<_>#erSJ}GLo{3oO5vHnQ9-15(BJ!0?j<?lJpk}Q)vFKgG1n0E>M%fGIk9e#$x
zY}@1SyGtI=xvaNkW4V&V!5;I#E6LZE>6WVL)-DviqGcG^{66^SABG)ic2oVTE!Rlv
zZ=Lc%f^WxH*;Uz|Y@Z6x3VB_3IjJ3|`npoG?9ZNbhHs|DZ(V1+jnVgNy3Zpm!~A{9
zmtT+8y5{Znx2Xyjc~kjS$25;SeWLH)R{g}%#7`T3?_D+b>uO)C4jI16lgA$iMc*;=
zsf`FN+HtE;)A9JU0vq;6?u}12md~;{5i^Om(xxYL+q|7eYwI8Pn%TO0Ofqt3wz+<?
zPG{p}uPaMf63Yv_{(37OvkA5HeAj<-N4jCfEx$S6-CQPJVN0^UBINn$`O@&pjqzzK
z=Px`qv*b?F)Vyuq*DTxdeZ{}4eb2Uh3pWkP%U}9@ubKC$BhhE~zMK?Sed!z1uWd_r
zuU>H1IMO`$*`&;q?;|(gN#9$3X=(E1#jd&??^M^^oVR3F)KZnHZxbKBSH829FGwSK
z<(^$BHdlMM{*|8o@S%>4?~|Ku8LL`WcU_;EZC1K|!ubtZvz~dpT&gtB&{aDq{Mmco
za|aep&s=&dV*_8rY0oXC>t=gzh)BG1H{0BOvyt!K=~`QNYqLtkvDUpmuv13k^0d^>
z{vY{2=cQ?_+p|$Sru-OdaH}(0(x0wLPy4NREOTVLsz1+~>$~BlZ$FMKlwMkFvD!UI
zyW?V~bWs-TcK4cA?k}s23Kb7Zd|jYFy~*#*e}=MsVcYmxtIjRC);YV_WQ)|Ux@&j$
zch!Eeo+9|4p+8`gq=)2BcQ5ZYRS%XwTi2{ec-S_pC1?I4z4T%$kMs723d2f%iq7Vr
z-0#)&Fe;4Q;;8>pw<x#ueW#~POXUcTvgPZnk(y=QtjB7)NmKfX#rwdSt#xaowkXSa
z<`pb4=$~#fal_r-LyKnl6!2H|x!pPNIK$R3UOHZ8#reB0N;K~5iwVBwb?&o&)n=ZC
zuj`}PXS!`!yHTijo8GY{JY5s+RD~3t{`6>BgmcOI3m^K5dRKT~c`|*bi4o(xtXuzn
z8PEGVM^W!a5S!JrwTFHe&3v|Rzur-=_?@diynR)C&MfA{p=&0e)<o!wcHH$X`_+<d
zy6@KGb&Cy8WdFS1|4HNNj_n<bKb-kmuvO-9TDaPz>6wc&*B_ttqDl#Lcz9aRMOSgq
z&4&)GpbqYaA8NmoHPn|@`}MA<ocJO8xj*my+IfEdPvbT&c<sG~_s^`~Q+__EJX?J{
ze^m^p@_OZuE!m&1m)5Rq>u+0c`%&dy+PkXj&E0+Nxw^3vpWSMDwE4=lWlMG@8J>6@
zx$(#+57Cf~=PaJ>%X6<+*1dgt>&AO~tG`wM@LusJ???BtA7!U*Me1_5@11wQUrlb#
zyqmW6atE%ZAD-V-b-uf6i`XWgwHI0~)?b@{<NAZV`5(d`&N{6&SK{ir{|wc|Mh%g(
z=kR=INMO7XK09bl^v1V|D^6+8`6|nQxXS;~dXAeJyL^`vxaV^%i1@&8fO+MA2K%{b
z6|=*;JfoDEbCPycvavZQ+f-kzm&l&%U1_4Tvvb0`L+_NEs>0{p`myix(ID}yeG!sn
z$3&YgT_q3r)qOlX&;8T-nQJ@zYL;IQJml%<_iL8b9i!N&SHj#D?~YV5-v1kI7$e|T
zd8{_;?#_#Ax8%Q>vc<c4M{a1(##L`0KTT|tuSoy;>$>=({Q{mc2C?2HVIuQ$R&URG
z%RMKdc!GH0@yk0+&;FSGh~-y&d*bd|vlsVb9OWl}d$`l)kfU{Q;lXnj?0v@PMNhv~
z_O+b%)T(&xY3}yUEq{%JKBfrW^VW%KI&%NTCqa=wv-+}d-JNq93|kMLJZEv%UexQK
z$|X~YEhiUk+4G+vsP*a1Z-v{{JlQ|;F1&t4_;}9GFH!G1Y+N6CXa7BvEnO+{Of|yk
z<kj=1*ta<siMsjuX<ywV$Ts<LM(V$FS9I$)t+lVL)qWdq^x!`O)9NP{2X%L=q)fci
ze9-lGrd|8$p8pJKOGT^aEbA8C*1W(uTcv!~hEFM{cdc%By?y$`*&Pq&PnB-mA$McF
z!jG>Xr2~J|^UY6Ovg>$mX%5q|Wa;g^OVeh|S#21{=2o!wMsvK^nQu`wPv5>fQl2LG
z?AZNMadj=WqL79PxjkP^Kdpaj`>^8rZ{@(t%jZRW{W;5WVOPG9=}f1FMkB9DMWJQ?
z8Ti?|-Y*t;HreKsY4GfwGgnkhy7oyz{)koTv-v817d(|4_Gc6<SfOMp(@>$^C-Ypo
z)84u6_{#Jp(Ld%reRp*3;-eWGV|<kR>&l;3sz0+~vQFM$v3_E@xz(~gep_pPwS3(4
z{&%v;q<vh+KW|s<6J${N!XWo--}MjrExBL&xo-JuxfiLG{k$hKabjRcfGx+*cDcXC
z=WVl{!W-|-xcT5`>XkQJ^*cFLFKkiqHaQa-d0(M_@9v6ol@iCavmN*SyD;&Pq)L}>
z$ErWu9z_&3US3yxz27k=Z0`dJlbyQ0Q(juOswBMroZfKrZQt^xCGz~a(IImmL|jc$
z^qKTsMt=8?{wv|nBIjwp`l_nc@BE4DhkMY{m9ooc%C3F%v*5VRf<JFHBzX)^P3}o)
zoZwumz3JjR_Gz54YySQ?F7cpFrR3k&BB}E&rm{x&--_{FXMS2XamJdRk}upPY~<so
z6bDBAxODH(*{CN*XGGFWgRl41w$>%j4y#zU)OFr8zUdn;EwZ(GnQ%pyVaF|Z`TBYD
zAIH_Ntzh??<TmeSl%zpmr2ol@uk8QEW_<Y1&~y2Sxc{fAy?#s^j@x^^PQH9(MT)RO
z?&9|bEFVvPSATtL=Z6_*{N%h0ay@Q~PJ38bxHm&n-+2C|FDu@D_|9PcK{#K!Uh7uo
z(msbE+f%1c<doUXfB4etT4KVS$umXN?k;FO_^R@CpS@v#v)P@>oT}p1<F+5Kcm3MK
zFO>YjV#Sp;@8&x{-xy=vGEFXE$<A7St?k?QZ~s`gNN3#>UYpjZku(0iX)0J%e1O^X
zm6YtCZ^jXlfsQ97&y`D+%oE?VW4Cycy;|6RhA8D%2fnhDzx^4e-!<b$ovh*7OWsXs
z(iP{}EPvI1UHyFzn`+XE+9X;3^D7gdPrv$2ckcd<h<h#vK1(k+Zfo&uU&4>YAC6r=
z5@vi_@Y6jt)#x3jUsUW=#KW}SatI1;o!M59-L~s;-dFi8yKnt0+a%NcXLZfF`P-W&
z{%UjXdHSkGbmgs>%<sX`r&>JLZh5q6X=M0{<JY@>Z9XE;92~zZb74^bxx(x7Kddv3
z`8%(4uED!L(H;F4E9_70GwQXPDm*2*r2opxG!xxS<L5hV?*DuqI#=!A%k|Owe^eGP
zKN0lknuo``Qx1P#byw*B?dnY0JA2FH<V$@@!r|RJpC0kEZ@Dbt`}cC(tb4pNH7#i~
z?(xgtS+?<m_ATX8Py34h@J4<<X#YL?di){zH&-)jr1nnRr8wh|(zoNiG0|uLUJg;)
zI{WwDk8#HfADsV|)iRI!Kf|*0byeXj+s`aKGtsn=`{w2+8cS|l{<?N|&+OH6KbxJY
z+qyElfVFOJn3epr2ZmfmS<j~Q&N{U_AnWDq^6l4F+^IP(I@P{(?vInJCK@dj6}z?B
z=yymqx5oi}(-+E*my4fG@#H^s^JtkI*M-#UTR9$cIHjxn;#$1$M^g6QRpD!^=Qr)K
z6>DFr!LeFre&xpVm-g@+mzOfRlf3gcKg)+{$|gshN~f+|8$W;I&h%{2-ZceB7ACvi
zGW40`HOcMP4%@8mb1C-EyZ(H?H)rRP`UE>4U5$&&)=W}Af9kM(e^%@&yO_5Y{~454
z`Wm_hReTk>zpd`QMb3YQtx-kBosW{{&a_#*D}VM=yFbaI!2y$t=C(60c)on+*Y_Uj
z6PKP)V0nL;{lhP*93#~W7CDQG?k)Mx&@R8W#LdiR*44#9A8$@L6l8Hl_FSc{ef;yt
zs&^|@XSs<pD=&Ecb?vlIi;wZ=6~Dc<bH9+=z9`Y0%JyfH=am<%yJHnJZ^h3!w@M9u
zq@UFF+;?S@mZy%J@f?}&kN^BDUAy?0nB<I&p+DViO5gXdEjD}m+{k27UPAF_xq7?3
zt)+siwysFC-d=87u~z%{s^fCOmSOX^O!WHn<Jb{7|DVrId4xEZ9D25N-^O!X59&<K
zx|jc5<hvxHzWUOpXFUn!pTbvnKGC`T?_ErSnBAW1&Us}EES~R8^<BJ0_nF)8_V}tv
zwjR;TR8HDmeSYQdvyFC#S^h1%wPsDP=K{~^*(;R)uFIZtWsh`n=_!TYzu8IGe!mUP
zoFaA1G%K*mc)xJd!Dk`wEi^0V+@0U5u>EBHjBiK7u55X!>-WU>(XPD<LX0#@Z@IIt
z%dSXTezvS~>LwfWjo(VHYd$mER~2s=5Uy@<wp1)UHPra}Ui+YnkAyjuA75KxC@}SC
z)#N$ZYx!FaJ<Lii&hq!3t915RLi4p1_aoM<ijnHO_QGg^tZmk>i3-XK?6y9Syj&%p
zc%CO!+tx31>XZo;%Zgvd^4!XpGKYt2*{^8*thc=x^9{pw*NQJYW}P-8bam*O^UE~%
zC$FttWTDzTb86d?XIt%#zxDks_-)m<j-wA&N&2kyNi|({ZQoVtsL)j%&!!2b1#7Oj
z>-XwvcJND|?D(vEqN3;3MVlurH9ogRdhI3w&$H#bY7b=mFnuOf@-OD?ZFbQcFLyPB
z9`mjGaVzH5;ve<qhd+l+c6Y8-+ENoPyjCOk-q(vUv26YClXlid`5t+2&BDXvygjp5
z;KVbr`e$dYk<X3V@pDtH)|$dCXPA0s{i^t5Zg)(cZ^^}{9OtXv?vwl>_x|`imF=6`
z)C|~owfVZ{6o=NBKah2fN=a?qR(1X6eC9pu`48%Oe{Q;^ek<ka4L#5Q46nmartiFK
z!^-~V?z1oMhd!zc2A=wG{^ss0Rm$rwm)z!OeK8>-+NE)7!I^zCUWS;iep05f;-JLi
zVjlUm!5{fnD#v)WBo=<I>Utg?v*YTF8G(;ATW&WMuobYcEAW39-y6IzX!p0PvNwN-
z%9wh+eWaCj<8Kh7lDB4Sx@+$4+15r`kId%Hve*`#>fO>Ktdg!UuO;C-!@tsVucKz`
zXkD_@Sl{+5`9kp=-Q?^#m1<dC)!#PrQYJRE)rFW#D#(03@&4Z4Qx%z4dxCEK(z39c
zx=>>I(qma4Z=7GXu)N|u)1QkTW~=7RNuD#wjo<J2ZJjI1R=sNvH0K1(SrPQxC!sH*
z?=fThmA~3OvCbh^zk0lzktA{3GL*CV$`|Ghe;C%geK@;!*-mNGt!LuX8nk_)nT-Sw
zwW>dRAbh7TZSSou_oNJ`eRIDYw(P^ip6#0qOMYBC?{D~a){_RmH_THdUU`0fdx81d
z4*AY`T01}dx_vO~gz_|lvIoNR_@13}H+?<HbnD_I&88E<&%%z~Tav)<#QsYAn4Qs!
zl(kd8PBzwk)9Mqr?<t?*G2@A!g&QyY6TLsx%k-oD9`}Wlyd-*3SFJrW`)p)tpZr^E
z&jlq(E!$7YZs6)+JT5nH|NIUA&iCdnyZvg?mScB0I@k(U?-260eBH$E_4D1k$oF4U
za^2ppOL1a0IkI^U!=8DShZ?VZU|7FokLbdqm5XkBFchjesESN%Zm@WNZTIILhvrFM
zesMmy<1tr-ed?vye%Jn^D+^AGh0g3Vx@%iJKjvfftk@H?3*{|-I>`Fhe^_Ui&v$(J
zo;a7;r&i0}e0**DACt4iYUg+DJ^A|9evKo+%O&Dw{^--1Dsg$Q@v`Vfk^Ne$&5NF2
zW_fHM*KWEx)j)$Yuev(S_u6dJUGKZ~Dik+4^OQcR`p@9iW}B&-e7eWrZP$n8zM*js
zKTlq^+Wn5z&RLd93Jv_p_dkAJ6ZtSS_w>R447RJ<X0PXUa$4#yx@p_Lq9>dBj8CpB
z_X~+#QdDi3cweW9)9lZgy6>V@lHKN#M*}_;%Ivf(2+w0YZh5DEs+FbL-%IY-HchFT
z>80i7GOzshk{b~z&v`24Zm!ift4QhC9vtSo#$O|8fq6~&Dyz%&>1+2LI^((a%2oGM
z6EB`yZRfGzy7FCV-kV_(>jgfpZ%MwAIPn0(N_+FFZ>MKJRNeQ@XLYIR;rp4JV=51<
ze|Kx|o^@L`T-y7lmd(Fo8ehz5Z+V@pvdxiqZ1P$}Uq^0|v|cISTK#YBhwHyRzq`#y
zKDaLF_e0aKJ0F^dzuaP6V={I2mA{jD=RH&xJ@e+gOzQOC%NBu%y>ibFPL6)!DJZeZ
z_u;&{m+RvsUKQQ=_HgE<X~#LY#lM@Cth29e_xc}h$CsM!v9Q&SUw7bcn#nmfkEeN8
zy|OF!YG0~<C@X*GuNJ3`iS(jt8;?8OlALN%S##~ve}=M^C-e2cXJ5X5=;uGF<?5~f
z8E&q3>$8)2@#SS&$?c8L!`_~aVq0<Sc1q%ltV?_AJyU*c)e_wK)=yD2V25bwZBxIx
z>~5<mSq{5W#e#iSMn8KQ_}0F+&NHz3c$IA5*R*37*DaGN3_P5zvRAz8mC5YD?EFdl
z&8vQ|6M496=P@I@Yr4Tvn`iA!^|Q+Jm&wlN2$lK1BDMB7)1*gEYhP)tpL0px>tEB+
z<dun+4qXcK_TTa8O3c>eCvi)9x@MOo$t3V;t(nBwGx?pCbobg-Y}!v>CBI0#^UCz{
z##P-_+)BrvmEZjpELqNWt1#5uQ~TY)qZtRKJeF=}<-UIB`mu+vbq*B=_OAP@S7Lg?
zQ7$<q;o0ig7>N&zzpnmgn5>fbGDLsv`BM*`moF_$yD*nW{oT!g&C`}vc7`3+<ITv7
z@O?U4V$HFnPc_HYw&o_CQFy#QDErWflvl~Jq3d<Oo332q@oe|cmlHQkUaI;;F?^kG
zSftsP_0HnG>)nM_BRUS6E=)?3c#v|{ZL;kv-y?r-t&cbFKk60aTWZ$h-Er!$uET`o
zwyS1sH%-$x(>?b=*p8f(SDCy=9!31FyOXqK&3Z96W}8_je_L_PnLO=nSDPkJ5%13R
z%MYgSxU+9hYUn+q7s*zEv&;?dWiqZh;}<$**81h!=YL;S-S~9X{HO67QrBIv+bQ<u
ztIf~%ry^(T>{!En+E7_YyD&{>r>$1YMX~duGQRC?nQnU5WhJYP=cH=gShAKm`MGD`
z6yL=s<}^=?KUe(lPxZ5@TIF4~r9rl5PHClYo@mt*l4hiRU}gJi&s&8VS3PapE_!dd
zxaFEyvQU@Vtk`ACr+#D9SUgKJvhiZ(cQ>>17VGwVU7uyUcXhLy;Wn)&;=OW~FXP_w
z1b1yVo@#Ave7SF1O8<MQ6Ia&NJe=qL`%d}M;%&DU>(m?9)~<dZf8+W;&aagpt*%`^
zx?do7-et!L?b|Nh5csV5ykz->-W`Frt#>}!v2p60Z`LbTTn<k^CC~kzA-!JePv$QB
z4}F<#-o8I-ogU115cBom!8>)$qTjY3-2X%E+T;Z%W$$;~$ezB6QCs7P!uMNq{_R|U
z!I%Bv^Y%Ub*`o92C+4QJaIutq`^dt@#{P-<)9T_Zf!k+)FAbGD5Z-w9^v)NTzkl)g
zG@tJe^Tj{*Tt`LcXv}2LTEP6}_=0u2k4dfF-&SJUWVG_wQ7+?OTz6(iG+8{|IW1|W
z#F-i)$-UY~>QpN>>Zu9)8XfC86R}-Ge23beoZO7dy%*mltUR?e;?OOnN|WyMf*wKV
zerYD{^nI)LrlH8grg(nVW7Cd3driN*h)kI#*}O~XfxU{1d688@UEG$OKZV-<y2sm8
zLJRhlw29`=&`@(IeqlJLFMIyhk8F$0mOk@P-@fZs?4Q3Y1p6-eOK@3Duy{}+v3}-U
zuQLCgUjvJuZ_n)(W;E*9$~i0IR+y2yPHNvL{&RPjPxa)UxBVEHwX5(W%c)i8EnA(f
z7BOzv&ob@(q{UAUJ}CX^s(<+Q!NSMZM|Wf#G4|_LJ<@PmdS}8q2bBg+hKX|o-$!jS
znRRUYx>tgCebblTUhJVdv0S5{L4oIpP$ie`fj7o}bA)@pTZu+$u70U}Vo&L+*c&JM
z)5~?|?%HBDVM}<>Dl5Bk&ECz@p1nJ4wq2-r;a>dV{e#}U>)Q16*Ig~;K6>Yfn?%&H
z7zPiSls`urFIz}Rthc{vdScx^#fr4s0qv#h=6tyIGgBsSUt-9S-J7Q?Hk{1+A!}9Z
zURYaPnk~VvyT+U+%)3&7D{|-IC%gxqJmLBNXP%_nnmN0r(x$3A2}Z|!+%NJY$XZ?`
z^3I(DVfV!Q&Yodb+_WQ&%j3WkxxK4T@6X)dR^^=;75bl{EiT*Rt?GXUzllrKPlTkU
zOq?3>BtNfk=K<%&&oZ@=YqF)%rtG-#?vc5cPm*bao`}rk9X*qq`}VGGn;m-jtNj*#
z9;2-@@3x*OIDg*e`SqXIKFuk3d3xv5hgnvidUwh5W=*SF`*qK+wY^)CP6j50O#VJ8
z;p3-Oy*qwdHHf4$_k@Rjh=1fV|HCAXb@Lu&KF&A0%Wdp-&hy?=zUqXhm5=sj-9OBm
zTB*7#Lq2g+(7D-b`KQap<Z5{JSt<xvrIf5Y?D!*oS;pzqde)ZgqKTXK9BuYEJNfq^
z#zT`hPbaI(@)rKCc%*rbH}Z?^pVDxrS$!|Qoag@IkuMf;oaL72*_ID)<!TRx^*LDB
zTBT<^zPH!;;I0xW8>1baflF)89`jHBbF}h%+coRxv`HR|`ht#yH<{cJS69$bURL}g
zJT-r<%E>+UafkNL-?933ZSu|I$&X)LU3^~s&b#{UO&UIPXB_;~TX@f?>6E8X%J$x8
z6TNmMImk3gJl<AhYnOFq_7PoWlkA4oS2i-={~7Xall<oCwQrRRp3W#aomf!SlWgBw
zvyN}Bhu0^Aqv6X{GiFSi9)H7^J9@WQ-vNnlynh53k6FIHAa`tU^ub#budj)!FgH>^
z6|wR43*#SkrO&ok6?sl@shRsTgzMnPE45Z%*1Lc3TbsW8<;qN<T<3!p=lIu_T<cXe
z)qIicw0cTqx!JP5h>!_O7cn|dFl;_?JdVvi>frYMl}|!q&o~^guTFT*+_%@ainVv;
z6>}YZi4%w2p0~v>|M@z`Z101aU$)hHoeDKL;!rVz;jp@;yn}DmjvD3FZ=QYid3-Fa
zaJj1N>8RL8ZZ&&44VHd;K8fQ=zu(qVe_XGLNo+WGaZis*tI9bUrt;$B4(`wWcU^Ov
ze^qjMxaJ||Hgy&mdH*N1*~Ui#k3Z5ii#X(yx;0eeN%EZH#&i5Wzn<-1_(?1N&Bmr1
zfB0?B{+)BH`}@Rr?`!&c3K@&sLefraGxi_atA5y5^lW$Zxkgo+s>V3?r5U@<P0#1q
zm&o;YW1{Td8S|R^_8r^X?tbBUvu|JeOq-i#?*!*GRIjxC^>zK~g^u^{g*%`8{Khv{
zH`(d&;W9HLohMp~7S`hHuV33Wo1gRMy(qSfE6sl&Xbau@WxXQm#_}_=ZP#Ae8prbX
zE%>%AJMZ|^2L|t>gAc9>{kdrGwYv3f$M^WErmsAjeV^;gU+04Cj1zX<f3;8Bg#NaP
zI4eIpWq<nQzf&K7TE9?bkL~QwE1vBVDpXqCby;xg!;e{)I^QOK=5gf}zVKst%#X<W
zg?XQK_Z<EAspdeqt$JIyLh{<$>*j55zE<3{nVMF&`?~3~d$vDBb<ED!Cv05&pFyP7
zyl|djJok)(Jqvbzcz!j}_{Z5#p>`pY4|`dMR@xZZ?~LoMTyDDOyv#<CiGJ6@WS(ta
zww*hkUrT7YUS!7kWuYNkeLml;F<QPgWb$Eq1L>+c;R{YOd=X`i*7lhHKI}(T{w<e7
zYyC^-Pds;H!r!bT!jD$_EKNy%@9TE^-u{J^l@ov3WbG<86U#UFP_eRXb;*;f+(FR{
zrRt)u;y8YkUH`cB?1!8D0dt;QpWU&RN2hYx`Ryl-?u1oG1{`*K`}IxXE&G=BTNk+)
zY`gciPkZkLJ2B@hXTN*Nd^aBLl{@ac?efD<i#kKC6G~RAwkLM|c;i+aw0t+O;9vDg
zKk^$7thjpg_vb%6z4nL8uI(=ssY==^+0?Lj!Ao!Lj)RsjLuTck-EHyfdfQX0b)V8-
zg}iw9LGa09k!~UT8AmkPP5s=scKp-1A{?7rl$`UQVRyiq)?IUItHL%etK7P=%V&PU
z3{iD;mCwIsx%bX&`g+W&>`#`pQQZa4grcf>m0wr0+MHZ6L3YK0iTCBEuD*EVQU818
zGeNs2x!rTr?$J1CalG(X|Eca+i=QbQ51U(ld4Box@;e(oFOHF)Ebn*cUul|m|Age`
zJIU<JW3Ki29apt7x$ADZ*)D>8?q?x)Kf9?jAMxr+nPhC5@npLV&xh=+>=jcB3U^z)
zytR;5=9K3-tNwM`QN;zDEetENEIRzAhZVk+c`Z3Jg!Mmz{ll=5*n-pAu4<3mxvEQ_
zTzC8yA{pAvJ#U6eb*RUe8E<dOhVA~lMOE5UUYBRHVEby$z<G0hIo9pFuxgp{F~c1n
zFVEAi_G`_(&|u)3;B2*IX5z7`ur*a36N~t?kFOQi75t?Z9VBw!)P3cucZPja`&X;v
z6fK^g)mIy=&Q%zod+gnw=WA2_X16`h)0gxY*eP&3bJpF1>|OV_O!3<(d9-*{gOGpJ
z{mai>`?J1&U$n_LCNk!!<R{M;{tCAvuZyShu}59|8NJ@Ldv%1>%8AknVJ10uXTDC8
z`LO&fYq3@I((`AEV~*`yQE4Q^C%!fE>Q<NSD&|7r<|||L7UnBRZ(n}*%lf5<9{$?8
z@JC(c>~)b&v%mMAmJN9rUFP`uWvuPIr7{=S`I|nyX14vpBIEt1?jMeQH#_a(ttG98
z<sIFOS`;_S^QG<Ry7y+$#cKz*?tOJ*o7*ea#E2|O)xue~J?mnwpS=>)Y@d1H>e7z3
z6;071d52c{E^B?E?Xs=<QsvIqo_=my4Ys6SIG$}5|8Pa`jxUd|ZD&dHn;MsG+<SMg
zc529{SE(<xk4o}pY4)bsYCBFA71qsKcHS-`qSUQAs^6=3E&J9CqprLQ*~{j-pXryD
zZEfGMa=G(!*9pf9)$I31O^cd#Z^<>Cv)f)d{=4|EM5nb%>aSGDm21mCh#7UwjlA>f
zc7Tz7)WS-QyqU=%ic_E7TKU;nhU-`Q1Nk=>)jN`!!#{H6Zpo2Ys8yH0e*4yn8*kF&
zwU)e2lIvbx{N%Gvow(|Pj}kK@OJXA*)$#xEU;pD(%#B+{(S4f@4%L;uw`2c1eQn7!
zPkr~>>9Xber|g>cP22ck-^>MW6P;NKj?B@?Xkh#qbh1*!I5C9l&vf}?5_6IZ4*%Y0
z&wJM5yL4aPJi#L8j~09NAFiD?Z$&3dhQ-g&ia)E1<92sDU-~nZA*CQY__ve&JWu(A
zz~i!iwa@M;T(5GeDPD{JVZ5PN=*O+$TXW}2J4N&y+Z1}c)>SI^*m^a^xe-1KyV=f*
zHm`8}*Y$0~1|#LXpW^EuX=&>V#B4om*H<<*_Kos+Wy$;lVaZwHM)7&6sk7e;JZ6me
zJcqyPS67IZ>-=nI?l7b6j*?z0`kwANaL!x1sq)?3Uf0?L(*(BX$&##7-F@$*tKXMN
zW;eBOT^IH~zT#bM&GrfG6AzZCTj=)vXK0O@B>$GzJ7`y%+t!V(l7}r$a9<1&zVb<=
z`g&2(@}Rr^UZ0kR-3>gDJ-uA)qn6WKkxG|fX)}%|0*(^uzj%sc%Ufy~Wu!`q&KGWb
z^mrOe{i>kDlkDxZ`)5Z*uNTeScxLgb?Wz3<uF5vNH(ylB`fq>u_I}2!S7${zdsXvi
znlVK5wcA#IS$F2pmKT>=#HL#t=lJH>N(4t0=bht@y69qc#OFZAg^t<jmKFyU>y^76
z|I@GVI~Of&`DJ=Vl-Q9oM<&bh^AuP<`S$$j%d=JM78Ylx7*@S}w*CauF}oLEEuLK0
zuB^;Awsz@#TEzBv&NlnM@oQ5XkA^I_IIG+9=}u`>sbY|=-Lsm@E28hkx|==;`1iJ8
zVZ_sh6EFMt{dOF;wMt(0Bm2?p6ZuZ3QdBK_i>IEeRJW~o-czz}t4Vm%+bJ)fam;=m
zka&P$PLq-4uP^J?yMI`_cGc~egLy0MI5HVk=aiiMV?6oZzT=WJE|tV+xqY|$E;~D5
zDrfL&?)%A?Y)l^=To<)ST3L8OfaK2L=H{OtW4E>DZJU|9Abr-8Kel-jqNk;BdFN>@
zW~dXre7y2gL1BFV<2k8j3)b`>+^jC?=QU}Q75`h^(>)U-er-DPMp8iN=K1A$_0B)9
z+HW=KZFwD*c-sBEj=%lGu1^p7(<&}3ducs$!{*2nJ-t)ar3;&H|Ec$SV^ZCAMfc{h
zx2p`Y=gzt+tt=^9{63biwVZd2ny8FS^*_7&f2-#BOnF$H<)`OW@+E4zT5p48%z8<?
zdHd&v^tqKCkGr?^f^+`2wZ9{as#e-&>%I1_t~o1j_<Z91&+GMs{oQvy4qh>Tx9;)V
zE8bOnS+(m0Z;qRhr?m0;>%T%aH1C#Q8?mD&#x2@rMNpB|lVU&pNtu26H_v)JdmNdk
z^y$#UTHdUPm#?n9msx$*Uv#14i{d6*`}1GcifqmJwLz!sgSO}O`jl(SRBzukOu4wQ
z^>EIic~h6?Km48f_EVtecTv+rt2G&NW%sV=d-<^aq)qkrHMU!B?MgRUePz;~)U;x$
z<&A6ewx_YE{Abu46SncgCbpjo<)W*SyS_S?+&#I><dNU%Szj{JB)aS~z8c(Irq92n
zf1as5%jwkr3_2Tsgn4J|u3B5Guhz}BRL+dyzSomKz8@|wZaL53`kx`)^h-p}ThCAa
zZnbIR9aHA3hNo3zXDU`pb#9p$TY7c!?K8;}%Qk#nRTRDI`i0}d%C8c;Cx`nyz3usJ
zh04X_OG|YnWLKHB-w02YaoM}*%Dcmlp1)P9sW}t$$UiA7W!mZ(v)i5SzukXc(tfmm
ziP4=yA(=;G{yv{RQ|Ynijw`}~uYK=CGnATcUixBRfsl9azNud;bi|B1R@X*zOK-ov
zarTsq)hAADzx;IP1Lp15w&|8I?Ad-MyHK%@Pt-wf$})$&taZ01|0taPz%nb@_UAwL
z*};;QFNKzraqJc0U#fegNn%^yR+~v$*Fv8j_<FQ9EIF8SN@7fg%G@5svzA%<Q&L~t
zT%j7UdQ0uAtaB0n-hWxK@4~$_|ENEUh5HVlv(9>7R_>+~BWhu9YWX;FTeI)hM3v`-
z4?@niRZ8%#zO_T+a&MN*>5%(RqQ6Iam1*q`X9!)LExVB|Z~4~XOy(GdyS+JLs%}<N
zPfl*wQ4?D=b@_U|PSGG=rIrb+&akUiU#V*0P<ECszJF`oZl(2S_+G74S-s=q@x7Td
zAFgnk^H6Q?`@LMecO{K#&K#{+?rObW=JBN^H_GLwcWv8tdaM8Ps6WR!r(atccxuYd
zoU&71w<dU&|K5}PY-Qf+?E!rbtK_4eoQ=&Y-I?~zs%*p88CT}()xCcmkh`+|?)UX}
zQ=aRp1xo9i+V0W0sqjHd?a|Vv=cify{j**icAKO9@3W(ASj&q&<;Sb~Ozx{Qt-Ez7
zZ<FXm&o{>wd6)HevV`B*!}H2*uFHC1R;9nwPllx@Zg@W5Yh~W;XwkxrN{{!}9iHYr
zoAu4&z5Q18qQ~47QxB{zd+3#$7@FL&UbN1lX<ha!qgkTr+E-#tjV601ajp%FRtQ~@
z=&AIxRYFKl^W(p_g|mL$v5R+_TdwDN>RhE?n8IxTKEDN0=XPAU<Tqb8S8Txs)3Y-Q
z&PC5uf2+BAD%a=s;Qk$#?ipWNU1{+;cJu8edskciXK-gNU%<3q=G-3hX>xk|`0w>6
zUs&Gr?2^0wlS`GMRUSOPZK7fa<0pijw(XgdvgYEQ<+WY=LghjuZo9D-+w5a4Hahzx
z&FrkB%+$?mqTimE)n@Zq?;jI>G+^zS{%mR2%kz$3j^AK^pyQuiP1WWN`#RGumUQgj
zqOUyJI)!m+pvQ5Aoh*I7v%k9s?AZF@=-O?w(^j&0>|k`i`*!~N{d?<z{xckud9QT&
zpW2UmmtNZJ{3@#@obk4y++9<L@t1|gxAj--#og+zert0IJ-~ijM)2pQ)nUISG)~#<
zIdSf)K9AOCoi*Y4RnOl2ap=1j<8G8}^H;ORd4=k}+0WXnLlUR$nI3ZW-M$OGJRjER
zDmWeNwtB8Ufz6-U^x-3|?H}enwYp+Z66<xzd*h|7IK}A^JG`q)6Hf0uVX5W5&OPpK
z_Njj=*&4d<*Qk2jGLepo*m>~Sb4eQ}j)ThAU&pE~eRSKF-+A}v6Z@`2=|!G5{B%IU
z{^&vW^54q$<*jPsK8k#fyyLf9aZ=f{OvW1`D^J)wSK$9sG3#ef&eGFq1*v~r+va9F
zMa_y6`&e-CP5Q3OTe&m-Jk{p(IAOFRp+!t?;f&u2a-K)a=b2tk-E%2VUoUqZ>)SWW
zEb^0GTUCR&m=+fVHJBvU7I7-=F+U*nZSDf+#r`YZMRqyex1H?9G4rwfu1W5K35*lf
zC36f<FjS`P+qvgs$ULnJr*B28KA#Xe$)ht!*&_MrB*z#A#^W(1HsQJwZXtW0FZ?F*
zQFwi*#aEl%59(Xbt$d`dt9jUa>8(TG&3T?@_k}32o|CSNcs#*uew<zN$Ck258C87~
zmuFsl8LzbX#4ESUjh}mXCb8EaH+}R^_G8<8-sa_P59fPtkDNNs-?)74!2`++t9bt2
zNqF)*dFR!*{|rZsv&6ssYAL&BwvpMyEoa&tM&7=;ZicsZuej2*{G@E;+ta)jex_R1
z%7;q#Gu*p*Csu`DbPuD^x{k7q!MjhroL5wMnP;&|y7HDE>5uY-D`uTL?4zx6=%};J
zWIL%$21%89d)=KQTkgdDSfri5dGFob{a-tK*IzEQyK{Zbt2pgTHKyOHy}3ojwI%cm
zZiICA@2d5;U$8Dl)%w(L85!4^P68p<_xxv2?%DU@@41ct8H8^CkgIfmFXd_Z>Uh`T
zEBpAecJ&-P?Y*y0*6zBIoZ)m8xw{SQ{Z(HoYEu6$edO(#|7PmK-<GXqZ;usE+}*f)
zf6Vp86^nAk5C4-*&SyGWZ17+Lr^?qCwc1yw$@O~do^Lw+@p7^LiEnF|AIXNt-DJtT
z7IvZWKZ87v;I;|oGUX3DnEPk#Wk2{&V%oij>g|8?KFP*f6~Fu^H}$0*<E(r4{ddiJ
zrrPDMp!X)>fnfi&S$ev8YRSS&cLpDmR=2zQF#Pc4rQAnfRa?9{SKP1cCbxBY!<oy6
zP8{dn8_nha^IvIudckyI8`U{E4`iN{uG=1U@m;BQ=+t+ARs{CXy149<K)rzM*<vfR
z<}$Tefm8aNCrKI{DYIYyGJbN}m8Wkjm#*=jQYwG5YT7J=6{)(<Sbwi6K3;#g-|ONf
z<;<z|6)R?6SLu=6Ve|cc|Ecvat3+mPTD$C_l<}Y6vn7u^hYNd()n%>jG-K@D%YSKK
z?5R0RE7tN@X4&49`MB9lLaFuc?x!y!!>%h?pER?dws6z&X$QVO{?Bkdn#bm7r;xwS
zw(_5ISYP%($=3XGtc7`xmC=*!Ig`&{xF#{HaMs@5%xfz-Gs@(oKThoDI(I*)pl;Fb
z$!nwjGo+tZew=ps)02Y2_i-8*e|mHC=ycy+{-0sh-10SXo>JPzN&?~8ALq>TH$B+=
zZA!L!eaU^{p6;dEYdyA>`fvR?@y`k8^x|}hW0mJ^H4}FU960Fl<Xyp?No8Np7yoCt
z{wH#kqju&7(>1rHZ4RaUY?NfTICjBP{e$T2W#{siFfRESJG1><?GC$k#f|ZoD|s`n
zEff|0Dc&U;W0r7d^3#cTGo?1KVz#PZ7vOc|z($D&a&>!GFZu9oyZUW8kr^{OV!Ka<
z9<a2Vx2O90{K$7#b-yk77kFB{c1;<B#rbu`*G<#z$4KR#xSSKZ@4~uu=guwdk1On%
z^DF$8Q_ODB>1ja=b8GJ(oj2{)t+ijWg*fg7H{G!I>Pc=suWmoL<m_s<Q%X677dOTg
z$}LoX_oy^}t5ROYhw=}V=VP8NyJizGD_Z5mrkKSEbLu${{PbTQ7^@fe^4GfHnJ0bA
ztlRdp2+v^*Q<!k}zI@cv9Mg>T6H~dLHebKARXoVMj=R`TIQ_-`s4!dcLmyqvDnAkH
zmq}k%{EuyIMc*rpwMX(6&iK4V>hTuYjKkVCs*{y@cgy@|nEyKZo7u+K@_T2+wC3(E
zK3A)~(ldJMRO#(!DxM$nXFgiItT*YLYF~u?wZ>y1U;nH=m?x5Zep~kI`I42|3tqi=
zP${^i%UrHO6SQ97#B|?Jk8g|qoG+M|d1>8p*6jHUQ*Lx#S#o9GQBIB(=KO~C_vFvb
zS6p>;qf-4I?WZr?zjx02^VR*y+$*V(t0p}+-MuRMje6J7Qmq?D>t1`socMEC+Vj%t
z<n2F_AAbGFw!^$3vHN*Kt*!QpnB$o;1q&EM3k>5NKj<0f7got6E_D#MkNP@$$<OA5
z$NRD$6z{q;O?lEU<zK%K{o&Oy^VpbWzh`#&mmLp&zW3KLn|y24&n|&Ek41Y|RWwPv
zmfkV1N?%%Gu;`Vo;IDPsMoU}TO+A&qTyOL2(mZ!BYUTZSm8|5j2jRy588}VMHk^q5
zK3VW*nCrbA*OQCpF8TUz>zm65cE762?0M8>vwm9m<bP{Q1G7{n3AXvy{hOQh_gE^+
zgz&<L4X^)ItPA(t;lZM>oho_a^*lCy|6{wOBUztuO*kM^c;WNyOUw4y&b}y}YSG@`
zvR=1ZAfs^0q!x9p<?8lP_bR5W43&12Fm=0ss$VXoE<$F`oag@;*1ips3Qsz>y!DuS
z)u&f>nX&T4O)UjqD$`eM+;zJ6T*9H&cITR(`s%6NeePAeD{HtOv-Fh9{amxU*U91>
zQ_cOQrNP~`{KC><B2Vt5CPYNJDSVYZ8{Kv&c8PYPyJ^^|{|sk$#J=vjm#Nfee9Zsa
zs>Ow6#s@Ag?dYC+W@(dC;ko-!Vg1=W#qYcJ^z1I4Q(d;IU+ct^Htw!-Z|52<<<LF#
zo%_mn(a=1O<mRKXv&<$s-tCVGHQ8R4d^TUY)MnSI<>ott4DVi7TGF!deemJTXFMrM
z^R6wj`?<2nZR6tLN5Vgf{kHAVx^dREE%m7Rn>Er(OIK`Nd0|y(&y)ovVzVagkJ@N^
zq&_|Ac-PaLvjmT2Nx#0iq({Tz>l!gxuW<LpI*&qLoH7nCv)C`1ayQ>+ipq!D)oj-1
z^$eJWj!*u&ZvK&7HQU4LcPWT|UB`8H&fO_f9x%t}wsy_ccm6rqeq}KC471DMcYU$?
zE$g{3RCq<g;iV-~acj=p4rz0KACtP{chMrY+uPS&JR8#<{99&zYQx5w$9JxouFz^<
zJw0vnp_7*0cmKpsysNiBEW!PhKfCCKTk&nNJMUySwmm#QEhcey*NuOdKE)PJXWy}&
zX`igE;ID0wbF9jz%xh0jW1Hd`S#XE#;N6DWEZ5!YU7u=ae*bV>Q{`Rm0p_&%mOl#*
z{tD%eJb6Cn>eeH3eT%)!CcX<^D>Y%0<{dY#X`-&L!*UY$YO9{hUN-Yl(xmPSz5OE1
zTY2iD`pdoEEdQwdym0+@QCt4m>+K)Ea{hO5nRdwZWaE?nKCU`_eQn)h`Idi7M_z}e
zZ~S+*o^Sdi_9GnAO4-hxsl23J{v@F;CHzI|lWV_h_k@+bSkYx*)>F-YY@gNNws*?g
zKeBD*X>^$`z${iZX$`0RMEj|=xoZ=bedaik_*eS_pV^U+)iYNK*F6dAKJzc+qp)z;
zzWlG5`-?QAubjK0cgyttZri`vbLWQ$d5BhKZCw{zS@vY*w{?EHX5U_A+>Ox5ak%4Y
z@%l>X+jzsag>rG388vzQ{Oo+08Cjl{rq4On%#c)={PQ~Nqu1*-^%6^iw?EZczP=`W
z(Y@oMYnzqjjdBv^Bxin+f4*V8^2g7fJjM1OPado(>?yKa%=~%%g42ppQ%mfYYb@uQ
z`o-A9)^km6%B*`2oh`H)9Z&PTRsMATvgm~$&AyW!9gCism~WP@s>->Q<EfwJG0T|R
z?CuY5pGalhI9qfom-n#C#pl&47`bKV)K~Y+^DF$GeeJ7m;numjvowV2RhT3_fA2Vd
z%JVTp+4@CCi-T6ng)T3CwQ*HQw)@nKd(WjG$cn^gZFJW^oh>ypMg4u*0r~i<FY`sX
z!!GOV=)O(f!m}`9gGK!1^>MYY&uuv`9POTWdYR6&iJXjScZ`l-?rTV2S`yw}{77}r
z?!IRhNv+HtYaSOfUuc|{efFr+lGiKu3fc7JT5UBHoPAOG^!q*fD#gA}Jtii4-fiA8
z!Fc=f_*dGyKA5ds`)b1Ns3|%MG1De|I(ymjSJK8cUw*zbUD}`QHS?tQ95d~!DOYs9
zR4nMacGIP??mvTr-PV29Vt;2Xxo({9m)cu*GN3Rh=jm5nrRpOBG0MizE7d1QNKJ3d
zd$(D1&W<ko8GUmLXMNEuZQXN4$-JO<ciDPo+3JsHbF#gczpM&0aNp)8A^A7^SfANi
zc9H2n<ydWw?UM`airT;9gLXaVEAv~85mRSbTz_`wc)sk9f1!6O!X2kZay?ggxXCcq
zzBNihciFVm&@`JW`K-P9Dn3VCPR#gXGwbEiG*c~gwry4)XRggUdHLz>l_J-6*L`~M
z>(`~|ZQm8-|Lx6)jW}tNam;rWAK%4u_QzJ=xOryX^96Q`*H+ZLJoa|J<y&QqyPHx2
zcNhL_-y5^N|Jl<9$@kZmZQYzHp62lD%IiGkbA1094u4rE=_^<BO3hg%UeDcDYnA!?
zzT>ypO_zw+iB{-d*`DvU>f7yzZGQZIwpFucoYa*Rm~?ZNRNRKpDV8d=+4XNH?os&~
zQ($~)$J_l{6AZEr-SOCy-gkKW-r|tOlGaC_tZwg_`zYs@(Ka?C%jZ9@b;M6+UshDV
zHaYT)VoIIY<nP5luRVJ@>yFU|N!6YI8SI~%o(znfBRaWTc56gWALqI1{|xi?&vln+
zowKgUit+aH_^gCuoV@e))N6%K-8R+noO|$j%QZO(i|-VB6;F*xTeKrpq0Of6%l8Rv
zTpkvGe%KmE-kN)1YtTb)&F7{C-IF(&Eayv4F+MBug>_e`w0G++>0MlV)+j%j^H;ml
z^|<r0z^7&AUn)YU&iE8A6LM=w$BESqwb^`!12dwF3M$XldtKSun{V*$f%^4X52whe
zpE++<@|5$l@wq?M52sX@?e28YGP?2poc3w8;2r%n;rl9DlVh#ESpF21sGAesd{6NC
z23h0y{HdW+y~3tDe~Fp4<<-TkST6s2GtOufRj#<Xckk+#EB<8sma+Q##J?}E|5wQV
z_fox4^Gp9T$OnNheszxD6F9p^@UOUhtJE*u8GCle{JnT>H`{HQM2Dlral#W>F6F)M
z(_T17CT;)58k2?2{F7?)xIRxVx6w(NzvXF4k@?>6%8lO2ALm?^l$advKPydd{-H!a
z@jDZj=-gN(eu=MrX;h`C_&oou$#Ey{Tz~w>eP*?d&ARu+7Z$S?Wmj?)EeY-JIPE@n
ziPX~UZT7mi7pe%}@2T(2-f}OcCgJ+oluyfh4*7=6-P5}&&PeOV;ok@NnfGSi$>lo1
z)W0_Ua7p)}nq_OY<(cnDFpN)~dUc^YyOzk`Xa5<LXVshwH@bD@or(Zo*4;Ie>_on<
zaN0S$ablEQO5q2)?`tb6{kZ02d#y=%F!}nKTSXVvtK=N#v0U-w@|pRiJ63nwy=40s
zmZmAAoFDaTXR3uyuH~tqi{*C?dLEsjbjxkR;{_`(nT35@{q0TH^75!Ar=AMa&mT^1
z_z{)0XzuOn#r_%h+Df0l`#dq^K%`Y+l)2!~yT0i^Q!ALe{#>_M82sAiZ1wV7^LHH=
zTSYdmdsS5T`N=u{y<GdElUIIQFK6;tbLG;7<zlX)YzO$aM%2%~wJ6m-Dq@$H|11rq
zW5)|V%;SyUHp6qytaGW4=1XdxwPCZ`Czk2=PI*f3RcV6_cV}%|wmJ941DUH|60ZK9
z=Gz&(Y)$1<rN}=2sCkw~_pU}-F3)?T{r<y_cE7Xrhv#f^U37S>hlJGH$=*7%!%e>g
z9<R38dD>YnDEG>PELO#xZ1bdcuT0uG^__QTk&aa4jNF4yLIh84-|MwXdgb~hOG87J
zp6Jm{OUv4(_}GZSIOez7J?(Y71E1{kXWD6L_jCPoKbzAp5(_8JRZZ7DpUiEp@yaQz
zcgvRWC-2lVufLwQ-<YR##UJ?x-0Ow2xRx1hc#^hP+xvsaKjnQ~8y_iOw*1e)^-K8S
z{zDZeU;1;rZ`<qETRtk@@i4Q<IZ}SZBcmNx*T0oJcK*%hht>1jt&YuIotb=c&sOWh
zd`4CRwH;^cX8zDV9u<B>RyHVTwIzd%@4>L+_vG64S$^2xuDrR`?`jNB?X7nvw@-eV
zIjveU>R#yayB54}vJag$K6!c7)%1$Z^W~>G?X^Da)}QjRyg7f%?rAfQnQ}Avv0b?H
zXU9E`mnZ+MK4KGa@kO%PG7%%MQ>!N&GjsB3zA~?DzE6MDw|cfeIl`>luZp}sz!NQD
zA0PE<-5>jh^^&gEe`nn}t#R1w=;^Nyetq(nwKV;{q1VRg`BLSN?-WiJ&R9`&EZ6v{
zM(+DPu}@>VnU%e#-ImXpKP8v_-3nRh-*=wR`SG9OST0{I|B-10ucmcP+^46~mfJOH
z!xOnBd=?hU%)N{Dy}bO7cUjYSp~LpKxKHj)X3)tz`C>u!_b=<pkN;=jJ+`t?=6aaH
zoj2V{GZpxfl3pEcbB{?WzCP>mk<@?J#L^EX7V*UKuG;f{#-Aq_OV;`yTQAqY>_(ic
z`mJxbY*y5rm)@)`UKaRy)hgyT_V?y1&u_1ob^V{<S#`fA>#5Pz1wn5P9TyjBT6JdU
z`}4u)M8bEx{LjGq=8s@y@$$@%7ClN5M|z4@Hh=ou^JH?r&-HmV2_NpwT$`Dlzsh}6
zM98k=`HF`o9eyt(V|cv2>Vu(#<gxiG{#Q5Ye10``(d*Tl&#e0snz-=Ar>ySMC!J3X
zwU}-u7<h!RFJND3d;H;<3jIfa3@X0=_7B>zXXn;FOWnuq33(41L<+2~&2O&}mwn!&
zEA>&-#AK$A!_M^h<YOGRul0}46O@zw(Yz*WnpM`?Ih)c%GtQYkUh)0G^||i+7J8NP
zOCMRxW{;ZPB756?|BHLdS7zP1AF*|FSX<C3!4F)T2me&A+^SpoF2BK>X<r(n8*}E%
zlh1a{_Le@eMc3{b_fO@X-q&&u4)EEx)JI+4vg<1E7xU@Gi=(wBm94kC`s$dMwR~TC
z<f7+SXYcxYZME9gESnh%w)SX-`2F}*vhLaEAYUixLOszCF_!JyO^?P`wEJHFQa)8r
zWZ$J#YkO}Vtql36@lkBnZgoZ_hcKJ%f%ERoVe|{NEPLe_KSxtl?3=B1$kl0&GT;7r
z{wcUsa3_0d;*a=Pv3rV}w^vHA*H1ZdhdJ;^d0c<M*6K_Jfjv8w9=6|O;c2Rx=lH7n
z+OpOU^KQrP>HGA|J+1ffvSW|?7p_+pb)RQ$H)&b6T&#b^<%gbYLi_JN_|MSmSXwGl
zR4E<8|DJE}j<e3+7B9cC#^!_Bb>me(nxxAFtskD3d>=piS^mUZ>iXBV?7VcGYt?4O
zr)`?4;e7_L-0Rq@4qq-6`1o|E+|IR|3#D!?<dc>>|2W?Gjk3l!(>CQ9+m}Zit=c_@
zUnf~(Z`H5s;g2M@%rzGKCU)u=1JenPj60&TwLfgNTee<p-acKZRryEp_3JOg*RR`u
z@z3_VlmA{~x4*PA*>AtjV~%BWx7u2jzWnrAAkIDM;+Z!sUhXH97&I&;@4h}(Rlcq+
z`h=awyU^|WcTyN0BroH4s9(9{${xq%FDJC_n16b1|6QAZN*na@e3qPAySH!x=d;<~
z{C;P%DkZu;uGMzAUF%@du|aW?r&({qoaZd{QA>XDY%{i)E5-B4J^A|Wd%NY^>V%Rl
z_U-O}&aNTx<;!}%D_gu}lP<1(-dZ-X_dv~E+w2#gYCb-^yG!1B)`vO8SutPDU-Zvi
zy5B4-ttnk^LG$K0D-_<o?x_kr&zl|gDcdag&hohxYU$1!H{K|!Evh)?e)@HEoWYOy
z+J`IRsyXC-UHNlV<lo22SM|RR?fK*zIO*rpwhL=dv1VK=a6a1in0dX7++xY~cZ<%P
z>NA>CJNwGN%rl?fl)3kKi*mdDXHb42UZKBUS0TINaq`?xtSo|!TN`8;_}uuTp6;nl
zHe2~{ck^OF)gygtH{IRTC;n8&xQ~Nn&cr#_^kzR+y()Ie^TuHvh5Xx}a%&H)mPzj4
zW8~)Mx%NN9b~nBBCZji@<&_y-3nut+91p&(E-6#GzAXQi>yo<G>5m_W8O}8=?*5Vg
zkuCc5>|V3CDoquB(r14<SSm|=J^y8Wz}B$jXPfinmM^W`{zvJ1)UutXch}8SsNQ;J
zc6c72)pMK4eOupJ$+zS^ypXH2&c5v9g76~e^y_RrIx34#D}U8lwdA8ozUhi>;i_gi
zmUmyq>P@@!Guv30Q|8IX<6qWvzWd_OdHek|m-M*V{V^r$O+NY`^*%3b9GS_oMEU*6
z3#@BjJ<5Ejc-E|TnmA|BwrLkG{@D3=#X8--i3#PL_SbjV<evBWHLo~Mxm<GHymyQ;
z)pbABRcEiX+uB?)^=Ddof5opmcLjg(ar4XQ+Jz*XTN3IP{7n7#)#U|KU8g@|zi;~d
z(vOKR;@%y9I&W?Ml}9Txt+?aQPTCP)^=ALZe>cq?`>S4jspYc>=V}OldHJ|j$eZo9
zIqF>J4UZgK@=x%d=%v1CfsZA$U&j93dtsN4dGNJOxw$UdJ^Y8(809{-3yzoVSo!v8
zS-t0z9sY0jSS@8;9^$&j-E^0*)H}JWPk;SB%`-3Q$wu`LN2~5sHS<q$J+bQhE!nn3
zOM5&dzCPMzFk@+Z-6xxM3MXEri~MJ}`6}|8P4r*=kcu;f#pk&!{;cA4^6s_!r?R7G
z)ja>-p|8v8c)R_}Qf#ZLLv^DMXO^qIR1C9t@OWwUgflBY7u~*Vue1KZj~5r77u8*Q
zeKw<@syZes$X&*9qI1o@X7&ARtMq0UY%}|?ruVy>MBnqh3G3#R+?3OpI<-6~HrAk{
zvY~h1{MO{y<AO`V+80g<oab9LRr>iKzLi^9Lyg`sdOp7LPjsr@KGzeuZ`=&OtTDZ&
zJgZ=#m+SnvdaKpN+NO_9GVX=vX>%kB{pgPtobR_N?(A2q%CG954zKu`E%iP?Ev|jm
z+QNdDToeA(mu*_MuWYhTRk*7b$H$L1_uPB)^5GTfb1{vLFQb`*jNDiYy;o>E@0DS)
zIQTkn*-oPktgF&npPL>|zj%1HWyZNnzAjUaRjvxS&u{B&X1V4?siRiwsW$r~nHQpe
zp5HP5)W&aG+QFBnB?k*?{5CIM*V@>VHgQSl%aCcwGRbPIeQQ?T*;=5L=kNSlwWlRv
zPH)N-eJ{x$EML}~uI{~BxKu9cbD&1#jcXE1E$&>}+^X_))!zeM_Pd(94sG9e>jvBM
zS)aex%*&n^F!g*=n^xE24Y8F8#^tu!TAs?hCzi)%8MvA4esEPS-=K*<>g{s2sW(4c
z?1|CxJSMi|_We0idW+7!jcHr`Fns&er6o5!|7c$+(UsBsoXR+RYtH?b2JyGI1SuRY
z&HK8?n1A)@sX2v@EL@*Ul!sM$=Jd~1+na5srdja#>FuyDx?c9%9aS1kZf`#Sb=~Hp
z^LdtRj?~jRIJNk@!?Qi#JmrqP>^_v7YOhxve)Zx?Z&AN5H~)N}nXvJvn6A61w91z^
zRg1Qi7rV+`b$@qn%k(?Z8ylN9DAepfx3gFKh~d3ALj3b3PCO|6&%kxN^VDXow!$9%
z&p)sC2X!yk^}kfGv)3k6`tqxc7gZZ~CGzaozqU)`5%&qpb@twy=4DTMBqqIg^{y=&
z3%L{}lvkQQdGu51@8$P9Y9DD|+UoM<m7SzL*G_5CR|Q(S8>8nfxT0Hdot=a4)~8v|
z>>XP6c5SYj<Zt$sV|m|K&x4{VD?$&fP+8SCTjpxMZe;Afx5gJj&g`G+Qukrqs{DKI
z=O6EH48HL5*ej#!eC%bbtMuB<7Fq<fG)G(Ix2av#>tud%wrYP%jo7r=o<0-f^SjR^
zwk=<L<v)X^@tk|}_)3MU?p*m1zU=hF=ok9B{L^*PE#*7@y4F@d{Ldf~Suxu`P)#Ul
zhnBnYo$&Lw{HDw9l#md;bn~8X(!mEsy<gWKD_*i$^0R&S&OgtO2u5!8EBpJd=d1UA
z-Yvy!sh<<i75?Q7oM!RH(PP`HClBh&+12ItdaT+f|D$E8OL^t_qU`07Ti!-;EBZdS
z{C>XvKSNyh<EL*k_C<9&KUn_u!})2eE<CT9zfJb7#L1J)GK}-=`Rs$^>OTrQN35H;
zq%*Q`@8Tqb<A3^YtdIG3)Nr#%&4VY52j0)qHjlbkcOm?2XDVX>vxcHy@vPT}l0&6V
zg<p7g;F;m!>p}j`Pk-x*Jr85LWTE2t{NKxtzqf=APqTQw+`l;Lo_b%b+_k%+=ch8g
zov>0%a`(h}&;NW`U%2hV)@{>`JJ?S-9D4q)uj1wTsK<2*6-CzrwtP~J-E@rewm3tP
z^{?wUE}ebcu~uU1yZQC*c5T{%5?kLbKBi~Np_3!^!MoqE>n-~v1LIcE7ODBoe+o8L
z%s#h!TBh#5RL(yB1;@9RMwuVJ^E%M8V3o;31?`=i+-<Jb#vlCnVxQXH-P^W?w540S
z-DCH2t<@=%@YD>>d%O7c<E{gzj23;(&8uSTE-o;OcNO?_&dqjp>AHEZ0z2%|>`S_y
zec5YQ@#S=x=j><yWWKDMb&R|9)026j8UGn>uJ1XrW#04WJC3qyPc2=Mck7+as^dbB
zx%PxDJ=0yxljI(-<HX5tE8pv_)n6MS&iIS3c6HO9$pM>B)Vz7I^UJ!b!qQ9odL;sz
zj~u&nanai|UFTIYm2=}x-PO`%`ruqEW&OPH_?gUKH51Qrc1}*-R$t*B^Y{<{^Qc?;
zO_x6T+s@o!DSv6#D!;iFre>vA=V}E^$+G2l*xF;eLw%~rr@&|#uF%BXoYi+iIoFH&
zSzkY~<jI@<w#}1kc8foX;h*y0(xwTVGR&b5XRXQSm5=IF+io-^s%ny>)JC4F@~Er(
z#Wp<BU~~Fz({?`Qno4oa6TYh|mvVdfADPbX-Z{Bv=XOc;sT(^biZ9Dr{by(m6<UyE
zVRvKMomiL7HWkwlqr9X8AGB8)<QH$7Yj*YKQl8uM`}VfxMBlMdP-&Jp8gSvwE^l@9
zttFG(We@zk!u<DPOz3in-Ew70OOmxkYYsnsT*kjW_=QHF!==@q&hB{p^k2m?U+G(m
znatPc?#)_%tEGR&b!mrVZ&H%?dmS=-cH?<Z{wmX$RVU?7iC>wwT=`G7@DZ_1vA0e>
zNtxupwev~w`Nv)RuCvZE(-F|Wcl-E`m+$9gs?C)$3yrH@!93sj*Q{OT%T<+L*1hs_
z=U$o>6uoD|3CS3lgubcU^R4%B%TM{fVk@ugdcB^FN82W^I4*1TuXJ_#(miDx550am
zRc3Q>+}x}wPj*gwzA<j8=DO4!C(?L~wl2>*FZD!r|695FQA-P}6Bn&ZnOGc?xAn2*
zR<lnzpH{xUv|(xcG{qNNEHfXbcU5UC-S6AuvB^p2f#sdLvVWn^ChNtQ=HAf@=lyKH
zHucP+eapEyF81sAZ#@{)CO2QDN-{`u#mu^#>St?DO=Z?U$6Fl|zpsDM;r;hqeq4J0
z&u-~|hRXeOU4!oOe_2_7&;Hybi?elK+m~uh^Z3`(f2cdE<``$QKHF~T?3P{qlVe%}
z->%-aU6;GSPx}{pQ}L{sLM2++e(tk7maWR_z1<zO{QAqtPnv#<*4=*P<or2wnn&92
z1$CysO=IN5&6dA4n7rBMsk(o$aOUJ6#Uc7{Z$_&W#wy)>^D;0ds_oV8eT(*4n?2;Z
zu}0hfk(K5nk;v0WC8skm*=kj{RwT#ImfNwmeltgrXx7rFJ5mm(e^`I^b-~%1{oK0I
zQ}^;6jr4t$mKSl%ad}jn$c((S+joN3zOApF_B3Nhd(N3t`!!$2%S&0j@)CXg?&h14
z>ZL!H<VkRa%`X11HP%s(f7ZM;ho9MMzkl&4_0+UoH#bjR<SDu5V4v1$yC)2@)?Ct7
zb9}aPOW)e-UH6tH^2ok@uQ~bjnaGKKR#!ulE+=f$s<>Sq6}pA@vv8bgRq4h)<7MxY
zE(hKzyL)=pdgJwumzK@kwvKU?&<X8sll4-DPhZ8FXdN?8DP5xc?2c8?u`8dq=xIM!
z_7hb+Gq-oE5`&O=Vfgyg?Y&c6cHaJV)lOw;M!^o-%*#_AdX>C5YJEFE$kgplMDeY*
zlo!SGvwRPkK3o0i$hN|`*sP5US*7D#mliz<s#(lFYqv;CSnRGzR~M|YSik;cVW^1Z
zY|B?Jdu67Y6xH1Bk6N^T+p<XQFK^`RXHVT$=%qH}Ru=b~sXwcN!xCTn-Tm}f^joQ+
zz|o*@g|DwX-|W+LE&02@XlZ54)zIxaKbb`rOqe@kZBdj&UtH8|uEnt|QB&>WwwyN<
zUU@WN*A@HS6XTsb&TROZW4X#Z?pR>+jK4u2IKDBTuR1vS*;!weHn)>DA!_^Q|7bQ|
zIXg+#GpB0Hf|YAIK6ZH(N-kO7Uzqm%#rdW`+#*Ug3PDx^+BZyM#iU&W8w^8Bx+UHw
z2X4ueo4Q?^??1!RdLFC3yie(0M0!1<^CceNTIa5Qw()GLyKae{;D<N=RIacHHb3Rx
z_wVNm?bY0F6<w?5Sk0Nb%B{z8>BemD3s0{<a|u;+JU)xvIczI;Z~TGsjY~G|JC<`?
z&F>ns{3Gp~CAHc<AI@lOpTI14c42tazW)qSOCPUqfB*O`>t&xw(hGJPiq@_deBAa0
zG)es0LT6h<RCv+%{>Eczfh%>lSe_Mr^k<^mzG_M1^JnjruDkC4W9rgZS}eW2cZ+}g
zXXveo`Db*c#J1?Y%hk8HZU=14ouql<)VBnFKZZYNOQY($%-#BB-YmBG*{8kyb@8&F
zDMgo;w;gr&J->F=b?0jmW+(3cYCCbRTK>?+QvFsdxs}Pbi;gUkoL#-n?&C2=b(x9h
zpU3epuXyzCX2_a13#z1Emi%Yv4&U~A`qYkJ*L@00mhZBBI>pWJqkH0i2A=l|)+8o+
ze6V8LI(KyqL)#}~o<`O74aXJw+W-8z@~i$>X#Usc&yRmy`?~(<YR-MXleYY4NS`*%
zLN3%Q@1uMFt9oWrUM)+ZyJ8;E4Lc=|KaF{Ny`fas-gAei&dqN<494-^hacZn`&f_?
z_=9W4{TJUGQXkvD7mPT~?iFqP{9`50>eDmlv%i$%+TS136}>yU#o<3gc^;eA`6I6_
zjx9~fT{7ca%B=$Sr}2gV8B$(sG8ULHr|&_i^m(Qi({p#+c6fVdisZV|X@^tJ8~<in
zBfsl>%k`+4SH+^so9?nP9z31CwwC?FGf8pxmL=A1cMnXA+qa+li+NJiDRJhD?2n_b
z)k$7nlPGwUC4*fe^g)>DrtKD=mX%yOt$nC`%DR4$E9+EeeNH=e{L(7l4|~6!WchUJ
zg!F_3-`7{f^S<o4J&RTM%j$_Q%?uxC>9KFE%bfXPpWT-En=*c#(G%+le;;~Yar=*Q
zz1fLdQ$E{EJyC0W?mzYMWScMRm#J;sG)c~>@$Uu8b;SW6=FKfupONHr@0IrXLm%Qy
zeYJWcu8X_P^{9L8e8|Rh+1bREo`r=4N23?XHElPI^{|~YS;b{beR<#3R|OSeN9=sK
z*mrepHE;j&rAK|T99wnxt-yyC$INnm=C6D-B~`-X$D`kovyVz$oc8GILPH*{sk-Oa
zZ>`F2{32QUbM4JV6P6^;eK1wscE|d(c(xZCC%JCn@Q<Ii)#U!0w{o%_$~}c|V<OJ+
zEbnNYvgWY*>5Uap>nb{nMReZ89W(8+_~c$-r0pf~JpY06>!6s5**>jx)g6bcCq_=M
z7dEMm|5+j5rhR(pfhn1%KCP(hT75O^l-e7!&AT4?BwHS{_@jM(pF$1amXD@aq*`~c
zoq8uv+VBDM3;(^owIA1eZ~e~@c68r@`re|d?Qc1{k1#9G+rP9nE`CzNr<=tq&CW|3
zoD$3TzZt%4PJBt$kLm}t+a{!??VPaX2)l+E5A!hwoAQ^hW9RPcT=*hW+Ol<K5w`(r
zpZof2dz3?dJX~?lOliXM3)dA_{&*j_FXv>jvikSV6MwZ|?%U~RtvsLk;0_<DEeVtC
zW?lKGl~JXWm>g2Ofc4hmzUtyP+UIOsKR$Z(b6b=c_l@+)afY&AZZ)tzDP!N4o$s~5
ze~U}n!>YH(RrsD?2>Nw2>fD73zcL<t*r733ckjOSk2zVde);5@`K~g5`O=cWTh7aG
zuQ6~FWVd_rYksib#w*iY4LZKDNHcwr`0`Euq0g?#87v=X{rK~kyYrt?mFy3nP_4d`
z5$E^(T+Q{)=GxXHQ|A`8y^L2CzSr4auywxD<3GQz?LAVxJ1pjv`}0_n@8*lwddz3M
z@p9GPw(PWfR~6rS@;F8<UthP>-S}6#?x91y61(|>H2+9-zq`^oEr;uwU6cNTwfr*=
zJot4rx>M?AgL?CYs~?q)e%~ArAF=g`iffzg&Q)#e&YTt$m&yydw>UT;?R8k#%jowE
z+3m4O-qy#Oa#r(QU7Np>)5^B=JlEq@HadFMeya;7UzO$Aw(UC0q}8Ct&4PnPtxT<P
zJ62u1+joA}hUsr#$NXp5({|>|(qQ(E9}l)_)*q72S+051%%3MWVBwDUN3(gI?=6jf
zV(S}!O<U4tz3!wf$@$K0S8TKkx3tFI_d1f#e@AJ9;pDhg*9A|1Z?l_nyiL-ur}}!T
z&7mdc?q?qTaOdopZfYrKC^xxKX3nu6zXI#?UN&vqRyXxcy5F{mmE5yhw|G|?&zOF@
z>uuzseH-oamNWSoJY61Kd_pX9yT*+J{8_I{Y_?b?6vt+Mc)R&)ult3N4=)Q28EkBf
zxOV)|lAMVzQs=059=!T&uJ>a0>@&BWCTLx;6E}}H-lknAopF7YUe>E!iyl_2*Na%T
zPx#%3pR!hcKiZ4A{|O!x`cSz>`^3`i$p_cHeR?+iZshTTo5xsvb)5I_iL+K)s#Uh&
zO~Ex^o#Hg#8{bxk-)fBTWcU~>|1HLK^QKOd4#@}szU<wv4T^TVpFOU6<k0LEwMy4(
zD+_DO=j*JHyLz`G@A})WwMyG+UnkbsXUZ#?p1-vI)?v|E4Kvub9Z60OGHcrS{K+2E
zc-D?@J66p(IsIXv#PO`D^H$X^75}kHZJ+=9@P>z)*7H{%7xbG`DSTny+1)+0**zcA
z8*)ug+8p8L{(j)Wb?3h;SVJd=@ZPze%6V<EUWTpzyt6Bw-drl5+}&@KuD<M#Y15I(
zJGPcw+a<eo6N3W_-?G_y3+~RiTDCXs>Fm$zc1_K`RzBOVoV(%Fr>iI1mrXJ~a_!rx
zMXE2~hAz7@bC=Ya&oh6XRrXPSRaDEGvNFEb?`QIxwfv=0(>`oH{Ip-RHpFcQb8hnO
zd!h;@rb~H`&%ScaRO#CBl`Sj1ywAujm{1(N)#-1xNlA!e{;n+H@0)`+{PcC~o4Ut;
z&Y8V;bp74T5C4<)C~m#|W!-!K%VB!$qP%ms`SVY0NlrYbed=gZdgQC~pSZ1#hOF&g
zU4C`iWbSKg-PPVrb+FCNunO6=_0WnKh1YSm-flLR?1DB2_S<ykl<X|kw2Nu{`!HNj
zZU2WeozDz4?zG8j@4NIS*JNv;PQr@EeT(nSTwf9Kqv=GqTjX`i_}S0oZhTqKnw)Gk
zXLH=k&-S+jSB6i^zGG1GpFw_0#l8DcFW&q~O)va@Mds^z!F{u8^?pTX&*&*SR<>!w
zK~vp*OHM6V{h{{tu4SQq-m}yfN2@M1J<H2q5xHi)ag)TnzpwUQZ-4Xd?JWiNGv$Wg
zW%w`5`lKB%bjPh?`X|%%*^g(>sM=fEue;Xwo{&vvszsOImnUV54@|2#w2pmQ*1W|Z
z{#hSooM6HHb<OYk4!Qm3w!HmQn)jcfBKbwOxlFEk$(hPxDgBvdsr;;4=Y=}loY&Od
ztNLJD>g@?ujIk<px|?RN4*Ab;E6iL%`nv4rppT+I_kPh|o0P15rSs{wDxdo~;S(h^
z?8~>x>1~bQqU;da{@vqc+_Ke4)oyiLd2WUF+&|RvYu1~-q@O#N3h%Sr+;e5A@QK`6
zo+_awTB|I6R<3vY@FrJw!QcCATQ48}X1)2T=9jhB6}fLOXvoxR%Y<2(E>7vI$xG#W
zbxMu(@buaprt!a7*Ub<r>w3kzcel)gx=^h(+C6eppVy`yf9O8>>vH}^iTO9)^3=%8
zTHt+L?eeAFoN{V0DPbko0!|cVI&GeQq}5;G{;{6w2#yJx%}vu%@2vTI+-omSpniZ>
zq?iDMb?vLU?q@eV4c(bjc%ADyU*!3hVO!4Hu1jIy`E~7K+l}Y%ii4ah^RsrGsw>^I
zdb_l%?4<RYZWlWfl?@t13baZm%#S)hIc{^@X8q?OdN!Gf{C~Exzl_OhjhgjoUisD6
zA;0yW`|O@uaBTBeUh}gPQ##%hUYGs*dg_iJ6Vv70{$}(2ezb`HYr5!7cl{&V7g@hZ
zt=RTnr2OK|j_-Lh`~I*UmpuOSZ|0@AsK^zcRpX2A-`msl`H}101FEspUt}|VJ}O==
zp>KHm>-sQB+sywAg7dEGwC#<5WG#1gWyNRzO~G56C&sj`{AiWgcVb`Q+qjbLLb0{a
z)J-=oeR<Mk_Y%p2>%Am%d2I4^{o^Fvq`9Tf2PfULew%D`=hR8@y_staZyn!c*#A0A
zH(f|Wf~&gz>s~GHMWGw#Tr*nnR4;Uq<<h`YF)Jg>G-G(L&a_F}qE@w1kKgO%@{L#h
zUYwqowWm9LN#DxTN2@Aovs}JyIRAa3o$*}r81H`{mmh1)yv+Zlv;Lk5+q3<vif#$E
zYMfo`|6*S*`+BB1JI`r0_i4TD-8gfTRrt+>6<3a4?bXT-OI2IES~i<|=c9F-J@c<z
zeUW>KE4sVh(tty0f7ziYq6HRy8UEkr_8WzUEX`{Xyg%=2V&2qU*JOGwoCw`v@^r?p
z>wNNEs{`}qhOc@TykOq3#~k;Unyz^~F<UpUf345-v#;ZwWj-@^g{@~vdg*0tbpBgb
za^qQ7wHa0d9Lx0<z7JaaY2MaVOD82M=Y=$V6?F48Syy;zL3ViPG2>{Zml6pVq|9E&
z)yB!5UR}>rc42E+#&g!yc`q`r3-q0iWjoQI=xg@TJSMzZkF#spW4}e^CK1zX`>IbT
zUPxNAYVMAsInojPcY1Bx*mrfAc=M}^xt|wQwEU8JdaU@;iW5tBalLwS`B7feVyl?A
zsh@66XHMQ|oatFK+gVg%&Z#4(Z%s`uz7p>Lcea>Sklt*euj?d!RCjg9ecD(b<tDm!
z9iPX_S;9BMUfnvjcjf)`{!9C2^B;IOSI=Fgr*3muQEy&Kj?tXpsH59?G>?|1-BbLd
zY*Jac{(JWE>Fps;-iNLFYVzy$i@x04l=z3HT9GHJ!+w4`zEnP=vsU}^;)646?2kt~
zsdh|$k?NkVTq>Gca`|<b)KBrH&T1>H!#DGY`8NJ|RV?{AWV%zyM(#TyvjwYWoz3;^
zcMkBZczbWlzx$^*WPcafv3JVSotsr3xreG;x&0&Cy4dr|m5VOsNqc_H{AVolQ}g#m
z?VE1aEtfqGPY#{gUv(*C>U5@+F)qn(<LzfY)IMf+DX7Tp!lXB$S((cx&dROv`TKYw
z&l07%Jwf3j6FvSGZO`3WnzH7^lA}?c#_<Q;zbG!vJ8P`9;Le$Y4suKWGkkshvcJ8K
zzn=d`iNBQQ<bP2zpDa$=?J4|u{rrCh{x@z5AI-IOxU=e+6aR)2|K?AvX4|>$RoS;B
z)t#T-p0MAkwfw2=LFJwg7GKt1vPkBX3y;hAvF5kP<E%il(k<C*PF&_)k|I!K7-P2Z
z(e3rzXY_RSQaZ1%cDZqWUzPl^o%T{Sk=Jya91CprF6LG{JpJ1__fPArK0gvE_Z2bM
zS-3<}@>u2T`1oj{2S0=C*d%6^raYRv#QC?gyZn)7o3DSlC}XFw%~{%GM(Az_X4bm8
z4+;&{PpXO^nAw@`n(aNgW>WN?)T!5}YCK+H`7%D@<cI5iSHH~o%AGx5^#uF(bi2Lo
zSFShx$@>vpn47J)c}d5glfkKX0zXWb_-CK~rnchC^R^|mi+3B&(YhFSQGdthv;2=!
z->$uV`)>ZNy%CeUzRL6ciP&^y!z61(b$Rp8>sc><dAg(j&F6zpSI9-&DLU|b-q)q2
zAJ!k)CA(sGo4uLv=Z4<N{a&9}S-Qo&vffbHn;-o0c5RgPQ8vl%>6e!OyHIKo>5>2L
zIorOli*>45c9MHOy^Bik<m1}-{B_)P{v%8FMW}6`V)w4d>WbTX<BeY}VoI%kc^BWf
z9J{N3NsqnMhIt0N`~O9mKaV*#yDDEd%&9I-QdE1^-E)Djs$K?9cV5;0Nc4-XYW}&k
zM?X6KliPf%{z2&Tx1YYRdUyQV^lMq}E4}&Mq8DFz{NrFPpP|jXKUeO5*tLHD^UeQC
zpXe&rPg}P6@~@|HkAKaTJHBE4aqg%88K$lMdHMR|r7!;3U)qxvy<WG-U-W#|Jl($I
zwj19^o;Fx5dsFDpg|-*JH1}D=862PC@KyJ0!2HKsZ+)FD|NM2lwew?_-7(D}UwJD|
z?R*jzbXHw%x$)BWe((9-xBleq-j&1M#Q*T0Dcj<Y)d6vnx7Hk7{9{)}zQJ+rx3N_}
zI@9|LZK|(LJd++|?)JqX<hAvRdGjkjmIqm$J<}}zHca*T(b+GpVou!upd4qp{>Lrr
zvef%0*Leqg+}(2bnW)^^m`g{mRU5y2k+Ld#_LT3d&vym$f1U1AFZKNWJ~iw5(+B^&
ze*W@LV&#gHo6L3YUCp|8@6*HLg5&aEuKZ_cO?|uC_U0>h)#bA1^V^RH-t!QC>pBB;
zC}lwW-_`HL|1&g7eW(b{N%w4d^Pl0}$GDphHIw#k>IzlqN%_z4b+2}n`Ml?I`wkuF
zS})sMwj<hur~d%6%Jum#{u%B1_@AL$?y&#eZ`w&VH~pE*muA$2U7zfEVR@UmwoWs%
z>?ez(*?&Yn1b*mm4>&8teY<(@HaUkkc3W?{@h$ZWsnJswx$774#a7&Rqj!ZHTd12K
zyZzL>ALWO4?TVB26_>Pj^FPs0;yiEX``5F+>bLJ>yFA~2yJn)=&Xt?q&5*x)D>{9`
zn&a;UtbSi#cy!T=X*`==e?M8Pl901$6N9t756{Q*m-a2^Z|?~`Kl^A>YE)RXa_fin
zt%=u@du~K}s(xa8X2Kxh`9<OH#lt1GKi0~3%;%qf_?uzu&kNJiZ+tjbmnvPMzVV6N
z-=n$N@#1eycGR6*<|^8|;h6GPW|euB-+w*6x5GC2kxJEp>P(e89KTyW8J_@M@madq
zZ>_ml=fd-x#ma5FCM=$6>l!pEG3@Kdr<*+ZL^sbmIO)-T`QwTI)^|*?l3$d#sya%`
zb!M8{${6=~^Y1Om{9eA|&&T`oieo0E*XnAy{75qX9Q?gFP*v;e`ig%m51sriF<Jj?
zxMIhe>eit6nH#LGn2QG;+aui77nh!VA#|~4u}Sm}UZr<xo7Jw!o$U-)7wujBW74Cu
zAK2xt9KF79Pp``kcZ>5`Uo;=4OgFyq(<ZFEeXhHg(9=nZAH(h@hCS0!z4W2*-p-EF
z&c!{`lGbSN$>o#o*mL74%f$Ipp6#?3$?#=S%h=%f`*xMo*B2ozYyI4xSKi|n^*t@^
zzV6%WXTh64=1klsxj9yD?xT!#d=l50vvVYJ6Pu%S7so{}pV9Dk-KrZ^MxX4;_0APb
zW&LLma$oFRvY8=t^Q;-3|E^YUowwJvyHPRg#l!2961esi$NBn*JY02Eeqlnzq&CH(
zv$taV7WmX=x*o2YwUlRGQd?ZxlDl#BT6WtkrmHU2<36^$cISVFJz0GZ-5z>Rl-3FL
zd-|W@E!)4Z`rju1XQ<k29=NMNt@-s->sihLiTCFIU37I?1mon8Wmj2pd*)nqYnpcA
z*s^pj>r=;_N}d0{>hld*|1sS9?;7c)VY7a0caB=4Us4cqe(v6zF|XRz?|5LUxG(KR
z_T(+Q)9SWvm6`e8t3-tB@UzQDv={x(;(Z-B``Oo3x~iu0?=20E?Oocl^3IO@=qp!p
zE3zg`*!bG}Y{tsPy^o&j=0#^Os=i$F=<ce0_m3@!o4M@Kv?Is1Jl(A_DN$;Aa)Y*z
zuIE?p$1*B!&+2#Ro81;+e`Yu3J>QLP?|8%G@1=Gp`Z~>?eCOvMH?3vLk}|gD@76|c
zl0Mzjd?mCZarQZ*gvX!P?zXmA68fKE+NJMr#6P|dzr<bfb7r&rJAI}-*Q2L<%O`s4
zm;Q{NI!WW^t?vF^OSacLhpBDO4&~iZ%N{lDd2pZnGzGz0*1*X@!cRSaNj>|%<Xv^x
z;S2q`e;=Lld{$yV*R(fu`{ZXw{myz%*>UxG@4?+yDqeaWUu#})hkdO{rR8LQ&anRs
zr_Noo_nK#E7&^^CV%Ef{J(kLUs?LOd46ThUJ6rR!iEqjEO%>sX_ut%=F`K#Y_0P0D
z+YgoP&$_lC{$cQre@uIoKK*)j?Q+&ej{26yf1;mnPMI@nx%kcxH@7TRmohBdnH-q(
zc3KYC(aB*uFRSp2oM|Z!4mI@`@;kjLM$M9iZ{O9kG1>YuUH#MCUe0=U_@Qd9UyL4?
zZ}s7SO6P0>6nFQ$xiUfI&SJTuZ|C>#{}Dc0*7w%ktDQY74}LR!-Mjd9Y{Zg7zDpjf
z6n}XT&ipu@XG8D1w_cqbN4l)c7yi0_B|$rQ(^9?J^2yVZG$RA1`}PH0KWemEq)xl&
z`jJ4-p6yXjmABtpE4_fF!1%g-)V#-stENs8zg70_X!TZ&i_?C|dxrBnMcMMbvR<gv
z)Mxp9>F?y#31;?EpHJ6jRf`3xz0;1|dQdUU{Y3t`9jQ%IN?#QC>rJ|v)psOoI_Je(
z^Y$t1@_%eUH}&?J)RwAQZjW}zO2nO&i{IG#R%3SNqtgrj<o>+c`f=%*TGgzlOY;4+
z)a<_0hE3Vtv2UqUe9GJD$FF<;XV8`Yy!1aqYj5#?2HWV*>sV*}x_DH7MZg>VH)qU0
z&1<kzzSI9R<NjQW8m}Gp$A4X)x23T<RC6n9-<+abMz>UtYaBkGF>ld*q4fU@^X9J&
zukQ^0&v4#3E@9WAlixEZ#m?QiHZ0sV<5AY8DDH}RE9H+wF0uH`m$mnKzh1T1{kfGf
zQ5)O*XZ#Dz|DCG(KK$=gU+;(dzr}iDfBIdjmy6Z^vn}z*wVZo4b9bG&Keuw-)<;XW
z*Y4i=ZC%;tqf6bK3*+|6Ofw39YWqsYUUJD#{@7g~H?NOwvX?rs^W(C2o3{V`8fUNG
z@qAD2s^9(BmNw=si#c(W{kPlRjFc}g-&IdIp&4||eYNAG8S6OY%GLj_+ADitwsgv$
z*C%stMEOXZib$6UUr~|e@m}|Fg7N&gtEamTx$~_TZkKFqld`#Z<4WW#QJovNwDpb$
zOpd;?XT_DDhCLfsZvEZA`PLSP2NREGRk*wT=AChG{=NyHzpS_WxZL$hcJS#v8W*N|
z=AAuj@B4%`=DO>$m*x}CY*v~oYgMrL(r$UKA9-hU7AcAC+oiqp{M}aL3&MAPeOWg*
z*W|U2XSLNGqyG%2HS8Y!;;%onPhEJ1^^T>*pZCONTrTu_ZoBA5O_s+p?Xu4yHMc9B
zzsj!sr}1IurME86T<-W?YJSg?%<?aE;ff#6tS$b`4vnrj{^6KGy?oTuukymZ&Lw$2
zPoBH;{Li=bX7jJ9+vRVn6xp{mX#JL~i<Z^X4CiGn_MWwKjsEn{Wow#EYeg;Ysb9U=
zZ=&a~%pCfpztnWe(#*C8mh1jl6|NM%uwd3oX?ZFC{|xd%{~7jVPWj#c<HzK`j{|wG
ze@zpL-`U&$;>4TItK}XH>!$l}7jT|a98nd;wnKWS=&nms1N&I(-X6FSRr2!6v8&-P
z`glU-%-51v3rRPPe`^={x-r1F;IGzVFYly%i;d1F`qgatV$iCq=e;7S^q$>+hN{z_
zy{;WPIOBWTin~$&8H654{kd&(@Y+iKb%))rpFi_vx$0)k?qhLVldQMqwXNKey6eKV
zB83y{n-=#Szc_9B6u;#Xn*$@{zU13&owS`_^0{el-qc@G-#_epYju9=U1P~0J<jNR
z)8Fb@Ux|Ed(tBy&G>cQGA5J!U>e^WG<^6W^wZY3mb#6=gzuj1EG0Xmz?rZPAOYUu*
z?KwI0--hJmZ>?_@W!7h!TL1Rj>>XOR<90;YqdB4ceG9!>;+@lfd;GdopILp){8o9e
zRB~LcpYf4fA6LX*y|`;vW8RnRSER3PRN85pxODaMqc>)K`OnaC<ijgl?z1bluXVZA
zTy?ExGFR)8U)LME9?fwo3pVYQ_+~Qe$A5;Zh1rMdyH@1i^=`hmhii^=*O82wtCoty
zMfcu)`S{uU5OK-X9~usuzD)hGYsSu~oK9EJ<Wxz@mlZ+&R{qnM>fX+c;oE9AKX+@9
zyXi|e)4~}y9<JP9nsu_QC-1c2@wZ_~t()gv&AKLf%;V10^qj)4mfvKxzw>NYjM+G6
zY4Vx5K@w~KoNJm{ncjMLVz6h0$is?XAws^-3UBTG6H;IwK2`Qfx?J|1!!x~vv~;hQ
z2lW4F_gYY~{`s79)2|j9HQo4{@N>eFOF?;yODkngzKi^IROZlp+3VLfE#7hW($cWh
z@9Q7*CI3>M@-@C$Tyals-b{HLA&v9v?%7YR_U}}7|L|_MrNimAF4uQl+wJ@P&+W_j
z;NM}t;g5G>`2}}9{tF-fy4IS?q=#+Zcj<A$S&QGP(|`Xsz2JLd^H;CG>8-EbmWfZz
zFaEqwY02YI@1^~7>TGYmD)<qYXVO`7wBzTbMS79qGXLE6On&&E;fR0xEx*~iAjVtU
zpo*uiUB^9o#3p(tFVx!Y^kiF%oZE#vk6--mK3%Cd&ywwtC(jzI&rSS~<19Zif6LnR
zQTF+__V#s?eRqa`X5G{9({=L%XFhk^4fV%g&(%14ck!n?WnA00e7jO=ly9HGYj^)B
zCwrUj*XUd|$7az-Q*QZH#5DLZe0g<sYVAk0{|vu<*S_0uZS&+AH>#dr{&{`dk94m+
z*GeX5KjPK8b~&Jd#pt+9-lU#_6ZhMdHkQgahn0W-t$Ra#nony}ozqV3#Mw7Ol6%|w
z%H2D&f3b+)%G`5#s!E1er*hB3=_(TpZzL~#InV0L`#RYlGfj0ZB4W1voVaJBNCVq3
z<Fm#83@(-ObG&-y?Ymm5_G#&zNy{bO;*1P$|18_P_($07<5D$M{~21BPxjj1vdK5O
z$WzdQVM6cSN_O>)lE=NyUJSqSO=Hy*)iYbQ|9Jh#T>d(z?UrcQs{pr<WYY&#%iB!v
zGh}_7sXWQMB%xgK@he;H7eDg0&i1X-v~kY)a8&Azu-nq<g|CiZUa)R*;DtA)w*yqV
zET{Zu*gWg$%I4r}R&qVbT=%}1qzgZ=mvCI2S-4tu9h>&5>WS}T?!@yyzW9Dxc9`KY
z`=<5hwcW36il}t0K7Ki|Q0VEF?oEESS-X9<&Q$&I@2kW0#XFA{pPKpFZQ+_U_PuVG
zs;}kW+I!aFS5yC^H8O!0R*8Mp>^kIOt9`1p_xp8M&b%E*tE^uI*yODHp?+-#Z<S+m
zl`6Bc<q4Va>0Qg7<^{J4hm_4<(j9T^nX=v1w6{*{%u{}cW|Ycr^;l@MpgP<!e_`kJ
z;xB75AI2v4_3V6_mKKrmaqG5+|2Azj?LPh2(0|ferLOx|^u&FhnVX(|6}9&5gVesO
zOVoEh2w(U$ops^&8Qj60&u)F&Tyi;owpJ}~n*ZvPh53``RDD}_E1%{3%Cpboa$Vl-
zv|oALROX&|cfictw+er6%`t8~{y@9p(kHuJ7Ow)kHnu*HZri!fI{7o_tHPsIYD@TU
zezfM8|NH*)rD-R5``gy~lwJH;^w_%TT3L5#{bTRNY1^Jou{SbvI2ylkPoLI|rS&=Y
znzzi3+$y>6Y{sce=3(dR|CYX=CA%k1{6hE{YcI`{@_tjhAKJ4;{)m(LnQ>`*_;FMJ
zkX?H}hHced$GdN0miU>On}1(Zc^WS7^+mD$Tej=U50=LYzb-%NpR~UHOY!6NqP<an
z<A3WN++Qry%#>MMc!%rTTIR5ATXzYc+I^fc)Po^>#{F!;+lTYBGu+NFEi#kgKfKU%
zz1Tw8xlJccTG`isS?|><aWO9EN7m-T`(@R8`;YqHwcTXUXUg!i@S)>(yXAkfmdqDi
zm%KNU$F9bfOHBJbi{OubzpsyH`7IRLuJPGlgnJIpzUY^YbFPOMK9bh1xc%nZ<Sagm
z!*y?q-}g-Z6~2}uI_$hw=%Q^_@<J7h>V<zaJ^FR%{2Q-J@4Gk{m`vUnF+68T`8auU
z=-W46vuDpPxh2lypncu)+w03;*Tl-lT{HDw$h~xLm*t_z8=6Lz&nF#!c_Vq&*ZV9P
zM#q(Gj|6e<i@jIebb8Jc<_lpfg9|S#?I^mj{Bf+N$$akH;?m199n=0;h0pg?KRxGT
zZ2z&`La|4uefw9Od1K3<p#OYwT)oWE$FJije`Hy#le+k({GwEY`tU1LmucUdaK=1&
zZ|EeihBKiD&qsY&xbtoBKNbI;sr#}*^JgtOYY~1S;@|wkSN>k{E|kB=|M}LWPliv9
z-Q9WqVZgE55yD}oeqJ~!@cTH={_B5!hvX_>xKxnw&?b}T<IB}L_Qvb)NxY1C*SaRN
z?AkNm&}W$<50l%a`=7t;djI5Sv+}wJRnK<DMjx0E<NvKYY2&_1CyQU#FDGVS3V5<|
z;g4;#Qy+&Zzpjw4_6>gd{8`ZCV{OuVB9@%y=1KC)yi~C$^0P>@)?L>Uv0eGMa(l`R
zR(V)WjY(Uzy)FD4O9Fpk$g78!Zyh%&u-voq?v-7&y4z1Yf3{U;UlC8M&7<vKVtw-z
zKh0r28oX<JwImz+l`>PEsH8g@vrhcXKlkHyPc?tk${kl4+r&f*D*8*~cfHfwx$v;T
z-y64{?VPrC=cTlh=d@QfWw*|ZDzT8ey4ZG&`N_`>SEp!OX-|t<yjpPT<>M!>Eq>?I
z?tV4wktpw{iBa<s-bQTuRds95%GLYwZarEpaVos?YlYU<m4P9z^I~=1`+nA1KgTxH
z=GNf}U+gyQo^Er>=G4k()t4kU-kYy1e@)QzvS@#E%+o79DaW!?--%9Vd9+dQhVql^
zu^cyk?zyyTmapMU$+%@p1*fe#S^TU-;acw+*Xb(PE`Kk#xy5B_;__|VLifGVnTCOR
zw=bI<pKN;U@AH*krrcUA?GiRyR63?`mf5@CSLQ{eeOtZBaLTgdQ70lkpN+bswP|Ym
zQiC(m%d(=L-MBQ@KV91B{LH>7lYA6AHp?U}Fk%czFWWU;@<#L87=_tao*zk?Yw>&c
zgj<WV#N%=retJg>+~qfx-5r*)U0Xu%hy(M6rI{^-Pv%Iym{a-1W{+vc!^`En?`~e)
zA1br%?dlu)UjA>>!e8#F3OD9`^zLMV-PSDc6W{)9+%mtnXpfbD@~yT)bzYV1ds*_C
zJJVb_cQ0C>)g@Lox$E4PS=F68t;091&42mrKZ99BNJ!wazB#I%kJHbtd-`JW4YsO}
ze#ySmT%`+r@9x_3taeIN|1Q0ETN>M*+P0e8W*OXAo_zYu(tjs|FV3AfS@z{ibFYQZ
z-o40jO+GIA<P`f)#TkyZS?gC@uWv7AUhgJ7r%iroRo+smZIiPVBx6J^zuEko`lwFy
zs@>t$N7X!}+dr+(>FItgxi;X*$=@&P?=h>^3;t(VaQ#$T$epZX?$0ats!M&G`TU-N
z=f6WdEOz&29{SI~u|}Ww^(@xao_hQ8Qd5;v%wA8+nP0@fJm>SB>c=bQC2ST+yncIo
z)w8ernGUYBI-PAk;nnSJ+wcBocwM*kWnxxv;J4C}&$d3YUN-Yi?d#s9y7y!1u6wzc
zAJ4N+do}6v&pL@U+-rmKx8;`oy<N|_?%AnZo@)=q9+sFJo^5xbyzq+D^3sPHdb6{(
zU9vo9xw<t=<axIAVZpYg))5chf4T8)@#h6vM?J!rxBq8|zPIH|^wn8{EWOiCN=L8L
z>f4-Oyzo9-cjG)qNgnH-DyiMs%MPx&wf5O;^_$OwKOa?3d*6H~p?QAQ*VyI0)-Qj`
zUD=rx<oECWlc4K+>{*|&1h$r~6Z-DG>r$Tki8AJcZ{wzJduM(2`o$@a85)oJmL~Jw
ziH;Z2zdY+&pXP;{O;@D?j(hXIJNa38?xj*j702kd)n~2>UUc33lwa=4%^An9ZJyoh
zS-s@^q$TSG%2q@<2AnkC>vTD6W9OR8Y2I9UwXe3%^?Y7^ZBE;so=It1J6}hbOHTdP
z^K4sGN$RoU$Z#EnDFz4GcCC0(miQ%+cV+**xt2HOqe_A+?=r4b+pII^+Vt;RP51A8
zFS#jd_3<6)rf0K?V<VsE`Ppihy$ekL9y9B}zI{7)>TXiH`E7kz)AiW?d~Wfx?{g~u
zZCx4TX?}iUNb0VMkDpt7U3V;>`*fxLY;CRnx+y13M0TWhX>3}3y>IK63rB)_LMMI`
z`52Ncnvzrz>g|7M+PZ!J849-_X;3^?9Qsaa+r_u14oXJ4*MwMQ-TN`gk?nBLSEZd<
zXG7|)rxb?ITC1PC#p_q-lI!J68b2k^udUYWPugWSTWb5MAE(3W+iMKPx^^0_-e0!*
zx{&RYqsE&!er;d5e%7%hG1X7Ulb;mxL>=><B+tby9sgGQbE#cT$2q6%AEn-!%<fn?
z!B^?MY{NP`?*+SsjCd-JiC@07W#Nub3*6Ff*;-%k>}XywCG7aQM+>!9x-Wbww$I4A
zX3L><cCQ{Ssu%Uz+@_@>H<$nCAMN%{6KodD6lJvA`7d<Wcd-vE?V`^W_n4pB`p}=9
z!#kwrt`Dz;f5ddt+NjvzplQ_^K3dU+M+FW9Uf{ESyz+fO^sP8glgz#!kFQ+T&DYCU
z3F%R>d?}+m`K#&m7gdS<`7?})I4w^eb<JEQxV5KHR7}dum0$Sg(sh&h>VD?DTW7k2
zZC8Is)TGt!IXkT#ll#3MyUf=xT_?tS=~=oPpHNB25}!+trk{~+d>eY>a?PnPFOGko
zXj^6Q_lf_+JZW>G`aM|&nV0`Fte^b%RsXDilMh|_dnKpd(KRFcMTNP8)SapB(`;YQ
zyqxxFUC6Uty$i21e^~#LkLAdrZShw6CFk`;W=%bF`ifm#_}Z{-lO#T+pZw2Iwk73Q
zVRLB8#_*h#M^k4$$Ue3ENaCd2l4`y=Q`ekG+x7REGLQJ3(6X7^6TYmCxL)+<K>Eu-
z)2_`aCF_j^r#@co=;>WIw^!L>=BGoFMf<1v<~`1ncyh^Gvd!m8H^a>G<3}sD6kJ~1
zamns`=$(DJT;IzQXETHqANnxsru6qeho(M^tm=AnEXCyGrBY2j&#6*-b{Q?*(>Q(B
zwB|g~9WOl&?b5io)@|1E=n}QdH*$^UT$wuM?sh4mW>@plqEm|`dMZ{43GWuI><yV%
zmvjBpvx`MuXYS4D+EVNnKYM9JM0weId;XTGp&2>BQ@1Pj34U3Uv)1QS*y5z)TT8Al
zSQ-4J?UCP8_oPhj^lQt_p1*XTJn!n~qJ!7w%spE<Q6}Me*X;cDB5M}eHFaEEW;gXk
zz~NolH>2M8_PXfY37eAOwBOWB!X^32C8L>~Z&+)Wu`}!Nnw#zYR_x{FocqYwckj;l
zs*8ONd$l$c%vX5ne@7&3-)x;H2bZgU%)8n1_j%H*yK=`x_End!n)q;cWAMzt`djOF
zEu0xLMgM$C(GJB=mJ>ILi&W;m_K9xGYnJ!gnzwt`^*S-ZqbK*JotVBW?20ne6~osN
zJ9(pS9ht+zw(;LP?N9$SR`b8*^C<Cnw`jiVp)TJmdFv-WGq?B8eRq6qeA9>RQO8`u
zelM4g+9*-+>+_fO51D@%JLefm%$a1}Q_KGIkM;}swm3tncN0aoOx|Mtt;c4i=!WvL
z#IFbb^w!)LIU1eG685a|k!FeYmmMt=xBR*BPx1Dre_OxIluP*_`sSNW&UvPdQ`TPj
zrT&PmJ-Pa6Mc3ui+jdO&S-#DJ`Pu7d3;w-Mcv3a-eNVRi2KVnvGVZoLNwRbN`k&!z
zSbtlM@A8VveomiO=I`DiIHCUh*RQLruD84^x%&6|`vvR;{~6Nn-~Z3BK7O;)lI+XR
zo9%U1x?Y^Faxv?^`?N?$q4m?h_cVS_pLgSZ*YcGy?yQG(it_wg@06~Kcy&3`$Rv2P
zmf^#GH&OF%U-w-&nmnPtWQFCbmaSJ#m4t-vDvlS~BD^|t*&~xP8=ky-d9)(-+1gb<
z;;zQ~?W*<&dlEBWr)bifn>*4Mq#oKdr=4T(mE;#suT0A1njmC+?m`v6*XMYd3fng+
zx$eI5FMgapCR{$vx@oT@zr7~A>}szmSGKxw-Y$v$QT=hc=f}zGX0BWn`RcZtQvTO)
z`L{0q#doW^UgzmN>X28pS$HEQ{Nz8y3pJg5?$f!qeYri2`;GLR=Qg#xnNj~P{Ca=b
zV$r|rP5FWubF{bpXZW(Bw%|;`<G<7FKWLrwtlg4ztL^v&skW!De2Z>vIa(Fg-(IKq
zqx=!uY|(eURjQtBH7iAybX7MkUnpxoEn7Thg45Gz<@+)rSDGg6vU+)?&`@nJ#|@>0
z*)7vonoeFBr**pbhTYf6e^&&rzRt69@#W>A->vRjTyt9~d(3Cse+D!Ac2hsu$o_jd
zVXbQ)osg(mAYb*oBst(!aqYRR=P~mVpKjq>|H@tTNJaAzsUD+B)#!rXOQTDxd(1Za
zH(gvT{P*Fk^H=tXMZCUTxjZNLjs2mWsg3!`Cy#tSS-s|yJjag*FDKO>IVw?Gx!(8k
zKh2Em7k;Mh+4$vX_N_m>mu7C(V*hhCFY=H4Mct~%<Np~Ld%}HXbY9L8$$FG|x_Ewe
zuiTGR|Jgr^e_l6U6X%_5_9FK`L-8v%?VD@=a4);L?8e)WTC2KH+vBad>fPDVdgpz@
zvkrgGt927MnQNZa^K+kXRBl$i#wq0<8Bx&-H_zP4;T7Gx`uy?xoagG7R<-}pjuko;
zXmxYZz9OT=%3oHmU3NRVDS3OZ!#ffAm!UFR(evi!yqb2=eZtX)y}?I<*mrG@*7o^x
zr{;|ImP=oD>xvmnyP#qrv#GB*Dr(tc(XMHe96DbeXWEf{Ufi{^;KQxm*6Lx$7|#2z
z_3pKbephj$=h!|ayVskny6<Kx1TEbzclg7)=&<W5sW*2l%z0#L@w#vS^f)c?t2VnW
zBb74WaokmY+!|NlzsylWws!T@*+IAWMb6G-F4S`~?E81`%H7Z#pC6tLyeWIEQ6%g$
z=Zy6er6y||y<@jjc~X_|Ir8J${|ucrzwZWl>Y5bXPW0%LJy)=>)<Su5q;Qsac-W$A
z$NZI;R_duarOmc2VpsG$XK`Hg%lS8}KTJOSpFvo+lsh-;%H3CD?`58y^NdcpIN{*Q
zyq#e;Cm!d2>ngEp($yK)4}DsfHCrxm(YonEw+`km_bgN^J1Xd`vi`baNKs+)oW{8G
z5AHYaQ~lBMZIi6=Z+4#=tFxuMbPwB3sX60UmFT{=Rz3TnJbR6GqU_pfGZ)@rD9Y7Q
zjI2=U`4HP+^R)A4)0bB!HLj0sjSpGX2pxKDx3tLoaK2K_kALD5iwYJ@?3>;3C;P@X
z!=BP~>AChBg-@;fCw8O8W>2^OR<Spi+}5gm``9{R@+8rQ7aR;<ZKN*m-nae3yZN?9
z4!AMcYxP+_4F7CD*Hdj_dUAH*%Gcuc8M~98)f`rseBIXY_NQOT&+hl!mq@*~Zr|}t
zMXlxYXD@hT@gn>58N(|dLT0}zeehxP5#P)O6^mnMM_$v@SNS>5`3K|8+5;=zKDG19
zZoXXOmuGfd(ej;dxq#8%`OWi;<NL3#)p2zXa(^);Y2`sD<&^oNvG45OZxuF8KWVCw
zS9*E-mTo)GyZ&)mGSB8M+c$ObFK1r;yGQ0EEpPKPyzpG%s%zHdGI8auwtg?;ZHu>R
zS1jQ+P>h&Am;JM7n8t+1lPCWS-C8oUz~k=g&?Vb5PBJgg37eRAYxA_V7N4s<RxgMs
zDxQ}mIoG-H(yX*kzq<M&C+<qx(v>?$RLjY5(}nX_b9-L-7e*|46fJs4hBf!zj<>(Q
ze?73S{mf^HU-D6B_isM@z9;!Y>Cq~a^!zgSW6vz=>hA|#oSgaVi207lLYet@ZFyr-
z1wYNz?%&aK?B<JVLBIZ^K`+-VDoE@3m;7<v^tR$_>=V7MBSKGhzr6DD?kZ0CT-Ci_
z_x{Pca6-EL!*@}ZOEou4&%e1-?!MW^N6XbuXqU|8M^n?jui{nTYvSAYb^T_W_iML&
zH#su%eSpu|TMHvsIqJQd7cFIV?_yratcSn*Pi-`nb#l1zI@X~#dc~^EFE+-S6)>!u
z6{;xyUirwe2OmWrW(8T^=1qv+{+_j@Y@bq_>!F@nSC@I>4S(NdU9n=_Q!BP*Wl+m5
znIAlI>1~(2#jXeR#qXZ{BlvsUTTj`Rz%LRj|4gtBpR3N-e)Do~x%@rR@{oCH_oK?E
z*uLy<UBYX+T6tox=`!v+!KxEOQs(eSEmb}C?7-T^-1Aa%oZ4f(jbiwtR+^s7dGPj|
zsPxI-`}TZaVVU>!qJ-+sCt*i+zKL#OJ^6|~YJI-Qt(GOHZY#g-TmC}pPNB6M6QA|-
zy(Rl3FD31{w{E}HgO(Q@&+RWQD_!iR=k_CJ-?GFokwtHkqB08&V^^H1ZOdM;@x$%A
zi8EaUzn)w-F*kS3O}7(|?B6Un@h8i>`^eT_kLTrQ7Vi36e|~AjSHq(Dhx#uY)Yv+6
zt&j75lH$9>b@_Z<2g_IPQFURarwjc*H?5o$cIU2Z^8GC7CkI|ex*4t9c|B|?kJ28|
zby4@cWxlKwU9Bhmt{~gZjD2s&<5R^CKXR?xE<10l+^d+cD>{#91zB$9tlxCyOS;1*
z!LUh1g(0HlX2wB!PmdOOssHrvZ~ArCKP<yp?-)yp;QW7EtFAZKc$ji)EYg2^mP0y1
zM(|(#+KMMdHGBE8gFUX!_T3?*oP2H1nKa4p)?M?B`w!`aT9>+S{;}xPy)V2@vJ=nl
z7IxaV|DJr*iLKc+thoozufMx;i*C{Nxb2~;&L!uo`U5YfZ@+WGe3|j_z<7P>gTJk2
z89$!-a({BLTU6We!dJWP_wdV4buLzNR}|cS`tO@ChCTDnZg{$%Ym%)m|CxgNo2JV*
zPJNgCwKDGa%zJv5|J}`rbkx~;;N*(9j0-E8f>x+}_LsbM<DlKm_ctD-FIewm?v$2#
zEaca9{q-5W(z90waD7c>R;*jRV|_hyq-(Y1n_9c*j)1sR%Z|*G`?z)44i<6iq+Jia
z3=i$!@#R<8k!x8?ro=8Nm3@8OR9dWc^Y(;u;j(+(FKt=#Pw`$w-95vq^|d(`=juwn
zv+wx!H~Y%!>D9gk@1InQZd#x5bHn<&_VQA>TSxXj+M;9QxxAw3rrMU-T6c2mB;=j6
z?E{abv$oY*UzgE5H|J;CnsZViuY%^Qx~8RgT6|d%<#1K>cJBMgO|ftPX?;ud`!(;Y
zRm_R2pKW;^3pOPe&8yX#Qy#rbYNyP7vv*(pWLiI2h&<U<_F!f38*Q~;uj)d2`mWxH
zKB5vg)9%rndoo=wH(#g=EnLsBH?Z)?<)!+SGV`XdmXQ8_p#RV=j?&ecmsty=CjKzH
zeZl<Ny5kS4BmOfq)P<f87jB=t^L(^q+q9Kg#lcaxJTHj-x^BL5&$dr#8XNX42w&~K
zFxvf+qR)JX?bF}87{2V974gF<>_w`(@p9jrulfaZopRlL+n>nIU7dFH)-{8Phj(Ay
zc(#iDk78AhQJx3;<8ZdQ`TTc#9e#zE`kb1wrOVc9=U&O`4V}+ERAjx6m|?Q9QlR|A
z>)5=xOK)dxTy;=rA@lp>Iahz*?s)sjlRLsV+sR#9@SOFxHBaN#mZmN;s_6Q$G-XXM
zclT8{1)llIk<-ijC#)&nz34wf6z>J^GOgK9j(I9C__`+YeT&a|Mf>2Wpv5ao3Z8o}
zUA1KP6XjEJ(YD9eTAwkOUNU!P?)3(NhkF~=m1X~4eWE37riWdSx1Q|pf0Cwe_Ot%s
zUtTfq){{85%dt+U{yCfT?0ILmM|S`BtHqC=%E+3BEq9(TA0)x$w>SR4<2COVPCgx7
z?Ka!i;<Ws!-S_$b*k7yhNG|LCZFaLkamlHV$9+m|uCKZMVwZXQ4IQ&@+j98qOY;`)
z`tt6$-1EuXFDso}x;E-X*~SwK;~x3Xvbd4B|6bxeb|3!#46!w~HIG8~-Z9bnz4>#G
zU#-^r>D>O$&guO=G_fM@k#%Xokrk>J5;vcJdL`uh^ne%NiadVwB&)i|Cun7E<*tr+
zx_j>oo1N$Q>!Uu&%l>%f>*OpXqhAwN5o4Q^b7|V?VjVfLZHX4gqIHkGp0zkW&Sc3X
z&+`xGO^q|VE3t;#H~8#<oOf$)L{wI?EA3kqQadHYf6G+)L{Yf|mqOh9t2}wb(-l`o
z34Xu0P0oH#=cl;`|1)?@{`=VHoaW{K49Abme=pUwziOemRL0+T+D;X>v(t9@YQ6F0
zVEJ=sXYFx`w_$7b&TeUJTz|nL-nP<B(=VQ9yTMxD5clAMh5r(-?+s_0cI~B}aP!Yg
zCk0<wg@4Ij?JvsOxo}l&zw*Pfr2a#b7V3n}S^qxfepJ)<DDA16tXDYexdt2A*zmDt
ztY)+Mvg*1(`02DA{@K5ONf~G5Pj}N1?=<H#$O@J?n`)C<DHGCNlPHltqw4#5X8yU=
ztS5W=?)uKP%Wv8CI>2D%;+g6(EC0N*6x++=vNEh`rRQB^i@O=8-g;k~xXSi-_LJ42
zJ@R`>T*~fO^-lS9dC#eG-dj7<7Dkyl-&l2f6{p0t1)cs`$&uROlRHnozSjQk?paZn
z?Zyua_E&#dz41<S(7HKOwQeeXTlZ$S+8Kk7o3?h$_3&tI+Uj=Tn`lM!isdsxzO7$0
z&p&KU&X+W=<;f~fe_dI%?`rv*6IPdgX2*nV@|y5{mC@YjH-XW`>REFWBd*_Dq9eXT
zK5E@{hHb3rS`{%eTgxY?YYI)$GMl_kv(2k>M&H(x9mk7vqB?CV-@9a8lG)Df6MJ^<
z-qrD*TRj`^pNxOF-dX$Lm9rZK7JB~uEoiBsy=jrgKUTGM&dX2g2X5QSQh4-&*5xHr
zock(mSAUx$&wcUG@!8^m(VJ|3hCjP0vhT!(Il)U3x!&1oMul?k>^~b3wQfn|hGjd7
z_grV4@G#Y?s?59a(sHdy3j20^UZS?}%L<m+yRMwd{<$yWdEZ*C%T=3i1U?NDE|p$s
zb}7UwH&6M?BI#*yXX>Ud<^8lhIO5v(i{DL4^Mp6+)(dXUJ^!L(w&7hj@pYdAUPoPt
zDxGnRdEUIQ47>UyW`0;$;GMSTd(_qFfL%I$PW-!UwY>_9CM@}~@mhubajEI8rD{92
zPni+(=VN;FJ6o$+zxp4(KNf3$<k}(0G}arrT6gy!+Nav|`q}ZBQDRk7ug$kQn`wMd
z;h$>W{`jb0ceb0ZZpsoa@BBRD%)WVw*1G<CzWVdt%nr=!6nQ7f{W`92-4CvJNB=Wi
zyt%DP>Jxwa{H-#(LVsK~oyldjA>ihz4R7OJU(^e3SuY&DTBqyiu5{5~aq^PRLX&UK
z7wkB2eZkucpQGdL{r4z6G+JPAK5tHt+M2b-i976{Twj$XC%@sUVAosA^RDZ)K5m;d
zPu_Y8ll{#{d-)sVe#vDmyS=q9|L8rYP1oN%$uNsL@myE_&*miSp4!XrjK8dx{8-+Q
zwt3@@re|07F1x$#s2juaxc>}GtER1f?2&lsGUN7r0?F4c)n8uzEIK>;BWHAHuIr(~
z-`frbzioEk($b?9IQLD>YQBxDYSgYSo8^&q)x^4ghVBOGwtGJ;p5NbRxjywn{t;jM
zM`E+|O4fQlbG68L^7L{3yA7|FgZe`<5gBq?z0>YHcb(aB_zh#o{Gh#@fBN@Ur0nM|
z<!5=_9`>ParP%c9iTk))*(^iM%H}XR*z#EyPIl3iH8=7r`EFYraVh_n!Hdp<{a=o5
zsw)08r{3z}R?T&~_19D;_P-ak`19J`^~XcmIc=AZS;<~&E;yd`N~%mRSK>Ky1$)tB
z<vCTq!kw#Ezu5J4(%pzxQDtj$9IfA`g(ZFsa@G}IDmiycmZx#&#_Rm$_kT41S-s(s
zX~@J4^-&ME=31R{`yAvr?@6o0ACL2|12bQ%7}dS|u>R5OKeu-7?Fzc^zM}oA+{Yze
zo3w-vd{+pMPkj2jE@_Xl&+h$wCQL8?GdwVwe`;5(ebklQkN+krp8vj7{$Xt4vWdsF
zdgtBEX2|>T>)I5<1N*D|PtW?W?PJ)g{bf&&|K0MR;dQ8Xzu0S|(%p$)C$9Q?#qkTz
z^=TV7@+$Sz$)DR)$}gI^t>cjARi^JMNqdy^g|l>(CG%9K+fMDPpPN+CA292aLC+=z
zyHDGk>q3QAOB{Q8Oy{e;KuyMl97b;CSP%O)fv7$AV}3lWUvc7N#BJSG^;L2HPqfdi
z&tLpmP9nLwv#PS}<CfkZtuKE(+EU`r@MCdQ{$&4JBeuu22j$Z2zr|nMleJ^k<R609
zB`!yAcHA00`}Q;OPg~DCNIzM8sIM~d_ENLQLH+&?-MfPBA6YQz`R$jnzWs-eTz>np
zdX;nD%+o6B)f+8N>QsLWu21?AbVj7>(&NDSzt8=VKk;wQb(Vs!(a&eDS*5-t(Erf3
z>D#CEK94rJ*#4PE@mR1;$*<g#wg-+^UAu0h&bKi`d0us_2J?j2e+iDSM62rdX1hCX
ztXF-sX{%YL(x$2X4UWfSimJknZa-{YeKN>(a}M9WOx>^RZn(}2p6lWDeD}XI_M6(~
z*FQM@Ht+S(TTkE3FPhEUy7qSTQDwbo)o_MV35l=IR@P{K6y4rdlk(Y4=WWVo@3V^O
zbw%Zd2X&4-cs}{htLyFiG%6+^x+m<*>~+O{^V(#mne7Y>h2JZF`p3BzY?s>GH%)SG
zvw6(+nEwp(zFt`6Hfisv!qu@`&5N&>p6|N&>U)qsYun4k0n^@U9y)%me4E{8rV0s$
z<h=#IuJ^VW`&O1$e4qYl?j?WYl*#k#8VV0QU~FvcsnqYP(~El9bxP&aNelLd`ni<{
ze>4`ZKdZ^o!mM0g7?-AP7V`Mrymj*0D|fpuuUP*m_1p4YB0CFuuj|I;78e{#OSiW!
zioUnHcK7+`dmRhQ^u#Bes(t;?P-4}MmG}IeUuawinZB!gTls-l1?&C%pO2PX<#(uV
zmX4V2^Zm<u)5|lqK1!cc`fc6ZWxC&eD?i7qxu4tb7X4zq@_pfy(8w7j@`m5m$(;_H
z??1Vy$bR>&UD2^Yx{d+IZcHhS`|{wcmBzkI<)>ToXDtbrUd5WY<MP$juWs2d+OX;G
z9dB))T{|K!i`;z}GC8u`xU%<pS3$e6>5)gZb4*nGUM`-j@-gb#^^@i-AK%B^NXiPG
zu>P*a+UK6$$!88fUhetb-BEXy=cP^WbRz5C8eNVs+@^9aJIs2<vlp((r>)$VEN?sR
z?w*#oYLlFs<}&};^X7fsZo2C1g``dTxiyocofb`e`e?)E1?zVizh5Kt$Y%Yi`nko|
zZ$;iJGO{g<l|6Dh`NXQ#C6fCJci)x?U+PuV__5-RE{}8OyK_d;$1grpayVvG)pc+4
zm1)0hKl<<a&c4=v)va5vxEmSzb{@H;dRfo>*2&f{Szm>hN5;NXewfY^79KoJ?yvq)
zS)Pfz)>Zx0n(cL}a=GJLm-_NzX-D<%Q&Q?eb?$|9?~IM8-;~YgE}qu!ef!e7ohwhB
z>CNwWm37D5arZTsQ`S-*H~M;gFZ;}@co{r(-f~}=1y@hp%%0hoDZ;$FYrE{>U$Y)h
z6@KyI=k$^ij|Ere=oatKo4i>nJI?p-e}-!tzsaSq*zDo{X0Ecw>X!jq-(+8HSXY|2
z<lV7Fv(oc+ihA=uE533rx^JS{va5^we{8SSHmXfrlEWBzN$i|m@)uDRv*MF~EY|I~
z*i&v-wJy2ih_$2e``r7MC;z=QToNi<ly#&`wW92n?M{==ne3(M%g>6ax~-Y|#yx9a
z!V@9(mtlKWO#i+5>$1aXl6|66q_)e=SiV5{b;POcoi7tVT#eeUdv5h%D~?%5pG~S{
zaVeC^Z>U?mG;HIJ-*yWM99aH7`&aTh)~`A`Ud=o;CRFyt+DXQ7p-TgIzo~1iGSR#g
z61rr2UD}>oi*`@mEIa-7onNz-7S>%dOtZ{eaxLe2^G4J7w{huSD*|KtvTjbEyxp)W
z`}u@~S<5b&y}8VtHY?h6S6AoL(DhogH-0=3`r1u<(q7+`V|6)K*M9NioZ7Zlt6Eyy
zAZJ2m@7Xlxf@I5+M`QaE)tQxF$E=&LdB5}MsvS|C@6&RZEI(tLb?NMGnMW(u96n=e
zF`-QK`6>0Ez5V^aef`5S)|?Kwd;fSo$N77v@^e-#?PN$cJ^f1j*s~-@<;y04i{GlQ
zJnGE<R(0KR_k|Vn-h1v8QvNvSvFV#S(I2h3E02h!OV3E$9B=Jj{5tGy{_@R=kBXMx
z+H~ycl#gDwjb-Zmy(Q(&{3?6wz3oc!sXpuZQBSw}^PSH>lQMO^^@sh(*f#I@ZF<|_
zx#(-D{2raH5y!5DvF|kfG<8G88s_g)FMbsLU~y*S?^7Qwca$Ic&tT8gzm4|+PvgIe
zb=w~MZ`<RuUj5dNvsI#(qsuD3Eq7bAT081YMb*aj+Nx;*SO3^%uXK54<MMp_hcB;V
z>{dR!shd1erDczMQ(<iA@lNHw`wgCtRyjZF_{7q=*Lrmk|HF9a_NiHM?N<|3I~Hxd
z@oE2-*ov?hXBwAnPCj>k&z`Tpt|u<~(RcsIgm+C3Hn8)w%WHoBvesT;ZQGjtJ2pl5
z*Y1B9BmYM^fAPKA)n2=zBY&@1tl?JN|DPeWRwUJ1T>5NO{k7*;50w;N`TL)ttoA>{
znOFH+Zk}pbUSQWg>)E?W+4XzY*mK?3{Bel}Q`WcsO!W`vv&>!U_WWnikDB-Ewf~+D
z8}qR5oc|8j+@BtQX_3Kd&s%}Jj9aa)sGioiTW(pAFX?Aq{B`YV>9uE@BeoYh{@bYX
zr`PPtiA^<|9)Gld9BZnnsdqfp%W#hV#usH4Ib~~4hsNih+w<<)vr>l6{%6^7_kKOB
zf4aJkH%>IixZ3zxp@iAD^jeXGUv;Hfsy(%j?5#fEf4h3)rR4t%wO4r8-k0BPU4P$g
zN8Mt}Qk(a0Zk~QCH{r6=-k4DB-lSVH(+UjZs%C9H|NZ7``;fi!O1U_XS6!PI`#$UJ
z%T&AXd%jr9Iv=}cP?B{2UE@E~Q(1QQvmS1{z3k}QzO83t@+WR<Nw<H~Gi&$qAK{^U
zbC&QjyolV9{PX%=e|D#?@8_2;Za8!y=CWG#&1G}C+cM>M$z8d&L+rqU)05vuo81%i
zHvP}wxx3Hg{T89CR<|<^{;cG_WB$F@KHIlO+i};GedkuJU*cR^$`_~fVtL(#s_KbB
zuja}6dW!h#m@VEceBuvlM#M?wyoh9j)jR_G+vB75?34YxB%JI12j#PspN>>p-nEv?
z`RFz0=lbM}`-Ex)HqAb~-Ku5R*)P{VF)h2s$+c#N<j?lyTU{T#b>bC{oy@1)^N#0@
zr+v)lvwAZhuMKv;cx-NF;S=W`*>-mJ4Ue0zPmI}nY;k^u`R2sU6MSp#?AzEq)iw66
zZGYeNYab`C{@PirnX_B@!d880-6!i+0@ly$af|q{eDaQ8bLJlwJ^gB)R_Y|rWiw6}
z+?kd<2ei@3)-Z-|>*E!<;gSl~JmD%fp=zt%9qhaKI`&7+JTLRC6JIyX<k=ZqxW(^s
z*vH(nw~aa@m|ta2+A;H<)6-2^+i#WYtGruwx<Gnq^_PN=i<bm``C_nf;RkK8+`Rr7
z3#4AW{VLX4Cj9BTeA>}vF=03At3p?<%<xm25_!4uq`|3Kt$*vi4z+!Jn71daCp^3G
z)a2dwb}G9b%R0`ZVc~01v)>ZhAzvN??T`2EPg|^CD8Jo3#dDU^jU_8?ZjLoxd!jw*
z>C)E+?pCa8J09dYo#nck^tB~@$>Lfb>(@Q}r+YNzazOqp*<gd!?Y+K!Cl`gi>{_qF
zQnF^XZF1(%lWS+J7s`9Izve)CWL_nIk(ZIp&Y-zUj8hkvz1y0ewcTsA(c5q9=J-k`
zCZDf9GGkwQ;wA@`mm%+T&l&b<9o)fv=d$ays;(bzatth1-*-FL@!91}Sa#a$qj7Di
za|-IYBBxpI($kvJaOn1gf2AMm&h3i~p2k0K^2^&7US7(2Uv&Cd-PYJCeOImS_B?WM
zzclY%@5L$CUGrBbC7$JsoV2b>abvJDS2m-^{HRYEXD`p4ymPVZk(F0ngMzzeM*O;d
zJJB$(YqPt_qG&G7+Yaxv=FiAnYdq^)Sf<yU+*9dqZdUhaC3~#Aa#hjt>xyL)eqHBN
zw(C(WmG$a1x--3Sea&C3C9@{J(OT28{jTJ~oTrnwX+JQWc`dPLx+=%q!le@LlzlGA
zc`m5gYjw4M!_WHK;}3%>3)Szk{LMbs#w;56`C3`(XZM9N&URn5kF34A(QD=I1xG!<
z6~=oyGh1HX+<Qi5V!h9$BNN3>3;sK+x@Dfv5#~lu-phyOj#`J`S}-X!c!J}v>o2^v
z@#`=3yb!ag?_bW-r^R_spY3^n<@eP}eX}PUPkvu>^DFOMt(NWmsx|v^k9Ez?657-I
z^5OKLr}vh`R;X?MK0Rl$&&fsmWzHD;xFrYATQl=Mhnuuw=*A$O87nf2V?tJ)ns?Ob
z-h)i79XV1{%(AbyY2VWI`RRW#Le7r!0Pmd1x3(x`v>Bhvp0j<&?cIy>j<YY#aJT;W
z`R@gZf2Mz`E#xmW{n#86Eo*08%3gDP61$>%{PVba)sK^$o41RmAHB6;=QSR$-;)f4
z3v#|m{@dDXa<Gh1{Y=%zU)Q&{A6{|j&2ss&XJ^bgpHALBF|2Lj_NIc`*G!TE4Eqw#
z*PmLadf93t2S;#^dGSlXkiNX2=^b14Z}XKsk~zJ98kf}y8`I2;I{Paol8tSzT#wns
z{^4J~G~>lb^YbbV7WvcVtL>j$mwznF=WF*+tsza4?H#{=%&+h=vCaFH$~K-3bjzRS
z@r(bU{gx#wr|wFVusCT`Z*~8p{*l%8LdTY$36KyzDEg^)&mjq>Ic>)auUsoz`N(^%
zRqnRwKC^$`T2~?Z#pL7ECqMNnH=WKr7jshH{lrF}oxNAvw_E<YnyJH{BHvo`cln=y
zD<wZ|cFHb^&wBOces91wn@gwvegDs}ZdY>0TD~^XqHWu3Z6Bn*tC!1W5BqTA${gc=
z%1Z+`{aCvE?%!u|J6_oz+p6?2ZEoTBROZ*Q+y-;X-6sd@#`gJre)!w(rvAj9nzQGf
z43Fp4YBLA?&|MxU^hqVt(*Cvb&uIC;^RMIP|6QA@e|P#<k=|PNOp!XJZIRQ<ir28~
zo%oRJ{;+ImqS<R(rw8h(MjMYmkJ`oG^mVcM*{W0ZyPrO(+xo^nqa*p<oc|2-y)JK@
zbbH-Z_LqJZulGhS&9OJhnRq($pX{FBG6m1B$`<bm=rQLrFfi;%_*?uoHm>vGN4dJI
zD#lg06R&@MJnM3whxPg=nGX)^FG>Em?#DCEyz`n5ZY)21?ffO}!hc`-GV*zjs)NR;
z@Aho}*W#;nSK*)jmCI3o^gnX#Obbwc6_niG@^*Ho-V^3ahW)SmFD<qc`tT;gTr9WB
zdd=CX_JQ|i-C7`jJg`2;$?i9E%;htQy1dGblTDPPqjU78FTH*H*#6R_&TzTAnktvJ
z)_NBhnI!H#|I;+iUM%8v$yEPK3wHcio0xy`N}cKS>x;idUfN*vCM)`nv3IBWo%7G+
z!&GLycvHi@IP=d2-Y*jCHLmQlj=Wtm*R^2Re}=a*6aSuW%U@jo^;MYW`G>vdRwStJ
z*<!b3+GF>NYp<;6_4ul^b8q&e)YeH;BMtkWGlU=iwf*?()yr-(pK#wVzqUB2;(qAW
z8C$OFxBZj75;9FGR;N7h^vkd5SL76a+|172opK;;&+;Skl6qg&w7EB_f1kbnd0bS!
z%KVwKbAHc~%3Z&+_>0<(x#s%4^S<iHN@absPP@8v-`_9Sg-+jortskEUg0pY?>vY6
z%q9hV{1Gm>^xph=0u{E#e^w{E#cn>Sc1?lt(7dmQqq;ord{I7ibxoCZyoU7EUthE@
z{AZZ|GVt%7eU;}de`Zha56QMP^D-2Cod3OU>h|T)d%vD=u?~JO_Jn_J#Z-;orp5D?
z+JzRcyO12O<T<CuG-J=vx`%&Wb$M+#yfuV>dfu(Z^>z!uXTnX-%akeGx#YV0e}=Vz
zjw|-g+5I?a`Ja!GpJIyV{JF{;!}jgD=$_11vHXvePfguvs<ky#C}~NU=~rI)eTlE?
z-YKtJ#<An;nw=^?HwVXh?(^HjwNi0iSK-Fzk5=!r<_}xmcGO|#^1QWD7LU!$UP`~$
zkID&O%l}bo)1I#{L-ZbK{e1g2T-w{MIQ03Vze~+>qF?*px%_UuSlx2drnP--GgS|}
z-8ieCu)ZYw@5(@@%U7;cI2Q++uK2P_@D-2Mtc`MutgjY%<`mbawfd$gZats1(r!-5
zi)_dIi7W3FnLCFq)%aqx(ycW$d(M|xde6>V{JK=1u<l;;{Hzz{tAoq5!%hp@EuZ$O
z$9V6=v->98opHr`*%|w;T}=yq1+B?`8Txgm%zuU(TV`LJaWd@&b5GybEbG|4m1_mL
zxB?|ayH}kLninros#QC;ewV$K-N}D%qi??T-hONG+`0B)o&Il<f8SrG`8u7yRQ+{W
z#p0(+&z<_UR>eV4@~60btNoizA@_=w2WeO}t*?r?TrH&)qP%9t(aYYYIag<VxzQfA
zQf<ZRKM|{@OZ{^HQ$JPi+?vKm1tO&rcXurQvSQXdllL)O?x}pXdzU4+@}%bLC>@pg
zM+(l{FPOVhR^`_8g{zES`QEq|J|}wR!X;}LySjXS^{iCuO=fq$LFsa5b<_DW^S)-?
zUFjvWH1LR3uhF+xdA~a5lrKNF`<K+A<4ab>-V{@epKkK`c$M$LaE4&X&5`fQj(%F?
zbU;_@OgM|wx-(^$nhz{bDSWibJ~`-a-y*ZHr0UQqsYg=|8%jP~d+h9Xd#}&x!hb#=
zcmBJmZc+BENw=flFh5KF6|QyNb;-G`c)@#|>%A5i?1(yh^6|vUaciZx40gUq{P0TT
z-Pw$Hj9*vFXIU5cX-jFEZPPk+cDIG(@wGzBLRL<ERkmJP=i>aCRgEvSzD<90damiz
zpfHBAv(c9xt47Xex7RJcr*v8BTENHp)p=jNCvAVXN_(n&ddJ_hp~YACn14(>^mbzB
zudSI`_YAtjV)A+8B=ZeCcKr0Snzekz>*-?WSc10sFI=ZS>C#-kjEu_j?JusZuBwtd
zb~`2ZRLK0bE*E|=#<`|HUcEZ}@Mgj2Z}mb-|7@=M>#XN*5B8dAr!@cY%6oa*7apy+
z7bU&yoWq*k_0l(EO7oxoGp({MIv2lNwYZvV%e)m2e(lZDd#7`L#|4|qlWu-tH=SGh
zV8*h8cNpI}D*p`k{ku^3OX;5%*&PwJzwTLdUATGUO`o=)-|@M3f294o=X2ax<jdXg
zFLR}Smp#_j{FS!b*d+b_r`6jgx&Aw`_Eqw#qFcvZV@|Et-RUKED`#Jjo^ZjrXV0I#
z?6YV7dF^c94B@}Y%KsS-bo`sDby7S@^H9e1r4?7TPSx_yUl~_wB|O(k?H|W~2C=O2
zZ!xvAO#d@9JpcJ@_1^{cRTJ*9zK{9$^YrgS$G`c=KCy2&s`T<!iG7{g?7!but*z<4
zy2|Xz;`lx84?{%*Rvg>zmQi`}*v)NQ`UL--x-50;+sA$B7T;IxzkTi6e}-dQS@xN2
z>t4L#Pu5hc^ABBDMRZ!bscngqG%`z_BKUQ!M2&rN&Ylfr{~0pESt~!9-IAO9FZArI
zc(MIEwZlH1{y25+w057OJ+-yUi)>eUujUqRy}_H3C1<d;CB@)h=!5O|h1aD$GCEbi
z_x|TKk~QwtW%o_i_OGo9si>>IlD@wEVdncN_ib78g_PRg?W>!5@YR0?LG@je1$Q%k
zT_@$eGWDPG&nwka%pBI&wS~I%z4(=5=G}hy)zzC<POkQ@6rZWmbMx!7WtZOXJ8$Ov
zL~eD=)82yzo$996`#C>*r~Rqx#Y#8B?l7xY0X<1q*Yw@Y7f*Y8C-7UtU1`%ZYk#&L
z^5DDtE9~5S!QGR!3ifS%8nS4?x{9qDTG=z-ltg7MT3Pl->;8<aMH~8T7w}xE&y;(#
zXQ%7Qc_xeBO6D$K;{B}2_e9og&si;J_^Wo6yjS)r`TMk_V(!7eU*^9LDfzi`>iNB9
z`#qPvnfPncjo3qrmkZ9y6`pP^5%kg1)!{gwR>iw{b}d&#W_({a%XHPlr)NEH_-f|m
zM89UO`)F!%{gB_+mWZ;ma*1C}zlrSFE-MvxYRS%tXFhz~dvWzMw)cKvYZe;weO0<A
z818T1vQMF;S2fu;FKfk~<(02r$Mt_(%eCt4#1khY9c4ac@@Q2*TKu_vtz5zySszpH
zzB4_??rnJzwtUNh%hv*9uB-@rzTeV!w-BpoV#wO?&#d~h-~YOPEnvM{fAkEa3jvvC
zTx--8F8{vX{kJpEcek1~^H0S`h4$&ao_}nW>G8elw`^bcRkn$zi)1WTy1}u()X?o&
z-j7wMOBU}{yu#}Lt&LAR@@ARiX{8J8SDwH26Ik^3@vQT;4)dmR$6J?}9@Y8J!07xi
zT>GZytTPwad$oCAjXIgVJnyUgjOdl?<pqy!nzWVU#*Pc`GCWtLFI+V#*0_8Hujr?U
zIrl|7F9lgC`x(mb*dFXT%lFET=cbQ8n|(Fm%QO!>DxF!(uqDtnZ>G{Lb15&)&vrfh
z7c!Q)O5Ujc_GeYu6&AxieY?dc6<P5$fB9D$n14Bc=8osT_ia62u{+|oX=lKbEqCTs
zSA~C$mC9T4GpFu1_lf8ETiN&Qo8>!0=jg^CAOB`<ygT>626b7Bmk}55GwzuF<m%Qv
z&iD3Bz4SC}<L%S$W)<8Ko7{NY*7nukJ-yGgo)p*zpR2bz-1J2|eUf3HcCzoDOjX@u
zY}LsxW40=vT2~NKv)n(sNK7TjLCe1T`ufkyCd+<EDGl%0$Rk<xpJAT1(Bt3;x9G_)
z_GaCiZl`-Px#@7vuj}((p0fL8v1I+q#z$*e*9b1(>ZrTxQ(fT1xOm&=xAL}c&~kix
zoS`u8^qQ>4+*}$5&K6beZ(h4qV_F77SK06TckNqi`Pc=e3bzI?n)UR~=a)~^=Y5Sh
zQN7Xf_0jmNUsli6?AXzt@uph-*ru7g!Y>7HnR;#6<P=}yBReA{E6=k{shITd{=0Mk
z8NOd!p_dl%SkgAzc9Y%LvSYL6z4-LX=jFm5tt$`zsr-|5=}+Ju|Ghi@nI1LEVn4q&
z{K`w)M}3tcQ~Z7UADub9y|B*q)suQD)&74`C+wv@IV;9J|GZ+JQ`MEfPLp30pBC6H
zclJL6_r218W`AC?AAi~Y(f)ay*0aSjzy6hG>n|$s7TM+Uo%!RpMDW)CW!sOhoDDjK
zCr<A4dml-Y{|uWmB>(2>Z|YCn@#A&D{gRVEucaP8HrH|A%fkN*OzU;;R8RKqy|;DI
z>4Mj9CVbrdqVL}4N7GgoUrLW(92WA==*l{)J12i$w>-bpM_l&x(!`hU856&*+H`aJ
z{Lo$V-=9^kjaq!?{P(_BDTXucUYyNv&RMlH&(-|2?8M7{rdk;{ZgZDrvd^5KR~W5T
zw(0Eyu4Nl+kDS`*c1h$UBb%S$<ev=w52MVba-RfjS(~rqvNyJkJ*M>6e+K24t-=#u
z1!qm`nW%Eqa>?1yo-K10ZSF~b%JTTnle&`KsYaDa>goSp1o_95{QCIy(azeL*Wc=F
zSKq!%+bq0q{@<#%CYDkbaXwEY9@L3G{}=OG@$Z!`k<UB%Wvl+Vf3ll;_r|oX+g(20
z4Rzq%>2dJ;I-gke(~C@&hI+3o`?=)P$>8%j-@dJtWk0s@<px*Djusm;e*5@Co0i>C
zwtiID6u!KGQTdbd=QYvYp35TTEF$`TyIX$!zTV2BG{|O?d(vu7ZI7?r^+GrAiE5fj
z{AZ~Cb)~;xja?c`k%9fxim$z254lOF^z(%<t@2k9vXndUFLZbQ>bS!VV(vi>PyK@m
z*dICmS>3fP>hZ?Ydaj#oS>p8Gh@HQ*`fTZT30pUNey?Y_U!Uv=JLjx%r|g^D*1~ns
zrxR|5y@^QLDJB+pS1KUzTX*o}r9!MRv(g?0#Q2C7Xx|FV`P*kIqPe_CQ{~QaQE9Wx
z*(-}<ZT9wSo}VGQ@>Q13+vVE*&aSPJ!fP6W9>%XXWuNKqcKh10vpG3SmM+$gJ-D%4
z-RrE5&zx(wEskj|xz??&{50#ua=qshyAJQnW=q?gv^bMLImnm$_?6J`obq)mR==tF
zo9QL}LfPl_y_w%$itlw-X$UP(j@9CP*RQlpDey;R_3y~z#X-FZea|+{mRKRR`o@8y
z&qN<yd11e8`jtz)rS2c4o^uNZY-#IXb!7V7B&CwGk67a$nauw%QT=;w(VE-4f{nw!
zdZimb;t8rUUi+V+Wv2aJ@Ba*(M)g%YKKtICH|5`QpYwl{j()c~_ED+6;tKDh#24Dr
z?W2O{M_o+JoKtjuW6{momntUtN3FT_<m`oOe)prMa9zG}x!<`ja+==q+q!>uMOy7#
z!n)+u*+6$r(>e`@C2wWBm#w<?W5(@J`=e*$e(%*1SXdQuTRP9f;#auM-p4l=%cn~l
zg-)7tHb5^kvN!cq71z3!izh!PZCQJ}=bBCB-8t8`sAqkSxZ3$5VU_i(h%{3Z^TrD8
zqakT4=AO@b9=P-Mu0OLDhxjc2vEuITy~%4@iqF|*h3>Rl(jOD_&F$jx<vSNeh%PSo
zS}A*KzjOauKY82N=F)k7N_$eB%4+%g%$V&}wc|LFb?%oi)gPLnH#yUCjlIBq-MtF~
z?i<V9n|j=D_DbuBf1)cruO9V`UfEk)k*6oq$1RjO;atVJiZw^~oKBgSb)?*B@BQ@D
z<hvz1LwhZj+*KE?lD*yV=RbqgvF&>pH#bLJGnY#|TXdyg^Jo~K)s1`GrY48T&CQq?
z^wdjmhuqo7qS)3KSx0;J>v^tY_q{(;E@tJ9->-|+<1U?@lNKRf#8((2dgQ(CLETUD
zuD+~lTe9}|f&*)duiukzd!_rr$^K>BIic-ZTP}W)ka{)i?<0$w5}Q-LEYoStdirm^
zZs*@e530Vc(lP6qH}&n&mD-D6Drc@`E_T0o;+IrS)!r-iWnq6_NpgH$^>)_vsosy=
zx&)^m>FxLvS}Ff$i)p4!a>d@5>t>qT=Iu*<NuK8Ricfi+{PF6cuSHpxYFuVk8UA_Q
z_NeFgm0G`^U6MBY`E?&var~HC`1kS8i~kw8&7S{0{&~Iq0g*hpsnf3*{O$SAu-V}L
zsVeqAx}5(R_WI^`Ug!Oj{&^kiN>|f{!{7Md>{0(Tcg}plb+>=?KMz&;`1El}*}9;v
zYZg}AZ)WSTNm;wxnte2UbN%VCKd%<Q7B8xO>Hj<=^T4%_i~X!!Ui5Mm+|ro1PIdBo
zkIZ)6tD8N8v>LC^y6n2iG%T7^>RryfsVTC1wJZ`Vm)z*`t}ovkRW13rzuL{IzIyxe
z&yO~z6(ut#^<KH^R^Y+X==a-ZU)q75=nKsAPc1liBI1d*y6A<>B|ob_AFeAsue;@5
zy5WYeC+v2tYq~3Ean;M<cue2avys{|Gg@YC_<d$uOySEYDgREfV<x>53-7HsE7L81
zUYgJ2NjZb?pQCBM=_d1w%+6n)^(^GE#itXGLmmg&Y_k6Gb%mZ~_`&ZhqaH@D4xe-D
zWI^xTwc8tiHo1Q?U7ufV_4vKH#q;YH{~6>@To?J^Wi40hv)A$Wn%BOk)`zXS9FzMZ
zTg}$P`-<Gmm$$Di$?P*a(D=$tTjS!>X)6v{luKsyn@#xlv3;-EH2<$Hzb{v;-_Upb
z&f4ZKFO4Mzi@G!z%L8{!>Z&=QcgyVJQJDayK<{mn8pQ3Rj50OLgMzYGa8G{kJ|lDI
zqSf=f)1>(C+}l#QZ00PjtC?$;Xe;?!?#;YcTy@1HZEaH4e+Gl1bw~DP2TAs?b)Tj2
z>umfpz7YF!S^kE5Gxr1rzg=bfM9g`6^+n%DJ=gMl-yPF?>@G4TWZMl^k=?%f)9y|6
z(tXvCE3(^vS!T`Vm+smLX4AXO<h{&h)ogmh6!g*U@JsKf8yC8MV>A!C_;mYH>8QC&
zZ!q;`+@5zO_js1=+c)eNAAjrmaI2?we(>?XMg9L7y4UztKW^(>?XfR(@25pQHLn)`
zXGmMr^>ao_g~sj`|J1J@?=U?1;`*Hw{iC@u^{1uR|9)8iW7SsnW4u!Kds%P(a@+qW
zR3z;F&5FGHoy&h6?f;kho!?$!OX%+j_v#Fn|7Q@5GLx6x!X0tLcHe@C{|sd+{}~?r
zXE>*^Xz_1(PTj{pW}de@cDiie!?z!AAKv7>ckTM~+o#O`6C3fLp{?=5e+K0@w>o6^
zm(2eYD-sreV}|;2{YUQKuIcak-KGAxtySgrJnm2SuV>YNEKU9=ey?RGXa0)hZAt$B
z^t!b6Z`@FS`p5LYTYKK^d(``%;aD%zPbbgpijVJ3hP4{@|9-b~ZSb*s(mPH^9<S%L
z4PES0|Dq%?*5uP2Th)x^-zR<Ell*GmW2VPP#e$9A3g^nLvOhNCpZey!ZvDTX?2mP6
zZ%kaduH9sFP4KIIkCY!-2jBAl{iMFv?bg@bWt0E?{Lk?EqHFlomoxWV7W%b*M|SqK
zw>SSYDE>2*&JHmDu>Xnuu`bQu5|Z9VN9<O=lPb;NPyf^Y<C5N5hByBiriui<S(N&B
zVf+cVs|mLAKgmD#*tNv|ZvCk)&EFOizrH$bzeVxi>pJH@nTLbgFYZ_TXA<Z?k^gmQ
zb<e*`-52+3ZIoM?wZAgOzTrQEl*YnKorTB4T$g_2UG*hW{KeuwnXey3JM6d(^@aWF
z%e8z{XC)<XjxRK^(`&mIsN)tgLGNmAm&b$V>(@<l>y*7ty!d47_Pg9Ick$s?l~xOe
z2SWbrE6)dLENXQUyAgEeBk!y0chqJ-{=8(#%3PI+onF)b-mqC$aJQ=W?0<$@bJ>+|
zKPo+3{HgcuVfXVPKA(FgR5f|^*I8Y3wNK_d_;+FCH@%2I0p1l$oKkvrZ4zr!Wq+1?
z=J2xvNfjq#t(iPmAAfYE$m!$B;;Pqb<<BgBKUb(?o_yf3%~z%_ZOaEQy^CHxo6+$$
zf5+^9VqZ7;sP<JqndqtYS|;njgas3ukGW)6$RD!R+Wtq^JEZ91$%-W(=XO}!5|%i}
ze}dsj+1qPfT4H>Y-o=00rhfXJ^5jRGwsb4|mud!CR6IV$kihWo9rKO{^@2<6MIQbP
zIBk7|=|k=U7J<->m*>wc{`%yztLXBpnVZdLJ*wIFaKazIrh85ww_Y-PsF2!c^Nx3i
zeDb79St~xR(jQyawodY%sT{i_SR~6XRBNwQg7DApi@Hue$k=;viE&QQ)XRU^{xcjp
za_O(0{rkp$rY!#%1WaC9asFp`Kk=VQV4%#t_T+oh#nbj|dlp}C{)gX|{|vu!|1;F^
ze_YNlm$~=I{qHA0F}?Veh_%3u)yDr)zjNHPxm>IEpJAW-j|=;(FYkpgFS^PHEW8o_
zIxM}uv-WU*zsY@1h!y)k%+K66`9H&b=06#W`d0+J33{~WZ0*wT95uDe=3TD8uly(D
zKSRrJ-!HTO{gi*~DpKpzo>;$j=JL<_J96e(T~>LVbEJB~e+H?=g^$+i{(E))#|n^p
zR`qf9lv%zmRI}TD?E0Pb{T*+k7fk*n|JXNQ;MTlLb<Te>7H$8v$67A?oMHZ|-)-CW
z=D$>bVt;J0)!Xe$=1%~bu>6fey3Tc>U;miQw&uV1&j1qac=bW<{Letw@QsaAHtRUQ
z+V^n&tqH%(pSpirV%PhVOJn()N6CK|#_wnkYWbFbqQ2Msx0AlxpH`93YK@6sU)??S
zcNd7O|E(nsq<ZOz)~}}){$0qwxGq$uYU!@O5B@VWhy?oIblLHEwcgPw*WQZ%Ncq$L
z<MQ<*V*4h6-MpzJq4c=vk>hFm9@alp*!rJg8Q8I*A7%HwnegMw4cq#^C4uf68kc|D
zroHQTYrL?-&I6O@)blTY?D?O8Q$+sW<bOZq?)|$G=zYU^!~U%wV^1c1G+p%fvH63=
z*XMmrt%*$DF2Dczjr#s;U0SKF%YI2;K5sbjmiIfkdwQGyGc3DP^3#3$epxNEkEs*?
zGt9gH{lu5!Yej-0vTA#m&QFfN6<=`whu2%%w717D_Wk>^_R(p>LzS~DUUj>Q{9Et8
zasIb==0B(3F|CQt*~>Hk`-!jT*Lv+U+}i)IYP;Vm`(s@izt*bnVxRXoMy7K5os9kt
zsY3g*2l~7EKd$MGKYDHZIWwKx?%%=X%F5+Ui^WU&+ajc7-j!WB9h;^2NB1ZH$CZme
zvhMmS1P-a~-vr*|eE4$TDgKAY+TEP?ivLWPr$5$~t~gOTUHzi_kBhEpAHF=@Wi*eg
zXWEM5ibqG6oa~FK-(`Pn*?)$XPX~j!HveY;rM*Q9A7p$p`giv5zE-x6t&>mgSh4`7
z>e_LM+h+E6<sZ9>#s@EnzmoAy>+X+b=Uyk2Ogv!I7TAB<bb4v+^8E(xM)RE(%b)Ag
z&MHY1O)0s2=yKn6qj|1*GnZ{ye6LG8TRCMyljD2eyRIS;Wx}P>D;CX&2s&^nZ&6nm
zH&=vIyg{I=7&p7flt3RHkp&lB853`}FSR}^_a)HlV2U^E!|jvLI5|J~{FO!idAR*U
zg&i69%u)@v8O;`FXPF~sm2%P5ccRRSzSB{&4yt(gT~sqK;47T}(d7F_*3)YD4JMxd
zu&z>hpYe^lkU)2>9e?NK`LcH|>-0F_)3jvKgHJb4JW2lWbv5(Rpe?D9bJ~9247J;N
ze8KYti@G|4y6>C{$=uh{`{>xIsS__wd6F9{@q$z0<%HFjFD?4d&@yAa;vAXe1uwVf
z8D3r>yF1WTKaok4qfFwS`po@L7t80a?lWR|dBeD_<oyrN`%i<8ENU>^SaFQc-V~ex
z)+e($%XdUsa<ATz^X}Z$SA34YeqWjYVamCSZ_9P|)GQ1sVc~1O^RFb(eN*!b`(*YD
z&u?xI3Un=*%jhZ+!Vu^x0>z>Z`XW;T9au#IgBV>!0&rpGDQ}nmeAcC%an3WsNvE|c
z@VUH~#v)VIJBi=gmVEXV39a`0F4|tZbpMGZ!h)_Md$;^<ZT;=|W${~HSCQ(>@7%mX
QNmI^bELuJ<O!EIt0PK>Gt^fc4

literal 0
HcmV?d00001

diff --git a/Notes.txt b/Notes.txt
index 4e29fa3..e2deb11 100644
--- a/Notes.txt
+++ b/Notes.txt
@@ -12,6 +12,9 @@ V13: 4 layer, doppel Conv, normDataen,phase 64
 V14: 4 layer, single conv, normDataen,phase + angle 64
 V15: 3 layer, doppelte depth Conv pro layer, norm. Daten,kernel 7, phase only, dropout 0.3, 32
 V16: 3 layer, doppelte depth Conv pro layer, norm. Daten,kernel 7, angelsonly, dropout 0.5, 32
+V17: 3 layer, doppelte depth Conv pro layer, norm. Daten,kernel 7, angelsonly, dropout 0.5, 32, but last layer 70 32 1 1
+V18: 3 layer, doppelte depth Conv pro layer, norm. Daten,kernel 7, angelsonly, dropout 0.5, 32, like 16 but first layer 6 32 32
+
 V9 mit kernel 7 und nur den phasen:
 	mean error over whole set: 16.91116704929035
 	max error average: 292.8658473955995 and maximum 814.873957640188
diff --git a/UNet/UNet_V15.py~c0cc9d273fc96dfe1568dcc5cddd577a337efb3f b/UNet/UNet_V18.py
similarity index 94%
rename from UNet/UNet_V15.py~c0cc9d273fc96dfe1568dcc5cddd577a337efb3f
rename to UNet/UNet_V18.py
index b20f5ec..f7d2e4d 100644
--- a/UNet/UNet_V15.py~c0cc9d273fc96dfe1568dcc5cddd577a337efb3f
+++ b/UNet/UNet_V18.py
@@ -1,4 +1,4 @@
-#like V6_2 but only the different phases as input
+
 """UNet_V6.ipynb
 
 Automatically generated by Colaboratory.
@@ -25,7 +25,8 @@ class depthwise_separable_conv(nn.Module):
         self.pointwise_1 = nn.Conv3d(in_c, out_1_c, kernel_size=1, bias=True)
         self.batch_norm_1 = nn.BatchNorm3d(out_1_c)
         self.relu = nn.ReLU()
-        self.droptout = nn.Dropout3d(p=0.25)
+        self.droptout = nn.Dropout3d(p=0.5)
+
         self.depthwise_2 = nn.Conv3d(out_1_c, out_1_c, kernel_size= kernel_size, padding=padding[1], groups=out_1_c, bias=True)
         self.pointwise_2 = nn.Conv3d(out_1_c, out_2_c, kernel_size=1, bias=True)
         self.batch_norm_2 = nn.BatchNorm3d(out_2_c)
@@ -136,7 +137,7 @@ def accuracy(outputs, labels,normalization, threshold = 0.05):
     return percentage
     
 class UNet(UNetBase):
-    def __init__(self,kernel_size = 7, enc_chs=((2,16,32), (32,32,64), (64,64,128)), dec_chs_up=(128, 128, 64), dec_chs_conv=((192,128, 128),(160,64,64),(66,32,32)),normalization=np.array([0,1])):
+    def __init__(self,kernel_size = 7, enc_chs=((6,32,32), (32,64,64), (64,128,128)), dec_chs_up=(128, 128, 64), dec_chs_conv=((192,128, 128),(160,64,64),(70,32,32)),normalization=np.array([0,1])):
         super().__init__()
         self.encoder     = Encoder(kernel_size = kernel_size, chs = enc_chs)
         self.decoder     = Decoder(kernel_size = kernel_size, chs_upsampling = dec_chs_up, chs_conv = dec_chs_conv)
@@ -174,8 +175,8 @@ def fit(epochs, lr, model, train_loader, val_loader, path, opt_func=torch.optim.
         result['train_loss'] = torch.stack(train_losses).mean().item()
         model.epoch_end(epoch, result)
         history.append(result)
-    torch.save(model.state_dict(),f'{path}/Unet_dict_V15.pth')
-    torch.save(history,f'{path}/history_V15.pt')
+    torch.save(model.state_dict(),f'{path}/Unet_dict_V18.pth')
+    torch.save(history,f'{path}/history_V18.pt')
     return history
 
 def get_default_device():
@@ -225,9 +226,9 @@ def Create_Dataloader(path, batch_size = 100, percent_val = 0.2):
 if __name__ == '__main__':
     #os.chdir('F:/RWTH/HiWi_IEHK/DAMASK3/UNet/Trainingsdata')
     path_to_rep = '/home/yk138599/Hiwi/damask3'
-    use_seeds = False
-    seed = 373686838
-    num_epochs = 1000
+    use_seeds = True
+    seed = 2199910834
+    num_epochs = 200
     b_size = 32
     opt_func = torch.optim.Adam
     lr = 0.00003
@@ -243,8 +244,8 @@ if __name__ == '__main__':
     random.seed(seed)
     np.random.seed(seed)
     device = get_default_device()
-    normalization = np.load(f'{path_to_rep}/UNet/Trainingsdata/Norm_min_max_32_phase_only.npy', allow_pickle = True)
-    train_dl, valid_dl = Create_Dataloader(f'{path_to_rep}/UNet/Trainingsdata/TD_norm_32_phase_only.pt', batch_size= b_size )
+    normalization = np.load(f'{path_to_rep}/UNet/Trainingsdata/Norm_min_max_32_angles.npy', allow_pickle = True)
+    train_dl, valid_dl = Create_Dataloader(f'{path_to_rep}/UNet/Trainingsdata/TD_norm_32_angles.pt', batch_size= b_size )
     train_dl = DeviceDataLoader(train_dl, device)
     valid_dl = DeviceDataLoader(valid_dl, device)
 
diff --git a/UNet/core.ncg02.hpc.itc.rwth-aachen.de.47730.7 b/UNet/core.ncg02.hpc.itc.rwth-aachen.de.47730.7
index e8f36ddbe5566960261cc6f04d6fd354f7d6a04b..c77c27276a2216959a5d3f008b7e227dc4a02638 100644
GIT binary patch
delta 479
zcmdlnzm;X{{8pBR7RDB)7UmX~7S<NF7WNj77S0x~7VZ|F7Ty-V7XB827Qq&w7U33=
z7SR^57V#E|7ReT=7U>q57TFfLE%F^pw|6d;*PGnF!$P5bhlOJM4hyCB9Tv*lcUY+0
z6>Xp9r_w&nPqlrTpIZAgKlS!$ej4r5{50FA`DwLJ^V4ph=BLv>%}=*|nx9_#G(Y|J
zX?_On)BFtEr}-JRPxCWwpXO)MKF!axeVU(H`!qlE_Gx|=?bG}$+o$<iwNLZ2ZlC67
z(>~45wtbqPUHddY`}S#m4(-$Y9NVY)Ikivob8esJ=h8mS&$WG;pIiGhKlk=&eje@9
z{5;#I`FXWZ^Yd<>=I7Hs&Cj=enx9|$G(Z3LX?_9i)BFP4r}+i7PxA|IpXL|RKFu$*
zeVSib`!v7s_Gx|*?bG}s+o$<OwNLYlZlC5C(>~2FwtbpkT>CV?`1Waj3GLJT65FTw
zCAClUOKzX$m(o7XFSUJ|Ut0S#zx4KLei`l4{4(38`DL|F^UH3Z=9kkx%`dlonqOY~
zG{5}zX?_Lm)BFnCr}-7NPxC8opXOK6KFzPReVSic`!v7u_Gx|<?bG}!+o$<ewNLY_
gZlC5?(>~3wwtbpkUHde@`u1sl4cn*rH7YRz0KJ9BQvd(}

delta 485
zcmdlwzm;Xj{8pBR7RDB)7UmX~7S<NF7WNj77S0x~7VZ|F7Ty-V7XB827Qq&w7U33=
z7SR^57V#E|7ReT=7U>q57TFfLE%F^p8F{yNES1-r%*flm%|fAln}uTgHVdWpZ5GPg
zw^^v%6=mdYpX{g7KG{#TeX^fg`(!`$_Q`%4?UVg9+b8>JwNLibZlCO@(>~cxw|%mo
zUi)M}{r1Uz2JMsm4BIFB8MROLGj5;kXVN~|&$NBApIQ54KlAp<eirSM{Vdxj`&qS5
z_OouE>}S(H+0V9pvY%c1WIy}%$$k#)ll>gqC;K_IPxf<epX}$-KH1N;eX^fh`(!`&
z_Q`%8?UVgH+b8>ZwNLi*ZlCPu(>~eHw|%moU;AV~|Mtm#0qv9h0^2A11+`E13vQq6
z7t%i2FSLEKUs(HOzwq|Sei7}H{UX~Z`$e@+_KR+x>=)BM*)O(zvR_>LWWV_K$$km#
zll>CgC;KI}Pxec0pX`^?KG`p|eX?I#`((fL_Q`%3?UVg7+b8>FwNLiTZlCOz(>~cR
zw|%l-Ui)Of{PxLy1?`jl3fm|96}3<HD{i0cSJFP&ue5!#Us?NPzw-9UeiiML{VLlh
m`&G41_N#86>{ru1*{`;JvR_^MWWW0M$$kynC;K%jF#-U^-Nsk|

diff --git a/UNet/core.ncg28.hpc.itc.rwth-aachen.de.45496.7 b/UNet/core.ncg28.hpc.itc.rwth-aachen.de.45496.7
index b4c72ebbd821051de2f5f4b760735552817d6bb4..bca0eaabdfe2424d8ca75f202fe3f18bbb18a923 100644
GIT binary patch
delta 509
zcmdl#znx|G{C1Xx7RDB)7UmX~7S<NF7WNj77S0x~7VZ|F7Ty-V7XB827Qq&wEyA)J
z+vPS2x65r5X_wn5+Ag<ItX*!Sc)Q$2iFUb-lI?OErP}2-O1H~xlxdgSDBCW#QLbHX
zqx^QcjS8<+wsT%n(3{+Dk*U~jk*U;fk*VBnk*TuXB2)FAXuEj5YP)#7TDy3?db@bN
zM!R^uX1jR3R=aq;cDs1JPP=%$Zo7EBUb}d`e!F<RLA!XpVY_&}QM-7(al3fENxOKx
zX}fs6S-W_>dAoSMMZ0*tWxII2Rl9h-b-Q@IO}lu#ZM%5AUAuU_eY<$QL%VprW4n00
zQ@eP*bGvxGOS^czYrA;8Tf2C@d%JkON4t2vXS;a4SG#z<ce{AKPrG=%Z@YNCU%Pm{
zf4g{nK)ZN-V7qvIP`h}2aJzVYNV|A_XuEiQSi5+Ac)NIgM7wx>WV?8MRJ(Y6bh~(c
zOuKk}Y`b`UT)TLEe7kskLc4f<V!L>KQoDG4a=UnaO1pS{YP)!STDy3Cdb@aiM!R@@
zX1jQOR=aq8cDs0ePP=%0Zo7DWUb}dGe!F;mLA!W;VY_&JQM-73al3eZNxOJ`X}frR
zS-W_BdAoRhMZ0)?WxIHNRl9h7b-Q?dO}lt~ZM%4VUAuUFeY<#l!*=od#uWho#Avn`

delta 517
zcmdlzznx|O{C1Xx7RDB)7UmX~7S<NF7WNj77S0x~7VZ|F7Ty-V7XB827Qq&wEyA)J
z8F|}fHww4QZWL*k-6+~FyHTuNcB6Q^>_&-p*^QFzvKyt^Wj9K<%Wjlum)$7aF1t~#
zU3R1VcG-;zuT&U$x3gbU(3{N2+isev*lwDs)NY!o+-{nwvfVUO^`0mrZ@X~4YP)c~
zTDx$)db@DFM!RsmX1j2`R=aS$cDr!BPP=fuZo6>3Ub}F;e!FnJLA!9hVY_g>QM+)x
zal3H6NxN{pX}fT}S-Wt(dAo4EMZ0jlWxH^_Rl9J#b-QrAO}lWtZM$&2UAu6-eY<eI
zL%VRjW4my@Q@e1zbGvZ8OS^ErYrAm0Tf1<*d%JMGN4s#nXS;B{SG#b%ce`-CPrGov
zZ@X~4U%PO<f4gvfK)Y~#V7qXAP`hw_aJz7QNV{--XuEKISi5k2c)M_YM7wZ(WV>*E
zRJ(9}bh~hUOuKM>Y`buMT)S|6e7kUcLc4H%V!LpCQoC?{a=UPSO1p4<YP)cKTDx$4
zdb@CaM!Rr*X1j2GR=aS0cDrzWPP=e@Zo6=OUb}F8e!FmeLA!8$VY_gBQM+(`al3GR
zNxN`;X}fTJS-Wt3dAo3ZMZ0i)WxH^FRl9I~b-QqVO}lV?ZM$%NUAu67eY<dd!*=2N
H#uWho@w2qN

diff --git a/UNet/postprocessing_new.ipynb b/UNet/postprocessing_new.ipynb
index 47da6ef..b27a0ca 100644
--- a/UNet/postprocessing_new.ipynb
+++ b/UNet/postprocessing_new.ipynb
@@ -241,6 +241,13 @@
     "predict_stress(sample_index, normalization = normalization_64, model = model_15, dataset = Training_data_64,UNet = UNet,grain_data =grain_data_64)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 25,
-- 
GitLab