From 6e2a2799baef0a7242deee81c16352c38d4a3eb9 Mon Sep 17 00:00:00 2001
From: "roger@hammerdirt.ch" <roger@hammerdirt.ch>
Date: Fri, 27 Sep 2024 10:00:51 +0200
Subject: [PATCH] added results from field excercise and historical values

---
 _build/.doctrees/environment.pickle           | Bin 652325 -> 702331 bytes
 _build/.doctrees/excercise_2024.doctree       | Bin 21006 -> 43519 bytes
 .../.doctrees/plastic_shotgun_wadding.doctree | Bin 110884 -> 125281 bytes
 .../plastic_shotgun_wadding.ipynb             | 139 ++++++++++++++-
 data_processing.ipynb                         |   3 +
 docs/_sources/excercise_2024.md               |  44 ++++-
 docs/_sources/plastic_shotgun_wadding.ipynb   | 139 ++++++++++++++-
 docs/excercise_2024.html                      | 164 ++++++++++++++++--
 docs/plastic_shotgun_wadding.html             | 101 +++++++++++
 docs/searchindex.js                           |   2 +-
 excercise_2024.md                             |  44 ++++-
 plastic_shotgun_wadding.ipynb                 | 139 ++++++++++++++-
 12 files changed, 744 insertions(+), 31 deletions(-)

diff --git a/_build/.doctrees/environment.pickle b/_build/.doctrees/environment.pickle
index 1808c6c47825e512b182394ddbd06664b79413d8..731c5f0f2af374a11be8146711da39ffb8584142 100644
GIT binary patch
literal 702331
zcmeFa3A`J}aVIR2;`Ml6x@C=IiF}m#@a~HeB~cP3Q9MMGawMCQ-~ljrGk5?7!T|3O
zMcK0Bn6$@7Y&e@_Kkpak_BwX%IES6sak87;9Gk?kH+N#?PB!=9wVk#1U)9qy)6;l(
zcmOC$TJtC2&2;xvcUM<eS65Y6zj^HkR$Z~`3i{{o^eVPfUPxKxIj8EDOIEqo@VDPv
zcZ#_qv84Am_CMb^-{|+(n3YQ7q~Diwv$d*a<(z86-yOiH*PLQ1T`_BR(aALY4e2wr
z>M6W6-j5Gg4L1BMZMS4K{Iykg#=>`Na@HIw^W3778<;n}nl(_f%u>T&m(EZF8ve#q
zP><KBHBKYLt7fT6dt<-dXK%7M+gt3dA}8yX^Uh4e-x4%NzOTDaWQ09f>shrr_rY4I
zS!K_0%U<J2v~ZXBGF@|LW{Os(UaPs~hQA|7&AOFEnYO;P=+)9?^l@{cURkVJ)pW*n
zXYndQ*j5G|-4=dZBE)))unwxaS~iQQEZgv}66I1zO*v)ci1)BF>73;`GqJ`{ZRwhA
z5jL+0DhXP`Sw*vEEj0XVgRD}$SaVQQx?C@1tg2I<X;}V-qFJ7)n==5h+5+s&Welg6
z4yr!sZ>?FS3IXzXNEt=v25AHbdHe>=vI!*T%+Wy*k2jb#%Rm^qRJAH@wKfPE7zA!?
zw>+Af9`qcHZpF;bqC#&lXjjyYLGDbG^sHN|xMhL7%Uk=KderyIV$Q6Y0iMMm2EA{V
z6YIa_udh_yf|bP#U3ZExiwCm~6w_onTr7fGgA!>X*QzsPqwE!!N3qu{M}|g58~*w^
zkQr#dVNdz%t5(r6J&T^#*4&)ANKYI2DV;CXFyS{9-K<%((wKcTTm1Fn-D{ZsHJEqx
zs+E@Xl+HUvt85Z&UUjbOy0!DEb29JzInem|hHuPRHIQg6Z5E5}d^%r$=9$HGt!kD%
zP#n+5i~bF<_cZ!7Q?)!Voh_Q4XL*f_eqV`LMl}r<fgXaui&llnd5h=Pt63}U)$@60
zf!WrTsj5ee4IpaOdbWo4=BR$)EmZ=e;Tb(ZGkRUhsVw5bK2gW~6@aXA*3HqZ@i*3M
z`GKhc%tipS7P7^9&Z6l-vsrMF-M8N^Af&Ulm7T4)n9!K`8&mh60Y7xBz{<u)ZOlV2
zl|wDt{EerN9KQd=5pKp!=!-X)7S(!#sKBab9nVT*%*MFHb!v&Q*POYBDGR8|0#j&j
z&=vnx>PItG2NRvhKo;1m7f6HASKS4t#N#0gzD6ww{@~S|Y}&Kk+DyHio;P!Zr=Yau
zZ+FTXiu~2L-wvwToU`&K_)@y+7A+9iHTV>CP|niu1Ep2WdE26qzTj`Cypo%%g8+%J
zC~YV4GdDxiA&sI{hf{CTQ>k(D0YD7Ix|~}w9q_vw@l7e62Yr^^ngy<vw@@dM4cL?g
z`r6DNiupzKwzaZ2!)!e5)fUlatVX<cHvFA7W?GSETQ~_oQb7kXDWhz+BB&cvV4LKx
z=?umLZ1|+VW!ADPKw`BFBvO?-ygEjK$UaQO+}ljc4^~F%2Tj18+|Zyzy0%#1>2Vbh
z=9F{R0(e2GL^wqkF&zM)50fEnRh*(bgIf6wV=dlxGFmXqVEnaozG$K$7tnVg%d9S9
zvI*?1t}J2(h$RE_NUo#k*XEL0rg`Y4>(wH_Zzwypij$pPBoqeEX{=^670{O5Y7)j_
z21^$*)?u-t75#$0OFX4LD~l&Ah84&Z$5#1Ug7myw1(otVUym|`Vf68gcrtFIK^H6v
zgYtkglj5YcH8VqlxZzRy%SnBh<<>w3oDEBP-*E?|U7n$wx_@KI#8g1#v<{oZKGH>}
zj328!gT|cnx1j}gu)Y#gqru}O>uI1JWX4SdAC=`q*ZOKjFAYxY<QLJ=P4t!p^;N+#
zFferw><y@dOolH#3_$JaI*66&KlYk7gHEq``hIk2cRVX#QXZpcqvXTP!&etfP|pUI
zwXhff>5%U*dJxo@H(KboAlNiS0o(M56Jg3{E!!>T=nG5|t5VNU4|pwk@SY7UR$k%v
zae5%4TuCpOCQ({CJ`p(C$)TH0-XXzoeZ4$ecIVNMO`PX}m0~%uKkRSd_qvm#7g0yn
zMeU9K!P^Y-EWB;yf*^TbjkvqpM3PHnjTMU1w%WB)F`dN(3zI}EC2tRtxA50sF9G?j
z3ED;}5GODAVF3?|EgC!PiwZI4(wIA#5J1;%h5}*|N$GhfN3?uJ&|aR%m^MVRPMIjI
z;fp4M6w*AKQPXw?0+}#db(o(JGDIQ-GR$AdsSpW}xPwd1R~@2c;-G-n2XVo92IWl1
z3w_*wF-&&9zb$%|LLZnLp@@sbMh)UJH7SQtD!OJ40y~S#nBpY<LE3Y{EQkU46Lzgu
z@eU3S&Nwx@o=Jfl4caCI;wof`+5n`;BG}oWr|klEaGyP|4ptI?zu@no#8?$!#%6G#
zs>%GENa%(;D|hu7h7r|d(1O=@=OEJ2ZwHv7DLl($a3y%3iy2av2q9qt{Ot@i%HXYu
zA+{z0VPXL|>2GA*@W&9CHuGEFoFm{QL2coLLX5b!bBb5PqMDT$?)Ni25-kI<I=+E{
zFu|2I{5STtl4w5^RdKerRe<I)Rs{X2-a@BU5iEzqtpG#!#w)<yRHMm3u`eB@LBwag
z`UiV63B(HKkf27|3)5P*hlibnrF6XlA<crQ!(z3d5Dz>nV}hSz`4mM-j-qu8+bLd4
zDQ6c05eqQ!0tZqaxPh3n6$=ZDpyvzzZY~)mrI{f8Rj&p~bCy>rI<<hGTny4^Km*AW
zPz4C)M?xAU*hs%he9v+*B}pM0)Gpdb^Ar59>{(_tYtt+cRT3kWg--@)aR4WS@43oo
zyK>RLM$||`oPY@^C6YzZnxHqFCuFe;!7L<3Nb)`DEUt=ZmG%*(N-fQKXxsIAmg5N-
zqylz*b1d5}7Z-V3C1IfTJOJ0m3RSHVmZP8qjZVA*Dn~16ZIOis%HA9Mmf)cRtb*k_
z3*Fd3m{lz8;Ad#+jj^IOL{-}NfcT0|30rF}u{&0RSDdsrH$$K9ie-4%>Sbwp@OR{#
zxl|~c8dxi_VT+X%G7HP(jmMwuyW$Edof}wr%!+l|nmMvi>Boi&i_3oF9I;!Y3gt?*
zY>31Z7&VCt{ex#yx4-7@r*1uWzJLF-XP<cTi6@>MoH=0Zd*X>(_wL(&hcP&4+`88&
zS=j#>nDxdy1Psf7sDy<-7Xa%!-`6*I`|W+k?Z#=wvS$Q~bPl|Ep=RVUw1#P%#449U
zDJpmm_7P^uI7eycjhb1-wv!7OHP-+|0&!F{EGL?MUII4mJ9Ea62s7NgQ3f2e(3J(m
z$D+@kaqj*{PMl$EoHrf~Tl7Xz?Hi4Gtbd}Vf=Y7q^<ZC!RnZ>$uwQ&~KvpA>3*zu<
zMz#orh;b<BPKsZtgZ<dqT0kaYQ<O2et=Qfev=_)PGH#2`oMoV;JX}uR=nt?cE1^*Y
z1kpy>f}H3&e?tWre(LGERb4z25ES$eA*d8+=ZKlL`w3yjp}Y8NPy<bl{{8#!U^wUF
z1S0@C<+4>J4BWw^J!sqqQ91*y5h%hcV{nN)4YB4Mj)!JoV`1e|#$!&gXk;v-LdpTq
z189h=uGwad)^Ay|4?P2isTa9S*_f%C87|EfWR`R2H<PSUaV+px8g$NLK;p~tz8X~p
zMwc_3vf<Wim3l2Uj4bNkhlYxwL~rgRW>l^n;O2|gpJF~lB@Un?m`c_{1!I~wi=K7B
zAYMZdM5*J%XlTGOz6XMV5jjyRA?66N7PT<(6sldal>5L@0O^)n4j9Bk?sv2I69?fW
zNdR*w!n?4F7$<t?sdz^pj~GyRziZ4}1}iuW47EYkpmR|@$O~APXAo9zdFaULBLm=A
zbzXCCxtk#oWT26nOpQb<Zoau$i{phK63yna@h*gI%T_Hcut5)Ku7X$5h7AmkSU)!h
zl!(1E?e3^L22V3V4ur%6QM$kcsw-RbU_8w7_C3|V&v;GK(M0mT{r#!i_wU=!V8Kf;
zq5*SU2A;xJX+V>tvR{KPdJW8jF9<>;WD;4NeKHz7(enq~Iz}R(u_$xKt;Gg_2~f$5
z5FX1DH4^e3bZdeZV|5Zq^hZVHB%(3KG)S@Z(ZBDB^1l6XOf!uE3PDZrOTR$Az$77$
z21yiq_E{s|aPb;6H4c=%QoAo;rbxZfPgO<GsjSkaRHg3O{jty0veX*E(*y=QWAEO0
zWyy9B{MaA~=-i#NBTuTJHL{^^>7Vw!-UY!|MR7yHQh-~lobw*TV#M92L5XvR{l?z-
zoMa-Fu&Bd4I)Pfx>yOXC;7d6O%9jKI;}y};&Cy#}Fz7VZa&r?7m_+9?sE9#JFh`6M
z_kuKC{rinWhYlJ0_N^4UnB5`QIZDC-gY|-i9!rp*9I#4opFGb#EKFsiP{(Wq-!rfg
zpK&1Li|-hsL~%H+QXVWW{d2U4;s;ITRX*NYTAzZch1nCwN&(7eG0((|h6F_e0S11W
zmtria*fTpo#tgAHLJBcVbI!%C7m81Jpjt08o8;vei!137!gj_ghW#+0sau{X-=a+G
zSSd6w_LlOndRzTN2aJJXLH&wE5Gx5`0NSI7Bc=n91=_n5HM;CVVX{f+7t%m1gxj6b
z#$T!!q9UX}z*fl9R1RAM7*e0*Un#VmeG)b)G@uYkDm2g#lE!(vXHV6G-IEv!Xs4z1
zU@cn@7y@aXupB|U$6mmLx(})ivC&~AC#-aGv*fQ%8PMqknY5{jl+59#i8os@^-Q3(
zksGEgl&!o)2)1uz%E<*PC?JqFc0zfPffb0fHrO=Wz%`Oelr^HfWdWiC<+uHbpbGFW
z8yhAlnyHGD0?t^PbWV7Of{+Rnpzvbk_;*O;Wpm|J!K3}lTs2j;YJ=rUX)q{z4@`>Q
z_#h}?pj0XjWT_=644t_I7E>Q?m1%*(jI@}mpXi5G^NIa1bB3Sf9IQLAY>E7{l>a31
z!_To^kxn*H<)X!-v>Br$?7i2=D%_4~O$L^S(5m~$8rATJ(9{v`q{w<!wkase@6QJG
z0Mmxq@H~H;w1EYLfI-+UlgPTpdTb1gOskXH^P;~~zS9H^4CNR6>%!DXb0BsRtl+v@
zX0r}L8rED)lxrV&-SOkb$-^g(7<V2yaro%*dk)`!|LG%V&fEoEMD&#~6=UB__W9k%
z51)MSb%!6sC&!Q9Q*=^pbq2*Zv)LK+4yJ~^<oX3GutRSW8DM^76x<Y8s_$i!d7sE*
z9UAlk;tjSZP!uaTpgp->Bw}KN@`33z+q1K7v0f?zA=iq;np-Jab5@be1cW+pDh%ds
zk*RA<L^^95gu-=o89ZTEESVH9(A~4?M<ipXBkcH~hz-~;n<X+KJpQflrC_E=%=I?o
z4Db$VED!cCN*J&N0VBLy5K5zgn6Z9<VH>xF5R50#)4)`I_BhC(eBeR2TFgFqu1->Q
zU;vF)`B?FD^)ggFFk%q>MI~;-UUz|*Jevzy9K-4a&2?Dk6HqwS+$Ts>2I@QvA-Ix#
z?g>n6Yo0V^5aQ20f%!lJoJTge^XGy!$2%WY^n?xLQ<WVo&V{fEE0tVcvcW?{w+GZ*
z@Bz}^hKUix+l(U+T02K(!}G5agBMe&g-ZP$B8yEy0b?Wfuz?&CkcgSR5oG38tM0r9
zUJ+0S({Y^H22?B3rOt0VF;?Cp#jIV|M~TwH5N?V{Q5ef-%Q(0+EY(gGB+c5vt<m>n
zn50jxjgqPscI418+Lp=Y8Ib9YcrFAUXslp4i>20_k_E=pIQFV|>bzT>B?Hf~weeK5
zoQ3g#)~ahFut8$1ldGS)8FnQSYJ&c&MaUS&rh)zb4N;jYW;WIsD6`VCNe|vr{S=#%
z;^i1E>3W&EPlgODhvvLG28X>*Bn&TY!gx@1XW`)j6Aj2%n1gxBU-Yk|gpxT6&7@!&
z<llfN7%zy^g4a0Zyi2C=7(3c7ljH2*Dw(KpnjJDH#%nf6vom<C%r3jo=G7pLfyLBO
z`!zBnTXkWd3hmQ`eu7z(Z6>AwN?m{Zp@HXadCeQ)HN?4rK!=<w!4=>Qw2PC;l#b5A
zbP5@R#SRHeB&lLY-vR^`@UdEr)UDgHX(yM4w*#A)KuRFLoh0^vO(c@HXCb7KL1xxk
z1Tp2PY`?!ADr(qIskQv%=FvJ#Hb_<LX%#Gz*V0DPT|z9z7{GW8$%QnE<O?ONCZyr1
z!f|7B%?5wXrP&b$lk=u5MzXb$_Ude<BDCHle5p3^9h{f!-EK;4*1wx6W4ZdaQz6Jt
z^%=C%orRh3B6P7~8WRM0(IL6NV9uGsptmg8Ye`L6iJ78FLk7ng&jz5Ih0hg<!I&ja
z*MVmkRdehX5I9d<^luFcE!Tltf^vcEM02M~0xLv2@?8r&4R&FE6fN5-Rv?a)bI|ic
zP{Gn0CBv9PN_95OueHhpbx^=HQFicED0QzIhS@X9X6prHgD7P-6F3*d>Y$xCSO`h4
zC;h9Vvcd;KvMz`VQC7(*L!zmcA~XI~Q6_%}F<i*4+Xm}ibui<U2W^M^92@Z}XvrnV
zfS~M-u&m60!&3wp$Rw8onjg{!(1pbp#$l3k8I7v3BuXbXCnqQn@-$W)Ae~)e*l7jg
zcaRpyT5HR&A;HOVcRV@1bnS^73&9wqap1<3$T(o6%p7J4Tcc9Bs#_tGFV+?1JGhWy
zMsB%})UmXKB+7;{K`WEC$vPh^DBiDA3X=6G&HgF`^@9CHd&>Ub7ws=yu)lo4{>laW
z-|_x`@c&ow|JMrS$XZxKKUd<%-xJ#<3L8kUDf4%;)25jBFdxmLiXw6OEu21+FUf?f
zH~}7Pa*$#^qMJw@D5pu7K|kOHTP&L7*<pi$(cq9D2ONj$8SIp6pcC>$*-$gRS=!{0
z1i`Q+1$c|F!n3o>)trvCjkZ~{UPv2g-*(OdS*L{?gy5v>urV#xAhBLa8!GtJ^1cc+
zh~ngPB32@DBoWZL(X<|lH4bKg#(O}<3_jrfM6YSy?lEr{C}W`!j;euJL4?ZRkdy(T
zGA*YTych)PWQJD+<0JD1ny^)T0s>E$u*%V%>KaaxE1~fIV=}`^vxoC|;YdTGOk<|j
zYgXgfFZnw;Cyrqjj09ql9GS$xV^*ER|K}UuBr6MsDDXFARHHJ1f*cKF;Ez}|Gf>+i
zOLQonCA`C$eUyVThd1(~W8$NnTPHFK_NHL}+<ajK2BYV#G3pT*4c<c^$3luoTA@c4
zC^PN?7GHQ6l{4uqlu0i6u@M<EDz+h&aLmqtSbpJ4LY0zp<8J!E0+lKGg+HTewjfXJ
z<7v&tGCVL)$4;O&FaRM1d5{Oo*j-g;7JwuNdIGL&CvvPgEC$4ch{w|ke$7*7&4FhQ
z54<7$WbiOFFr9w#_FKU>sQiMJ<+%}fq^xoCkOQujuGAtMo_=8GB#3*B!e3GYuU0;V
zo0QG2muzF+B0uKj;DZ~K4+41`?10!V)AzMeOOm;wO2SuEM#`lmD(k7uzTowxM9Y5c
z1DPm3xK^n`NVgU?9FWZ}`d3BOC^_QO>y=NT$RpExIn7_wELF0Fu#r)lA`=C??f3w0
zIWv%kA(faVY5}DMR8hfnhT|k0n}{5Q;u~@lIEKgW0My<@hR}EroL$J_vO*`yQaI@9
z3>FI5QD7t_vNX<-NCDQ6EG?FaJr7~^Xi}PLmBOoV*u~7|3345BO4#5)gmti4fZ?5-
z#o%s<-2L1)(L!_>8zyK&t`sX5p)Tk(OUIB)q0I6((maAX(R0L<2#PSmAw!5Va33b8
z_Zp@fQEX5~tVJ;`(lt>YbWG$>7|SH02tK5xik4jILg>RwkwjNYClAa_8WqBg45}J0
z4ISBeh}jRslxzi$EX4I3JUOctJ71YlRFQYSH%R+M?02AA8yrcErpCequv^l%5v+}L
zAORl3*Z}yWo^6hdPYfKkM!w;h!7=Mp?r44D4U0zy$KUXv_xf_?HKn14i;t9!ohsBO
z9)H91!w=6MJ_LOaZ(xM38#pu}k}Q^7h=6tfbgZGeHt?QcQV#^(W4{}yHp--!xo0>v
zl$sdCQd%3du$RdVn5CR-^fko$q>@E`J^+;?+<seD*(hAM8luGY_^H=@Vs61ONCFC2
z3%jAklsG~$MGFSW-A&G0K#vEJEW-{SLZ{g8Z!(MX=Awtafk}$J4UzP<ImLw!q-a(^
z7M3|!M__A)(>gnAYzvbG6@w^K;t5h4v-uz$p6o<4q`HZ8n*H!~TdcUK2!5TYz7HOJ
z5bGh>;H^#!D-=%y&9=XPc?T&dl~Ri(wD|_*d#UUwIqaAYMC~HF3J$tpA*@tLUx%rG
zbv#`#dDaS$Dnj{2a^sW!jqy(c*^2Zgd9gux60#ZQ_dzIHpqAL}!S@Q&)10?FSXP38
z1Ghwau$G4M5wCF97BWIh#D0!WX$D#_FcCB!z1Sf$1t*2~K6nVrdRWhb@1#<VL?~<}
zu}DK4V#iFy?=(U<os}V!02zUgSsa%svjX<B{tOD8K$+-V6FCI&oV6b;+z$fwH{2iC
z+oMA3QHECPhW#Mut)8LXCoP5IgY}QP*+*$V8UaNuSO>6o4?sQuH?E^dLlJaBIiJvY
zTjTjg;q_E=Uv$JEmU=bx@6C=2#ER^s57nawoQtzB0UCk4byyDIEe!N;zy?<M<39W~
z{DZoH)f%i5+E9fy7`jNBT74|TdMxo@sAo)^a$yh8ll6?&i^6gAK%90fJc7qUiGEJu
z2WTqd4}BExp!UJjO+Hw%@7mY(CSNy0i}vB7{$br;i}Mw3tx-6EOuR_hdo%kxhil6E
zLS}$Otp>WbO;9@sMfhsa;1jh_ehRB$!~U!|Y*e@tQdx~W$YV=azddS?`D<_@3{tl}
zZch|0qGmi!!lZ<~3RnYPrtO0TU!>n*Pst*8MvsT0$Gc9-{MXnA<m27;J@WBh`#$-2
z|3!a&V6vcEj$D)(4`51&cK90zA2d}k1!VR^_EGuxh<!>vzScf1AD^_Jl8<i;n`2&(
zX_@dT8$RW1OJ?W8cFcrNw(Up^6zo}9vS^p&W6B<s1<EJolN)|tv7eSDy)Y5})w1MV
z*v$FxX(4RfqWz5gdf=oz1zer8pXI;j!_v=P<b*fbZ|1+x+i&5&Zw-Nb<FQo|$lL61
zl8^5R0lYVC*Eff0?+d?vfB4i0b3YJ1eM^}8AM9_Hpuf%jcKP_75_aHrPj*Ye*T%S&
z-xZ!ju)hbr`)>Pt`0w}H-$#Gt=>+Bh_82FLlLkVo+^{D&O}O;SGZPK_0H+2=3$U+)
zi3F=aP&i=eaN7~*?(Bn9+Wvm~!~FL@2Y)|ee^_?n2lmUSkA_blvwu(~{*e8{!DHbt
zP3?Q}!=Qf5{&896CyuR=j~@?F_LC7o{glL${nN*;kR^Y{{zR-JB(MZ03mE#(1`YkW
z;P0pGPjmXu+x?QbK4braeEdcGzsSemv_Bg>Mt-@_779)q=Gng$QuF69$pbF%`RMUS
z>>rh>|I_|$`S?5b@5;wNw!a`BUkG9SiT$TC@z3l(mydsOK|cLu`1DuyU(3W#hKYZ3
zQKtQ`Fzs){r@xC@_xI7`KZKS4WBBw>A)J2>zy6o->0j-C3#ut>1@A0uqaT5R!gf5%
zf`uKFu``yt3(vBW!fwjg6U)5{&rpV89v800V+iINPM0-YOK+c$Z`a{XPPfAKc#$nH
z+<=$Djr0>V?N#)AQ!K%t=bK{*x6<=%v4nm+%l3vQ_z@|5%ACS}`sDW5cY}DoQ1}*J
z8VW=4mtnkIlsO}uBRG0t6fcD_`Uw)o>3M>F0zi}WJQYirrssqBVVu2%X4hM3b`b^-
zA(?q%;Vvq5w=8uJ9+)M{6_O?n>_a(NM)<?S;fMF)Nu=F}r^5aC;Sxviz#s|_Q2K*1
z{b71LCf|<J+X?x02ffis%Meb{+iT_9X?i;oy!l(hg_}*p5T^N)N2$>3<R{-iZ;#2h
z$La0$^6d@uc2>SUL2pmWx2N!MY!w4c)8ni7@s0GjmLE+#iauxXRLJ6o(=9yg=chcL
zLX#e+%pgU4W6LM(v0;)EXC8#$u}<u#A@ZK$jkN)R#GWvZt%B&mP#k<Kuv(B$IA@RT
z1Z)zdZwyaYge-#XXKdL^N;$GJED95aGix9--Sh~YqDY?rD}H$3N*JVFaTa^a3CE+|
zmRW`&)kB~H(X3fCrclHWH?l-;W%=gfL3F%A=}*h_Djq~vys$)#O4R8mAn!SPo{uFg
z;8`;N!Xjln6U#jp&wZ9M&c||}qvtop65dSD&&Lwpf#;A>ypuBgSnj*%`Q5RE_t5iu
zV+r4k=kWXY;YD=t{ozw1Uf=_iEPMJb@t6M)FZQjm9Dh$_TL~;lfhYiFgS1RR9xQwt
zL+~)Fc=>j`6#gUq1PT8iJ%2Ek@SpH}GRTb^vtWFJ5-W#O<RMKCG$fS&KlV}KJK`@N
z!plWj>^oyQe$0LbU2a8~OCjruhQ;k(;?O+=5t+9w>|n6Y`kR7T@(?UTvQ_@|Q87}s
zv8@V9FnE4KtrPY!W|0d^i37mc`2<+{E;PLG-SiVAd=EW;Z!F>a@GSf3Z-?bi7zQH&
zjZQ{$BE|$~qovI&6yf}hV#c$KP8|9B0Wn-MJ{)`Tw*_Xc@LPLKE?WONR<7_7ycB+b
zeu5?KqxAf-Si%p|^AE)mewdzrB$n`_^!#J7gdfMVTx!Wk6~KnAN<Mul%>Hut^p)@l
zb}U&C<}CRLtCoBWj9WpILmO9+UHA#q9~Lfr9B<*o`N{apPvNET)ASQCkWbO`r(+2}
zkLU2)&rrrM#BzTL&*23AZ<O)hW4XUf&%Y8&_*FcIz<v!cq2O8gA9xEP{W^W~8}t)2
z>o@Tnva!$N<=8LDtly$ypNp0KJU#zTEa7+Y9De+J@t5C^zx+Y`<qz=^w)BtUIe&~7
zHonLPd?8-+1<L&s`UzV8r}X@1v4lTQCj12@{AH}fU(xel#}fXAp8r=Y;cw~r?_vpm
zPtS1}|9}J#K+uSPOlJQRCHyn}1SS3@S>j)jaO_nw``?n;UqnKPpZ}fA{Zc&l%gNlY
z#B={W{_=m4MZX%){Tg1v?MvYb2xValR>fadlgze;euB<jNzZFz3G472e!Cto`(@D$
zRBB_aXdgXqiY08O=Pj{>t@OMtmav_kcf=BQ((|rZ!ftxr6H74YIX-?jBO#>OTjDRT
zrlPmfPcZop(DOhnVThiG=_ly_2%bY=qm(fg%N@saAgE2?QOLKGRA4Gr>L8v&l-)rY
zcgAuL;W@0~F3Pw&mU|DL<=n1AjkHBL&%&~Ta0%>mhEs^-P8+0<iMwi&qwzZE=_p3Z
zNqZEUZV`?O3#<^X)}IQVq)O7>W$&>cvLCjO+b7=+izXCV6wN}Iprmhv{V+RZlNjK^
z$lb3g`TQmIasEc$u#yA{JwZ&53CCMqH~C(FJ3D=lZWrqn%N=AjfigE4x}|XCl@KSd
z(SZcfQVJU=e|uD;OkYpwH!h(&m4(()q0M2_DI82;9n$J(V9+q3e}=098pw?)Y(fF9
zwy>F=sG`Ca`XOkAt@J}M3fu65F}3fYu5Ay7C~z-GWgExV$RJcQC`k%FX=Ow_u;5p?
zN@}sAOou$V;2MEE8GkH<hVWv?HbNUO=s+e51qI3nA+17Kk=qnCBM9LY=8{3Zacs4}
zCjl<lQXIQdtDnLI;e%weU_U^zy%$>`=hz`Q_y@j9<o^J&7KgQ=Xx^!$!@nPgYN3>r
zt{AXyz{*pjQxw9www0V=$*B$o9SY9kuZHWCzeQLJ$>2a%5wa-2M;{>`$j*iNgXlBR
zJOQ~E;qQV{vp7`@caSuE`zTlpXddRK3PQ<{TqL3};1snuw18wUCHhZp+k;T!Q^}Zn
zA)JV+`E2alz4BYKs$tUN$YnL<ShYL@0CkB2@qk3%DUi0Z!74feVW0B1;sd7B^a438
z5You`l8h0gj|)?GNS91lx$^85gQ9)5iI73;=S>EotJqNrQE*_70YRZ2a@rw}&|UEu
zC_-#zI|p$~dySok-;dPmv0WN6HT-s9RIR0Dh?Tm(fgEzsTplZ)GVfUb){m7B?s@e(
zo;L4TpE*_KH<~){Sbuud<2RZ<?^yp6yXyQ#Q|KM*|8A1s>J<2hyh-6fM9#Rdj>3ls
z{YUfZEeIL}-}f4sSU5Nf$OTzzXg0kc){xVfzQiktubmAd5=i$4;V)nf4ri^*#JDw{
z86VA9!_y;~vB}ZV;e2K?Gd4ArF-J4g!=rHDnVKA)oR}UP&kc`{jAwGArZqY|njg!K
zrz%8uOF_?04_n#Mk>Qc-WG*|Eo61j&WHKWo!{*RXc64Gon;9FkCalTn5fsdfj9XTA
za%6JM8p%uzW%8M9zBP0}8y}e%pUO{8OyshYX4V`T&5Vwk!<q4Mv~@Z^F+QBnO=j_L
za>|^X$XVv}^!WJjbjBK)n9eN&eRy(cWEySDOqkZRH8nD7PL3gEXd11}jE?6f^4X!>
zFuIe?jpj2`lOyBVu?f7RZ<b}6Bdyy$l^a4&M<#}HQzIxpH9l>c`H|85#PBrUQ1ST4
z7!YEPTAAs5&di||6XTP^qr<}!Q|9Q@GHuUK592ibkeQt@M=Xry#E>;TF+4Ps1MbH#
ztbmgp9x*K|GdVFfI+Y#IPEA-tW1|yR4n=WJy5*=2kBv-$45oni;f$3T8z0TVv2<)W
zH=d=$9NIfFIt8*a$3}-oMkhxnGx_W|h-q|u%$gn_Z4Et_L({CuA&`qTotqk-$PW)?
z&Ec`k=tOn`G-^!^kD5cdX<&XTJCYk7Gc#l6#Pno7pPw2T9v)-p@8vbB72%H$S%5p0
z$qbJTk7R~(6R2%!Y$7v0JefDG33F_6f?ALtGABkyhH~cc@N|A^i262~AGd}lMJM)x
zjj|_+Hz=Gl5VEjdowE?W0R~L0Di(NX4o*u;&5#jHi0O&Zp`rZH1gLXl!pvuYwHz9g
zvxX*fW9D=&lN-tmO=QPMfLg-&aBgTUH$6QBBC}fKGLsoMM<(*q6X>UvnF7`3hw>9+
zR&E4yV>}1S9hsaO$(Wh($<gVNvC*OFi9Fh4O`<`=lf$Nfen9Uef;9}_j0-eyS#p*U
zZg8nW#cII}Kw-lZ;2UF>Igy{rWJjkar@(TChJoSH$=uW^X7R-2Fy`$vkdU7q8lTRY
z=GeG3nZdx0i3#;y7CBlC>=5SX(3m+sJZw$_gA?ZH(8M(OgE@`br_9VWXme~bXN^x;
zxyk(W*yy-9j%I;`!4@XXWjI=9%mSlCGe^zb&@hO8aw<2L1EefS14Cj>O~B+lJe?gK
z&*mr0$sr4~)*2tnT3PgZIoih{j7*JAjRI<BbPO{AG-!f<X2-0l?6f(F$qQbGwLQaJ
z*_s9`9-11-Pfq4X(F{TROVV0yIyXF&!#o|yVfGGzkh18)_~?*1ogc|t<Kq)!(^>Rl
zjEW6`6=(AK-1yMY)EKx4_+4vS8>R+kGMF<%nX!qn;h_-=EE6al9UTEqMu)OP`C&}0
zA>d>zJ2^R)8=4x<=V`pr-&}^FzZYw1aAp{C>0Ma73WxDSYni_V=LX4-UpT{%OX^i=
ziWf&G6iHNoKLW)>vn}!txkel;qzo-n2(^9?bQNyPIS$u>MHHpkmL2&uY^<8|VusTW
zWJA_QxLJ7mK();B33+&XDe<}ecDeN^*l060+z$RgH(i*eeiR{4C<XjI55cD`hZD3;
zjlx_~c!{cYcO&?Wzw)nq6x$zK;Fl;&t`sC}uj8`^u-`w8y8MmQXVH^Fo)XpteK^S?
zB0>m~Z$n?~fCj->gJ_S`vGp=^CZ5-dtr4C!AbMH!LMI6zz)|_SzrJSTum+q(xRZtF
zP$Nvf=c(e6Wj%qKY=F+;%R-5Mo~0k^K|Lezu@U_=5saf^hhxOp_REh_IMM?+L;b>=
zzYWKz=^O=QVgq44$aOH-6?q2`)&XH@U<9r?I8RM(Hl(Ach-ZjKgCh_KoB^TBGwKxt
z*WidB84E;3g^uI=kMST5y3LuXaFpiIxEH<hVAKnYsP`y{Vzi&+F`z*%ya~A&+`{wt
z3+?P%#h<r{KW`U*F7lsx;hp$fco+Tf5UycZ1)ma{56Qcc6?ni9$v;ktqoZXQK(e$0
zsZu1h5ys(R&vUa5Z{|1-2uR&HW9BWy6|VBBy%=td{=;XE?}z&)9rHm1EF3;x#IfZ8
z_|wnONqO4u({KpAbbgUXxt#065f%)pc*o|$!<fYeP=siSS9A7M(cA|;dUp27ez|eM
znIYLu&#cc`GiV;2-ZIN6ak4w*xPwef_-v3jn<-LE?@t+hkJ<<{Bil!zWT=y5YQrIZ
zgnuy+Ac&6DantFT1h6rOR}L6sn~1fOv2f-eoy1}M83T5ytOW!PkEe`BDZVKJj8M2_
zu40b-Tgfg(zTDUl7=302E___0KtpYj<Cl<Q8&xRcpL!y=K*|8)A)luM^ueN$a}koD
zMorh?3a~VRs524@LNd_d4NBt45zdDG0#Ap9%S8k10!Gx%<oZD(+>nE)6GJp~Ro_a#
z7+NWnt)PNgwAbGlZi^EPZevKUD(~5Zbg(=oWVNy%Y|;OfFb01e+ElN?ned)&=Sd@A
zG9RU;F_T%FWHRcgf$uX(txBnVQ%iL?wt}^BGiZU~iq2ieY5XE}@wv;)ER@x&)j(R^
ztX>*nX#z!J^@55x%|e7{&;cq6B7HEOmXl4eHhW5G{O`1wVM1P6hZ7QD>4~|#Jz0;e
zMbMz0t<?HLi&|GQuY<Yx$KhP;OU^~Lf58-49tY~Y>S`3VCTXL{Tyq<aLgPdV7F(S2
zr4w|Dq@57O{f$&4O&-fjlq)1jWAjmj%VkqOsiUQY&J07%QU+?x+NBqu4hAZc%r++n
z>I$W%j^w_thGd{Y|B6CzAcL<VAtv{Q_|@=s>-}(fsl$~YG77|yd5*GYAy{CAggD3$
zh<AaFp4cb};&1O01<%(hy;m25uJF7iiRY`8n!3cZ2E7YBKj2shRY-V+j0wr{U??85
z9GFE=DQpfEJh%0Ug6CnS_dUe()+C-&N=;qjS%cm=o{iHYY$+%gIxk}Yu{ASwlJOy(
zd$^<kM-byUUcR`3--nc5_Yl9^lK4HM)YK(@HRzq=caO?1nj&?HG72WsO8<I@$?Zu@
zKB3gqB_=iKNldO}Ekz7`EQ+)P#KB%@O)?IyKUo*p56PS!Tzld}whlyrFD<<WXzOlq
zi8Y|VP*HRI9VZY<pZ4=OjR;*AofA@KNt1kKFrQaY-1T6RB2Mf*b|we&Ii)5nbO|}&
zadNFWjBX%85;ni3WWR#oeSzMg2z`+!cF6b(6#%P4VCm(L>mEXG7+&3@rO-QQWF06Q
zVDiPD8VBq=qknk#Hd-^OqMC~!{QD0`EtZjSYp{S)z)~o*`o|LGpbbDMBm`fgaJW#F
zQKTiKe=1Q5v2YP=5X-NDP_k~gw`X+(wUJZ;QXK*%3<o7f6gp=Psta@ndbMc(Z#;lN
zp4Ng%8k+-%uWa)DC-{n0B~BLAk0pE4hpKTTy~=7hao)?Qz&jSlQ;q(KL}Mu;F5Meo
zc=L$1)TGNnMJR>{r*v@-NgQN<A^7-UGy#xTMV!T>+h~BtD%ydQu_%~qW>UBDp_lyd
ztGmeeC?u^;o?vU8P=YM~#dp6P=<5=oLEYB~?0w(Mg^U%J+G>nfvc_mS<J~J}spR>2
z7)Sbvn_zL8bKn~<Rtdy;heFq-fOy1^L|{~~QO_wkIHXPrOVWs<1anvB$R=XUV}B9d
zNJxB_auBT&@nWF-=eQgPjI&3M95%>L#h7y}1YV7F!1MF-DOm7R{005NwRLod9c~|S
zJVc(Xcmtq+1e*lcpm(Zq0HKb+Yvw5s{Q#dS7f^8sy;b)96tu?ZnFZ?u76YN-C8m#+
zVi;{a`r5<Lg-1=(W0l6#(xUJH!r%=I<p<6XGln90fItmm?T}_QU=>ays12+VQN$2O
z9cu`9ChS~-Db}1SEN$YY<}Ts^QPIWXEfv7Q0>{c<FikX=*1Du^B+v$Xmtl0($^X$-
zJn&-)X=Pi2FjQGZ%T=b;kGH63B^%MgC($V1liJo7ks_re_)#=K2uar@XS9k<sW(k3
zXw_2ftUJqpaYL)g(#4Rk6H`YWX_=@D@UQoDfDg+7?s#5zJY2;Wl_4lNY&FhZtvwp0
zCdK(AblkiK34TB@w*j#;F;x?(C?ffvEYieoYQKGnJw+EAr|l1r%Q99oR^Naps}!nd
zD|r5w9?@#B#z)(x>ysSeAC;Q)ZIgfe_S+xf8yM+I5vZobl8kVJ&{;_{ZltHe5^ZG>
zj4&(qPO!?;+A3s%6z+r!Hjhm;@~hV^t#U1VA;Ib&>Q$p;lY~gvJFv=lZfw!Dl`Jlr
z+W*Gnc&bPYIDA6wua=2Hkmj`HWK-u=p~)1AxgKauT9(9i-F}80@8I|$B4T?7LrM{*
zm<{r7LRIPS@6bL}hqFn(GA?_2J1(~pI7Z@4F|3}W_1I8q>PXl0u5ew~plc|eMOl9h
z1Va^JkJI6mJ00xuOO}Cqwh!GRmodo3sTs?qK#+(Fm9+<7Eg~-6O&-*T^3}ar2=rF<
z(8&1c=;+u~YHZ@b@G$&wrzcY*<9nYugg?{6dowe~%|(>T+9_`yVSsSb(M?qx1PPyo
z#BB}a&1%Nli&Q6j$jaJ#5vv`nQ7!(A<-i}z!6gd!knhN$;i-wS1Nl1uGL!ev#*Asv
zg}n2wU9Q8$9=_-^FbTmULX<J*Qsh4l&ka&Ylm}dEPUJ)l5>Lg_DBVa-LG9-e(oPgY
z?3${X5~=8UZUFqOiVG5OKWDmLDxzupjKarG9KUVyK8ZfueTlf3Dh3h5XK)sm$Z;g<
z!DlKbA3Abs^1er{W2avC^y2u$)A!9+X7=WBkqrWa9fd>4AyN&wrBgU#T)YKhJx%}|
zx+R0Sx>og|F?0uCBYDu67#gZ9++kaE6YW7`Y@FT@A%_BB)$D@?JcV!LcUgiHZh@i*
zcQ7Bi1w$++*)4b7IVdOrmnFuPdS53JqS~($3GL1mA`z@pIOyC7e&(&nM-3PBvd>e4
z&%5~>7fQv0BG4ws*@uS}f|Ujf+(F`&=ZW932OG20n?=PMt6PCG`zR@}Y0JyO#K0mH
zy7zbJ`O0c>O5x$$zHYqrBB|`vvA*(ZaYCs{m&zVL3C#=bsQ4;ecFW`Vy$HYu{kHIW
z6rvY25hsp6W;{q&=0?g0!LHc<%u5xj*_4I<NXx=H6Vhdf+g)*qE5&*qeE9TzQ=`*U
z<IqKr{oR9-V<=Gcu+ljT<xEDZdEy!dc7QV;IdkgpX@i3rQfxRBz(vF4RTpT32qq27
z@VJC}mOqIaOxtJ|)KZnlkwo08yXOv#;S9hCeE8TcgKjJ%eUtFRBO5h*X))rkU5KlP
zrN<$51+c0TvL;184oXr8G#~rg#ICw^eM%WOl|l+hZN<iLU}W7w292dF<d<&&d?iAp
z&`^Z_V4c!}oU4(#;kG0htLTvGhC8|-q7|T9_?{&c<Z6o&1H@mvhPIS#Qt1j>lN|iD
zOyKIk2WiTnKi|_q-zVjjW#&`IV|#B8CZf{+Rs+`6Hbo;=jpu$D>rXRJnf~^DXs&~U
zCq+YSqPSIuzEwd5AK%d<deF50{mIGuL8YdSb}W%!k_P?T6VTho>E`=l=0p{XYL<ex
zk1O@56MrSlQ^VW-B;I~Zsi{l6Y0x{z+YN}roHUsZ;@(u;B?TwP_y)jlT~xvAuPMFl
zAzp7!;`Nu6n!3cR2EB8<?zt~+x0Y6O6`@O%Q84*uO8<I@$=4(?`GQhYmzdO`caF)O
zM`LaU!ks`xW3vJZ4*y;0Sr2h|Ac?~-DK&M8Lk)W8IK1fuOoV1|@3m(P8X3ne!50K4
zsfth}B-GH$mR7L4Ydtn(OB~ARiiZv)vAbQVsY~o?&^yQOt~0u^RVC4;B@`^)uJo;k
zG@43cai3CCmsr%GC$YE^X)Na7R(J*$h?s9%;aRdsoX1bF)JBeNnh>FhZ0}Y@Ha}1H
zYYKl}4V|RsgImOdkPPIYP|o2fC$77PrVZDO)1BtLCzNN<cy}r`tSE*}Bix@67ZNwS
z2A8{renw*d_F`44P}Kv<Soe^shLTj3M0#@E{T*y-8*uXjp_)ar%yAJ#6Js_rD@e<n
zrXcA;3$*>wmVUo_wu0w$Z}A-IfJTydenP29*8%zI(-!W0<xB1j5fhyd$|qh4y@AsW
zQ8y-lL5F-PpPq$+2>1O$Re}S|bl{OabW+A?D=!0;gc=b+)t9_B1<fU;^F1Wzv1QTR
zgKgh|`*AXS(X9&~%@VG+BW8hsK73@f%vs_bg_VmAjkEe;WuGcId;U`4Y$A!X=aibd
zTv#;d=MvD{-x^NyseEy|HSj+t^FN)hmxo@P`)efzp$j<5h<vNklO9s>WO774pw!gm
zh-lC|ACbErBOXHwFmW2vzO%kKc3V1hvv3m(SQ0TSc3#F0zDW#Ax4@LK`9TF^Jsg{<
z<k<XxQd5^>qd`xOO>#MIWxMZ84AUlTa-~W(!QU>A+6>53AxVKCED;{YX(<nAi)9z`
zKworjMHS`a84BrqUK!A?Nhgv44kk(Gvr0{n0eY}Fd2(^W9K-F~5Pug92Nwrn+lT`U
zK}aMiDTq1C!ol6f(LAzYVi7aisq&|Dj^`jA8*Di<@a2VoL5{$}`4?JG6Csr>FENiV
zOAC|{{A&fTU5{YonQ>=w1ph**smsZ)LI2YP^!As^Ll{gF1;uz92!FwRw?b=WxrSIQ
zblj8IO%#GTFc@SJFe@>hUBXgEX4QsEq+>Xg9GR~saMytbBhqhc&^sTQ!;dvZJza51
zH;J*amqt!Fbdy|z&`Q{{QW^{PiP7l+JY|Hgxl|)`S8{~*C^dCCcQojokI?N)jL@=-
zZzUfpI3H9n(L;W9cM|6Zl$yH4xduIn^Q5HEdtpUmnaL$J*#unp8=iY_B*hdpuZbU|
zR9I*$c~U^ps@={pjt626!^z4;iMUH~OBqRX^(~P<O{l(wFwwr}%=**Kj!1{83avh+
zP*B&j8c9coleBtPsi}#E<ell`@a)5$;$WHrF&T)fMkl_>lUZ&L<r2roG^H9v99P25
zgoGP-yMV_McdgC4g2Uq6Oc>*7g2Igj1rWsy1>oisYFfewX`zm=zi=B&2Qj;{zd<%q
z6+fe71-%ue(_N!Ca#_7EiQb}86VS^FisvssCKY_BtyJ-moMf%oi)Pr>@S&00EGCrw
z&gS7tf)FybnW|flE^urXT@W$*a5X&K=2chSC@@F+Vc-zt&@HkfXye$;L5IGXMv<M$
z-mQ#hY_!?Ej-n{N4<%xh`TuAWXjpN1B;9bn)R1tIHB~p^UL7J##EtaVLX@s9E(IiM
ztXL-`I+Y8^M1|%*rH^Dcj)=T{VG{YI4mjq42@+XCNJc<?#JWUS**tDWDzu1D_%l=i
zSM`(2RaN)|N;IX$B;xuazOEuKo}nP{xAn?<gTT+}fZIc0A0trQD){1KaI;wPJgZ`i
zOsF_ivlJ};gWlQRVDWEtz?Tn;9V{Y0LG5QM|IrS6(rOO<a0q>Qjvnx`jEfuWnlDuS
zg^vSXvw7Cv{tVoDui|B(QcyBep`jZ##)VRK`CfwAw8Blq%C6M`w?{)OXJuC{S5^Cn
zTs=IdB99UjgpKKy^=8ry>ww!sSO=`DhZtKmq9P3M3cil(-Rcd#j_QCfAHKR`QoEMx
zNiSH$Re{@Prk)$5NH93ygaF_Pf25@fDI;3ao7<ZaE$D#T8_|`sjG5)CYM*7S8J(C?
zrvRrYD0`b;U2jnK79DVVDC>Y}^blvO5*Wj~g0Bzi-Rcd#zFh}=`SA79XBs!?9-&5m
zxn9MYByYb;^sS33qx-Y^AoON*e?|w~-srBJf&AohRkhDRR*xi>P)bk`_IbUs-XQF=
zI^gyY)&cwIA;wlstF(uA1z&%scdIw}`Wqea<-^xYpMBg)&d`XLbO*eEWWc1sT0LWV
zgSb8-J8RBpM<3ezL>cXEeV1qpvsnk+-e|9!oormLs`lB*n&Ht=b$W1$g0g*jb-kG&
zx9Wh~Ls<t5rH43MHK}3@?+U)|*1OdkeBG%7zI^z4=`)n@n4S`=68^I_T%Z$=9^9&+
zGO};f2cS12`=k!Iy^&ox^LWE@Rjq`13=gT8Tr-Rm1!W6*b-h7ZT?gDA$~s^kJ;d4S
z;c*pZl%Qbjy?V!bgRyt%fG;1$Ui$1~^o)tygUsq8qz~LvHCVx|M~jH4K!F?wYl!+t
z;V{Vu7J+{ePR6Xc$pc#*K~QMnhxH-r4J~|32izVlteoL|WVx!^XE>`zhZB<r2@1mg
zn_gLO5cXem!0jQd19sCpj1^AO9wffjB{i;J(EHUJg#Doo`0^p_rO$14>Ic46Qg2p3
zA^laGF44~BtDTPI%6Y|CmaA$7ykaD=v004-1!31-Dui971HNRW-$RV8N(gg!SMW8g
zcdIw7BBcYqeE53lvx=stmK7%7w1hI2r*)L~W-K4k0k=1nD`ytRm#b<e%p##ATs@M|
z5*GBzdV{bT9dLUH>p-yR9mbXyEZ(B`t2YRHlMeXuA?(s}iw>agAc3zv55ko|_pc<s
z$HuWWfuo`yy0u*F&}qisD%~Fu=D%KZTe_mz?-Y?*ABZ_Zawj!6&-UG<jZ;+@cab{?
zy|+k5q3DVhiZO@icxFkz#%uZF3WNPool3hQ|H!fWbP@$Wq}0^JvHBee$7)=ki@hpe
zO@Nyn0u<0yGyRpSgQL$Bi7&Y2ENfM>j%V#x@MFxtC%bG!_us~Ds3B)-4iAh_4gJz>
z8>f0R*f!_(ho{uL^{f6xrO#bEB1L}Hk0!DEX{9FVSN&%8tG=9wRESM&q>7G}%yP}G
zT0@6MY!{aBM=QK*iH!bUJ1%e6e5e0d8MD}kUMk<|uQ#D)H;#QB3!P%&N0yi?y>R7{
zKIzH^K_)6(q<`}zQXt%>18z@ZTlt>gmgTBye^1bdGqpvWiLMz5rDHrpLEt@l<=w3L
zk$dbR9dLUH>|l>@Nidl3S&1;1@LhRa?`Ur@_&Oc%%L{`EWmbg2gi@=bceFPcEa`w>
zUKmXHYDXAM_-tR$JK7rzzD)=Ga=_rGhz}+dgi4OW3BN<{YHx7(K^^er!(j)ab#&O|
zrVe}3>Oe(w*kpMTcqbGE%@2}X)*~kWT}MlADCfWGfZL;-l?x%iuv}H`3n6QUQVD+n
zPEjV?3wm|ELD?VafZIb^2VzGLadzcUYBb?8E|L_ieOd2ZZ?N`79q=m$Ydg1GqCLVk
z9q`KlYlTr#H7NG=gwgDFy<fc{vwb??R|LWi>;38t!tT-mUp|C&B|3b1IS$hcy}?qa
zyA*0)s*u8IO&#&Q8PTV7!0nCb%9r%B%T?9>l8&`#N?)Fkq#$ikudp{ro6`ZehqMkB
z^%os$->i48H&}bO4)~RWwGZo^>kZbvR|ovc!P=+w&h-XsKdS?N<zVf1^v?ALYoFHv
zUp}n8^q2S6Coq*ozI9P$)%vnN2)!BIFY18X8{L&J_5ZS5RV!NRM-tn2to}$+khXK{
zrP@>JfZIb_2TT2nj<wtM&h>`W_UV9MIas?_?_6)NcDD}rm4mf6=$-2g)*jOVzf7<;
zoG|HuuOUg{YgN5-y}_ER1HOD%d+9Ir?VXZVmi+cUQAYdy`k?e?wBM@(Zf~?#zVyFq
zxvEyQ^tZ9g|A<~;Z;<x=I^gz@*1^*MqGRnddgpqBwNL4QUnW?a)Wu9BDHHVf^v?AL
zYrm}ne&t~8pY_i525bMI1AducZ9-rAk)+VtrfrvKOS3@-eEG0;NtXT(Y`y~5#p9pw
zc&A9eJut|(3UQ#U{H+QqLwrCViQY_%{W{?GhIr-c{oduOTG@J^2*yf^{t0zn+^<*I
z8>Ai90k?;=4%Yh@9cxeMo$C$OUatdw<zTI*cdj>Bds+wlGQrwp!jl&>6iEtO^Yza4
z25T2}z%LW5jU{|ffi)y4So?0hbG^aZhjhS~4{MiXz3=HV-%-R7W&Q66f<g<ws1I3h
zXyNB|!0pk($_0a;Tdt}V2?lKl%zvO)*c+t%t`4|8q;((|^bl+9_&xrs-nHJ~?4NYN
zuN0hZ*?x&OW_>!~mjlkQmbKw4dYj(4-cZ^tI^dT9)|U5rJf!!lHwZhZ1HOC+d+Eyq
z&4LCg%YCx~%4+_kj_}@$<QsIr?TzHhSM$e~t7=87c^j(Mx?W*#kXF?Jw}-S2R`cFs
ztqm^wF1>TT!P+}?z^@#veUIL`-eB!Jb-*tZthM2D^GUsPy}{Z~>wsSdSX+KY|D4{h
z-XQEZb-<SoVK4m^y=iDKWl3*ZLRr)QRY!Sm#`2$Z!0nCY%GdP2U#_YZt?6y-(6{Wk
zR68dfaC=DWU`_8K*4o*j-==r1H-vVJ4)~RVvqO5<dV{lrI^dTB&f43dzfSL5Z?JY+
z2mCU@S{ojECB1XK!CFBFeEG0;X&3blphq$KmOZAw66i8U-#RTu-ybX&5NoN+8-D;F
zwz}X{#^rk~7G#U#@+IShCHvtUQRunF0XIJoMBf`Q%L765z2uGR@h_BkbYZ-{mN%?x
zar2U)1GOfu58~Hp7t6;oTHGqH-GJW3mG0M_u}T*1t*8<b3Rbpu5JBl{_Pn|1sZpX^
z6;x!vkLfeCo2ehgC(I^E;Uh{-dVIpiUj=`c*SmEii^z*v+jTu$-tHPDbJj8z-Fg-G
zy5}rccHF>4?{vL;#jWAKX2&dsh>-WXXDl;o6M>ipUDWO5ovh*1tWwHAB}r(W?beG3
z;a~Jz!zpKr^_<mb1~nqDS~L1<wo{%pYR+uUoiz|1amICLik88--hMO&@lmMh8A`(q
z^*L&y=VqyGC0uD_@+AQjGZ8JyR2?gCxN}x@&avjHmE0MGVJuoDE*N#pbBpzwgIfk-
z*U|H>?(cjFVN10Ge?l2+H4ve=k$zR*O22sDOK?1tsnn{|Nv5)*OYN;?r&9aTPH#GG
zc_9BR0(9mn#wVtbGOtuNvTSJu0iSCz>PxLGEv_Apc!`}vz;7xw>Ab{$=4csQl2~O9
z^O?I@b1P2vZsRDTx*C|O%u;fWS8+W|P{M^-UPLfcd_!|h@)!Q<pz#oZ8JN_V&?U<N
z-~fkUP%{<-!_}x}71f2YO$D7_&W0$1^Ct?*)G67);BZhnj-y#v@!(vOPCsbj`V`>Z
zDFgE*lTdyzotDJc&$zRvln(r3iw+dNaHSH($lu+p0tsG>O!Fd2mH)d%l^x*hkI_is
z=21-IOzm6{UUqo|sKRttOh#*xHpjlK;@F-F)J^?`uPu>Nc(<D2PoI4h49Cq{w8SH*
zV!2*<vfr-ND&E1tLGU8Z2{KX$7d%+6<jfjw{)_Gn{a6Cz4h^C@%uVu@F}`+ZZ}d5Z
zPoiP|t?hKC5eViV#TSAe%1L_IqqM4?>44gz8LC0w**)~HF5UKR3Fz&U$2Xlla^$dq
z5vQfznzyPEam>%pr!31%S@o)0p+AFGdC)AI#YNBY21{lI(ZkERfh;7i8ogH$XnFu4
zy|D_+o3*SxKu`w+)PdI7OVir6MDtWi({dF$yF<ZB=loaDnJ4M&MZ}9vwr-MaCzVci
zNwymFvF@QqWUE2%oNP~=J#qXo<H0)iClSF`>KVQbj0N{XHJh^VUr4-F3v!2p@av0%
zHt4o!4L*GOzNyjasqv+$Z(~@CN_Vkzh2ox6(A6!)-6JWk(~jxnQ%RD~>y;LFNj@6%
zZ|EL+L_Qky&dF!!>?3DR9X=hA4$W!TtC-c4Tb&uqx!HONdtC4CxkF=P!y_Y0Q^;Bd
zq*6zarclP46ijqW8T%w<EYohC0G>_~z&WL1T@ru>eW82k5dmn>J12k>XHON)eYlJv
zI~x&!>9OvBHzQ_!&YCf+ISa}Gvz(f7YIZ%7a@@g65pk*U*&yz$uohBwtyEl^IyQ#2
zs1&jZ=`Xzb+Zd3#DgTgyux{xj<RG1PO(&pgl7K#_w75$G(x88P_s}B((x7)vK+f5t
zInsjV7wO^>xi^JUNeDW)tdiuQh_*Ul;lo2?L!(nm6W6Wnv_Pf1_C8S<*JqRg=$0T4
zOUBhPK6Hxok`(!KN|U>!NDcZYx`!T7qz1iniaf-3w`Xfc)t#}b_t<8sWL0xcwU&ZT
zmXs}_N;cA^KwWA=c?&I#q!XbB@Ha?cDtG#V(sz{@3dwEat|kqU)d+n+(-I2x{Z)$!
zSF%A9BK&nF(<#>6gUuSIZ4hfovQj%AC=C2t+Q6;SB^8W{!>-f`T7&;kL0(7mAfi+a
zdXiFC(sqA?Rj!w6ixpf4{>)lz;@4HGR^C}?K*RAY-V5jP6O720mfrRz^(DzB_&0^5
zK7bi80CflUqcCX<1hyQ_z7&11gs!%wp-WSmCJiuJ1F!W0>ym8IKxkY_8sV;!MWsC^
zW{7IpD$OjEw1#P|+HJe@134!*;M4}7YbCr@tq@oJ{??kcFj6oV(#}lTMUKA}`b0aH
zU<IMl{XKwW020hVthHrGcLP)l>)op4#LE)}JWD_Hv@$yO*NL^c!FoG?cdcrcy&`Kr
z(;$Kw5Qx_}-{|+(*4&y|Y#h77?~`S$9A4`I8Rk$mE>5dgt628a0nn5FW|=~_Q#Vc)
zZl+>8XaiAmie4&Tb)gk6=NkUHZ!n9{bT{7L5TW1wb#A>@sn_rgY28oy8)sNSiw$Z6
zFRX*3tFG~~Nz|4`6|;El3tsEhBHp$@7)@u)>@4NNB>6MA(8k}HcimbUcDh*3u~q&S
z5B5t;yz~O8fE!5J>eZ@FB@MkF?{@(2dXYkMFYSQR^N@VgSqQxz8jtFN55k1aw6Ct#
z(nV{|0{T`LMuCB2YyBP8f&)C&%v#-(nQQ&EIV)420i3P#X0;5_2_>qQSwhN2pgn6*
zPZ}2rg8*Wm@^5g;KvCK%XI;7=E^Sq-ZZ$2o?^WQG8k4Ox{A~i4VZnyKwqDB*Of~!)
z6FCVGg%i7ISOr{JP4x8*YDVH?e>=4n)a2PfLJ_TR6eg+R2mD=CE9+Ks>6}%;=mRh=
zd25`suR=GS90*S`yH}%l;a2?kTXOYMCGA<Y8ahgt-pUCM8C9Tjqm*r&!qiFQ7bR6Z
ztDbYy3ne0m?bZSm9acL2B@c79mY#E1146LUFvOTJePZm(d54B%y`*X}RW_sXFwB&B
zt{{6$P%@o&is;Ofjlvk(eZk*UHRpkNf`$3A%HKgV0V7_X0pS##l2dD(*uJmu8WcWR
z*iZevo%*|{VpSMa8g!h7kr)W9ft74P`oL{NW4T5l#h)CYPX_3djWsg^dd$&XPaEv~
zMSr`uSgwH$+0Kkz#Q&g#D~oP<rcsze`3r?{`gDRmy^*w(W)`><v<U2QGa;?d)+>#R
zg&~x>h(Uny81|8Hf)s`+y>J@=+DkwC_`M&$7YZZ%e352vJ>zc>6TzbCyPYmH1PRpA
zuuy@661w~yUOfYZ*4VNP<mLtA*)|VC$<nQd1N4L`JPWw~)ydLM*`b|j$Uq7<6<aeg
zmWT<$DMI29w^4c^ac>!Qwy(9KDT^*V4OkI-Mz427tuHy{It&MmLKTH#_gna@Mpdy7
z@A3A%wVn1gsi(ab*8QCdCd($=Ihf;XT`pA6lBPX+3o`07!g=|*zmDcGM(cdTUr&kR
zxxcUvMGLpk&)<<C^EdSKICyg5b@cQ4_4xS)`uTPG`BnNkMHwgP=ljX{^*!|S9rW`-
z`ni!nT}MBA=w~N>>i$Nmk;EtN3D<d%>$}KxUF3Q$avc{L{zZm;k>Orsm=_t|#d_g+
zkP#L@(PkD6xXsT|!@14>NKf466YKEAZGM6p&TalIJ#m}atB2dnE=b&F7J#VD1(Mb3
z{+4iI0{R$vTe1$;2oQEUOrbkTWjQf(;whpW<`ZUrDdQH?O3~ek#IW>6rPxMUE5qNZ
zz-Oy6ak4#0SV0a%1Tb-)vY73KJ82%SzmH}xUf&Ojcw6H%WFlx2!G=L?o;kw|)885L
zZY6nBn9R&$Q{WAgF1j<sH~Mn4mIQ1#l7sxd(xQhIwphn<alV25$Obf|VBse=`C=wR
zW-A+cV+RgREp1k=@TPzsh%Uh7-^zdb;o)W#i$HqKoB>Wt@S_>v#knD6JyoRh`^uSg
zAVf6$jr1`vmIH(D<7d{Mv9x6^SXqHg!ub}?1#z2XJ>q$~0iHbI{6(vA!CzllBu-wU
zX?G<}0{nUPZMXF`Jb$BCglG@npn1yd<F_<#G3+VNzY^`{v4*@7YrHANyI&w0eGYv+
zv2!0YIDdN3hU38??-d7g*4!YRf*=ylL;YtB)F87A&Qw7LW(8v8f+Gy-DW|en&NKwy
z{WO7Ov6Y@MKEH@RD?oYSS5Uq)gcp93K2<Qi%I}L~dUX>_7yc){x={FS{GM+VewRQ5
z$SwT7Nc%(l0X7SNgukH7WpR1SNwHYGfbvTqrF}n|TaT0~j<`JcUUSj%4jME7hB5$H
zed1SwwD*a!J^wN_H5@f=eowsfPK?x(xcH({6$m70yT3Y}J_#Y7-0N^-GmQ5$*g-7k
zw6S6L(jCy8Hg+|EucEMN2?b-@T2#0a9Zj&&3SBl%jA<BC`xdBR5<VMhnHbJ#c4I%6
zNp5#n;uzMXP0NnrFFuOfiZOs?T<HuiCv1U*y&ZeQ62IlG9DC*n0g_!2;Xnyt5pGV<
zD6?^X1{-W_!r8TIWN2h0Wt_n>0nz}pO1&cOo>czmYY!hjbDVsz?zgg5DFfG4d@)Q#
z;Z0?m9{eS7iL{x^(XtDVAg+K3EK4Z{c5>MHkvrCLGix0G%!gqCN%&a3Li(i8@!sCj
zap(+kVnU;1jb?h_=(FL>V@C{Hm(=+iB`cjhc&R!&rFC{vscL2Fn}8>TYRD5h_^|}|
z_I+RG4@U;SP~CSXwEP*ldO-ZfSxl(NmScLtC`hK_yNhOd=8#q1j|q+~tVQ0B!$U)u
zV&n=ftU$rN>>f=?n!9p<0$uz5wws|U<6o<ETwSR&W&9fSK-Mdi@0_C0#OqrCTnQr=
z%Jv(isizsbG%L=DX^n2w{sqk5f6Yn|t#nU?r{b%tH9>FsNd=Q#lDrN+N%AXceMhSI
zCeu!1VM*cT&UE@z)tYnMx@So9GbRW01+xdB3l`3(Gw|Rsv5p-uGR}+vJ5;S+wU(1`
z-mG9(9Y{^Wnd-C=>TKy8j6#ENZ_)IXOfgMXx<i{jDwdkdN@|&2%Sw8iG@@B*-CL50
z_iI8jE<!7n=-h`@#_<(NPziZusY1%&e0OgLClUY-X@m12r78^0QixcAr|)x*O35-f
zT9dIz>h!QHCczPMp9wd5(}T>1&9p(vUF=%n8!S%3Kz-+w>TuLAktTyvtI%vqul$)R
zk^!a0A}2l#KlJL=IcqUIDI->w%iS1dV1H7<w#qO%n03*>-lYxfk1JJm$@z8gKav2y
z<UG-)$-9X<=;V||if;ou65cwvFcTQ_yfbh!bi55zl7V}qTL#HsRzbYU8Q2bB6G7$S
z*o!AhQ@`P(Saet;IQb#U(K!uRK*;S<KqC+=86~LYrPerwdj5xk^Bz*q-5T}$ic(dV
z)T4uMn|gFE`>RK5L^EaVD51}+E()E5U@lA<yoqEUGjF>^D`kM*Ko3L{*gh`CU8LsV
zDo%@j%6N?Sqd1*MHb5egKwgHy3?#D%QmM_;R@H+Y6jVC{g^ydWfI>lkL`qp#f+BX6
z_?Qfr<l6!puUWC3EFC#QEs!swQ+<M0y~6sY5bvKW6xBoGy+<S7KT)dc&6+k6QBlsx
z=Rr}R8&Y5h!XP3@5J!TubOJy@;FpzN^$>xFH3WW9sjAD_uY>=W1o-yXj-l405RO36
z&9a#yp@m)f=gJ7|*t4`kv#ZtnUTp-nDphqk0y_B4N8nA(M*ypB4l0LiZNSVp;D3uk
zd044fuy&Jrko^AW1U9sJLdwHf5#P*_<`A+RvFBVJFD^4w3sa0l02C&pQ;C;us00&}
z>aw>+p^tuL(0VvS@6+hxHl?aA=|czKIeonM3=83I6^kQ=bPng&A+uTZinWs0Sjj(Y
z2D|F;Aj4I}!m)Uw6c9?q#>p;PCu!FJn<PX-k`h5C?8X6+50CRsv1q`PqHY$8v_hjW
zEEDjoz}^5=39D!>K`<}9<|!0(w=%3fq@epX3c6FNs!Iye!6zx`(rbqFbtWkXtfUQ^
zzE>ABl0xiCz;~wn(zjvB?fXjFpmkB#4*aLYO1+X*uCp%cZO~LTvoN3eeP#~2mS&Df
zzmZNq#w!Z(8#sNI>d=1^FCrN&#*d25tOdq_1&89!+?`JM8T_v=&1SM-Us`g#8o-pH
zqySs-a4uCaq9ED_G#Uu%kuyRQ8tpz(#zUxg9-anVCvzgt0D~iEIS%}RP$F3UPz78w
zSi>PWn%JelA1+(>JlbZ^&LtH)8ec)zV}^Ubd^C@GxOa8_fcnTAAapC#t5Bj<o^#*=
zO0JZGufmmqOl-&#Ari0~ses$^)||tk$j(|}V1$G!>&32I;gshU_SH3~<aiV3f!zXo
z2(bUf19jmku!yR#iAbuIr#huGsn2a1>EN9$`lYFq$2uW&S-seDb_PNjiubi>@=6$n
zrb>QDTeJu}2?eqkBg*i)GpOseEiv%l{E}r5h1=j47v~S}d5N(ymG)k8ty9SQqrD~T
zTghdS`O3o@S$~+xx`VkADS&mLf_j$_2>gX;{Ty)e1M}7ZmdF8KMEG<HEg}OocR(&8
zoTw}!0}#%|B0_m(E+7|?0ipOuSO!`#IZH;@!I6s=aew9s=^Q;yUG|y5E4;ZQwT`Y%
z+<dqa`m7|@H#JM4jbH06ZA8O(LZgjeR;uc#*U6>p@lPPyS~`715efKQg-7xMte(bW
ztTRQ}GlYtAu=xtK=?VdmF%>#k`h-pbkv^6+vo2zx!9}c^G9JKQ&RQUyDeS7y(+f$%
zw#*_lqJbWuNHN|}P24~f2x~z+KoPA<C{;O>hf<c@?8&lZWZ;-YGLz8wKaFi6)DU-*
z_SZP_Iyf1*71|n-EL1^&kgS77Q5$dsA`7oul7+$+di5DN%8KG3X{eE5g2)Slfz<B8
z{SuZw7@=IaQovwL`e^PG+p0+2LEabeAEmwT*?Z$&7&V;IV4z;)%2CQ@Q(B}5oDwXP
z$7iatc=yReW5atNIW#stwm;m{HkBY=PzXkqj5G=2+9ioVWz{XpDHG$bT2$Tve~Vo3
zPHGcF?PnkrJbntK{dMZ?E%mD2J}TZ5^!2gC2IcA{2w$bHB}*x^^_3pcmhcLilwLvY
z%{(x%J9zf#4nu8{roSrHJ|dS`wp%To(ITQZ=#LcCb*b#p!T){&eA^2B$A6VqqEk>3
z2b>aYmd}fU{n9#gU*I+%90l@VtJsZ8$5EWfBlZj3VbKLkp9yx`p(#!pXT;KBgl1(j
z+BG-FC2fU5?F_qMVBo{4B63SWRm%f2&Yr{~Nb1bI8H>LV9fyZ>L?Ntdv6voY<gR<x
zAP#30tqM+Sh_D{;u@x(l=p>Y%@ZhasaR?2GFm1996d$vL1@sC6qsAPc_7rQIP^Z@6
zT#Fu*pnJ!`P%?d@TjWiFRoGrc>`~i7T&*TwV5!W(F$zniSdvTivV(OL`h?Kl(t2sS
z@v5Z_DB99=^%7K(U>!@9Qdq~WEh_G6S$afUmef85%aZ@emo+7;d`s=&G7G?_*d$O#
zPRUV5YobS^B^do3lF@fC^K@q4?tp*f<uqp%?6(@;u9hVob=N5a-Q}{RgHJ9?D`|aa
z+G~AjOm5#+(gsaIukQ|jsoj-V-}&x5Bb`~u#8$Ir78Cp5W(5>V$t%OBGJ+1cY9zqC
zR^zH!rK;ZSf{TznSiZnck9^O_O=p;GhZLw=>{YR1BE$qdj%au2z>q-uM|LxSBmmV$
z-0FDtOud9-+%PH7a>}kjWV)oamb58P_OnhUfQYE!R3by0Pbl4k%`o{SQ(YseQPS&^
zk-@Ws<st(|Ww{j({T$e#DP~WVZV!<|QynH%78S@OpFs=)TGxa9^*#<wUfxIB?~F;3
zgD?mnKo8uYc*`4hmwG`l6dX8fW{nKN5q1XzccA?^9VsHwgR7vgW-RIN6o5;J2LAD0
z;$B^$o>8bpCCoyW%txCk8Up&1Uch1Br4FFZqNM!^<#ek5s@8+7E^*5hR%X+M7L8tF
zHsLTVx8J{#PT($a09J4j`x8Q~_KkWi3ANf1bv503_#1(~oJ)EN1RJ0i5oVx)00yK$
zl*En*8C($2o#<?^kJ}USBIr&7?Lp)QD^F59q{&+2LcsRkLM>&5>1mA}r~@p8tbe`y
zQ|g5`f2){O2&(sDO)G_pRLrQP-@)1w@nn4v<`q)va`o21*An2{-&EcK#{MW+P|T@B
z_+S$6uHkwIawo~*^ffz|(4LMMmIEgva7uPT$s1k?ZYAViLc5)m@dz&m4z_di{IqD~
zT!UDjhkci@Fo&FvG@5Jz#_`4K0b=KHb!K-o+N}!Tlu`!1&+uJl*HBdM;*4c=PWY_F
zQqeA4HX(dX!Ef1p1{X+J6w=Rt($l1cL)wl@6nKP<*;J=I*h2Mj;QBD?S}g8*z^~6>
z{?@R^EaKdY74m5|5I+8OWOj#4Wp;jCp=ot?u7vLfEHav%XEYZ1V@g$B&Q2YCa(1qS
zw{#|3>l`8}6t1KVnryAhoJrYwCE(lYqQ5qX<FPtuO&DSBgf8i;_Ao4YNq>YJ(&;nK
zg0V<Sr%*s7uR1rk%<T#<D5RoNrKXm-W~oY4(P!ym%7pl<7FBmJAtHOh>$C}>_A-ze
z5=ZvcGK`6YbhHv8&}OOLsO3iW@f?CW(OL$FArirZeL@)l^0CJVHX;YGNuUi24L$Ue
zd3i=A?^L5gVz(lqfmyi&klD%02X2$BZiT?lj+0_3%vdvG--7B)9JQD?yd@|LD<`y(
zOvYHwz$qWby$-Yo5}^U8<qz}8p3|0x)?ov6A68#1Uj2x9jxCTl#0C3YU~)rsOIF2;
zB^nCnd#HmKjpvN9q4<erZVEY89bj)`wz!GY&zwV>9E)(seq%U(l<T!w&VV--R%~qN
zAomK>xbT97ZW|q=EfybnVwJ4CFAC#`-Z-9(_K?*O077*tAynGU`5a3E#sNcmeW7!x
z#C9<TVhDv4Dzv|nYQ*`t=<*+SLK7S!T=a!W@$uIOBGlK(PDo=tB|CMqdd1Z(l;W4t
zp0=Sy#Vg^xy|$-4rm=1nMRL3M$<)hw!YS*Z+Cy~-?rO==k-6-Wvs=u4D2d2xmhP!D
zM#jNu*^dL<gQCTZP9d18I0gl$e5rPl`Xk}fAv9<lEf6N6kgW#{CuV9ZyD<>Vt9hdn
zarXnn6~Xwyw3$B!tPVl8vQ;Mo#);|4=liiL%=5ZNTQjU}9Fhs{9(1~xm@A+E!x{kB
z57}rO_=hqJQDKRNiVC20v&wFLMntP-hD=*JMZkId>sVR>OA1}z+#?>NiBhlEn1n{x
z?FaPQ8A>N|wM`rxYgRz%=SXk+8D4*P;;h!sL8YoD8-Z7+(+@~Nf}E>J1EB2imkVog
zk5YrmjI{m0P0Q4!%o=~$(h61|Y|)UFtWW{<M7x70HLR+AZoWHE%k+GApf^ez>K+7V
z_`rjqaf4K}f}NAJe!w`&q9gJBG9=F|g=l~*jq`W>M4k-b)QEamo}pa>b7E4l@sTSb
zThi@_^&+%uiUoz^74oranayj+$k6b(F~A|g?pCSfCE7-XHgmnD%}AA#)@ajIs_Ige
zql14c0lsZTtN(07OUizOmRedirIQS{k<zJ$2#12ekv}MQf5C2rhzdvlc<rZ%a}>uT
zC^-TF9GX~bA!}iwXD1cjKP5=!@-{`GjB^S;Rrc8d*NQ0PjT&VvC{=Yy89MmRDdQxa
zfP#vgs30-vM@A$Mq0A*22($(>B(otrdoD57y#}s~-uo1k_Hgt}ZS>xwRMq9^>EM&2
zw~~ECTlz~)YpL^=<O-H-gTE8h!HS`QNc2ixI1!c!l_6fsiyN8<O<f3wSDm7G?R*>=
z+X)%pG9e%?RY)PNpHjxVYto8@#H>bIKcQ5m3yF^(#U}4)c@EkqzFk3>mN*<|$)q#+
zaI1uE3R^$gT9JDMSh@&UEFIv(Bah++C0O}!?|{%!IWfSrhh&hUt&5fdTv!EP1FQ>B
z!_^V#envu-az%7DL4Xt|Ng$wvJVmGzL#m;WLZs2Otzrd%L*eyEn?AvR5NidMkx(N$
zZ1kUg<mi4O{K(BCy6OgjhafTIg>GoUHy+v5gw`x9F%xG`iJjrsQQJ$@Dl_Q6DrDXD
z42qUkYxx<}1KE2zoxUG|qKPPDq$t)$5_d?~PJybjA~F_&Uh(B^IGZfx<EAG*ey;^q
zwEfz6M=g-`i$kLw!cd0tg%*wOKuU`Cb~D;gs`zQXw^Pe7W%bhXqc`femHv0R`0L<5
zmjK_sP=6pe*DQs1_Hu(iIhMeB(X2wnCW5nAbY@=CMN_(5eN79^_7@T-Mf&+Ha~qY)
zDg`OF|CvI48(TE3E9$c~>Qk}Moch!<J*PgsQC~}tM+be5LLuwmJEy)w>9p871YS9O
z#sEhQD5Ma@0pdUop$s6RLxP=>#(6n%+}~o%H8wfjaVu2%>;jHLutO~x-@)KT?9$N)
zR>f0uf>q1(oM81v?N$2UCA-wYcTTW~E-Vhq5@q6l98MBy47_4VFO$|Hu-bDhk!ayx
zj$ThGT~>u1jb5iZZG=j$or6)R^|2OB?}}Or8nvoeYEG?cnVwUt-l!8w|GT7C9ek2n
zle_9x7fE!sv)2WT<PJ002LGyx+&2#>`{v~CJ}O7%x@dph^j0nV?ZPEk-|=>_!{0=n
z=s}n<bvh_H3WdL28DVvDc0l3LUcRVN_%|w5fx?rXUw`^2R>0U{{J=a~s>AySJ63G4
zi4{SYChi6j{7GC32Wc+cSp$ev#)OI%HXa4Bj)LQs;jqSs3*NJ=0miY#MX_OL<3dn7
zJW$2voOk<TR}LYP4s%wmr|Y<&j!tBTZDliT=&l-^Q&b1$|BWsy6!!sz47#ScXzyEI
zp5j)%_tnoE-47}yT@X<vndYU#5(YkNTiID6KDHf^eh8s*$sY}mLe>KzQG5wi)8h9A
zq=MxSUn(qDG%SCwQWfU)Qdn+(@AhN@$8dun9bUi?ST2byb8zSgf`tXs6wYel9bz0B
z4IF_B1tX(Q!Ao41GAf@`P}M`)e_9)rpH`~sa_QE=f4mFuoh{vZ8<K>VT)JC{4}s1<
z+WhHs{auMJE=j&RkC>p941SV0VutXaq;Ft7aj<$2*Few}9MpjS4xVs2-*a$-K!PiD
z3Pho}7nDx)km9Nu#r=^|RSQ0_f-4v@_u?2L9q7lYk&*>_KKK9>i-@Qr!u|z2k|j|c
z=p<RkZ{k4XLTw=9y0c^j0RA25ff7i6F)CCB=-(8q^>BbZZGiq+sj5qspo9O11o$QA
zizfITqUj=BQ?XcbG+nZ&pP=CKPVF-vHXaBrbi=TTTm-TVW>!66!Riv0GB#VTU0U(i
zfp8p&Dm86v`jo1=92*^c=VNo{a;%Il!L0LjqGXza*8>I;hi>5rZq?M4wmVSD$lR)+
ztB11&*Ox}&GdY0U%}P~Wj*JdIIWj9*#5!9@^_iRG+$(8=wvg%zLl+C_^+bK~eIV9O
z4@)Y=(NT%3Wl4p0jw%D%L)w|sXy*Z?s@^P#qd*DvA2C@1(RcY~4oDo?S)2#QF&a1?
z;fyC-l*Lg@6;&NUP*C`!(ytz(a9%^<8<eWLoPIj^#}eS%U$pLeq+TOcg3w2BD579Y
zYUHhY;&=@IVgrcNG<<gykBK@Y-2ziar>69&hoiHgjn30bRb7sb4n8?LD`8BXF-M(3
zl5=<^ZP1vb&LY}oj+)doaX$iV!>f$EP9PW|+;-KP3Eo+21rf@I&j)m46pGueR}qLS
zd67V;Koo-eHiZg$NN|f9!F`KTRhI;(gHMjeN(Q?#g46e%Nj+(@4gMx#BvQ|tR6{2+
z-wyLME}g%~e*`&7-LtNt?MC-}f4C`22;`gMISSc)N*T+p$tKc0pVP?ZlS);+S&086
zoem?QQj9;|#3bUUVg)Agg%;z;cQ|DnHu6OmZo}dPrHt=4#9Hd<)buo|o-uoIe>G{c
zDa=En%=C2AP^}cHVKEl4m4bJ%4>DK8ab0mofCGmxgq025nyWDPkvjytCX))A>n8X3
zaC6+$FXFcpq^jem8TR@jT&YW6JVPOm-)jNBgWXqTDt=ZY549&Ck2#9&^0`;$kSa)4
zd#;XQlJT^mPm8v=I+A}w8P6_Rw+{Z-65!jH<X%Xpg})Bs{N(7eTnciCi}^6^YS?}R
zZv4EYLX97{Kt*Aqa8H*t<6`m!8YuygPN%~PkPGHB_%=nmq%hQx6^rigfM+Rqgo8Or
z(S&F<XXnx!CL^M1rHltf=oG+?x716^!`B=x6K!M77+Q?Ap2Ij(*iIaQkL(Ri=kdQQ
zm{Vy$o5!2us8VOLnx&B0n(KP1Nr~q2d2KGMy^(YIKfZ*=R6R$nwm&f%$%_%<C{L`r
zYL+q@dwM$>(Uk!0js`Awhb|X;`Q-^$X?QE#bj7XohJQ(!6kT#F9en59>O<*to~+Hd
zWNcB29bp2oAF+<pt^gWu8KPaDP%76;86k~O)CB3{6DvpY;6q8Ee|A6i4&*<M5F4b4
zw~PpYJV;I3-LlbN-cNjMcCg%9Xqae0dm6Lp3p<vG=@`#YDCAHJ@LdTF&uNTC?TKVG
z?`NSQZ1+oJKok_I?N%8~SCdFb(Wo*ST}~n$eCLx0p@b0Uj6)|5*wzBgqr*6Iv0%>d
z@d|k!pMBZ0P8Ih+&_GrX4Uf}h2vKCSKsJzv@MR#FEC+{?t7Fqe_bCN6>L_UQV2jdN
z30Fv|i9BVftrnGZH5=Zf%?7nUayFc~6lhhtsMf3Eu`6oUyLeW?W|!2ggYTT0kEYYP
z>f!)JU6(5Y#Q+SBCLv-^K<Y%{VB+Gust9<B4Wr=geBDTE*8NRN|5a3LB)c(ekxH(y
zbY&dh)dF}|r21x!RMmb+QoU2`_BzCy(igP?6;WN$q~4deDroDHCUx+g)8wC~(?pNh
zQh~%IRW`q_fY~XtTAfhI8yWuch;>Dtb?kYZ;JJuuc|5Erx=4ToOgEdYSFk0k(6_k8
z<~CyD=9~$;KkP>aC=?F&W$exlt5YQ0r(vex1|T?kk-a(Uj;y8iborPvG%6Kn(`8cx
zJt68SISQHmc#8_UnljI8Q%3EJoH9Z|@`@W&1<7j9)luwfF6&7Ch%%mC&Sf2Z=X3cl
zg1L;{T6Z(qt5eh@x&<4H4o767Ed`N2COP;-FqKh{oMO;fib)(PKnF0Dc_!1h%53Hp
zP@Bzkr3iK=^hd0Dtc1blh^JhvuGZ7}^UCO`grH65jS_ZZGRM*tD*J;Lz`L5tZ_%c*
z+7CIEf0tLk&ZhE9eN+`ptKC<Jv8(y4WBRkopmsT*b?}|f=VCg|hvDU97U7|3aYW$c
zS<)QTE0`bha-L|*pST{5f<jXiYA3%)A7MV0grhxaJ!Og%|C;WCzN(-|9Sv<#trLxw
z0LAu4CMtux_WDbtZhWgYozx!4>6GE=bZPOb^jK|%ipZ|W`v0=`E^v-qXPu~D8GFWd
z62Ia&*h$$QhaP97melX@c$~4Z$B*$No{2Ls<H#kcx?38xr06j{ZF_(O630XYk~FXZ
z_U>-D;jxfF0viI!0tsY+B|O%FB{vI!<d+|pWx3o7mxX1so4x<<JLgo@S5=a#By~^Q
zSNS<T-Kx@geCIpg`w`yp*TtEQh}PlZhezvA<nxFCFW7}LrCA!}hA^jUn8Ld5du;7J
z1$=GWdzC^&yu`zEbv<BT_t)(4Thm~^#|2R_=zf!Y-hxp9_B9$#8RLnwxkXfQ!{~{y
zJ@n5#etjQI4qcEdeESP99{EV1PO8roBk`W^4qX<x8*^E1;>+TKDR55GIxa_$cwRY8
zUb{=+OIekzFuJ?cSqCVG{!jqp@OXi77Y)bFAL0Vz+9-TX0E3{1K+(s5Z@_#gwtj59
zTlc&IakqY3tm`%cEH3x?t|TsqCju(Y`G-mzk}?8Rt}t3RSwbaP<Rbx>_45apk@#5{
z8E+Lk8IhlbhY#|zB&#1Tq$ung4~4%lrQD^P+{n&Amm>qSv)15-Aucw22Po^g&8f=U
zIgY4bAVBwJC~#XYZFa>tIuP!I1ZpOS?+WpT;2MK)>R!$amGeHRZq|3HrKl#{!H0dq
zp2ERFql7&jjsO-1k6iA5B5uyd1-?lZHUz)*!k(TB!SrXvRN%M0Qu7j|<UDcIEtAZq
zWUg_nlW9<I_)NK3uTd>7uyL2ABY%gAA8wQ#RJJnjYCB$JQr=cgA`ar;3FwS`5MJ!d
z^Pz+Iburb5G$uU!uLXvWANz9jI7gEs*bMek_<dDXRLH4rM9LH*4O^@G+z2!hU{yN;
zGTRjDC60Mv_kl|;_y&x3XmN6XD)u|Zllz{~$$d#oHR8#IhadjrPTp6qR_p7eW~&l*
z>vgU#?wuSp$x!|s*s;B1qqEjY%B1qs119+}$r%KY2f3v)iF5sX0qilJ>w7}y`nO`L
z5zjR|{P5?xh8wBFz~HPv#l|yWd5F}oOBEC*L<K|mGU&_#ZV)bVk2_59od`yQeyY!w
zudh-nm<S{4W|{nfG)Oa$M6=Cvi?hG{#<ALLJZjtxo&9BEsu9mVJpAxy|9ycwjf0|M
z|8!PO2Q{qe+$q)ob%c8{S}xxcfd=Yp;K*&X8tAZZSR>LJdg1_Alx_q(^U(@P2X@@*
z1peG24t0#Q<9kE+^Exrri1-s8J~sY@6VGot#_`@bMfgq0+reH>8!i+oL?MrJz`Fvt
zOJc`k1nzr7z?~OUjYnp^<yajxA`FHbGPqWzbSyGomz|P?O`I<X06i>LJw^b1UkE@C
zim67#zVPrz0>j6bC2x8J2uJNEgMem!BLO_%T>;yYSkV|^`~4x<+G45^VH+NPc-SsM
zD!`RCs9Ub7J6$Bn0HG5K;!wEYc!A3l*<jQY0l3}VkZ>Pi9C0Sk2tbYTOx_ndle1!~
z5ziz%eDF+yb_Z!_s0ho#aQ2z-oeR>uBx?xe7=}q|Y=#obG5lAaKtdrf5JR}1(EI_5
zlAl~5RO|3c28C{6x9T+xu|Zw#GHH@V7)A5H@>*xj=V~#uf^7+^MytwsGJ*(qck|6f
z0m@WCvr3)*f|XmlH}qVvw2=Nwfm9NILw=R-_Dz4@wkq%O&RCKl2|w8fq(j)Xyd01B
zhe(1vJ?%#d^uUzw$P*soetG&tcsc)E?0iHD6&^l#eUq$yI0_ZEFa<4%!8J@(ejEyQ
z_u_IXi~j8a+pOQBZ2!Q87ocW8{-;T)G!)yBsj6YirnK31_i#H+q(nfFd+5UM4XPbS
z-upCP*vQvVC~WiGX5|Gst{=g2Tixp;UxfJ@uhE9oYe2C0O}H}0LG+maLSJhl-HR+V
z%#KNsGvp2m7o~WCngoiZB>%d&gkKh@D6xKsOXwMwH$#{3KZ&UTqtoPmy%dd3Xv@+A
zd*XR+#;0;xsa|5K4#9;K6f|f;y92{XbXz{6xA!%1oU5=F<DoWXsE*{E8jFz%PSI|4
zR24=}bAwuJy7R%{3^q|Bo@H8#VhR+cr;+N7I_mN@R=F1jp9~w&j;)tl==kKIw|NPC
z3ORd}>{qO!(YjfTiSuWfi_>Jesv|hw3WBXMzuiIeQq(MBlg%_CR}=CW7te*Zt<&>p
zcU+-Pcl2Ac8;C{QaM1MDNNy&Bj~8}dle-EjI{;E`5SdeN0&^M&EZ`?JKDU&BZ3hVD
z_F*+Kb2MRly>9XX-8i=(yPupA8P|5)DUmgOax^>YXavpuJ3$CXrn#P^@k1e+`!|?s
zDEZ>AX^mXZN|J3}t*=AG4|WV8zr4_?LdMRcr*m5p^VP*lnVqi*yoUGW^T++nkfO5=
z!&D$7Ymhb2F@*Yq3>H+I)Q1tZJA*E3)N9R1z>$%JFTV*Jd=|^9eC8Vbpdwz6u&enI
zZ0IZaYv0?!)Tb(|__h0TxfV09iYN>|6lZ;1pJ|5Rubz<m!O&UD9bp&jRm&y^o7jLH
zRl+GK)JZu`s=iw7^pG{Yfy)J~hC*AfK4*CN%L2p4H&h)0G8!SR4<f1#^y+79Je(J+
zlJE`T;T~@p5(oVc#PQwPXZVru?}tP9CwF4-FVhSEdO}OAUk)n4GZOlR*FPgbH6r?j
zhaVpO-e&4efYy0xfQeUC8p2cyUA;gC*CC~%e{-h^LP=F2yt)xAOLN;WsxR??YsfZ<
z+G-pwY2gZdk(BeT0#5QsLKu5(gaQ)?HI05nV1d(T%8{`6M?zREcW1EpTRG%(OF%6)
zDrc9l9SPmT8$BstIwHD<hYzBAlGS&2DOqB(d*SWSBi}<@dKWF1L&3t7U5Y3;vp}bS
z6VG3K!3D=jsUa%PdXZnYFtrY}zDFJj*7Ax7m{47QVKIlc*M8b*a_*6*A|imgUB`QF
z@HXCLL+45ddT8F7I(Y=Yu+jxF<>5NY5JTOAg8#6Me;n&5H#);TweIaSQGXE*`D3t#
zJ~_48ZZ}#7rl(btK~<G8U1=864*sK8ZTvHhf=~4p4Y@ImK%7$5nSSu`dlqMw7U%Zu
zOJh2C08Bpt>}ulxi%&g(KpsGnu8hGFq(<SpWg>dCw}5p_Us<R?U;&5}f=HlrmYga|
zCby}cebuS0pyVXz6JB0MSORy9!E`FMxBxj0rVUs-s9hn}OgcR3M^MTY8qiyLIy()~
zR%c}er${j=&|IO=Hof7ORVgc?k|?c+B2@q}Il)2txJ*UO6t%P9(Kg9lTw)P(LraDt
zPE~c7kRr6DigT`$UXR(0A(~=juvkQ;sX|$1XDTj6+HWxJoV7+tFCN?(vC7;4IJ;=A
zslnIFB|rzSqhvM4#po(R2lH~A6#C%-D%$-{CHhk8<2Ad<rK#!I8mk*99}bfO1D!bq
zeXJs{%I%g@T~1r~;RN{QPLp!#^jny?)$SlJiyqZ$DD7o-Yjy{|!b?<X40`KW59|l1
z6o%G*7(yB3nf>4|leDL+faq=WDvac!m`k^O9JBVoNgmcU#Eg0|rA7Zeg8oTTTM0(R
z?<UYN2Ab6?>Du?XpyMCtGx!h;%ZrWw=OKnA_hA^;Mb=b;?S3?%@5~KFwIpbU97BNd
z!(#$t<=>JP_r_6)s^LW+A%?`fDDH85{-s2Y6ChUT9?@lwx<}sU0s%fbCIrwzMB;mN
z;@4q^2Cbj)oEJII5m+TjrX>AI<kXN&BTNoLqG^1`&{fPB{er3_uo2J2F269|yW_cb
z{zZrf{ehS&LICevqy=#Qc33F$glrc0&Ok19(DRa{&*q9<D?hDdUn5i+hmA#r0qUg4
zD&cCm+=OV)CB{g+F4}0BSzbYzv4`)u`>_Ks2WIC|_%Xkag&fa`bChatA8~5voJ~Ru
zJS-5Z$`FBE2@I|k2xrs?mYqSMUnG?3yk(;xkeCC9NyDil&LC|)?x;vHR}6!2ZCmTy
zsQYxSzRrtKP9SRNLc&G<e)xh=nWRWbq?nLPmjDX%%v4T87z1t2U0VKe1pA_9JM;{D
zWu=OkHPh-0Uwi`D&l~$OBK%UFW~$_*9&^gor+MK}MA}WKa~51l!><Lo7VgFf03JK~
zIKyv&;J2vYXBNcq7vcoZ)T>m%l6+I{GT-u+`=AKnr>EAeudk=q*O$}9)#;K$x(eYs
z+*T`aNS#HSbds>$@B2Ulnezy#U?fzNr;Wg2Byl&*1oHM#yVJ5!lQUq+IPqF`D?;9!
z;9(Cul+67r;$llm84{8&Gbk+Sl=rb9Pye~k&?AY+|0+bD<SvYee0%(hHUdyC)pu0F
z#Qju&<m=}fBtP~dAS4OSBB<6}3>qZQfj<#vaOG<u+xPGbB|%H2a$ILr4ngq3dPH2D
zecb?3nE*IJ(cHVH+FPeIT<>E6CTmP!3JK<MA(10{NJ3s9b|8s@ByA%Jf#Dqt6pwak
z@u*6*!!$qhM3@KObolVGqr`-B87sxEO%%j+jgy8MGrx3fnE%)83Jg73zR)rR3oR&%
z)~5arFuN_6&w|Ig0V?|~)iTlj03Fm|5VT8d>q6uRY;8`x)2gD)DOxToq046~gp{DZ
zp_`Q>1*LAOg|jKJNI{<58JYwduX2WQ4<O{LUMwT>v!tl<a=i|d9A&bgKu57yr^>%t
zUQ|s{@S>_-LGl)wmQyKvNCj<vsRQA_vElz9`3ajXIYl<1agYy%0O{_Un7~;>(>-hi
zX)ef}LZbwd@(9xVt&{iENys20phf#TGu_f#@&uVx8x3I5Q={2V*$C*_XtmQT5Z^k5
zbh$pQ_Mf^JW$iM{sbi2yv5FPQQMv4NtJ+MJ-)7sbYI?Q3R=suEe!AS=7nE1tujQ2q
zV(cWukW_ZD4=Jn!S<nqVaY{0#KJN)C_QpPwCudhr7<M&Yv<~yT9}CH75{gDfyD%Le
z)*}(^@PdLwJ2-szDp0bNQ6y5NQiiGw&?{2cz$?$edf21IN?5ZV!G3Th=~Qf3=d}s0
z9(X2Dsx&5)(yZOH8+<r)=(d<D!ftTR*bPkh1u5wi&$w1VN{gvjOHgK&-eZc|?*P83
zxCq`j_Lh4A4jVp~$B3NP(R!H&0~@Kp&1W?`C^4^`AoMj84Edm4>)5FLNzCY5oT9_^
z&_Tj;th8=mEj4r+C&sljr`;_mCj}3f;^VFTN|DXYp)&gNGMFk-ay>3Pb+Vxs6O*Ty
z*Qbrv%o``h#{B1LtONQlnJa2g!dJ@;#ZL)DW}|C(a|H`@6>QorSYnA9&%nX}gF~l`
zs8BA8#m+Exp|OuhY3i=qlN>^3Ma+58Srsd&FT;GJY!~X3DAZOt%-pX|omA{G=Dz#!
zQnCo-At2;A&b7*T!CZCUK63w2MOZe}5F@8!gnN;*_>lKZ9})1}3=u*B&xjG=$K5ZB
zJN1%7MoDa&;&w_2ImFm5GiV_BnD?=uF;DjyIyu|ISu1aOU$$iyI2~q3KM|r#a_@#6
z{hC(4UbJ^^gah8CZlF9~^PxE0?;Y#mep{@=9f~{*j|hiHCoBSF65Zrg3kn{IqAbIh
zJ&@;4Yo4nKb_snypmLFB1ja&)4*?;D9q&_0AJJ9lU*IZWZ7||Ct@$OiJs^c?7EumN
zbP+*-&u3@Q58<;P=SR5=Uc&EC(R74_-zv+ThE!1cKiCr$2qM*NcFwhjV?9LOjSOaz
zXei!;IJ*uP4oC+2OWI+8S_T`WDY}Ml<5vKo*OQ}nno+UMgl7BuiRYV#f}IkZnU#+q
ze<<$RBiMm9T5?P)39z9S)h{L9)mf{x4p_HCYRF?Vjx}ZE2L>#CwD0!)R^EJ?$M5u^
z`j>qvyvM0hePbVeXaoU1M>3&PScrx_zd(JhtSKG-Lw~5R6<gD5)|4*l3P7n=b^G!G
zE_q^8YpoLuQs}!=Fi2AWAMZn^L$>`J`yrp?3H@IcWbdPWmXJgY2w4$-D#Xy`ZVf}f
zXumZAP%bk!P6ELDSZwy!UJRQJrgj9a#Fr3Zk=s=tiLJiyQrPNMB`O5JtoQ@dPPy-h
z=K=^{dno|nroOyF0%X9u0yzKhQUK1?VLmA#67_-r!)31<kGE+{3E&`_@ajen!9W6|
z_iF+quQ}f!3ECVb=NO}G9%fP@+5Cr*Q|?bhyGHv<QuXCjC?7n2(bdX_DfvEfFpWuG
z<<*}KvC`lwg9=LbN=W4?l5(T1qV(8jnCxp24ciPyu!vp{p?+{ieb2W9n%+NNH1({c
zKNEuYy<(~eE9q;YvEA3Kudy~n-X%D+sG%4At(BM@^e%-voZ+LxwRKlbyRC}6!Ey&P
zAiEGL3}0LDW)`8ys4`(`OBTkW(N%Fk(sy+8S`|VL*BN5(TOGI~VO~Qp7R;W7W~a4^
zsPm~K*?B}_vBwdi`Q9kduND_>qlrm*(~8x8t5`;#dIy;Vs8EE2&#5E11#O7QBEY^*
zIUNO5D6}z!@h7q}CW5<k=LwYVB0W~w3s5hS7tKb_g*kU-LQpf3*%dnyS&usDA6E@D
z79(acRdrySRhCN_F1aEO4#KYqx2P}~_1jbhmq~YSTWcMFfO7dM_8$gU2k}vKAgCu$
z1>l{Mn{lOL?oXVCf;K^zZ9^ETVmu+Pv*afsv+C7hT$5Zi>IFfl-r8rnBs!J~XnAxD
z);K?&hfQ!F4beXdFr&IXGUgj1fF`GuXB1?2iR^LV-G!+87;0|c^GK(OY%s(!P!1@0
zx5&@2R<ClvWW%9EeNA{(i!1IrPSLMq3957agG95jj3_{SZcKQo1(xr1b25G|gg{S=
zsYXn73=h8^7(RYt`P5^^6G=X(<$AHxV)q#wc=P~~DVht(!-)Si0r5?-PKne>C_xC~
z9}7YJePXH+As!w+2=OFWa<~dt;ZqOY+xG$keX{zA>$DY=lthjyG6FlBw2=y@a!Xya
zaerBcM3Q9(CUls=wRA_;a1!<oKk_YZnx{b+B^c=VY<0Uq4`>;PuIBVdGB+bd5-!j)
zSjq;(z80L{C}E^KbRk<%Ws$ETlX5?#G$q%;-OU-3ENdDWiKP$~Fjj53LugTpR!+(Q
z8Jb}|vR!L22N+Jk)DukN^8TE-QDeNkKOefh12KCE`o>|c6A*`KA?ftAgSbM{9w^C{
zDwUB-o!YP(9MQfLO7K7&AtmnuDM-{`hTn)AK&WsI)FMSL0`+|4)*Wf<(E>3rt+5c+
z1~HZ07Zkprd?yxnm_Qd}(ipG|c$X;Q7=IH6g0Q0Ko3HH_#|$9+L#-35E<xa?L|JtA
zrmB$?ZsONJXuD+u{go(M5qqYL;1$YKL5o;?QE!HVAW%}B6fl$tBgYO(h*2yhO~dKS
z*a(&ePF!2Ty7uD@6@5XATzBY;Gy<__+vNs@db^Dk6;S{TAOiT9c+l3g_YL2`a?w|h
zQ-N_;+a&)32=K5$L7)hfGU}%xN|ItYjfV{FZ7ElJg|^mo){wu=t9P1!1yXEWO#!Lv
zSStt+U1KHy%Wh8r1wO4@DpIhrf)G^FMj(R#GgeRw6glmJm7SQN(gc-;M<qcae`TvE
z<i8nAA;%%JA6c&3YX|%k1o}JFc-)^xog#}j5IY7=?7wLTtRsu4c6DSiM?Yr7-Rj;m
zju8cjU)U-T|6&Nlzb~d5QGyH)|M|f1@n!ZSM~Gp;AMYdeT3Sb}U*K>S7I7{MOLRC0
zC_l0=M?dE2$AUbov5hLu>pzQKj!|g%Wazy9LQFN{d4-1`{=Duz0(ObxVpR(omFA(S
zT0tR`NP$543M$DGKD->=tlSL!n3bnBrZL4?U0{vX73Ar|zZ5#F|2fXH3J)JVtF710
z!uNZi3_AxI7X1gHnvew*>9Z`WkPxJ<Fbjed^5jY`98+YZTI7pBvRN_NFi0P+cA!e(
z>j?fOu@hPp39yjSwBSp5#W1S-8nIaUWB3B(xi>>V)aZ#GvQx+2{Ma|6oEL>Kndw+|
zQcKlBoyr<kYgO`hKuToePpOQmuPrttb4HCT5fbjJj2|tgs~Iq7ez}aWVQgdtaZ!2e
z<lXEK(7U3(GAON6E%{0mtrd&m%0z3BJEu#|nRH|0u1D^i&A$H8J7?!+mDL`SFNyKl
zc@1i*98*X!#~Y&(a=T1{!(5wY%1iiVg_0WFxW@(-siaFa0l;Yh163I-rkHCl`WlhK
zDU<@n(a`<ZrE`%9%~g3YIKEEVM(P#lz1&1WpKvgvxci;w8;PWG`Nlp}Box$hO$7c)
zLKpdlAX|I;OgMy5$*a)usSw$cdoy<6ckqSz>UVzd{9Tz5j^GOaZIiH<j|9-?&o|I7
z41`U|qmhC}$ft3A50WCc-}5a2iTlR{3FX~bFy4)LG!6EFJD9G8y%=$^_t*W-y%#G*
z6erRT6_Q8-AuDqjq#-7sTn!7i#Cl6U{}?i7xIFvn#!4AFmo@d+>b^W8XIl;Mcw$MY
zs8MtdFi!!ifG4V6CYK7#q>u_InAWk|WYe-x?2giCAO{%ij;yJ<(g%%0H8rn`T%Q?V
zrET|kN1Rlx&!j_;Zm%}+zYURYxj#d?4~+;>u^TysBtawLU3fPo0XXcY7v9C!Dz7@S
zG<N{fUb_vGX=~jsxcH*ZGvc|}eOD|=?tX}~^t6Xx37zHhVyY1}z3}kw8e#b1d^_Pa
z1P^!!{P8MLhw;Y_Y_TVrgsD^AN1ezOqdRYdLKPz^6h$ak$u6&B@lC`s0z?Xsei2=w
z67Hd-WUaXjk~2)$kNSe4Dv?y{V`3i?=|WWN2A66D*KOudnBM0-f$^X0Gx-o0?@_N`
z4Pm_8r=ebthpE@d&=xzC(@O9Tfsx*w4)5@z0+@X$T7nY(*BqJ29I%d|^W14`9sN^~
zFcKhYk#7hP{711a34$RG*#p6^g%0@(VyY3zT6p+B2n^rz&IgMZcc-)gs|5SOX>GoO
zq(N3KX~2^ADE`+3#Q!g`&M`v#Ga-oom6&Qoh=+$C9^%&>$pUka!(~+mOV&QL0Pgm9
zN5Jxuo43fM_t_9EFBDUa2+Q#B!^3j#ksJh@<GP9q2OLm%BKbAht=fi{HUQdqUlEZ0
zCb9i7V(qVoApL4F)rgP|4?jGluR&NWL`c7{Isn+nHv}AWVsm4J<8OrEI4!0c5su;E
zhlk^<kIVpLkHNsZt}TS^GTLVanOE=E1VkSY+Z-cAKNo`NePXH+AsQZjc!*wmWF~vS
zI*M3<jYhozgKoKaI)IwduLwv!CAK$4NdCJJB%c&hjR?u`@WVs$`Xe(rqNW=V0I0?X
z>Xh1N>Os`(`Idm^y4d6x;rW{(c(%n<Bf>L0{P6I6&5@ZIU?%wj+3&zCp9QS|e)fA&
zK=r+1t7C-fZ-t=x9x>I3Pz?_sglZC%V>m@TEHwx9k|b-;21HL0534<PKmzS4l!q1Z
z59jj_pzsgXjkBxM$dX(}cqO8&p>0n+(1_H<$pb}>CH6X#UJkn<YTm*_*Q6k+u#!#z
zU}9t&f!t@5SCNVYdrCXSj<FjppynHuAX0t*d4WF?RYU6gjs13OrcoMv|5wFr`Q<)K
z7(&1El=$Bc-4?l9qr|^6ti+#>V-i4-E0yOm#0Bt_-Y`&pPQZUWdjEAt<{^iga0?`S
zIpi0YDAMB{0fsM%wMj4xfg2te{(T5H{zyzUA|(wE|3YB+o@6GZ`@iPM;?e=@9vJ%C
zO%xfUEDjTEBmvs*MFG|STdZY_Q2m_{RR3B`H6m2Q!w(PD*T)NtlMs&kB?0YSw``FG
z;PWA9Uo55?5!&J5gV0Vwh=!8}!uKdht&*%EBn^a#;Rw>e59af4u2DsGbR57hFADbm
z27xe=5`@_Qm12AHW(1yz3y|wG$q+=`WAMKlx&U%NJDI`Dl}gADfzuvm3j<|Jz`qZJ
zkI$37sZRi`M2x;~3N(34EK@>c2sH5^@_QjPd00#}BApBm|KJG24@W1%YX~0t5IE&&
zO<|lGflfZ3&p+-^EpQTLrdjhrKL6v<zDq5L57Lsj>Nh3jAeUxEIXe;dh}@bc%F&_B
z8^RdZpc|=Laa0DKdjlFwjns@f;t(Y|hDhV9qIYB_P&!esm&7f2w$HRf+yakS{(k5d
z$Q>GDS?{S0ZP6i!?aMVus1Jd{9uWv{zbPO+7P5HFkp*&huGZTtC?pKEr&<lzkRsm@
z5cpxSED3=j5Ws`LAA}I#hs0DPlELusn<ETA92pF+A$Z6`;E+cK!#ETqgGq)TZj0ea
zl28QP=g`dFmxR2!Xv%&^76+QDd>-$2U)i=-@+$EURfQUz_NG&Lr>aseij{Zw)Czed
z3sYp<X5|I?>YgI-JdbX$&e_d}F7EDe&N@YuVMYch{dpxnU31ztWejef+nlQWF~0Tg
z$`|qT+-BuVG{hyh-geub%~s`4)MsDDKdXza%AeuiCpWuSh;`W=Eyw=`o~jm%cmF8g
z6IG<@8L9%Xvw(7m1j;4b0+h#peIQVRrKPT<BSQWra(B=AJhG8^6Nw$Fs8nDWeOz8S
zsls0kT3PTOO?9tFP<~2B^vlXu2a(C*$O0VdbvFS33C1Sxelxn_mD8^xf4CZxtUp!x
z;~N>1|0mJA99Gk+{2%HQTAKO<>?MBJzt<k?tRYndxzto-mQ2N_GAn1@N~vPd%YwPQ
z>{cvj44sYik$M%YilHODNKA$O2Wul7zX%!RIss)JWfo!kuGZ_PsWA=be)tNu;{fZ0
zmeV}LG9$!1oe9oqDQ?+bmA>ND|EC-g&Qd0~4)va)`o&(E0@D?nCgxB1`w(*QHCWtL
zPjCEk2GtO#H8fKG)|~Y^+AY&~NbTuR$`}QQw8|}1R4A(c0Lav~+pBs*jCROA;jADU
z7>OuIy>9v1)$m?Rb!4JYJOsKwlaLA+@ZNMr4&~C*DC8mVuTG~G0RrewO}*~W{-%b-
z@o?ya<BdjX-X<T$gOI;AMB2K0Lp6@3U8zPk1ZRW|Hk@J^IpcZ&mETQpLi=d7RtoGw
z0cG8<kg7`nX{WIe|2rycpZY4A+WQm)f;K%)lQPud$Ha7KeBGhke3U+}s)Tl0&2rOu
zTZbV`m{2UDKQ`y{<7SlVlx9R_uFwpUJ`I$Xm|z(<MVesQxUo#o)oTQ?8>7(f45q8+
zRovSpC7YLRhh+0$^QsFk2uctkc5`0Aa;XH%u5AI!I~I33ST2)bxpZ5=^8Wlz2g_~=
zmdmyUEFXH;P6x{#36|a40+x?|WT%7WatW3_+X9x){$UKTy!)~qhKKL%@nEX*{vJ;%
z@paDbWe{l5S){$X`A|+PChx<r6*dI?XqYnxYgzAvHGI4m9DcFKgQ?1=dprp$THUMe
zE3ZIewouCAIF|v)N)0mNxe#tX9R}eeY<GEND3c*uB>8N9DLioCY<d_xyO)!JB2|P9
z%4wpVUX-CqW5TCgO!&mW*%E+M0TLB=G;C)AAPqkkApOJeTE+v?{}3Mdyn-}n$dPuM
zD63256Yh!q{IHwphY%lghmS!TuHGF@(WWY6xR=&5E7gv3;M`NXGGg9XdGf{8X1!K_
z%EhT(vg}l)*OSU=SV6llE3cs+)8+>@<C}vcLD#()wvNrp{WRtt)R8NdVOK#qGt9T&
za}y{nJ!o~WFty?G^mg~ubiU9jS4-2CPGbZ2G*5QnPTQHzE@W~`&cae*-gcIp#oUa&
zFpEzzOG~+8VP>v0zg*0evV}sfSejWbEH32cinH_h+s<Sh$F_6nMs3Ap+h4ZV5c-$V
zZ|ATO58ofUAQ^$`?p{Nqt9*N-;cRwyGwh~)bFsZy&hX$LejR*~iP=S%A6BlO2lCvj
z1S)lJKB!4YtNgTM&1W)aDfN;<I+2BW_^i`9<R1SS>?+Rtg2dcP@JMFro2ndyNxi#=
zh-)4(X60HBCxD`@tDjaow|M70NOd$m`2o$-O{?iN(T)S@B$P!sExMQUDO0uhs$=k|
z|BT-dgeVzO=`DF&@9Sc)0Lni6gPoqk55@KV+rZi4bG>VsV4Zu4y#z=*CL8rgMCy)R
z;!d1c0=YeiB6p~VM3?Z+TL=@Ui>=lzhxXihJfB64${cLr2hhPhRa^yanWFY+`>bd7
zSQc7@pC)rD8f`-!tTzu>&6R>Zm7PK5wR!wMi~ncRnZ<o~>^awCuzIN!9P5B}>wWj#
z7x)U#w+t^yitg?KD?8gbdk2=#K&y0^EAc^&KJZVo>RWR*IEh)Xn#zLNAHt1YEw9wD
ziSo*7Ta1OIPYwd5O-C$3eMB%kfL7=jrASNDU&4Y*_?+sW)z|2A|5R0H88cb1BsWpw
zGu5s)u#=41$-!wpmP30Es+I)h(w(>H1Hsu?)<HeNq2sVmD_cFRxKt6#R466GwPA3|
zr{S*$Y(0*)2QaO(>6>5mJtf0%y#~W^E_a)03_<S@9#ZWTJjQ<or)X1XJ*qWPX(|4K
zHjt}Ef84kM24vf6^=SEbaN2BxwuC9{5^autZ>nGTW2=bD+^surDWK`>X|_{WGq+fW
zUSBJ;8h0F=Zm;^^^+766ChcklzEOH#4}w4PG!fak)pNKMc)a7f9bdc=vjaxN^FzlK
zP`v^18*hw0(VIQkF4RjKk=u^gO0&N1Z3TY>x1ydOT6YMI{T)5LH4sRtAFqp0dHRwB
z61#EeV*{H^dSMYm=;P@<ga;Kd1OX$H&gHxz@S8s3z*+kjrq2%x@y5j;5u2t79_etO
zXkeV~VlrUQ+2}oI&7O1fGv0b5x6C7WOEX*M5okpVz5x<$IOn2Q^oH^L(8E*^xi(;z
zx#(Ty%r0lr^S)z=+$IkZ-X;%0+svhBW<5wH+~~}JjpF&C!>ZKsfSt}n?{voObUr;Z
z=PfgGr#wV>r#uAhbS9mh_l8Kg)7b$##q&eCImn}Mt&ysY@<s!8JR7~^S+nD8dLRn(
z5aAv35VT`?@e}TNZorQ5{Ln(89nVGYc+Tv2KE1f$9Z=*M^AO=3^APHcmzKOC%#QJ|
zqSN?=j5>$*2z6m1N|Dqi<(r8pg^KMHQEISo=3T~U;f!wOM3mCf7y)A<N+ppUC!!RT
zAPZvTM3iFXGEyp-h*D7Q2}#b2C?zbZr-rtq?q*BsYJ08P!;sqDg;>Hh8<EsqL_<~{
zf<3Hq6hE}l@BsbI*5z*<&Bn?LndXJWGO<3v)5SMt=MGYr3cHmq*VAf8tuz~q(#OaW
zg^o0BD|2=sQ=D@aOAE#2g-pP@J<I^&kk*Giq)Hm!jE;3zpfYCe_Gm|t*vzfYU}!UU
z<uI+c@}5h8LjA4VkK;wpQ_$1=9BIkd6L{9`N5x?0-@2UyetI*W1M<HPHlB~c52(!Q
z@B@;)CPjAj)Z4~tR{v&@kv?YindQae;<(J}5rYjftDCPRF{|tEjK!?3#@az<bzV@|
ztX^~NiC!NAQ_EFVDJ!bFFchEe*~h)+1o#YwaWan2WPQC5);hIvvD|>Gpk0Pnmzq@|
zTs*yX#&F)>SdHPq5w}f)6B9#PiDL}+?8552V8QWu42&sUjZ8yEo0wcvcrJ?pA`Ibj
z01qO@D$E0r_Lhw>FOf_tTpr2{9^9@sDi%7>4DKT9fE^DqgwOUc{kuCJWCzd1w}S_F
z97lOOUWeb!q+1Nw>mYOZ+|vHV8Q%f<l?8XdgAC%?nf;5I2$MM0*4KzQVH|yphzx(@
zTJ6QXw$mTW3z{$v_Ocoae19*hxZbe#c?4~XO@CtI3F8p{Z-9gNlE)_}jKlSiE4%@O
zb{gXl+W0SqwZK8~tt$AevVw0$YvZwPCBJ|nl4-Fr@Q;Iz2H8sf$PN7a7*Dq)wi0`;
zXlIKf*h<_1#OeHpp-(5St>pJcJA#<DlHeI6(e*`0;2>LxH_=A~=#pVs$X4>N#b8@)
zEBT3mv&D}DyirF2LS3ZPW-oHNR39xOa5ok?o?zu8m%yrZErv5e%Jf02@+y4NJ2ZKD
zJ~x+}pIcmBn4d2d7wn>)n<>o9*xAC|+|uma((?RVb{Pgt{BL2=UYIXA_R`YaTy_b8
ziStXP<sPBQw_zzVaCjR+lRc!p2=nix(B#(<JcbEPj%};Gk$1e+A<01qZv*}L2GG|7
z-H7z(>te6~hK@ZFc`*G+0>2?_wL=Vl6#|mu=8+{CzIzGOi`M2t7wK(u-K3Nc4m3IU
z!s?&7{DKSmr9!Q~hm*D*e1Rkvj~c1u1u<)<5ZudD_q96SJ4GZv1!qsn1oNiIptM=}
z2UI@^m0>a8>Q%|48z>diw+>6V#z=G>mQ^Aze~sn1by#R^>XY!+y3@QPw!Moj@g}1x
z&e$@EshgnzI2f5Lq@iamLV4NB1~3^j5XCLKMQH4(#HZEgR52r@Bm_?9AF0rhOD_|Z
zlDYI@2Q@fKfhuI~r$Q_|o1857^9i}dVIKVIEf<9_t|KOkC=c@-9HPe&<V~%6?PhV+
zLIn^A8&t!Ez}je1A#`eNhT<a#a@Un%$hcjuy{%K`+AMaV-a#c5)CMV1?G#;nMOBzV
z#S~-rR&m$<E}TuLSa0fv0J%BuO=Vw49l@ihA!r>zU&u2y>gCl@e}&`CSM4+Oo1-Is
z$&^lpcnY4x!rV$VRI8+3;t8!93KpWGyJHo~wfY)$mPF-3RFp4tILd$BZc!&<E)Bm{
zFF93jJG#z$U{_6y)kHP~D$#Qp7OTdf!MGf~Y@NIpP=w2wkQ8q@Rdl3oSr5GF@Zn=e
zpPVwyPuJJi(@4o#aayQ=L+z8(#nox|^)zWmw*vUZPL)SWxsT9&`F`>;=qP;MVU8vv
zKwwp-Tb&!}&o^Zi+oZ}lO`IvlY@&Fc-B4xnTlMN0^L-aaR4<<@VdGZOxC4M_%IWY0
zL{b8dh`-iy+BAZ4tf2ivv%Y3!tQ4{y_FGhaW`i<DvTj8gRVVVq@e3!I2>^~AGi3|q
zcL@T)B+)e?gxU#zQy-)jak1ULZwhkw-aZTH#e<^~kyTsa!z14;ldAR+=rM|ue=UNp
zO0a>ha`NC8UW&I;oR-|TM3<m6Bl&j}FRpMv!?y#{4@LobAoH5SH{YUL$k&lBOSB4P
z2eh<c7pNKVhMTUWDVRqYxrYau3!|JC$US<}6RkqnE;`tI*-gu6q*PyLvWQw(#HomO
z5h<j4WTsLY7>VMRXkTBdmY0diAUAG>K1aQ;I%4~m%T5(vXU2tit1=iZCTrJ0`)Flc
zrWeFplwWh_;xA)X&{v)N+eW!vS_yeJpGF<9R*{Qx(atMi!n_(P3`QPoqV(vFObhT>
zBbKkgMGNE_Xn+>7hm}ADskw?_i1KqFGk9tTE5_(6sLqzQrcNp`wfr=*w{o)tc%Tqv
zOLDg5R=U$F+3A(~ndwGreY(*pxFW=Ksb1_*b;}k#%CEGW*`=)S*L-GSK9|ZYEM)R6
zyW=#|jneYI{nkkmPBdEu+a%x-e=dXDcykw=Rs|;uRA{9kFM#t_%Y`PgDAPC~XCqy#
zuVMP~^m3<Koz7;`S^RH0mzm9`a@ov@baocg2IitZTIl17v_~7o&%CKt?P^*Be;U81
zGRPiU$YwIr`@o@(15c0{UMsgdC0;5aj&m0El51Fc!D+8MI6L}K^|DsIu2t3^J}mIL
z-~cwjKW$yY?~IKuI7mcL=zxbN3W2M_5obrOH!hD4-g>s^G^orU5NCara1Kf37*<Kh
zy3(DCWm?W*IbrJL10|BCmN)2tAI6*zwvKTtZoW5+GLV)YLxvte<2!eIrGsOR33sHU
z1Ma!(k)xTVg<N))fQEahbs(-02pNZjO_bf+(7nKU0SpG5#C|0Zk}L>RP@4o$2&S$W
z=ro)4W>C85K)RTaj`Kh|r1<d@eYk%}{J6dc)sdn{&$k34``JDdCl@<T`NfWLlfAG+
z@)r>jiG-w)NG{rMjR5f1^rp5F=KWq2VE^n`!G6?$eH;{jtHJCQ%wU^e2)l3a0b8;g
z3F|)Z2~hvhSV4WW0d-G~HwyfI<;Be{N4R3?WQ<m#Leeh_{P@eU;>W!PKSmM&M!}(z
zTPZvU$VpN=MkOeUt`Ag#K5((JldypfG8t;X!xU+)*E<mSK^WU4@o^OdR2Rl`n1JqG
zYrt|xR=vCJ4F?TQwE<1(KCa2A0rOdtG=LHeX=m_NS60+QB7YmX=qS%sh4MhMA{h;j
zt<|CP;4e>3hHb6cO51j|jm(Ae^tZQKC_{1DCY4~i*lFYoC`p}HvU)z3$<B~SZbbgT
zYV`&=fL3jb&6AkdT~4{S4C9y()S(5OPQ%KERY92`4S<bcRn$p>0+7ipOt)q;Gnq^(
zlbuavGPAR(EJ>sH*VoBHwVw=au$4g)CD9Vv6Ur&WL<*VnTWnOWM$PNgW9W(kg=y-f
zy9{*_N<?2p-4uYpg9w3;v^jgNoUS?T>Bo%HN&<BXf03%ShUKz>+>DvhhUOH+{?z?y
z%;{UP9#n&FxAyIWjzYHBQXQ%mtrJR_ITa{D7!C!cP_KlLfOQ2@KCvN6CSe;RHlRP^
z!zUdE=a2sybyzxSOjG|uzcx5py6LR2Ia#S8WVBRu8c<Za(`1|x(z@Sh3v(x?RvHd|
zF_?|Tn;KZCRsy>->d*i?H4-0NFSqa|2S^J9Z#rbdG&&VbwJTJ|n(IHUkxsjYuTu3F
zLiCz-@)0Vqjo+8;rgv1UI0&a%DmTd^V^=p??eq!?NOcOx!<j~L67(i@rV-R#bsEq~
z*=oBlpl@`~90!=U|B6b^bm8m$9u7&kLh^`roqF7E$%_WRE@<fPK1)e1f4|XipJC}t
znDP8&gp4iW*HgxpuMGh69V3u8c>*JiBo61su^!GH=5U6f!K0kZ{BZPpge!BSA=568
zBHE=%zdWq|uZq){9_wkis_IrSpb?Ji#2aCeneZ=|*+$@BBjE1kKGr8uRXh=xdG}Z`
z)1?zb@Y@j(uX|xSKG;U`aYV6{ka&L@K8@}ru=WNDigthVVfIT?#XgdMAksh-fvgB2
zr;3VwRT%vt%BXs5Yb5m8wYF7O@*N9^XYnVz+-M-xgy(@A<6+i=9_hxX%vD8Mc=Q}9
zB%3OSiLxq#-L@cr!IMERvQ~gjCeS%xqAs^q@e(yJf!{#;W6JPwyT}#jRP)l?Ao~Pg
zGRG!vzCEU!?+?~xKj43f5WAklWJAT^oupNA<dwW;ERuQlxCj3VlR}z{-#Y5*Bh7Nj
zI@|zepJjJcz2>4dpL)~_0)S`73qUUl=x-tb*b$Rqr-7??;=_mn;w?c#@wTKW%9;)5
z6>I*e=t$jvSnX}p5#>QQowkpUOq2@runt0ER+KtG$|V#mxD4-s!!g1=OXdO=n#`N<
z^q_4hsi>~T35tRaOK?vq<y&~vV0+N+F4AYwpox5#&<~-B!xo_&K_GtG*J=D;Z|i_I
zvNeRAbQl<fu~x?y+_)K~N0VmC1hdMHu%<(CIPm<gmK#(FQ#tUAOO7a^=Wv6U*MYf1
zzpaQQoUNn=`iD{Gm1X$XTm=@ipJzE><!OG8da|$BwpL(^fg3MROki(g%6_)6Z!h^|
zkI~nNLW3hbY@={1oMK0z&r+bAr_55w5$JO}U0my=(FSVz+YtxU+?c+zwN{<xqhPy>
zrOX)LY|h0Sz^TEFdb-@8Dun5Jb7h+TQs2BSw?Ip#6Nf2c>ZA*KtO(n%jaPoqV1z8%
znV<J<9|jq7%XEy;2Ou*}@OH=Ht(2$UC8$q89lmXs$VBMg*bn8+>8og){;vvZ``$iF
zNMdc!>}oF-tzv`zp9pFz_iL;Km(X=h0GKy^lLX8zb<-sX%!gvL|8l&Wy$cITy4j0C
zj}q+lqmX%h=_uVB`;jsUf&Q-wxO{v}a8Z$FF!Qw=tpn53@d#>IL5Yt#7bd}*AS_?b
zG~K1+5_+%XhhP294;nHr5AAbX1F?7<WE6;94DKVhA}?it2nAvG>RyaXLa+C00`I;!
zRw&LHyo-in57wCwm_KmQ1>mgsU*$6hiZ>+eBJf|avwlDwNmGux8v}*drgnruVu0)j
zc}fLxvqoG(-E)fHTVI8D3?d?EF~lsyLbq2Db-h}LtBhi!3lxw=QXISo95@cS5dYZ}
zHBOykji{%@Mi}=H&jm@#LSxc~@jtAPYM=wHcm=LVOsvfftrp?uQzzkPL6LJM3g<le
z2o+)wcUWJqA#Ba_Iq=K;Zf+XUWQ|NtIUNumr$%_ZQ*~N5TZd~1r)oFrX!gm$e2}D}
zvsB3o$nTNsj;#tI39&$a!6uDDo;miH(L|80Q}b#r?Xg!rLe~7f;4+>OlaO>zo2Gzp
zxU;GTEEH?bkBtQbZXC2CRf>ZW0Lb%*TUhBJY~PKYGr&8qKDPZQA7j7hV}7fKcVY~=
z^m?b&uCjRTv@6Edh)_rRCd=0ve2gqQh`(5er;$`AV4PABP{tlnZ)-pTG*-x<ZwYH%
z@Yf=1fm9@JKno8SP#Eq%Rya&E064Q6Wv8f=H6+}?7z585*`@K*Xf7E(Avi#lo6jz)
zC{FgcEiK(<T!DPL+Pj9i&XnsNij!rW3P|MLPaan)%Zu&?O3L=PeQ0*bQ+B1eypl%*
zo(b~#PkkmyB9$tE#AOVLXhxVZ{9S}dE5YINgJ5u(d~E=eT^gEHNeGWHjyR1gz8UP!
zP5+XMPktIH!=_0*97s(^IfZlQl@gC|ZTh>wDrG1IPi|^ek8y?Am5KonF%@zNuN&(z
zZnL*6{@uH9zub1Bt9MNV2a}g7@(poaa$|+Ft4+mYpQGHD-+t+^UU4A(FkmEMJPIj8
z!uTohGM@^6;$G+vhb<OwgiTplS}7@k<A5kv5#se~8NoWpK4se_3(d+>8vT8H-QKXs
z&!i%M)L0#KVbVE2IyA|I3sJ8(nvTR64s|p3R~myJkoY8WUpYRA;;85;NoCZvhoqqr
z)x4@VNJz6SN*^)VLwD=0NP23-mq80zE5rE(do3vhAs|4s#?FhyPLl*&1V<q@DGCnm
zy$ssyClDStgvoO=LENz+uAokjj)`4_9ESfjLR@_ala1;y49n&|hvDC2(uf)dSJPEb
ziK~vbx!<J(8I`o!<#!}Gz&p>Wcb?~e)E;%Af(IiVdLnik@_2mL<@G)bk>9uE(i!$&
z_IyhmYHhrS>Nzq0Tg0KB7L#GmL4x>`U^zWDM_h+!x$z@vG7VHWE-9k!Ai<#TP^9Zb
zmWjwKR~tvJngl%c1{sU^EebrHI{B9JX@?zRo*f{Od5%Jj?}Npo%^9dj7X*L9a@Aby
zfFxrGbrl4+&}o@{Oj(pO?zduvoQS+5H98<e!6qegC7!~hZF}Ed&b;#@2SI1Adb(Ew
z#ikW0FCAIabdEoL#y(GixI3cttoQO1qLlXrtp;b#&$&qv`dNWsQUMI<{JY&FmlwzP
zxwtCd-DmLR+NG=OC&IF@)coHg?wJIG(e=M;2ViJ|;|hAucDu+OI4<vVaa=z%rsLA=
z%JZSchxm1ow{Qd)>{1t40>FGIcK=i7fA_b?Co>~}<kjZ*gA_^vsrPFFY@a&+U<<}F
z%F8Ti+DJ-a6dn)a(A{hE`Qu<~D=6rrya6pIpEsaZAswrW0;FH)1JcS@AT9ZH&h9IN
zgPWn15h?swO!cKcQzfC$`pW+~7N^|i|09CP%6(}fJ9zH{MNlbhMv0Zanj29I8+eBA
zeKUu5k$3|C7km>?iV?oV;W{KHxKe?N`Eli|DitxX?)1b6at;;nL0-urq@Cv@NuDc~
zDQQdz9$E@IV2)T}Pxr17S0`!7-}XU?N|41EN-7MO=0kyL|I}yLAu!EjF5ig2G`R=E
z&Udrthrpj;$H7>gJ>JQgV^BBE|3K{g@~QFI*!3Or;&9^cJU0Z6i9JYwj*+BB?ICm>
zPlK#<_aNqSHD5rz?$ete*z}RW6NeGVY3(^xK+aw58SZU<ZVv*7z}^b`tUF(S$~v`-
zif+%)N2kz=1)rY7ANaZd6cypJPN7r`9^q%!_env0Vx4N+E6-%lojP?A4a?h4?!gs4
zbqeDbFupCv$5&{4o5#mbjOLrvx|9BN-%$hSyn#Vonhv?w;|_m{MvUAW=2pYcc*A2Q
z`!M~pdd>cY@fK&jS3%m~Put*iM1fI{qoJr~n)AMXimF^c)8<YUer@wk=yuTNkVblr
zkA==a0|l$1^;vHq2t8}R^_f%f8m~F$=u__xHPbxLl%=zP!<ABSp^Dx4dP{?%3bnLa
zUPY|`?d*9z_l!F$?{mSoP=py6gb|l{f>NRDGC`^2D5XfK3dX+;T%c7*!s)uZYW4M|
z-Pn8{zj1%2%|}9Q{B9-Y!bt=d+#0Tg8KR^?^HGK?VZv;I|CDPQRER>E;WL0Iz^Nj`
z25}E;Iw9%Df1M%sC|;Pi^YndJ2!dS&Db@N}A&>G#Dj`RuKwGVbT|}BTBpl@EvmAvl
zAQEP;y_XsEUhl^5C5w=%78NEZn39%+=yejo=+`Ol?pwF>Crkm5U<a{liryd}Mb)7a
zT*eQ=Z`>aJ%o~o~XP6MSG$ac#I1s>s9kY2#B_Ore>t6gm+$*R+);eJA-LOuf@YUJ9
z9J!7^z-G?E*aS-!0;$dt;QRqusOi;#{{-vZP>)0<P71fu5iVX}%T%M-nqH$7)~TGQ
zJV#1wsv)wAwo7$8S866$M*D%hJ@Tv!4*so3v0ug?M7)<KpIQipqjwJ@5M(s`k<!>)
zA91M?l*TSZbzr~G9DfVB<<35XCAo_s+3OV%w@t3xNS!zIyc=?<^4n6x3h%oR*mpq=
z_UQTF_f*__FIV0d3_<l{(DB>j1%sz_#6SL*@nsrek9$0FD9_ygKp=hV{O|g+M15b}
zgnNV|yHwMBd0y_P;;`O%{tqi6OC!-Oq>T|*3vZV{72Exx^S|9szo?n7fM&mA8p+Zb
zMc+cg<X)VmUk^V5VKShGD^*bGVWgueZS~X<6qm7~j=zC*ar5Us{R=d6h;Pbp|JG+t
zpR=a2Dea|u>oc|dGmYjs6w*F@ZodWf7w?g_iRfNiR5#ZO@FM<&=AI*MQN8I2JfwwM
z&(uy8A=yK2YMr~?%-K38rcAX+m3OC#DyFWdTMA95<jcUM_johC!9I7pnCuOO)ajJ1
zCcNj)Fu(w`8Vn2?R;@SK25dC|rKLcs6y<Ctv>I0x=EFdUdj6U6otblQ&1!HDUYAu;
zK!Wi>o@Vq)%sTn3)za}rnvSe0S#N<b;PlkSCy4dT1hI%>_)vUU#8UKA>Eu5P0=A_(
z`Bf2GLWqo>ChO+zvMFB?Fm5`mp>ySAN#Lxh#eJk&km{<mHmIXIbwulSCUry*Mr&$`
z(v<sU8+rj9@$&qrZuC9w<h&Sfh@RehwN~Uh!+uAxAgo9F6l~s@Yv2>9L)v%{ky4{V
zC=Hnd=g98!DkQ_?&?74c<_GG_fwI+H-J2DB{w}HK2o<69DII{h-b5#BhI)wSn3+`O
z4^;@jL7+@?de5HYI3?PfHH9`FO;k+VXN(r%QILj@o*kHZucH1$J6q?TaY^VoHXl%F
zYkmC6XuylcC%&o#uqLZqE!uXIx>M+kmT-8cFFGY?B>D_ujA;Ggl}=FbMT3GyIM+VI
zV_R^bQe*mDA4xwHS=2wHS(teGzbeGz-|e%6B-WoXB|qO7!3_vX#!?ijTb&4muLw|J
zbKuH58G0%J_2**+l$!<=i}Z&Bv<AWH%P(za5&s&Eq~b+E`7;U|0}P=1p%)YP;!xhX
zp;jy*|4)4`MJN#B`W~!W-ol=5iQ9PLzOe=jcvj2TMi3y{r6EAa$ucr_xkBu%A5cd^
z=cv6YbRJ^ZU!|kx8d_3XXREv~9_cjzD1aBdFHZsclq;XyFC?sbLL&qQ)qM><E8%hT
zWrDMy<qGefSg&&X?Uow=q-gurPbZG>b>l@(uN~6O5$Gx54_F6`PTl(h7AFJ@pf;3s
zs#RXIU~fXBpSC>(+r)mW2FpqdPuTL1Bg;c?lfxK?Rj^aolmh6sRN=fe1_*=qp?f_r
z%#@x=`8>R#G!FlZephh+T#l%`23eX8#~MGEgH<V38Uvjt{SO4f-alT1^)fd0ML_#r
zF<F>6oVY?O^lA&_vDHP;pt|V`4##l5g|AYzfin&V2;w3BgPQ6KJTz6w+pEq7dA4=M
zI{c}sQu-=J^r&X-Y3ak(kXDL2dEsff<u*5)L?#C7p}aS&nN~!eX^=cFtH6cza6!w|
zjgeYtQmhY3x#LCZ+C+|Vc%M;q4}k<oNL0BX)Yc16;JJ6v6}oxbGUFgHOx3BA1?-WK
zs8SlubL3*sLRcfFMgeYpe?AaiAT?w{U=h+ELB5eV2|qYW#A6pt)Y#LrsI_u$GqVC4
zHA&IDmUfCIE|*s*&5;sU01pCz_g&xoKE0bIms^hG&HlI{#gr!m!VT~n@A1$|N+$jX
z;_|$;&+tifsE`N!4H1_|?gc2tAX%d5#i1@h0!V!{5LfLLi|KK9B>V=yE}+^N6I7LE
zx&@WsW1r56!>|sqLN*}+M9zjJ0s=eaHIP?2$h{K<zek<wK!)`p6C<WcIFT|%E0@cl
z+3N@rQ@thV0SCpy&gfMY<;tn_NHaHG9?7k#vtDnW*0S%h22#>dvx+RA&DA=hzv>uJ
zH{}CO<w{g!R)v7fZ3J}-Z4R+$qW~7_Ej3g={jy`XQ9QK;OSiAax5w{>D7Wp}sLQn?
z%A8UaXxf&&Mh!=ZrPya|a5U-{qPQH4uiU{8NtO7_Q2(@bnC<b@Q<1oK0|sJzAM}mc
zCAN$hVp@BEXB4Y&Qi5M;+rAl&!E2aV+IpNDk8pwlwR~0$nsG=3WIieMhpZESQzTWL
z32lRFf)TS*eM_(#`mjo^sHws>!hwmWakLw_GPnqGA5~3U4!@-hQ#safacyo9PG;vV
zZd+r>v9@nE*qgA87%N%L^L^-h$aZiEA-h?>VtMK#K@{HCXUHKKv1b)XMKEHye#40G
z9m|DG0I48T7FGF$RaiU`aQm?_!A-H+@z(2)4f+$e7%oe4(1iZ<pg$v^)<}(H1S*a+
zl0e;0Yz^v;r6o;l)a_olFaEKNB;7<UDJ0#*H#A&*92^i`)sXN9md6s0B+^kYi1T}4
zOy{R{C(rOO9YL~xUrYv)9k5ECcp4<+FnPfJJ0iJ*k_+A5*Wmm*c3o-4p4#n69IU1*
z)mQ28Zh3kZ30e(U0?>lnQ-|$#yIDs4Ms&iU`ka9!a79O|ObQ93O`Xa_%sa}SdHu(=
zwB*W^UR)Jq8Wy5>l{hb02C5L!U`{|OB<=M^0s=%Fm{d>=l7iu(nL`@oCerm~G?ODW
zpTr)1uTV!p3P3}(sWvLSn_T3HZaQ*7$0Ts)0Lp#9xDcGETvHi#5oxlWoP~n%`8o@6
zOaEM49I0&$Ay|3#>};G{`roD9VRcdSlBvr7>hUCavAaJh@6!Q9(u6W~&cblmD&i92
zYQQ3gt`^Kf3Bd{DSz%GuH(+`l(tVSQ)ly<4p22j7%Rx0%DL;|Fv1X$Q2vTp<Q>`v|
zw}S^PI8;x@q3{%pQF2XPO2&QhEL)(<-)|MV%tWBe--^kGD)00SppnWDi<;nX0u%Ja
zx~UM_9asDjN$^lN^&ykB6P2Y^7glC0rfEHr$v})-)P52e7Si;ATx?)999FAw_l{)_
zDSupkdvEvZkh<A5eTE!@gm}8yYy?io^&8!6H{DMKLV>RGZAslmlD49jcA0<!mez~9
zB|tNWP{5;BOjsbaa6Lm1Gi?rWNftkM!1KZ6R~*kGL`HlNFd}`bAQl^HT*1WPogz)!
zG^aSItbm<7s3CC3V?%QhIFuHX^*N{nZ0MkK)~4)A;wc{F)j{cwKnE1tXR{Jc!)5>F
znuPyoLkY0nD|R|Yu+B$-^=>iQh~zqIg1Z6}B)CU+`Hm;*2H<S8M~=K$?5`7EEO|mB
zk0uW3l-Sl74{0IdkiJz+HXhvn7M0r!L#xs@=5C`~z-<zg-%x87uA*eM5T?u3WKh?>
zTrELR3b?b!Go%1>L+pHvU|x&>^O~4!#JdnRK_xIj&$|$kTn>Xf=!V?t#FVicZO<X1
zz#CnJLB5RBY1*~ZB*9V`HDqiw6lgcmRRXqoc^Sqqo;auH#LmWePD>Hz^xa~z5zi@V
zg5WtNkvh7UIVgQV?LRjwPrnR#61(6xS}vd6gr4*){;r(E4{aX#Cs)vo!j|BzPqGR<
zfhS2vk(D56PBOu8+l*omLB^hB6`^fLNe*uq0bPdMX4EQzg62rujFM!7dQp-IhTCS8
zb~eza_s6j5!S1z&+TbXrQE(7-QY3W@QZW@c1zm$3jDshX$F@b?5|^o+C6PezcT>z1
z3OtCPE+&p9xn#hC>#no1N-;1c9?m+Af+VnL*~K=b>2)=<@db<gob@vNg;)?KClBZv
zVw0%ihJQ-9F<{K2;3ukZ25|##ax74h>ar>mBw6Y32Y9Cn5~9*Uc&}J&cJMK}|2nFQ
zh6)fe;)}a07#km;T~LsaQ$th^NAs+ag%R(x&^D4*MI0MpM$|#mG{U5{K(k<gfDIVy
zA&;RU>c;4hcht1jWR+rSOs#SZi&2{JiSM7BG$6gRPFmU(epgUN$+bfXFOj__gc~XH
z4Iw7{QJ)EuXpDjMmSMY5+z}yMNSGK~MX0Bmd`*Hb3FXxs%+r0N)-;f)ek-opagq>G
zy%AD;Aglwn2kuVAGy<vPW$rhHV$kR>%aw&dJqo67j>^o_M%KMdgZHB88VDX!AS!K5
z@gnO^d1V#uiy8<Y2RR}%L>o4|5@&u2ix@}y42h;|s4`S0r5o?H$}|>Fsd~i_!8Ma&
z*+HVm;pfy}hP$eR9;T;G9&xG&z|rwN{ux#1jA;FcNcOb?`r&dz-4*`gGzd4hm6&dH
zxEs1tnr>ufmQwk;?f@pqT9=K8;|8?6mw(genuP3qFN^T=>CeR7`-eV*Cb@eWV?B%C
zoe{T4?!erl+V&#SHURaqH}tm5ZWB<ynIo42(m}*UNdS#t5X%ic@0ht8$_Ux#J%Ng^
z857hL8@Pvhc#U|?!zq37u{y*XB=V1uH$<%|$Qy#pr+YPMYRdTAkSu}R^-!7wy%X?p
z_s@`sa_5f_xNt2ouMRq(`yKrfx1wJWXmw~zXr(Ef7rby+1ckdpOa=-U3|{!M=E=cr
z(REeeR(>d@=0MP=U`k47gTG0~Q>qt9lPIcQ^BhIM-v0ty>Z;{7HHuWx2lXb3_vJV0
z9nRlEMO5nSxj~@>XoG}5%F7l#gl2^Nf@+=ooHbUL=u^^vQ1>wE9L$3Kyj8iyShGOn
z0JmJFDu56h&YF+}&wJ~p@>4qw(wU%rAUG4flpr+VE2fXf0o1mgBcDfhI!FI-Ou}5|
zwzTyYh7Q06*lBp_VqIm}xu`XU)q+B#hEp$)S4DN}&{pLAY!o|6@u5dh+58OEFr>T<
z^>t<Q^ai0YS6hiX%73HcEL{6PLNQ$Du=e~l`vK2H8ISk0B~3pnP*T#JP(8joMnDvK
zGe;UpT;St<HZTM?_3BO^j<~=QT3SRoF^yY0xd!fCiggXd8A`B9Bn<MVM413lXE=}u
z|8I&2!;+$v3^IP8=MHGk3JfyZPC{IV2oaIxVjb4nVi|T8#Ppv=4rc1~UV0COLlj;p
z1&K)?NQWMQtCQeQ8i9+Z=+WGiSV27XLto+|&8}Jj5w)gKypGpw55o`cDy-JP(-AfG
zwHqEv!6H4%UZF<8Y*ebEi!`$fW%{B8qV{YstPZe4TRfuB3`hDxi*otM_Jv4I7}0!o
zsgsXNL)DX0zNh=FAQ3$PB0A)0Nn%*-LrX$B)Gl?<lCGH#1$wvp3_Apg^0cUXB1n|n
zgVCaX|0RZwBb-}Y-S=JR|J0DbNy5)oU$+Fn{H|AtVu)@WU*$RZp!<rz6_(c|^i<rJ
zA4v}RsmceifXXI*I2F~7FRDYz>ZetP`acWL5UO{O<Ysnv!=hEHlhJ+i5&olXH&>kY
zX7_R*<=X7-;@66smCNA8>t2e#l+%ya-MyTwVmgp^^W9pZcn58ZE1$=|>=%JT3V=$Q
zFh>3wwWc6{4KncVwO~~#Ps8b<Uea4(^{#I_#VD0)1O<~78x=zWw(llAyTMd}NQS|$
zi!=H6VHA9X5BiazoYS7-d2a+$_)Rexn8L52^oPHw>HAc=J_H>Sc3M?7)GCR`l~=ej
z91g{W1P48W*@H&mOAwDrRRD_AMo*7p5dr2>Qb)<yJH9-{wDkyjZxrC8BTR7v7dWSo
z)__WP$Y12lbh%KDNkMj>L&_S8|8IDq_q;V^U_w83zoX0Axx4nxpSSI8RcVGbY#!nL
zRV8$(rw!FNk)TwDnB%Kpu!cq|SpFJ>pfgU3``18{VS&?baVKO_gpu$GFDHIOojttG
zA%F0OHhf6~t#yoS*(D@HTCENE{MI1bk*W$K0S$*9O>GjoRxre}61}uU343|FSw}7_
zU{*zJlzI=+Jb}O_V>?7tl+`zm0__Z-{ZTzx;~U_52C($Q&B?LX?8|JcEg>8cODH-`
z%6kC3k=RNm2*{@@U2=JYmPQcffGo(#HT>ce^MZDgS1S=6gVMkgboHaF;k4SqKtY~c
z4=2fQ{zQ-)$!|hFLXp!be1qbNAf8|AGeHu*y%pJx_eaoQ0*DdC%iBh{;vY(oM<-IU
zqc;3Swc+5sUDx)_2{AQIb(Lpz8;L1<T~166;{0(nLCOB-m?&8&Cg8ycGNf+h5SQJn
z6elG~Chb1W=?EqToeN(3n=V$N2GUof1xu*7EpCfVtQ^{svj&laMF<l-K*9mZcu@(H
zk?ESI=2GoUxmmAKR2KOTOc)pfroa>F?;4e!Lfn-pwBZXFkEBqLPXcS8cHHoSbPzI2
zxnIV#r=&4emI71jFHN0%;7x}QA3GYeK8JcabuWr7WtLONDC+=_NaZrQ>@+Pe59d$5
zSZ{KU2)2=4ZLd}LsWwogM<R!f7gTZ@?NxNTsuimpioiy|b`wGvgxnS-EEppu40kG0
zO;yW)963%|ognUcO6W9Q2%B7&lMJ=vM<3?u9v+amIyZ^8RQn{&B5u04I$d(6k$*v7
zW@tdFZ#dKK>KYgKP_R(_AeB7M`$P`~^hjhun3ljZlhmoojcGJPSWB%$ZJ|7jVec3s
z{g&yG#R3(8vraNN58^F0R>hT7=WJ>wlgXsk)H;2VE|r2hafxP=|9`(PQh>Q?fA6@7
zkW{%#-5w(ht5^f`p`gGw^cgm}EctB|SkOXbL0?1|>S~AM4UR_8cnKvVbUrjjvM|D_
z2#G$XtiOM(=QG~QCh-pd4(S*qa0Jj^DX6E!`@l1S{&$TPyoU|?4^6a3!SYjEN$^KF
zn=AahLLQBLBu?h>v7XF9b25Di6ES6o71IF@HOip``_@YWC5;0^h^Af?Y}93x;%Znl
z?Y=ypXF-IGegitzpYC%Yp^o)?ykX^u`yYt&ZuS{I2_w>~z@NK`LXSkS3Aq=|CIVgR
z<vY=`{zxYlwXi`acH&Z{Ou+Qm&o<A7K_zAu9MUHm_3Fk7iMwu{6%yX6_67`*`J+I4
zg#k(w#QQAdO-Y#)aYXeJQsc<l4EH}9mp#$12gzG*M$4%)B^Lf}E!9tVNJVk>p}`DR
ztc;~vQpG|#2pd{~v|en(c}}KjtQlDw#noE*Z5?Q_5Y*pv<bh)-OGp2B%X!-hLY?c)
zm1(Co-9j^$X;Z}3j6uFdZ1XI9`Lz^92kcj=ocM_RjwGO>L2j|!EOyq4qN)ach8XPT
zo!L3Oqd8j#wKO)|`hPTnuSgA@1mzn7*xKxjS=1N3WKsQuFAmkTGbVT%iw0=ao2;(s
z_f)Uk5(IVVSIg9G7aF9^5nGgw1M7afT<lP_N_Rxpc8>x*RNT<F7|Z~BH0hvJqsKJt
zW%q@z*rhvw()6$}4~yu#D2&M1mZuaBgwr{tJR8=5I0&GpG#{$vgO8A>k1a(n?YPm7
z0-gw3t*L=XD|M^wXjAW__~JOPh2(h8_aRTANU`1SjgrLA_qm{b@9Q)85VX&W;(9EC
z_Q{<X5&0GFp{uK(VD}#dsr7l&x;G11EQ)GKsKj_*K<mfG1TAI$zTZd&qY|*Nln@{K
zca2E=MmViYh;GUQQ6CAIe`2gKzrnyfM5RXn;)&C+8|a9$36XC*TTSE>;9Rhy_imRz
zNW}AfF0k*n$Ao=aHXMdNp4>`CCN?YS^B6URC~_2%H+vQHNl+u^wRf9h7YDfR1&aGO
z_FJ81!A9pjrzDSj(8~fe|L1t|z*C+ckKmJE6O#=Umf{r?h??LlfeGT*wwQfOy<S4<
z0?BGNiFydeT(u#Aw%E8!5+VvclXS)@<7D$a6DVgf+z{e4z9H5x5p@Wu#XF5-5vTEW
zG1-Wx5jDZ^r?K<|B;5_WNhji#xm5lJzpP8KZY0CnP&Oc#hbxSXFpfBv>r%Zf#Uq`|
z@rZM|T1+<LxkODc{JC8JXcIA9d@OWPkV>mgNfMx*ZwZ+07uy^ouD>|~ru)QXBf>Ol
zg5hC0`(~rr9bkRa)geg{WOWgVMJV55G)UG6CBTOpLY&4u0zhLtjVB^b<Bejn5l<s(
zg5YT+F)9sLh9rs`g(QK18@qc&o()CR`euNoFfSk`k0)d)yo_{Z8dPG5_pvzn<vv3X
zLEAhl;faWom-~pe63TaYuc3&5BnKLbWQbbWptCx07p#N^uC5_T1*(!Mi5pl%83ptA
zH66%kWyEhgc2yZ~to$RL_R}5IF4G^nHXnpHntKj2+%{Va)7IUvAt@6kRf+`BK>--H
zVZpKmd@8Xm%&k++LJ;ytsXVpVrBznVN2p*9?a=pSFNhXl42@2cA_VXfoZtc^-t1-s
zQvww+q74AE3P=@EHv$Gg%mP^rWohb=0w_2Fwn-3Csy$W&gVN2U8nD^5sg5=VM1?Zg
z{fw>7SE!=7k-}>n<iM6p6F=*=MZs>cv?{)ShT?oxMT;p!w30y)L8jTvZElBZ*PO^>
zsx(j+FaV`#wL&x=hizLNCqTAYGMExld6rB(=e@Q*`*FQ&pE(mITZFt&VLU{+=oT*-
zhG~{IfV?UiOuwKq$K1o!&w!x@9C}@3k2HZG9IlJfM9RYGTFFJp4A?r&H`yRgtxweZ
z+9K=^zvcc^v%_2`sUn~2L%TvI#481kO4=BBCJ5v^`%E$ff%H`6Z;K$1a!1CLxQkEI
z8fEk1dIdHwpNY-?(D~o|4W3CnKpqpoW4kS?KQ$(}ZMj7?HWHq&k<tNU;Dkp^c!Z(!
zTfid(^^w$2ioGL=fKgZ<5&_3xxJy0mCJh~6s}d+!i`<TI8<(AG34f9YkR&O%k|kMA
z_+0_G-x?G73CYf<B6!y4#AG9?b5Rp~HZVbav)&yKi2Ab!tYb(os*~_|f3zIgKsDQ@
zk`?7?j5Lxsn?Dn~kw`s+JmDGno{Tt~KM|9Scs5ZJ1kWbPwH!{>j>3@8-3_YR*X8ra
z$byTDM*@DcZkJjEbndSU(8+TO>D*U^MwjRl@mwIqMd`6x7(FdKAAuBdXVF@?d}j-^
z@Ti3iIz}$%8G<wiSp<}DDgogO&B-GQ+`<<r9U$+?ljl|0J`4?sf{5fwT~h$t{=#}8
zX`pKka=}a16zX}@k><(zDu?W#QVPltme8u1keon*Pf-2?uT-7d3RP@X1x9FI1`&nv
zYt<6JDs9kHJN4Uc+zeIprcwQxY9Q9UJ3GwzNJ;*NK9?b+)?My9T6yQh6LH&a?lZv<
zB-m5w?1<YYcVkq#>w92f0!VDPPBSwmsBO7U6aN%`2MWzg<{k<ZmslscR}vl_k^rNC
zJBV&~_vZ8Ws6NEH+!~qLxaGT{ErYo6(LTr*;>OmX$t0l|{JH?`u|7)~f_iwox)?z{
z<i4YMwR~p_cy-jm2A=sBj)PNx<)Z2wY?^Lr6!8zL5$=8n7Ue5oz)b|H(~Sz|^wRNE
z&YNO(NLkCNGOk{qMXH(Q7R_Q~EG4$3si*^LNuUC|_o`xyT#bOxk)3R4Hb~}bVu5w^
zeMT?<^H4XehGRZmUZ>K3UXnW$s9qT_s(ZSM6M^a>jQZR)A`H?i4)h&}k36?IRe3x9
zeR5MLmrqqbkN3N;Y}+gOrn82CHB=mJblRKI1$?@DYK1&vYbjKEv+@Fcbx#pZ+4Iyo
z{p{vLFYoSg&N@XTM50gm=0lfvujHpN!`p<*n>7C)<6G~pd=Wp-ZC1WSLtJv}ZMW^&
zY*qe5efDMiv%1)-{2Bgza<hAdSeM<=#Pv7uRMq79y9X{pa}El$|0;d<4E?sV!14+S
zmMgXeEEm0PFj#_2txJ+>$~Y_7W=9Ms<wjh$LKSFPwl&}23(qV{eB(KVa?kTW>ikxp
zQ->E-C?{AhD74Bwv`Q|>8D0-PQ>8}fS)ZBrMck&&ZNQyp34uNXRO%E$GhYf+UIm>C
zfx-8n&zxVqC446TNJ#6Ovl72;@HLM+Erjs2EMIX{$)zLT5Y*~Z<E2(!38bt4S$MCX
z6qA85-?2+js}o;>z5L+Ksg!ld0vkF4kD)5x%AAmWWW>hyTMw|-1+@<TL(`+2+`v?A
z2wpy@TnGSBrIScmBb-pxc)<$;+2hm`M7=?&?)7RJbKx!caT&CF((Ig-vWPj}wP(+9
zjFtzD(^_H)g@&j~5FD)eywL~I-^1vQ^+E-CBOIdQCJvzUlkN(o8;5|07HQ?WQV^Dc
zN<E~5GNYySn_;TdOvFucKlx~Q^e3nEyQ%sz$T{4-5FPfRbP!uim5hMC08M)Zc^0Uv
zuku06_)NPo0cpcT*3q8|W>>iB@f!P6X^So}!T14nE*`m3C-H;}Bmq#fD18LGAf{o5
zFyKi^JCx{;ucJUxc@1vosr$++XmMrDDdn5uqqxQ}xryOPw>{r1yGD7d)=IP9LDeOk
zu|7#x-a)<L)iSCugB&5ph;vB*IY8AE(c)$?Gz-$mX?Qv~)y`41XvCJ`C9gBSaGNz2
zxBzf&DNTzfZJu_Ab5VU~ut6lLSE&jUU_lsSO&#aaX7^iqd-KqkQmI3G#NC|W`UKah
zp7u)>*A<sh;@EG4?zaj_^t|pamE5;k>4GIx9s-}J9K{bU{T-mcJ(-VdGv4y6U^p!O
zh1ks5>m-|*Q<e76Z)HLSx0MRM*jcBc;8T?bq(pzZ*$?bUVa2Rh>E1hZjY1y%6Col>
z8(b0sq6r1dqX9zkdY4dq5tBg*4LH6|%udL|`4N&{<mAEJHr+>WLst-*aG7nEwF!-+
zPw21uP?eA+{Msnh&YZ2Hq|vVkLiTrkrW}Hhc^2;}B3~X!V~L0MXS`&M?bbmPfI4>R
z@@pdWT6qMKZ-^7PblPuOiN#71mN35rGbD=->0PA!nh2$Rv|{Ch5M{S(5{Q3-L5o<T
zBBfCaQY^T~u-zX)rMY?yZU(B3L57+X6#5idgHmLep*noIRJlc;Hesf$!Q7!tKq+Gj
zO4XaGT0NyK0C>y;81qF+SrAg%*yEeRZwqoC>nXEyT>lR?z}`jfE9+1>qO=j;&1J2H
zgc01_^J=!gTH2>yzAg6Y++T#rSV(a@uVA@Gg5?$40+ze4yf{SNLtu$-BEI#prgNrD
zePYO-XYk%w&e&)f2%(Ji4MAt0OipL}-5k$^{P=7b7T+c&JKs0wI*B5$+!homoQwgM
zcV8y-Q_m0hy*(aGRo>s@NhQ*C7<q)<%Zl~tdb!kI-FzsgRj~JASValnA<nJ`CEOXS
z_;@c^{9=y>Q<YEmcoI}EyH^>j_kK%Rif5!`6Y*T!w-1HEI7-(Fb}+LP`7go)`?3fX
zr|KcPb}w(ET2@Mxm+H?MKjq@XkH(lU0a!z3_W)SK&jnb2IlP+jfb|!{1D|)W_7J!t
zFSWkMpK#CZgTrsA-vl3XCx}HTuHGF@;if8MxTCLmW(9pQ51f07biovQY*U9d68mPK
za<QtHa5B|fn%liMdd*2l?8TjCd9!jad8x0(aEPM#o}2JHebB1B3ZHaOP3H?#{A9Y)
zX>7p#m#3hN4yw;(i%wyF&Y3IB%@myMQm!z&Ff)@~E-Vyg7iSChOkpWI1Gm`XLUv((
zX?CuZoy*M?N;9@Ilbu<fEzYGIwG~qv=`zfu$ohXFbnp~X5^EnytQM`6*PJ{zV(RXO
zZ*aw#_RYn?9&&~U+wTAuWU}>_n7^MO5NwNe^Fd93Ta>~%Kbtu_yO>dq)~t2-tkXK=
z9x*3f#&};4l9y!w57(m~Q|~-TVE}2sG&=G|-9ghj>mtmMRPXcwcn{I)X=H4mQ<lEm
zaUh(8X2?jP!`N4>iM}Q%OR_EM2|RZ86){)<LmwPJJNt5s`Qo#)>jecO%7eh1Qfnmg
z6AZU#!i{#Y)!slINxFJ>-ol7cY_)DVwCC32`FVS}h>-Z^fm(YN8Z;=%6t(u<XFapW
zLet3NX>!FQCKWPYy?MZDt`zL4?99@BYaaj4;{Ta+W^vygd(QP3tX?Vw$2wr$df$Eb
z1-`=bEu%$Jif-%yD?8gbdk2=#uuD`+A0OoC1OGIuzBOlqlb8josVsz6LUggwZ>xq)
zP}eOn7WH%{*FSAKViD>ig5d%5XT~T+TAKb67F@#Tg?hVPU!%|cQ&rJ<jy_vMn>sQ~
z)En4IM(yO_G#|^MJqOzyOi(V}d5b;}oQ-82)Ds+v*6)BRWrW7)Y;&EG5M|bME2q4<
zcDlY^bE8Z+$l~C%nT2MAjm0j}-1K`>{lXus22yw4Qb2(6X(UY`%|COCb?EiALaTAd
z!Rhv@|6Sik^6FJY($M?dh3d{*@JF5|qR0#N9QhbLUZdEWUh{^-Z@dWlL@(@MyHGD}
zL@qI6+Gc&-n-+frr&Z4nJ*+@UksaRTv~PsRc!!dwx8+VaW{EyF8<<JY=P-nUp<aIo
zn*LEWgfL3hg%JLTSSp_TmP+&Zz#dv^HhQU9v(#LAW_IYM<_0Vk&kx<pz0na?<c8U3
zlqEtpVDY)=#pk@mFU$?S_?ZEV$MZwCQJhbX0?W|k+<M?mkAoB;zNuV9VAg=O&qS|%
z#;iS)o*f=XW(TYt&wXoOnoYR&+32;;dTU>t55paws9T9&h?E7xpe8&B>`pR<2@m3c
z$q5fa&MomMA7P*HprG&(%`PWAhy}GsIc36wz=MRwesE}weWj<y9w&m4%@<3fDf7Eo
zXQQ@b@pSolp02lvDrhaq9c;jLWVh1gdRoO~w$iMdq>qu(!yRNZXBRTXxsqegXBL(-
z0rSZ)1BlakV(8O}Yfm{g+7TqSr>Ha7275|QfNn&4%Cs14XV_Dcz)%~AJUjM(ies=D
zgE9F!Vah>j2sHi;ZOHk7G&P#T|B#b6gh4rI(fN7U(EC_)W^(g$xp7%^A_f~|(J^1?
zWlV{(=;-f^#iFCe+Cdf_UXZlt9Oq=8mV-jtC1b(iEF{=Dyxd@N=lfHF(_3e(;WZ{S
z)*RP4%u*d*)h3hRh@NpH+WbStjpHi+*&7hQB{l$wiIs4z?M~5F6%xMJ9Wn_bF$iTc
zssE?b^48#&uhiHyXtbW}+JQ3Zg+&aZ?LfVU@Sq}0Nd$~cIv3we5ZtskZuF*Uf=ArE
zuy}hOXi%D;8L(v@!CRWyGMl7mMGL+G%+dF-odq`>M;TCNz5ypY$nqpDe32*1Lxi`<
z#w*%pBFkHFqj8K^hgHtYfSnG~5$4k~J{w!)PI-v%PTAB&JDo{qBg{oHk2H>{D>sMY
zJxE)mpoDVO8L;C))~#%MAPVyk;T^MqjCL$9enKRk8(`eS^Fs@Xc03nNr{;`3Z$7=a
zfJOGBQ#?d?$2^2O<E15U2(x4S+t(yG5n}q91o_q*4^uBmYCGLhyr78?<6h8-5R-HL
zVPWFHa*!g26CozbovJLFLEb(QV&GOLgE)EMCPEB*;f-Hc;R;|g5n_-ULP&C6gcxD9
z{K2rbY*0AqRE49!#$Z$az-R`|csAvZ8-e%zJY7%wRb>>Lav@Wi&5UAGHUo&$`MIG_
zC$3HTBcmNbOq+7>43gMG6UFFx6LkgXMzkqEF9zFsoASG2%ojgK?{&hk>&AfOwasLt
zSiSLu3O|H^ToEcv9}El?p3N;H`gd`0c_CYH3bS)FB}DwqW=nHL`mnTIvU4+wh$gmY
zXR^7Og_(uIa&ZnZ#4~fV&eGgWbg1yx2>ddTcN;>5J>2~Y=HE%7!rus^V@xIymkfQK
zcibauBQhGlyE}QPa1g@VK!*NQfNn%G^d&J^07JJRR5%V9N&>^7Tw6m-a20Yc;^%TD
znV@?KwC2|4Ll^0-blqf-?}*{0>xJJxbNK}q^h?uSeUB<b*d$TLqf6|U-&vW4*UL=9
ztF|T6@Et$3)4}p;36`t31uXCXgPjhR8zfk+*%q*T=pT1FSY9K+a_zQ&<>RltWQWt1
z8zoq-+ZM3AfF$;vO>%FNV0qQHfaR+n*y&(-tpv;U+X9xq`{fv52?WD*Kh33NpQVhI
zsQ>kRpkID=&$Fo>|LgfczmKmP)esKIR=s9dk#tl;=nv--sYKFeE%%)wf1(n+p0)N+
zwNROZ_~PD*GQB9l@prS^Pz&;+uL50mpcH4xyYuR8xjR?ye%TJEv^Ptz+^{WRxh1pH
z!E%cP%WJj;EV;Mrbg<ki!SYSp0+zeKeW!zEuLR4DiNMmmtW|8*t7wP3`R-vGF+Bd^
z!5|8n1iH7vYRUzQP`#^^G6jlEVJ=;u$d+Zsyf5{uYSg#-e^hCq5y~vx5uJt`C^e5f
zTvKHoznaSIlF^Sel5lYx&B0catPDY<Jy08Dys}J%&xg<X0Wld&tih7YuR%@KXH^B3
zIY>tbdI(l2pX7vw+trQK+d35ZiTZE3r|=BHv8Wf1ev|0vR>zNJRI#USBvhcjYU9Ns
z`q7A@_0zg&eN828x?OJE;`0lp3=frQf4JUiTWg(Kxma!>mz(?BaH)56qsP=-K?~i}
zsRfR0wU9E7$WT*rPPHAN#^fvLP)Y%#Y3pdcNPW{yIr>%90`>J>NA2%b41s_v^h+_R
z*r+6Lu!LuBISBhj=<f=uXi~(lJ0Ci;A4d;&YaPwvS2r5eIlNV-j`O<X0i`UX%ssVE
zH8uEsJq>6`e*iIcyQAg^4SJty+0zTu`w#ySgsESBea%wo=nH)DmR0rsMe15mM7lYx
zl)47B%4_ASt=it18|_9in*#dOluuX8Pd{t!K)9~*vtC_ge^NUa;-?iFQ28zt?Vt9(
z-&$YAIRHZRB2@sysc}~T99;+D)f@WFoT}#UoGm(l9uBajR(qFOmMZ#rewQNd_FKhu
zV>Nn^-(cX~_RODLn6UZ(;+88B8k6BhpZ|(tB~6OFieh!Ow8YiA;=A}R)ig_@g8QjB
zm3NN!RJ=+i@8E6rFmiX<Tc4t85^)P}eMi6X`XP#!JM-+YLwHr5^x-A1;}rk&ZZH~l
zh?ltMIfkU0`}&trS(tNX7sr)!6EWDJq#N^<UZJ8<NjLgCV@bMEW9^`%8(vU2UbWGz
z7wkeATp#Uxh;szkgl_ucvI%M`%Vk!kPzGWjL=mt@;yYWHiNgy|n2GZkqOEl)5MTUt
z?2;*BN(5HLDVc&=GBp&F@h0}?2dDvQr0DQ-Uz*HZ{FIO2GQF@<%+#Y?%46Cx2l30b
z%nexcpfneh@9?EX7<l){X$Y=4PK2ks=GBcAh@m}_8eA9;N?5^q<L6)m*Bd9><Z*7v
zMH29Iiv-Iaxl`_f2j!h$!M@z7gaD3{H1a^L)S-S)c6A!`U>VXc)^1k^;KiW0ODsDA
zmoaGHJctQj>6-_^NVAjjAb3F&zCs1K2A1Lq5|asE@fAT6$&ZwSI^ip(7#!F+B>+tL
z3fIJo%~yn;`b)|6)bWL;e<HEsC;}4Wg{GfzjTb-9(``v;dTD9VUMP+bn(huDPUj0l
zpHAGE&_5XM2x5k&2hSjA`j<9+*{U~DXu3Di&nDiOwkUa~mY?Z2#1N*IpXxVWJX6b$
z^AJ6&TF17AocNEbA=SiyuA9WXbPVXOHH!*XPtN%z>nM?B%XZI<)x+lz!Ce@*XGHxF
zMDXH%<0T=2NqC4R?Ow>bvNtCg!UUyXsK@ex(yM*Rdfc${Hi;>o-^J%`>9NZ0J0lxn
zDLZ6}%RQ%1q>Y<gMf4M+{#Rt7Op#+u_s!zgSVae4!AG`nysH;;De^$VD^HFwyn#+z
zJV$>&gV*{>dWC&Ebv;b*E5&bSwAZZ~>~&`kxqk&I?8f_wkiQO(_f~m+^LM;vSLn14
ziOF_^mo414=W(&f9>=)leS2c9BC#iMh`v2uz<|Ux)3?X>Tp(6648~EMwjQ~zhX?jG
zm?1}QZ(=@7-=1oW`C?0@-K&&`6;RV{ITiz84L=uP{hsh@#sk*p!ULaou=d~!@px!?
z_zm@&!1L(Fx}wSby$SB<jmF`-LXknOo!GhO!C*QreK05;cX=sm7oCh<oVRlhI`+(G
zoTd3}CR57gva@L2lby*HvpL&w3JdeIGmFK!;^MrMnVp$;N_f>NMW^F_iV(t+KenlJ
z&*ow9L6&tsiTT0vdb!|3bpv8_;;EDYP1MpHs&mgDg)hh;QlbrGaZN8T@Q!;#aztJ-
zVf~6}dI>@}3DrnsdhsUu1p&IA{3ddXAtTJk#9#poeQ^8??V~Z~i_g$rWoS^Rrdoz=
zd*dE^u{1xn#yt^(4T?B1Ur7>iqQ5hih!Zu|4vIM81xe3fbi}Yf#?b_XB0gcQP_7{~
zv1FGKGOB{2E#1{;dmH!gMiNG#jG=Llm^Nk<%EN;i_ozYRMWV#7wi;Y&oJbUJsXZF^
zxJw-zfU+1r042E8H~}cG3Ld|4kGuH6(I|8Aqfvs3j}wiOym61a_85UF)SDw-bEn|i
z;{>L7YmeKw$6fp2=#*iqbPj0T!?TYo>M>%l2@guxJdR;F;X$h6;t;jN)phbZvc-v5
z@d$g5#yx7#2@m3?fmAef!h=GMdt4lu@StGho-1Y(d%(sQ$+8=hCsTBVE*~$F#nZ5N
z@pSQxCGq?2IE%&k<>JEdku2T-!ZQ2%p-(5SIpx;Tjv%o)MV-Mmm{Tqipi72jA#=+A
ziecX9VUp?&;~$7)PDuhoy&*68=%-_BsAs%P0&DWMeoKz*+p{h0dKPlo<;=Kb=!n4v
z$<XF2N$fcKJ7clqsIhjC9fubrW$5Fagt~*;_3#=KnrQmB>j{qNnKZVz(!H2Crr9TM
zyB;-mEXli9yB;}&2Ne^(JzS;x;HJHCvDhA|OflQ_xC<U+M#}lqf<*QfQ6!Sn2es>&
zkLdf+D-Vjt^c1T&Du7a~dSvC8HO8<v`Rsa;+Z@!cCzDQKZwsDm9FtYwO84%04$=&=
z=^3A8Epn$kgokSehuwBP+4O8Cwt*|S(>MmMSnYb;9S^o?`MV26?wE%N@7UL_hg*@y
zGwB6)JhpZ{?v4kw>&d2bzB?DW<3a6ua_LM&cHN*fwE^vVcmoq5#^%azy(FpaY}dmF
zG7)07t6fi!GQ_bPPK21=eHLAUI1yr0YT(>Nh%pl1M2OM-Zze)aKx~T;VuY=7Ss2_n
z<S1t7*BILM6h|{-#<L{<fE#xA6i>GmmgJJNfH=faaw6RU#OZwJ(5DmEl6-EoBZz59
z4xT|0D`=v?Ja3{?0(2u<lD}09w)KH|PsErneqi3s#+<8zgLi7fo}<ACVftWDgm9^Z
z0AOb!vshYmmP(7+`Q>b;XlG{&GxNpyf|GR?vom(4v{WeM7K^!3cGfP;+Ve{b%gf7)
zxombeIzspt=m54oLfFIJk753u6e0Y3VT6pyCgKvJ-{BqiaK}W3&kC<%VnU=KybXlt
zBLZ|I5~6=C1`A;57DNcgAw)@FIFw6khzY#x$2hqeNhUD4k>Q3tkH+xM^}_GCnUn7)
zVaB6NoJ|nSr3>z+yVn#WP3io>lvh4BWy;4QxAD7F3c)-1AMabJrE2P@hO-X)RvV7W
z{FAwniSi(CbAvF=icFIMe<?GWMHTZqLh8D4E^%~4B!SY%?qx!LXf=F#H;BmqkM{!n
z``*5JZgZ-#ieFE3QN19azxS-Y2HU^^%dLdwtKOE*=TQ>Zp{DQLbHNV|w^A$@o?Wf`
z%IvCQe<+JkEuVHcz}hM}R)<RIq6#1tk1aTMan&kpSZB(ua=YGaQ9)gliACw(YNzD1
zP>!~amr+2sjT(Z*x>asFYg}HyEmvGcDY5<wOIWvf$<!@gMBQR81nev?JH@uuTCI1g
zCE5ZleT^y_*XpQ@?AV2>LnUt!PfjI{xwtX!oy!v2#daChiK!kp%Kf718Gfy=H0`yP
zHKkJUFr!Y<%Vzea4Sr2=uFdMAK%LvgY4S~V`DEoQ@?^WO?SH6dB9+rK=w-2tY@cQH
zB0=if%X%algZ~^0R}I5H{(WH#mU{*Ub1{Yr&~}29+lG|l_~nU6EDUl7N%bR-pEGVb
zbv^3%Lj>&n7fcSPavu#}h)_;zWy@2!W36I4Qn@`EDv69q<@P-nh*b@P(Isy~&=oJ0
zyBr=kbUr;M7%Eh2ImUeP73{0Sd_uxC>IDJV?+&kLJb-<Bc;NF6*da)e7Xw!uenb6)
zG%uMu)+OE2WbRiRdrhOb6BD@~AZg&*y%$_?ZnN?|H{o~sV33(+v6RUz%;x4ZrNtZ)
zvlr)<Y<oF3vpk<&!e6;1XD&CJn{(_Lr?7+`%ca7+JwLaA^zQ8ZqCK;?9BrogH-rqH
zI<!rR+`sV&lgRyX%)gV&G`}Cd9D~S6!bI-R^NxFv;>Zg&jF~0~;Up9zk-gZP=%WI3
zBbsS`S_~Gz&@C|2{A7&z;<K~seDnuplV-=C$6XxIIbgXsKQp$_nebo(<A3#6dPS{7
zb`DVA8BhE#kF}HHe`!H7bS7pVce&<uC5kd#puJDM)7Zk+0krajQNd$K++Ofc8#97;
zVA7l#G)CxdHoXu(8#=gDFEX%q+^x6N9*NuTQU?XAWYP(8pMy({6EW-B4C5zmyNe$b
zNQ>A|UwA28?M<oyP9cc;7y5M-jk)f;<#;~0_&8CpUh*?qZCDSy>2ZtfRHbqejlVFR
z?r$Mt9vSg)a)Ux+GwB&$*kr=B$BAq8)*d%;+lBk!AlC(7?2lPH{_WdVV8V3zw-q4F
z*->o;Xh9RE17o($K|O<e3rv^}cs*#}gy~F}&iP|H!mzh%9u|sZ-AKomseLgfPo~KV
zWj$Veou@)yz|(C_d|hUKq2LUksa<l+0OEA4p-(4nSj$bL9YM^nmf#s|gT3T`2$MrH
zEYog9&;0*SVz8ZIFG&K!P*}@{V{B*~ncCO*Of}~rQQNlXa?9f~)I<z6$WUXxlEhG>
zzcUs?jT&nQ8ESYzQf8*Wka}SUC2I2;6PjfDCu#>r^h_9AoTx1(Cc})ITor9Qp~RKA
zIZkS98gyX8$X<!satIG9CdqZUMD5_Fy>X*Ajpv7ACThD29wfo{Ow^VmcuO-|&LRq^
zN-Ii`s2$vJ9J5ouL~VDCgY8RxJD%UnBZmlYGiSD$$i5cbXdDw&-$ZS9nS-oRx%8sX
zq7%8(!8uNu1eFMhaTyu}w2foXij}DC?s%{bYu;x&jNI|yL~Vbrw=sj!P!Z<G;MtBX
zQQO_|phWGNbZ!BQ)Co$FJ06s%jeP!DZwRwv{M*;?Hy}})H!u-mc21%;AIL<Aab<~#
z5VK5HJ(h#QtZpL2Xs1(u_fwGmPlOn!nz4XZ5ONMpgc$Z(mb9zVW$6<kM(35!kvvV>
z+ja^u!c_Ux(5A{UBx*l7niVsiA^CG|SlzerbX#LcMik=Q;wXk>Gk`dqr-weBxQ68Q
z(T*UdAvt&kNsOS00`I(uo)DlL(U5#h47T-#<i}#n7eDasCZ9Fejq}KJ;EL0F$_**+
z)i-FW_l?<&a9v+g+3KR{7xW#7-KA8sx8q;b_7o|AG8v?Mai>|{tlWneMf5LyFev)B
zxRiB@Gr4T8xKJu0Q+s(nhkWc@*3M*#GxJNu!tAUw?<_3k@L~aBz)o=i*UZTk7BhwA
zLa|5m??(yv+aCSvVeU_3{+$&4`&(gT9CP&V=Xl3k9sL`G@HP;kpAeuMkqG_oVz2;)
zZb9^K93qqihC_L?hM2%h(vFjJkz|72N!ky@aLo0>@3=|YpCv)Yqf4Bm9n6vo?xuTN
zC`sF7^QL^6zM(8__iJvJw)q+))*4)bTz(H<drlGf=lLIX!mH1zq|T_c<Pp-e)5kh%
zYj$&kIyIS1S*=d<jI-e`@~C~<v5q)3=Zx*LHEvy(^vgmDd(}eXV2j9<1$_a$#O)XU
zG<>4hh{^i#fk+-ZRr&li7hKSNW!qlKH=VWm83$d88=dy16S*WQT)jYF-BWa`)jS1Q
zpWS>Y)!pNqb&7Bmb!zR+hi>X#$xqjuwoR^&|Bt=5fs-t$>O^~n8K$QOWEf!h61enC
z&vXx+S()`+H9a--eD!?xG}EKgiet^q%v)7?J1es$Kf1bL2KiWF8WVX!!9x^WLDxma
zU07Fqpeuf$>+@^%=Ua7kSLM0B_k2%XQDo6wdH-`F?u{Ea;(lahR(AtA&^NR4-g_eA
z#5pHUM4a;vPAC68y!DL#`?w-==RXmND{eS=aAK$9|B?9Zzu;qiq2vECJ|ExdKS!&V
z+mmehCEOK)^Z6^TG6daV%efb6uE*)KSMA&PSRG-pl%-8aEDL~02#Z1`Z~{~UXN#WM
zr1b8#x7lhV?o}qGH|pK4*LDzHj?DBrQqj9DO8suMw(u*Gy(w{l^20qum<Q*gZy>Y#
ztha$QZ-)+ersts~Rj=KwH`lm6^6+R9U7H?J`a5N|BL&_&OL^;6?5(akE~-&&;HWa(
zM&^8{>vBc87Uc!!^?^bl0e#bL*O8-->fuI#YFU2#(0aGK*;$&LTz5A%ymqbL#);HT
zx3S&n7T3V3UZq%XP2TsqW5-TCSh%}cE0k6Xrw9%JwdQlJCp(RHq5h=nb{fU??nZ+X
z<Go0xKjr?nR=Zx48@b`4W~;4gk55{2k@OA(0On>DRNeYoQ>5@K?FCmIJ^`CD{@YCC
zzGki0>9*@`Lxk`<8}2qS)I|s>mAvX~)WL`|C{rZ(cejhqV}KN(y9^=#E|3VUA^{&?
zz&Fur<peoE6Uqw*i7>szhru0@uS|*eo4t(+I=@XA2apDYOiO?ObXTv_a~r@osCZQu
z2nTqP#HwAVF04uG1bhPrJR&dyLJn|hbpQ*r2^7HX5*9*t%R_4-Qp#utBop9dr?tVY
zrpg6Uv=smnR2y!mQ(vtUvO>p+unx?GOs)bW0l)*qO0P?@Pj%`+u?4F)T4?(kjAa{7
zR8g0;R(rcRG4UwNBK2(t*adWxD&%yxH%T3cqgA&_eF6oj(FuAHqy?iIC%GD2i=~Nj
z(YdpQ4z70rIPuMQI;iHcJ5Gg7?@UY;os(!2&=pvN+8!7L$=HDGw>CQy)9QA|h1`Mf
zZX3*QM@T?BPohga2p$k5)_@Z+F<XrCrnByOU5NM*2NAGmx1F_~y9S&FSuDw6724d!
z6BBcw1!lB1TF}9YTkm$5J4%29{e*~}3_vp0x7X19g#6H|^{QQ<T0pCtFrYX=7etHB
zy|5)HAfoimmeWE9L&iLpv>1ZY>1~o-Vxc5UTXgP0%{&3uLFSA4r`L41=(8?_x8tI<
zB*{Tzs;zDp<T_h!rQ@ulZ)AOI#Ch=&z1@L!p|+b4aF{{#txzF|bJzxg@*u6ar|m+r
zS>xPBhvivXC#t`Pis6FhgjRJWs7n_%0Ce3=*cS*Jlwt)0RThuXQV4(m-(c!e_XEv`
z0H2}eDHS{7tN~<$6dqEUS`=4o6{8pyBb&}lDb#p54W?hoYC5mK2em>!feC@e<+P-$
z;>7}9EC^MdtgaKgR$8koZgYi&po!6ijp+>mXbxab3blF%W|NflFck19k@sCLJvH&v
zQX%+n34a9>`34MNq5b6a6Zmaq<v|ZxTw4NK3r??eZli0nwbc{`^oVovPW)ycc22HG
zZ%N5L;yhBt&uy<tBOK~<#JO)1KcIPmX@*>c#^tHN(>mmD!V8Qn2lO9?s5`Y53vqz0
zvkG-0P9u~6%z@^SWlQqs)>_mP&`F4S?e^P)k_2?g$f;{i-%-sEW4}9V)@${!qE4T3
z-Wm4d3$KBn!*2Wn3WKW`$LP81S!17O?9;$L3xhoNX(DE45T7Qn8v<LY|5smM^MoDE
zuHBzv*ZiM|8Sq!8PcZ_%N+_v}hqY=vl2VPNg%TT-l>f7+a{uJ0r#d^*Y=0co#iaCa
z$yh4`&Ssl<3A4?>RDT9wDxMg^Z3-Oq@%-p(Z+?_to8oJ6X}cg&+}@QcZgwxB|1Enq
zVbk?{56jU^!<iA827{+xw5YJ;=|AX(FWksF<bNgMPTX1Rzan*NtFtoWS&bdvu~+Q)
zdkZ_BVv9D20hV0;r%-ZjWVeN(%+1S}r>p|#oJ@UE<Kz4HijQBi@bSIF^U+3jP(FsM
zDM`yEIy18$*Ess|z2fM9w{Y}Fhv%q`?4TTdUTkqmXP|Lc<JT|k6~Df0;n&X(&o3L<
zLHRX%pISA@zw)MYb(b_W-v8lV@%|qyy#M{-d2b^-DDR&aTfEe{YTVWM^@Y9S*FReL
z_1DAm%SKl4YY;cAzu&`ZKdp4{_;0up6N_gfUS_p^ZU+v*Q~29|8W%a@eK~c+v-@hN
z-OKmwgS(~{yv8fYEiBaY`t5iHc|<G7fu4)yj?<HvnT};{pj``nlJ^Y@$@~BQL14~B
z*Sueryx|e_i&!p6dr&jQ*QXS}3s3z<R9Gx&{7;K1rnbr@jsC+U-k`apxO(VfarG9l
zNtS0XY5<1CSMIJex3P5bvpt}R-O`8{Bv$DBTq|@VF@WaUU6!C<R?N@oLEH&r1;SPl
z=_y=%c=MX9?)U76f#CJcZx+U2VCeAtp~?G$txjDy)z6wpHbx|p(SG5E*14ex#&mZ`
z;As@oHVPw<)Vn32K&NE~4h}1wzXzXh>`8}Rxr>1ETlLZO^i9v*x9@1DyN#1J$Sc3?
zK-W9hovd~`$m6`>(G_GAEmTLCV;d)y11N-F84xIh-We582xwheKp_j&SdJ~9lTt1r
z<OgS=)LRH@qLW?1E&m`efRB5@)CiFZRSKm;pht)=5(H_e-~pa7a8QRlG=}3kJcPB$
z=%xVK5|J+W%?WV3WSm!+1|j3mihBnY%Q6~Z0*G`kj@!EJfIR`1(!mhHf$Z}L4rc(o
z7AL0iR_(+HlHz1FA1#%-X{Uwz%O}_K(NYi(c3PAj`AE)sDG&uaE!<ze4_LnezwnKL
z3h0--7>62PDJeM2lExn^M1}%U8i?Bx*`3r$3ayp^A|jm?$#-0+hAGC1WB?k%DaJ$z
zXd1~d6%i7uw>1*f$>ri~<gED^3POa0>ST=s^=+wGj==jSlTdxDk)SRu6{BDo$s|;l
zY9y#9OU3zVurqevERnLKPoQn0TNt4+quYp6s@oDkhJ`Gk-?PwSO2vgNhA|1V+d{Y)
z9Y@8=FeYJk8<P;-Rw^lmC6h3_jY-IE%SFQMHYOputrWo>L49Oz<?1%oI=i+}Gw<eb
zZ3?QDA<E7M5Q`D4ND<i?`j-WWlcN`ygxQfHAPyizvSfitsHO&z&m=@gmLn)6){bNn
zW=ArKochNk%#LIdq9bP`a4G|Kq^g>|BdLxGz&RMA5oVeSJ{>A#7Tiy%I1|C@v2rjA
z?gu0y_|?fI%zgyOajPNvF<&hdvjS0I5~3d$vlNmWV)i4G5dAnEAu(V-D!TT5qykhw
z2EJA9e$3AQU(D)+Y!IWxEKy(*W<T;-@6?awVy0nb5@tU#3F^nZBow~`QD73pW}QUP
zkN8Z*CK}J1QbEbtqKxNFblB#2-qeWu_psySD30e%aJq$+Nj!aGJZ~D$n~dr1c-|xy
zCc`rW%;9}JZ<0oKJZ~Z?Q7)w2-zHyD`P<`plUzUzoaOPnNuY?8isN|`&B6zoH_;B`
z`(F7h1j*n(!Ytw)!GAvZR^#Xn*!a-EJAb=4VB@kQLH6MXxwvGMr*~Yhhqz1~-Na^%
z+W~w)k+QShZl}n5bj4G&Q`dHoj9WT4U#ia5YV+mQ^7Ih6XdwY@Bly$1?w!22XrCIc
z3v%M3#rt58-~t`G<JgU1U?Kx)s7xhJHB|+@f8d50yXEgqBeAR9^8Y1`V!qw-cQJ{?
z!!Po0XutVlCsYUf=OTP>eL<7_|AuBJ9sJ|}sh+FSze;9?2NXr%S@^3)_)95-69OaB
zI_6Kp=-A82&M0wY>q@N%qRe_1C2L&|_(|jHAUbKN%3pFr6Zp3)Rr!lFifKKf0!xId
z?4n%?SxW?#3_>En&bmzUs2@fdol0#{UUaOlSb`ZvXjMWj`={L+fIWcn(`pvhTU&)%
ztAGvTLV(Lau?7T#GgS~k1$;AzS||wMsqkS2Dkw;x0>EO~QdMQcw*Xuud<-4aD54`F
zIskMej&pPw9F;pfx4IsH>j<c#Z5nh>0f7hCUSqQk1R=s52{z4uD1tZ%f)@dJ$8m|7
z;W_L;tDp*nibNq3F>I{}3BauY#DSh+$PC_p6;U1ZTiyx*K}KLGQG^CI^61^L!VC)(
zq5=`#1tD}uw3=dI(7v`HCzckIZF_<VNfR{28B>Orh3fKCfzvmK!XRF8$ceFdxs6b~
zL}vGxCBzcVS-5w!lB&|4pGESiWR{%;A*o-bR-6>BSBY1?U+f4l!$NDd5ZJu<n8F}G
zWbpuI=<3Pi;rjs`5}n)}H`r`6!}n8w8f`FyaiB({1-D|;o}>AIDOXEu1DYqn5U8aX
zoq!M3=^D)miRqz%u@Q(P0)2q?G00VfSW4R}zka15P(NLa+F48Qyddxa(z+mc$jQy;
z>ppO~QI{_f>S1`0Ck%2!_u(U%=y7zViMvA7s9-!44u158rncustF{Wr^13&eYTMHa
zGl!b~D^DWzi%{?y&L(i4M6W6&EWJ%x4{PmwyH+&YlVPx%lzDn#o_3A^OW>Cug)hW%
z6-2&v;GsqUAuBxr4HpK_#+^U$JU|jdukTJq4P=N!cwPZuAvs+^8So(KPcD~zI_!{d
z0DzC2JwihZBd^xlt==Z9s^N6<!!BSB5r-SY>-t)0lqPB)+$&ML-Xd!Mt5(>q;G`8!
zgROv_SONLbFWwGhz%_zE#W*B0;4mWq7+?fyFM!37P=72yB*^Q4E(PRgm60^-0PLhU
z8LDpzIDME@g<=Wd!FAwG5)7qRZ)3p2GzciE5>T`1#U$=hsgx!$pU`+bLgVyei^Tkd
zR@jgdV=G|y64SUZ=tedc3i&pMei^t&0eB??Tn1p95in{6Rw+{JBxYKL=E^a-xUfZQ
zz5nmE4jEzZzr@n}pVJB(viEHT?7H_)&tVzkF#-#vfdY8Rj0FjS5MYs8K%<4$6aFN_
zDg(^74lH59V?G3P0Qku&ux-80VZ4qZNC4snkf~ToAn@U8eG^n_q1eFcgdmtEMr*jX
z;E+WEiD2L~)>UrTkXS|a1K3j&<TMJ78`wQ6VH=3Ncz0VQgGLZ^@sKo`!LTgXXUek-
z${d@Vj`_H2K5BaT$C|2)P%mF<(aS&53L8={Z3XOFFZ*wNj1;QYVyI^V00!Q-gd>Mb
z*<I@aPIw&v@gXK9+gC$L;45N9veKf_eY@6fHCk&lzC)$mW`}`|H$2k$dS?Rw$xZe-
zV@CR-)<lzyzt_5JgtGB6i){R@R@jiTVJjdm8}XUFzS5u{@UT046q~0RpB=_)(VvLS
z1mmk8`n{CdzinPR#EknIK)h8OJ;G`3=+jf}jwU>>Sc*>YhZY_+=YEAncwVLzX3n`!
z7bO<RTDuO+_)QF?=jzzMrv^Ezy=IlZ5te+o6X4avX$Pwfm<9OrxCeE`$fbh)ohlu|
zLEz%pP62j5q1w{}O%J0ldGD^nQ1f(5LEBrWlNHW-_^IYKbTD)?-!m97X(F+O+)i0E
zB^=y)*L~y(MruNhAf$JY?hr;j`~zwSfz`WJKEQ%&vw%58!6}#UA>R+vOsR+%#n^B=
z=ASbt|1@oQjV7Q&YlB*uc~u^57+`Jf1oF&r>VUTyQ}l_*4XtHIN82)`=dZT3Y*8x=
zdY+VOKlqL0)7}onH;ekWJc_Bi)2X)Wn_Z{3iQPnK{M6iJX>pRW^2k!$QTG~0oICH;
z&E+63YFz$it>Gh-p94Q=u3(-*VWti3FMR$(KlIl>{cdMvWs7{J?N*O4?&(N}?V7ty
zF#Na3V^+v5QireH67WF6P+ukK=vynblolER9xt-iASg$y1}8kDv9*y>=q`31Rq%(6
zt<*xWmCt3m%o(8daj2yiS=k(Gz5N-j^=}$&>lMIKa_i&nPMXsd4JzSHTpL*-tAmi$
zLI$79xEeTK>r4$NM+68u97)D|a3_gHmcr9a&l&7w^q-4qJDnl3QfaiRXLjDZ6UEB9
z>F9kYx4Y}DX0eL1Xo~RouynXxd`MP9;%G1HJ(~9=t&4vkvHl6-ErU6e!v*{M8#um#
z&W_pfuK}u`{{Z1?J&23!uMbg?YAaJQj~V(w+#Srh*ZM0dzA&S+29l47W@W`|@VQny
zemuTVHAgj(3x9~39of)I;BWsLK1d7`L^_<z9x$UtIQFmQ7pia@SL9og(dytZn_}Fb
zuRbF_H?6FnoA$~Ja&DTf`6KWYJ`4^<wf3XOu|`h^{46;EsFyrW3?9Dau(8Qbt5L5N
zws5YKSLk}~2Aw`OF+o%+bez!o5)S#QHzy_ly}7wfsb<cSQ!Y-;6=x<ypt1OAs)+wh
zV79W^XmuO)%91l(T);CO4+{<LCcg#@3mm0AF`=7`uZkLL_Ub>A)Uu9E{rjk6l4vr7
zz3M+3^Dl5X>9oJy*etF9tM-4&r%L{3@mvm#_CJT`3?0_nD+1+yFJHkU*5N5#hhKF;
zblBGXxDLmyIP4^5D+MuIG1f}xo}9^~9@lA`XT;YNjFPXx228jj5-&P-Gi9B|ww4iJ
zr!mUD!Q0rZ^R{83;%<AL0xfD3^hJ#@(&UhTBSl&q#3eWhvwveq0H>aTz!KsSjb#x~
zNUr!pQ@zL#&r0(1v4D<vwbML3s4tF*tHPuBJW(m*LJ29;_<UfWKf@ovahWv=u%5+F
zC;U0SzM6hm#8+vnkMgfHk38Yu#^0CudOKfV%hzML`k$dl+&l2?fy?|m#m8NI_in!4
z!`I_<<8pr*g*<Sje=q%YrGFpax}UEP;QEX|iTmp({Ri=f{}5eH(B)yeoD6?^9esO*
zE~n`7C|&01#UuVV;rog8>reRKj4z0Nxq%vWBV8V&JN{|DehXi}m9MYo>$masalU>#
zu7ZIp{Pz>|w@a595PHV1;47M1#m7U}-t4~yKc4UpQyI6=rAAMBbSd(kBlKf|F01t7
z{`J-K{u<q0r^^CvJmb&O?K!&C@#A^Fgs<m)pPs+WFY_M<>F!N*xtaeygzGc@6n{TY
zodj3<3|=_lH*m$7=}ml~_xsP=YPD;;d{v-tSdVDqPIN%NVzxXzr;m8zCo!Z58+yyF
zI8VKj;El;JQnM_p@cU1q0!r?CmHzWp9XIODUe~kK^75%z9qET?4VUuN&{9&qI`;hc
zBr^0cO18FP5jT4N`}sxx1LA%EU%Z_A=lk&C`bS^Ie@x-S_5c0=|MCCf!|nMWl+V8m
zMEn=i<=?y*mw!!{x4Z<GH__$OFU93kbop@*^gl+I-}y#ds2IO}5SJERzWtTByq+$1
zpe+A(y8KTR#5M5$2Yvf8UDoMgs))Zv-)eOEw-oU9NxH1xjEhH?I}YP=J6%3bH-3~Z
z3$MXtmM*_Um!GH057Uj0(4|c~6D_*jGlk2Ybn)rWHM(3+Ct$yTF4q!t{B!A2p&Ki7
zc`=RPFQm(L#E9q7Wr8kO;nMTJKf<c>%%=0qqVvq2^URv_%$8@ECFhwP=b07fnGMe{
z3(j-%pW&vT=Vs#<v=&dIrRTY+=ee2ZxryhwdFQ!l=eb$XTGaPEH|IPz<vcgzJU8Jy
zSN}X${d~`V3$&LEG<PnKSKPUi)Wh7lKSkfTbN?CjHFxgMz7*fMbN|)L@$I*$ulXBy
z^B>Zm+|B>t75K*8>{73jp!s*xg}a%*aW`Ln1AgOf=5O51J?eGt=H5;C#@&2|dY!xZ
zZt8XJ=HH@k+|9RAUvoGA3Vq{l<~T|2=5L+EZ`{os7s}ndJdNMDoB0rO?q<$t;BMyq
z9qwlKA*h>u@?(1b4{%@mKPWyviVqmO9~K`!B0fGQK7LGmd|Z6|D}2D3{%iW!=YIkp
z{=dNmXHL`j@W5rA@7#H0$Nv<50=@r@KMwi42JsCY9C_?*tZX1=fadGkB19Nq8DHI0
zH+ZG0d@t}v+c+EfjDvHS=|J5BIDA(ggx)zoK}mGDFOCa9JOiEn8-z>?^ScTLWSL)^
zqv7)sH+vRUQk4t~u9N6r$zgmu4_wy2f)6$5Uvb}wdmi4={fzz<bjI|~LvIgU3zrM>
zEBJ^EGm0OvoB?%%8MSCK$`S&c$*{K!&#*TQ&oKXupkZg%kBx?1(<ZwpE2jX*n%3m9
zCF}c!XVeGwlu?zxkdr(iSDybFDCY_PXN0EyJN_eFF!Fy6e?PqgXXq+uweR6#lfmR&
z3jaH#Q6}RIOYk=S81d9_pFTCb%rZ5^R(Y-7CG6XsXZlxdZX?>Ey|MH3PXCG~f@<+`
z!@+|SJDvX39W0J`6s}7*C-|=wR@U`}4%F6N>+C$f(|=AIyQ^nCgwXSPSs;7i+SfzZ
z-OL_YzdX5)Bf}@#tu?PbS@X^st1pu@$?2?MgJ!x|-`s9ic7%ocNeF>hxT9}r3%eJB
z!<XqCzTCoL|CdqEXZ&Bm6@$R9;v-<H|7+s6-@pgB=>H}@^YHM%3E|cLHl9ylO8zax
zmpqD02SSY{P6xZ?X5>KfW7>ky|3g(`E#ZEmMb}|M+QaR|a0aW|{O4Lx5QO|~e%Yhg
z_vht4hnM>}pAQGLV?5O7Cut9A?fwU?GTc3*Y4?nrxvO@6Nh=ENj*WAt|Coa(Fwo=w
z6nD_Uo?jCY1KXa<DU2d~{uHftI*-w6r}HS*;#9Ka-6!vPkl-mANMS($ek6xehWc^z
z0#U|B45A$od+#;R*4wQn2SILntxe#due*qzsCYQ_d;`%KJvyjfCq^L`I9AAoRpHnT
z#7>~XF4lkuwV{pp>~^c$LOq;AuRq?a*XW3HI$`)BN``GQJ?y~1C2$_BcPS1N+qif4
za6Y_;NQzS^Q=Nyt*{kqr?i_mIx2r`D|EEV?d`!|Bafe85V^z3WYj~6QKXT{7^y0$o
z;lp8A_ub#bVI>?4-d#ty*?Ox{lc?PM&|0env~a}-M3HezsNIKNucg9<??<Y*QLPq@
zn$dbQ8OP%0_U$Kbn<?M)@NF}*Glvg{(H?S(_BVNh`)j7V^}W{pN0Uv8aT4(Ct|UcQ
z`d!k{?7_7ul}=yW&|PD3D#>eu4UF9ia<EhSaoA&CuYYLHuq!&BVOQ8qzIRkAFhr-m
zI6-^#ZcBVh>zErx+A;G%$K+FAKtkWjD!lvtxE#u_HAwF^edHNrQCB*@JddLt9gBoy
zjyzwyeBV9<ww*$N+8Zzlg)ybbHkiRSMcgoofiT>#o^6k&a};UY!Knd+k6oTU;$X84
zBQj4>TNQB%17httQci}ywGmtIovV5X<)IPeB+goQ9_-b&>T8FcEo9wr=GaDkZJow0
z3Y`lQFe5>Hm2E0+jz>orc5Fp8>Tf^|IZ8iLO;NekMr(`13EKz=MDf%tN<KqHUT-{%
zmWapH=wp?QTC3Wl;j)7er1E@ex->mAJvCe0tgT|u39IiqJgjUXN}1WfBcBsgNM<1*
z$pF#HMdw%pfy)?`x7O<ze<|g}YoFzy$$AG_i&X7OokN`IPadD!ZoPwc)9#4ZMr@@B
zg(f1=h-#H61roJ7mQFheal~+5Z`GJ3_3pL^zYIq<2Tmm>6?Ft*qg3h@&jF_~L{$**
zSfg=Vl!E+)I=KtzC=^+BdlcHa<gCzLoM+I0-{P&VaxyJNSN57`nuz>hK>@MNHlSgF
zB>_$Vo4W@Gf##zw{1%Rp3@g5ca86`zb~<%TbXN9!JpRkCD<#nF(a{tGYYf*fOV%IV
zxTig+nZvtMiXVL7O}FpKI&9ka1!KI`870Tt(^tTG9~*$BSiGIiD}9hNjy8P#9@-9F
zD)+P`O{^aqkyy)7K8*c)D5qTZFLw?Nq34OdnP2C1FX3w@KBcjuJ|b2K*E(IpjR{za
z2bY_ZaStv{xQFuK%o-UUT>do^=iy4|PY7p%9V-mlU6Gift48+YTBm;Jh&oluw^}z^
zGVJbKwW2KRCwIUEAJf+=B*F);Pt?$0I9Tvu6hnd(jVF7Q(%D5$89XIg9i<yVKDjyz
zOl1Bd>Y6MSudtB&1nN<e_;a<_#uKzmf)gi|BgIQDR08}PxIFNgTU8{t1UWE>VC5bO
zDy1*sP!h~GXPdx1#@Y*_;wvDHpf)eaZAa!1ygL_O)n;q0?QX7fPTYnouoOC2w}qRv
zfuY;MQZL+mxOd2sYu2Ca!6$|T{JP`!oeGyIShY`&c{&oFYC7{?O_23LaS&I>nE4$Y
zTxUv{`8^6@t~W6$6Pa4hnoGh9*$QFUScKrkZ(>3iNaqSXcI-gV(%cI40ZI`FC9MSt
zX$>VB!bR`atG$NXCX@xZ^%n7leL^WT1HzsK)d25dg%CNMP)AgXFd4AVfg5fYhz>|}
zRykO`j^|L0gwv^S(8MGn+L&d~$*&;X#_Uz5qgA}_7OirEER`smBG(B$$K3!zglH_!
zbXoO_(cJ7KLG~Awd<v_V;2)-92su523P#GpcT9zlFfM02Pxk87GY#NO&=jb?N>jwB
zzDAqI$?Kg>uZq`|J@Uv%wJ7VXw*iKBfw}h>rjJ;5MZJ-YMvMjr#H6s^U2-sSIzfxb
zn0K$bZ8gJH$s<5navRvjrr6o_UIoy*le7$grcJ^wHoQ%2Y!}zN8x3<2b8dI?qkAPk
zn4%Mgqd1}ZOCP+VH#C*|SPJ=FsGM@cmJOBDTM|qUK7z4ntR<JamJA@1KLP(YvUA+O
zCZb@vP-=HHsr<}{q*8dqw+3sPyU=QL-kVdf`^LJaF8})IHk4Ov)+p`~#>w}iep!cs
z<l??>Jf>KCg9iiijg)v@(`y~VbHC{rmd(gHqa8J@e{FDm+~7y-gYu%AE^T>V(gg93
zM<j@b7ynwrJpPeZl*Nnxm$VBSEH2aF9NC)_8;v?scvDjXx6+7A>x>SgnZeDi5S$-8
z4Y<AV6p$+hZ(_-j$N0hz-t4upx(II{V<V?=^O$@DNG`k=N{F^H+guGf!i<ObE$lyF
z{}B#7dqEh0X?%vm(x_wobDKtDS&ywcR(b)qSQ82CVhbCKr{s;pZ{aAiqVtF+qO^rG
zgc$NhYa0#)27G~H!yZe;!#Z%Cs*UwmQCXh4ki!5^4h|iX;X#)lruVGXGi!&r1xL8I
z>u5N96hcYBo~~Cr;;bCvjQcPG?eI!CR}kBor{6d3x=XX`^l|MkH5Jq?wBc)A8}D`9
z+?cmD!}7(HqK5Lj?l26C-YV&L^)HL<y6I2pZI2HhX{i*(+{>&`rltELsSA7fH0u#t
z#0dImp9Q)$MSx&RMK_>)n8(vb9GL(S-a+&HdXqJE(@<3`EO;B(SJHN0#f(hY6f#+I
zSFVQrmrkz{&gvA_9jvCBAc?J<VCp9<6)zcxl?+r2lQP=I5hm6$i;_2Bl;}C2e%yyC
z7dD6x%*ut6#pWi<2WdAkc$myH)ma3jh_#BaU@T-&m<$@tTUpZl@or*d<Umvh!f6qp
z%b_k<qM>a}toe}H$JDTXwqEPunaDa07>G$#73RFrY9T1Mg<8-W5#mPxHWY5mwGj2f
zf6=C<ca9DZMg>8Y8$__^7;<Q_4J|;i6nhz(O|ir>7K5)>G0;rqb8kxym)V7>RPg|J
z8K%;(OtC`%`fpoVVVo{<DM*et7zh)#h_vu5{7wip?Wi~EXUIu_ZqWM5?JFx2luGM3
z6Dzzb3VCO>CA=JD;bUtVhM@y6JNyjeM!LmonY8g9S#4q+Sqa7&6NCSy$4HUM1QPX#
zk}n1Ch;50K=QPg0YP6i^HEhmW=h#1v$+)K{;yquEqD-H+zpz_=2MxBK<x)s#mjU%L
zvzrbNiWmIe9SN-~W>TuW3nlmyOwvWz)V+oh5O<`P5S)P{`iO3H3`q5XoB^}6gpR*+
zgo<LgZpVgJLcM=SKu_!JhezAlYEkZfqq862&fbLtDKlyk6@8lEHTG|a9REUCVPvqx
z880f<Gy#}GI+yAs7u{g9*Xl=&i)m6$|DonwPEXHizKvMgpPPek1J{z)@P$bZm+;B5
zMy9;ICf4IAKnZ}z^V3I4rIK(mG2zCjpaJ5RXJ*fAV3{71&;mz_VTSr3ov(77j~bwG
zC-_jkH9|te0D=FvnixZ{XRrZ)W(50S^&0MzSn!u1<wWdA_&mbi@t_Q`QtR{qo+<VW
zK&*aF#7!fq3eiq*Hv<?~8gbxw(pCh=AMwtBi^gtXhl27c5cdXm4Gl#Vsx8D>b1U5D
zHiD7RSlW^RbC8jWIAR{h*5Ru17p(td8ZTWyJjVgtTn*(+(q;iaOrso+oY;49ke2PV
zHtS8<a)w>PT84-x;~Ih`4_CXb3c6voyB>2P$DRGP-PxMi^hawpm4$oAFq^vFft86n
zivLAUktj70>qQMlD+@hF=m{wdgnwn_VN&w&4uP7{+*WrWi^_pyZ-n$Lm?UCu2~!cB
zlXkaS6rzf`E~bBMNL&Y7-i=nLC3n6R#3wHja=0k=__6Q4fxT}S0_-L7ta^j&Q;7CX
zX*G;g8EV<y`=C#awo`3B=)=+nJ;!5VJo}`7a@1WJI1e({;pUw5^|h*Zrtrn^VGrgK
zvY=kVY0deLrh)HCsnjlf4CST1&d@+=f6PmjC&;F8Cc!63JIza(0kaYb67%*;OG!n4
zUMiK+1m<I-6&Tf5rwoA+eU%^p7tkqvxMw-|=q9%yHg5`YM~nC5!XLvOt@y6oP2r}O
zd@o@q%nH@9{tht(H20#0*qbXnLhGHh27$PGf*fukegXkxOCr*QMlJyp%<)#b$r<on
zO_F|fw34La?H)5E>6f*lEK`h=+7x4IY9Sn~X>F(Lts!TG)<VNbI$lwwVV@U8u^fa|
zAGpaDZ#P(YlKuf)VR}ujGsTvAakGKk1`(78u(mc_cRb09;KJ4BNeZnK*IT^~+z=Uf
zQy0Z!C8~j}!>&W;-pgr6uv&iX#9fmQKO*<<qHFS4@?|FhJ8XyWGOvLJ@jQoRP@qJG
zMmQjrhUaIPI8AYaxWY({XcLfj*+P$ljoIljhr5L3Jz5TH`t*C6kn8(FyBNxqW&W0I
zefk`r2qGaQ3g_ZNB)~sQPk?{c1xbLv<NG6P7YsUL7@3R8lq+<mTya5|^2jglo+*jk
zO1hB(Y;h~FWh3Hv`c*IAx9@1DyG^l_h={)J0Au)8JDmf|6E{4%GPh8ho<<tr5>nK0
zgmJx5J473Chn+WK6QJT&&(JAuIJyx#mMz3wwAU)`q4M<N5oZqn%J^3*mKF}*I`MP@
zu~w}Xr?uqVaL+yW#9ra@R*^kc=pYvm$euHs=Waz6Hr-kc<1>Dkq93BgtVilxju#SC
zSQO=8S_|w$jO}a4ZfjF|qDHIgZt`*!HQG`M@e}cI2?G+SRH<t6B~-YE-z%+dx3xjP
zM~iBBt0>8#RQ<Jjvw#p$w4@|ja&(frWqIN#1At&WyX}DN5cG}X9F+wuKg#P_<s}5E
z2SF%29tYzu@0dDB_{ZUD*nzHgCO7C1Be{mf;}*jRh!IOXy^0`u1i2zCMsDwf<65xt
z#migd0m-lzY*S-Y=E1gjbTX(L)e{f7HL5XvZ;LPdvr}zgyY{vN6$GK4Ip8ec)U0$i
zZ#_EMT~B%lWB6IGQA&I^!lM=OC<2)2d07(vSfSdGODFErUOUlaw#19JlPhPC!~NwT
z)gT|msSJv^zZ~{RK9bWJByoS4`?QO_?S`U>Z?cQ*eT5xB@7xNZ&#1m2IAuja>)QC^
z#2X<n2`{iL1f7yYAkck8GvAZM$9zu`d*V+9tf87qi9Xt`v})T{*|x||yS1f65r4!*
zQQTiXUM^3?xnoc(ucT8eJCfRc6yJ?7dc-|!V(reuBHE#5uMHrL&SAY2xarEoFnL{h
zcrBZ#2HgXk<T;R#x=sCVC!rKZBSHN(HMfw9gwha=1a)YsI7RHrtcB7DjRf^H2B`=M
z5VNa5ls(eAfE}uJ_`}kr)Xd{k^E$7QR3G6r6XPCDA;vvQ#O|!G!O$Ye5wp++;!Zj`
zX`>Iy_HHZ(-B>QNyrnUaNvOI73}g~irSja&>_SE-Fb%UGnTF`ch1onL%zk7Nq94l<
z5+F86KdP$P`;qE+e7dAFJE<R2h;cs>v3m%UW(yfybfVy`6ev;KKH_wm@T#)9bjseP
zQ$d%OinB8rykrt)mof?J(z*FLlG!w=U=pgOfmARFYGA3DsoYG$>`^8mH8Wx#2JBHq
z*WRO4!13vvwl;+r_b3s2w6!ggFDVUb8(BDKTbbH9ZSTry)s>})Ok0gClQ6rINpM$|
zB0Nl{VD=<a5Is4QrQTc##iT$Om;~_#HnyzfX~3SG3B4J6PvZXaah6xjb+p^q6k^<y
zL@Y9D0wlvD2sTtXLfo*jGxmO*QT@oaBTb)}gxQZwg8FfKdN!*gnS|MqOhR<zY?f9t
z39}=agzU)aU3cVcMn~fQ^6~kcMmB{QcO(%zCC{5gd^?<=+M1VTT4(M3IIH@xl%)zx
z!t6&TLH$?;pp4?6RUw&#*^f*jr$RCbvmcqn&<Z)1(T}*le0*V1*O{cjGKCoTBN01^
zsUi{{(F=4sU{9Pe$hj4I8HQfY+52-&^=CP2sALjme=-T~&qbElG}UGjW`8mXsh1J!
zXcY-2VfH7Jko~!PCw4xgKXHHg_#zEN5gVA)pDDz+KZ)3#v>t-U&|Yn_v*lK>$B%T`
zEZv;9_vO6m%V`q1w2ojBW?wQ1>dTq=`78s;B+R~K5~45Xvm}a1n0?74WM4)|ph<%`
zvI`k~iTmhF8cA~WWePFwOCoj(!SO&5+osjHjx&klcHsO_JXO0hDGsw1UJ*Q9271hP
ziWcl0y`Va}6yc9mU6_Q~(M*CmdU`%GiX~Gp`<W?-exAybHm-!(&rCx0b7UkKu%8z*
z`Wg3^k7FS&rd3H=n?jCzn#cuKm{v2fVhoJZ7;(e=F4}u?QT60>mf>R(W=}E+?#ad3
ztgd7dW>+!^(Ul8X^28*}u4EEJt86)IU5Fl7KEB#=H}a`%8bR(&CV2NbIvNXWwwo=2
z1=vQKPHZ91=+AP=-l64iRj8~jrdTyg5HY({5TQOTPc6)6$%UX|_Nt&FyEPvXvtI=f
z(Xr9xkpXqItQu*bxzGdXSS-!QG$~0<(<q9bC5rceAVthk-wMwuM&9h$q-CPWI?;5N
zl9ZDciquNc{LFlo)f7}L9UECITFg>;LB!Ir(bb~JbSmgre2O()e4&k%W&Ieq@rD`g
z&FQ;X;|((`#f~@300wF-xbSG9Y@mJrjSSX!!%XajjyKE@a1iX>V#v&LjMy(4Z<qy<
z0pYftIeM~#CcL8YhFNs#Yq~-SE^aVq8E=@CNY0dq*<D+bwef~oR5QmLW+G^W=P5L|
z8gH0|YdGT#Gh|A_kc>CXH2)`MkE=xN8gH0^UBm|(v(<<cXw!JZY`kG6V?P6t7;l(u
zjW^6R8=JDn#Wr@lVMZ%7;|(*)g%C><9IH9rFiYKOA8(kkV=~?_8z^`oZF`H2@p!|`
zjIzJfHq5l-%a<+(@LZL@P&sgkXOJKAk0N8zU%PSNKF<ne(0{f##9+to<5&a#0VK5f
z58@*6l$Pjk&N{q)u!8M{UA=+KZ*i1z|7y;SBYgY-Nt;hj=E7c(P?(>TqvwAZ2iZq5
z@%mFoX*1sK0F}QeTG%Oa23YYFrIxjE8iG?gH(ztzN*P$k^V6keJ>z^g1hk%-PH00y
zimdFZVscOIM`G7n4_RkB{x!C~`Vd&4L_#F+Lr9pRB~&I+NV5BCg8K@4-}Pqx&Po7O
zu$MN`tgLvz>&7noj(-eHkOHVq(~io!Xw<dD;qU<F<mP=AjB#@m`#C(9quA%>D|W=^
zn_sEt*<N`;@@!3>$CHoao!mddsJ4jkF6bx^1%l*aFgF5uK*lH?ssk`LaTvVpoqi#B
zJ0C_wDtLtn&oBgd1%NRV5HxkOk@B2o9lDwjvD%L05bgWh&%Z2c1z7u^)Cx0UDf-9X
zco$BZY_#0k(@zB7fCE7=bwFA>ItjpIz^wsdd2+SBhSQfilLGBwh0asQ5jZ&38mD<K
zKN0ex3KYrybu~$JB?Lg<dGAitN*`YeN?RIDxo4={tAHwk^xTGCnEy`VLi7x_=Ldy{
zP1S*vzFT8ku0A^CzxR67V1Ll^9s8&&txTT^;2wGg-;xd3ccN8~@93u`_n!@>;#9^R
z|0-(p)%+Ko;kL8B(7y_QQ3Cpo{{ay0Uqk#qN8zIN?#?rOcgt-zch2)`2sT~wx;y=w
zb9VDie?L;?Jjz<#>CdjNF4X4S+4=IcTP@8mOqEx?`MKKcbai&RJX@ObtdbH8B5x-K
z=(w-<cS(SmDQ~5_IqbWQJ(9yAxP&09ipr-KKlCVcV6BC0Pr@VVwrVa?lITR<b`^)o
z5)jK&X=<9Yx?2Dpht%P~SYV_9|96X^-3X&FfGoj#1gz-cSOJ0oXU*y%l(*9A2^<zY
z*un58kx-B+PLPazE)x)Z@DecLP#s{p5UvaGBaw67^)@>(1mCZYDr>gz6Iws#(lhI5
zZuI%tJht#3pgs|s6hev|^1qUBCyoPmdOuKoPSMHF;wWAq^|c)wQpY&$3<C<xJpiU7
zO<rQ<NJyq5*aL4elsws5UQ!hu3=C<O51>6qATAjSknl1=g)s&QuZM(?-VVjAgX230
z6O-@)BVd?#tPBX!4H8lYGzib7)=uc6*V^(ufQ>fKK*AC05GKjuoDP7@!+!=blube^
z0fz*tXbg>K%o)OI<#W+urz(7IuY~@bMd*J)D{QcVMrzeRK^b^XalfsApNkccTX*_z
z{3b?s<pX<gq5wi{rR3wBMmn60<uPzG*bHl;FEBFB6rGc>qWmnQDM0>7DMC{8hq%Fq
z;sMCgt;P^xFK$gVgZM`pH%Dj?w=J^q2U=l6%7(3g-OI)u$Hd4e4+o-7lt*32!xC9S
z7z>T8oxoH^pDXLAo1^|H2x>j`w;J<C*i&z?^wfXT3LCPgYz4%7Dn7Z>Cu=c(biapl
zRfW^}hAZK8J{u#_YW*DCQU59Y?LUo+v?X6owI!Lem5&}<#URECF697tc6?BjK%~YW
zbXEd>6cPbsyWj^2qm5gUp%G(qFofdR7>e?j2-)IrSQ5JpfU-335RnCRH96C8wee)a
z=o^!}uZkLLg8jVPqrUeD1^X$BV8?qrE_eNxii2oqRRO(Gh@4+xtRSdIxli>+laHaZ
z&YOo=FSzy;*0SKAlmFkM6V<}0@mUCe-@L7H|Ilc;A3|2%|0WCf4{C*(s{?$X@uN_J
zPOM4Jq53Mjnbq|cod^d#s}YFgVfG7oUV{lL4qL_<K=R}fIg=p|wzmm~H~5|POXf9J
zX|6*z$RTDF`f95O;CMP`4TE@_fV6534s*s)v{mFW7oAf$s*aphI^6^s+64TVfRGnR
zRe^0_S6g_yumh;@);dmv#bheL_7eI`#TGhr^eh0hF_;92mgH2|2r;X*NlhaAvK3TJ
zSc=VU&}|-Z9y#J12e>BLm19jHkl?7?_z6aINc5PeJW&~jr<&HxX@WdLoAu^hXifiq
zoZMQi<In`)mu_pqB2e~%1E0lVVn94?w>BWZm{M&6`i;jJxm*yN;g6EA#=pDvihpm-
z!@uF@;r;7Lqe6Z{bvehgqnqBOhcs54-YZtT&BBUr(h3{Wud@~KNUVVTvol6PY<oEO
zLqPH(Wf`c4IE?e;FMf=&&zm}Lvme*E+|uebLWTWj7A`lm!iMCst$;X}<6g|@y=Plr
zXO8Btz{qoNYYPKe`-me4a2$+^Ud3@^7-6;H4<m0I10_@``eX;=ZDcu9ta>F4lQc7n
zINNOD=)hM(fR?_IbgcP^nnnYQr}Pea6CU=608m26nPSB5oWVoFPvA=MX|p(qu)9r*
zqwIu`2M``;3nFxSj4>Jumw-=+;R+$)unj9smC{}J(_?nQc}ZoLrqbV~Y1s%>`t25#
zHe~&Sz~7Cm<@TS$!VLe5_OC-zWyOlNt|<FI41zH#at`~wxFgoX-nwA!xW#K0w*~!c
z1816G{ds;6-wF+%2($!Kos{{D&9jfsUyNG3jAm0fLZDtNF#1nH?NJyLD|*)9XK4xy
zjntk^uGvE~2CVm=-x{4<V#d)(SZOy8k$L&4-Uje}c?~>V@|Ht>*ugx-N_|q3*-wpD
zX4P!#Z5GM+Nv$w*w$*>d%1Y$yuK-t=fn_@@ks}_dk-;f^@_dueX|#3aGfsYaX<{il
zA5)&wxcKWSg(t+kSanY7S9rq9{oiTfqTW()F&{S~C&1Yb+ejOsWwq3XqODq)o%>(O
zL*>4d(9yJ7Ne3JRrzgPuUju$Wov;f)Qrc^G$~=*je@tPvD^E*vc@^v-9Lt1FNIZl`
zX*&sP=(H%_@#t(eI*?qQ0*C3dx24W`WAJI3HPgN%&@-tnq~r}8?NoHwm&0*T0D7zR
zqUXyA%xcjJK0_+3uz=Q{(nrw#*GZc-W%xfws|-r&-eFM&L+Z|uX*jQiT12)ruf9<q
zBoCdG$9!04q!B9-+J*cBX#ZKgc74Zx1QqgMh;pCa@!$Che5W5eQl<9ecd_CB1>&08
zqo-qF?|=WwWptVoHOXH^*qhd>{@``zu_6C!TCZOIT2vwoNYL%;E=(LX$JSiM49j^y
z*EZa00fBOEvw&z092R2?)bs=b>+!@&_=IhEJ}=xCVz4Mtmm^g(us<>G(kcog4t={?
z4}E*KCG@R-H4@euK<DymJLmmhhJS%D7r%!EIj_C*^iKa95M;60>vmSw>$RGP$d``)
zD|iUv_^bHnUvb01gA+R)|JTHCzk!eSg^vH5_<Ve)|C~1FA!ofpy$KRKZcoZ>7@Bzh
zN8WCFfI2fTHVY?o7G7mxp?@=^Tk_67gzsR^E%eh!S@p?}U+S#7MrYOji^i&7_}xpL
zRnO5`b@fGK)$jac4pu$0UmN$r5z&8F!i_`zdlK&WR<mbyXZ!nMnYQY+?)uIHQ_^yL
z56B9W+crlO<)hyJ9x?V^8nyUj5-&cLaO05wGYNO%0aX3x-y>b!BaS$KWh(SFc)YgU
z*9PYIm~0#-nwH%yju3peN!aM0gpt304WCU@#a0o<Abb3|l!woR^3cyw-T-VB%$z>r
zNdCszYTnn_`lDuTM#I)0F$rIEw#FAna!dw)D(tuOyKj)yYDmHOL|8yBLvh{Jb_;jN
zAAyb@c;i~5=Pf<`1fsoZ-*yG-vN(MkU#jcvR<pG-rNY0H+{Kimv|_UoWt|5wwPLby
zlBNpL$p-z<@vpxTj^4LTu2gzBcWYAmhAZAVuiEQ+lT%Zb%HrH~skB;}a~Bt<=G@iF
z%yhZtEiTl&(tK^kU944VrAle8Iy<#mTU}V4FPCejncCuF$#ti^;%0L#h-y|7nm;75
z&?htx3>xRH<xC;ie$AVVl*LY{Uc&u<cHnY3y!<}OPjfxrfnfFMdg-f=N<%^Cf;n@g
z(z#hge{R(QMpt%@o%1@eB&i(FYX;?urkZ3Kl+3&+p(^V?BWF$A;sldyRkePU!AXfu
z85|zOcJxzIoe~TBU5$0S+P+f5+HY&bViGFdjsza=YFPWt9OdO7)~;tu^z;*Ar%J2`
z4{3ek2l*X`B~3ZVZ^oOR!#dt*4)U`Q%R0y}cx8}-{Ny_$Iml1YlE=~|RpLS(<i{0?
z9ps0V%vPo2wa;QT^sI}qD~z$At`lPyFRjV}O~xBNf|Zl@8L=fvtD(`m6xh^iVxw?s
zijRAvm0Nm-BvIvUAfMEwT}K26(V{HBAmapA>usExO937f0!0ZP=fq#Jwb<R9`KOMM
zi=VYdu+agWD03=+gv8WDK|<n>_<>vE{&K~`(lCM`<x(@Sd@We_al(0UO2rbkNjCx?
zocnM%t$bh@sfOW?c*Df~<t>j+rxXkDVpUylTL5M#Xwyq}FvAe8yHuP{IL|~Up_oIW
z!>7v;9wH%w=qIoRoS-h0#}*{^ChDi?+8a#;oak*-5SIw~6D#=%Sk_^Mlc1~v0LQ7h
z1oUW~f~s23<PgR>dU(Kq4OSpk_68Gd;zM4o?lv=emeB;2%mj7hv$F^mb-Fl{aFj*Z
zOeSGAlSvTcr;1Y%;TW)?3VYk$PyzrvCQc>IXld3NS#!m5R)=Ptku_bMiX5{wU`ta@
zlw!;ZI#FtB76uL5Ry4atE@DQDvrdyL7iS}fy+lFw!@kWrO-fh%0b860mTrEa7BhgG
zDa{PvM$$Z2oJ+us4_nM6Olf8kB+WC$=vfm%i}9HX_&#>5QUTwY`@vzyW5;UjSOM@>
zXrwxTS?Q$RV<Y7pJ5~pR5uAN9;>p;tN;~&TlQOs%W5)_dqmyGkcC7fY`DCxibTdNK
z;jv?-PVpYSV?|4=?>n#$@!a_D=^Ysac;pz?oCgb1868U4VH7^t+N8Gpnt%zGxF~uP
z7ndBJ5?|jQ0MrXR0kxUcAyC0W0@@1rJ-hCmWMnXX1^mw8x?tcHaM1@BU<Leu#=60z
zOzx+t74TPS#4e2$@IiPe8>Dt1e=W}v`v|rHUleQul7Cg`VD-K5<n&NGfAO{VSzr#P
zti5}c+G1%`Yws3fS!?gXD@n669NS4yFH25&YV+K!6Hiav@aT$sXC!Oyg4QLp_RbYD
z*WQ5!AeR|y_0?6xBqL?E(W)Zn7eUIr?k=Je!?0r#sG@U%KtDK*7YplHbfy*b=`!Hp
z0va2=CUC4aT_8aK|AwHHX#KXhcPr-HzP(s6j}yMo6FaSZc)H4wvoA5y!jW1$7QJU*
zc@vb0WX5{=RKkgpIswHPV^UX+EMo<0Pzh`0@#ZS3_U6)@Q8hOd-HaAzt(MP3mVl!^
zb=cyhLmz|vfvL#i?0_xKGpBpB)dk#Ht3o+R2|EK}RkPO2XXlU1MXPIVZ`P`LdFIG`
z$<k)DJ$0pVJdC8SG;$|iN-K?Aq46+602ASMVy=x>p^g`CeNZcZJdC&u^e4K5){n-+
z$XDAiqD|P}ZcY?)hOCVMbp36^&E@kgr~KD2T=30Y+}<pw)XLt1H_UQMKtSuAf4=M9
z$-A8Lq2an9=W<HC4+dEZ7$~4n74($Gx*?ZSwl!jVznpS5M|t@J3STJ$3XRC-T5EgA
zz{1gmHNP$%)=WQSg*8_yv+mT~>f+o&rQ%f<re|xbrPa9^uQs(hH#=La)~2U`*<5ie
zv-8u7Q!~@0#ko}kLVGw5p;VqPyY{f=-zDzri?SCWtXYZfZ=?K6DXjUgOlizHM&z|Z
z|1Y;VAtZNXVa;(4UjQrg8yf3|v_k*8Ml2?wdl1%~#|jO?!(A=v?xKL_Bf2?%{@EY}
z^shinLTBfJ%VksgVFF7l$NF@VeE;}0Ne6g{V%EP)q%wb=JQ-z|ID_lb%ESEzJ!5j>
zqGe2e;l4|qRnOB|b<IU%)#XoK>a4m}XVr5q8mq4RKsKx5=HyWS<+O_gOrJt)6=+D_
z*?Ozj!9g$tj1TO-j{+3J)06SkD-^{Xyb>V)Az`2QrUKX}FAX-y2GOI#6ZyaQjhqXA
z_6``$??q)g{vU{6sAl39I3xKXj1Jz7gCH1YSfUpPh=r$+lhAce^%|S?Dvs`m9#xX_
z9c^y(CaUmYfdE!dLYi^~Yjoh}%wB$@R@gxNC;)#%;x5ZH4S}ZWZEV)t1fS{L;cjE2
zhcI4SHJvX5zN_))-CC7-+{p6U^6}?J3xE1rVc^eq!+VdW-fcaKJQC4F0{q$pmK~!@
zSJ&N5M!Vi>(eJfh6~9x?$tnOZT3ZC)LqJ?Mc_KWYhpXKdZNtqT5l58(98VLo7`Es|
ztA*AxAJUjLbk8XCoSX9WOl&{8|JO%fT_`wDIrLwUr(O;c)yri^+!CqO<*6{&x;({i
z(Cvw*mI?{~EhXQgH<q57cq-U%?{qc`fH7&bT4xGCe42Rzl%x0Px59>3>pT&ANt)OA
z^RSyj?N($S$P-UFg~IZLu3=wytrwCg+~XgEAa*KAZmI3up*-g)Di4(rj;8(`=9GO^
z!$>6MQQPq+Mhv_20^O^4?nUz|?s)FA47WZ%s}gybbR#86J!TqC|J#?PhN>*g*A`%`
zN0TOMA(j=Y61*}<sET}NB%vyT)+H3G!WD|`F}jt8=gcfI+}+~LK^kPS9#%(q$+iH7
zhf_jsCXKmrTb%w3FylFVMH^E2m@W+ElyoK%PbqB_384yMPnuqegxR~e6>jW+aVy8m
zWy*xIq<6-tspyI1EQI4zlrootm<mj=6QeA?<I|;l#8jr7ofrjlAD_<IOqGmgCq~I=
z$LDf3Q{{QtiQ)e8@%fz1oI4;+H@NM9ofz&fA77+2yc``cpFs@wL2ND`v4sp`xW9ZH
zRw1@87-T5NB~6_SZ*M5>FCSlRyK518s3<2pP=!6Wwu}(=qcU8CyfSMptyXT%eeCIj
zI!l6tVL^+CWCTE!iY4lAuA!)zorF?1BLpfh38iEj3DT{+B$R4tBuJz3l28hzksv+F
zOG2rUMuM~_FA1eQ8VS;wyd;#$Xe3Be@{&-BqLCo|$V);ghem>QLMIVuL{8yX@&+Nc
zWY1Gn!_;h+^k)Ub=~aw|hlL816%Ln|gem=;ex6hMxfZ7MGl`ti&m>IgXA)BSBRSK_
zyfCGoN#vA%u7xT6Od_ZBGYM1rnS_-7=?s&`BuwdN5;>)xNtn{lB!-rLB`kL7C#jiP
z$ddl7@JNVm0;E7F{aL}0rQ%E$ubG5uP+%q)l|V>8yL@RQ5R)*apGipR&s7Uk`k91~
z{v^-=ofoF`GYKjE3DLwl2~+x+gpmHJ1RwyNgem<@LP~!mB-yIQ%uZAKnS_-7TykMb
zKa&vBKL7xOXqyZmguttwwo5;C`D`gm`m<mrO2zU_hMCBMnSk`?B4JAZG(}TO>CX~f
zu7%=Bpg>F_r}Q%kQ~H^Nl>RK+&m>IgXA)BSvqYCkn9|QAr1U2Qr-#zdBuwdN5;>)x
zNtn{lByvhWlQ5;9NenIhs+;W6PyIDJl_mXIkRy=(EFI5=9GRgBS(@Qy5~lQXey)`M
zECpf`rt~w3oYK!E6k7uYViHpNb2Y@2ekLKMKTD0d7N+zw2_gNwz>vvKQ~H@iPU+`b
zn9|QAa!NmwFr}YK2<eYn#R2_(#bdkl6SL<t{r)WYnNo2sYpBkGpD7g=v+Ny{Fr}Xn
zY=rb@I!{c(lzt{5r9VrJnS?3*OhQP1rra?J)iZ$tF$pRCS;GgDFr}YK2<cBsObTs3
zlQ5;9NeJoBbR?OCDg8`BNPnjP#UxDWXA(mCqsT@BO21-|UHXYri}P8wf6l(<GZz4+
zm5Ze;(Pa{94j%M4lc1@0IotDL5~lPs36lPDaUn}+n1m_)OhQP1H2u!%>oN&b`k91~
z{@Gl$Fr}YK2<gw1JFbQ5T#cPV`WLh85tA^bpKBqce>!UrV-lwHGYKL6)46zIN<Whz
z=`U+ebs+utOih&=Z)2sV%CQB!lv3rmLgQ^L`*r|jDUY|YXy-Yy_opndooQr>$J<ys
z&y=OM^NdXPcpHlmgkyURR!@L;!c3PY0?(FjC(Lwdn1pcX^N}!J8YUqf`ds^QN}&R0
zf=LLMCSNT~mxf75hdx&=OqYg92$v>bElih&NeGuF9|@%>8ZU%PlaGYy(r_(=Lmwp(
zxHKeU7CdAzSy4-wO5W@aJ^9k(Z7kk2$tnH3?_x?nlaSJ%<-{@xQ~H@iPU&Y7rt~w3
zoYK!EOzCG5Qu?!&l$eAm{Y)aK^fL)l`kBPg(yvUVUHZvpj<>OR(?m*tR*&=6jVb+1
zLP-C38;h1Xr1WR4jWIh-=^t-nIrZ9Yfc_2F-gw7DsdF&S@{Wh_d@|*ZNtm7wlgKIk
zOv03YCLyIi%l0z~)Aln7Y5TL*#+Za@`<aBW{ZW{Gt1rqVOxw>Sr0vhz#AOnu?Pn4>
zrJqTd($6G>?H^(jS9O!!_EUe2x3PHBB&YO`x3QEx8gFCKGShe)Ym4_?gzX=1V=2#P
zyp2^`!MMXa9%>FAxGlV0K~wMXHr5vNLU=yoZ7fnC@_ce{V`*ule@JPgoKpA5Of+LG
z5mjV#xaYq=XwlY8;wTonKe-H$8~?iq^@k7n<P5?8Be9%h)UFRN>6ym)LD1cKZ)V;t
z?H;vD5zsp7?-E;)kZPHE2xxzQ!)>nha5(CYf6e7!*#iKP_8-JWvhYJ-LIfH_NeQ#{
zZ&0B`Dar1t`v&W(I0AwWZlI$Tq=S2@W~iJ}ZqV-#hr`_e<feTVY_T6rtrz?`JQo$l
z#Dae-U%?|zRehnJs`?EVEmc)FJPBF7@znnxdjtnY@=21&&ZjiPIHHBK+HP&=dHalu
z-E4J5USYR|!x_&IZZ^M6Y2B1tSacqy!zx4QV#3O%N09IB0WD(<&xpf)JN1ov17}h~
ziE0Hpx)P`ZZ5NmV?K;kSt^%$bDBP66Sk#llzp84knV?(lj4H?oAqFb1j}AR{35Xkj
zKEa-dT>OH7z(6Me*`W|ZU=%6@fr0FPhQM%jixGJ}IOsHvpuw*P2pX<#VuW6=ze5b2
zHt>oez&&1mHw0+IC7^Z|;!U>=fdYJcldxT)5GScmYJGR-X!}k9o3!6*_T6i>!YsfY
zpFOrp_#Cdt#%#BsskM5iiXMP=L7$*#XY1ZpkU|{lHXQ=n2{3D%LzQ0FA$^XhFcO9(
zG|XY~bA)%$_Zq<Qn+_euPW&bM>#Z&P-rT0Aw<Roy1KY4#M>TNYbE`<Q?0Or~1m>7Z
zfAu#<la<$L-8Vu#@8*$}B#40vg5U6BeNcSfMH>{~`mr2pbx~RM5}j4oUNly{=RXX?
zsze?p-53Ds;;l|9)J1uIzA`&1s0$0REU1g%l|i5`<U1pQx)8K3A*c(kkS#`VRzO_@
z<3`PKH(EX5j=?wFtac{hVqi2Q=qMg71mXn-l)yEOjzJ;tlpJIB@DLVmP9&gBomFBF
z&PtC0j8jufRCa2#R+R{55htd$>FmU4zb+BXB2G+g*x8BE-bEsqMVy%06S5Pdb=<@#
zz&J6riDxH9Yg&n57I9)~JI_vx_Vp6MEaJq}#-5!R?eHanS;UE{Ej~Lj+UrY+0*sSW
z+kJL&wE8s)Fbl0*ti&pPv2O?Rb_Rm0B3K~-5QQK`H0*f|9I3_c7t0AD@Hz>lZNY*t
zlOQF-!e7GnuTDbgm_~wBt5lp#$Z69_D9zGH$j!ineQceC(kG2X`gVv;LTQmkf|Lj8
z;R)%OItisa8VRu#KAo_St&>n1qmhtX;knqU^h6^ew!)()g-18!^;#(1&`5{{;ps>%
zGJ*gF)xm-QDg7f&_Bl>VDN#^Cj?<E|pCvL(!jyd`L9!3QO^BBX*~BDF*=G_$_NO9j
zvT~Y9n6l3#r0i!&9g{F+pGgSWFXiHeDf>)9%6={qrtC8bA^Vxuh#O+cK9dl#Urq?a
z)qBL0eI_AfKPk&yCt=DylOWk2=-leK>?>ih+kKK6vbbro&rw>Y>~oZskp0a5W)i0C
zGYKL43t60I5~?|Y1~LgL`?*M%vd<)>>}QQWTnkh7nS_x2a+csS2~+l&gp~a(C1w()
z>@x{z_jB>Wlzk>4?S4W^Tqw9)3sd%)gpmDc{F2ogF$q)lnS`+WQ;~)YX!li5+hw1+
zoB}@6WS?WSOxfocEot{76|}aINtm+FB!uiIrTvARW)i0CGYKL4nNr6j6h{K}VG>gI
z6M|p$T9~rWBy!q)u7xT4OhU?jmeer`Q}&sJko{7Y7s@0|*=G_t?LLz*WuHk%yPstT
zn1m_&OhVZG*@$QjDEq3L?6Ob&MOG$F_BqJQlzonwlXgGLVPO)c>@x`=`<a5vBuv?7
z5<>PfM;|6(%6>HXFU#&T3B}YveVBxl{Vc&{5~l1k2`T%L{<fMDCSl4xlaR8XHFPiu
zQ}&rePP@+}Oxb4=LiRH!E=<CdeI_AfKROQ_Q1%s%?XpkICgn_%eTEq@WuL>{q}|Wb
zZzf^NK9dl#AJuPbe=`YF_L+o`{iL9~&}cIWQ}&rePP@+}Oxb4=Ic1+osD265he_m=
zeI{YbK9i8LpQ}eq*=G_`_H&UiWuHk1*^fFb$(?G-K9dl#A0;uM>?;P@WuG`j!(*E4
zbJU(G`y8nzWj||#%?|vF>bI3mOv03Xu7!~O%yk|nVah&}kg}iE-%P@keI_AfKT`vl
zgem(>Ldt&DjGIZQt_{?ONeJ1`T<2jDrtC8bDf?MN2a_;mpGgSW&s^tW5~l1k36lMC
zafo#u)jGTEQ!~k7Nt69~`x@tbfZZ~eh}RohTqa@KeI`M6e>x`#Q}&sJko~zVSAlC`
z%0812vY)xO!6Z!CXA(m8XL8lTlzk>4Wj|}y!L=}DpGgSW&s;iS5=uG(^<feu6aeJO
z)euwmnFPuHR8A76>@$g>WnWdzF8fqRvNCD1zhIaBg+TTJx0uByCSl4xlOWkI7c+ex
zCSl4xlMu3>X>pl^Df>(!r|dHcQ}&qz$v!qJa`D2HeI_AgKWoaswJ>F$NeJ1`$4*oB
znFPr`Ru^+ML<v}+K1_n-Dz99avd<()_I33Md>(wJ;uei#5>j!CctpCCaErJ?<Cp~9
z3<t*^2>(IuT48foSyB5=F`3hGOah{gB2gjA+S++WW_KKu5SKJ%m+f3513ivOumHmf
zM#ACZ$OzMC;jjkbvt-UynS|-HFbUzaWG-_u3Daj`62f24^qiQ4(xPCfXA;t9$(pM&
z3Daj`62fQ6oU1Yk(`R84!e=RE%~hF%>9a5i;j?7URhfj+4UHG15<|^Zm36oK>+CG+
z1BDTf!`s*9It_0e=Uk&?5~?mi8<_-EVH}gN#k`QRpS4=V>@;PcNeI~=$0W42l%cfC
zK3U9hOajJYY4@}Crg#(GwEMh?F6@5hCL5D5?LL!`vY%yfnS?3(OhVfItcfO*Fzr5*
zkaj<7#>^y4yU!$q-5<v!K<jw#*|ht-_blxGI3|IXy`=1CNgcD(lznEWko|E?LTgKz
zD7)P!TSZnTZH<yQj!mD3H;#qRlXRw1=&UmdQ}&sJko`<^$t2V;7Pw7JLiqcc&N`DY
z{e32p)9y0~#Z;{p!tR%{1eZyecAsk@Wk1VkGYM1nnS_-6tf7NRn0B8@<h1)t!nFHL
zLfHLrOaioyH_=Vm=e=hk`<V;MOv03XCLv@$bC$^@Oxb4=QuecUg_wjX`%EII>@x{d
z_L)RZ*=G`_>@x`|`&m;4CSl4xlaR8Xi-alrOhWoRSxU^cFz32Vg66vVE&*(`#NM@n
z@M`Nz5IV&myWJ;Fjbjp&zn|6LyoqkgK5wE6+0WEKCSl4xlaR8Xwa&vNRM!Th50enG
zpSjM%Buv?75>ocFh7KlS%0812vY)xm!z4`EXA(oN^QhL@WuKZkj!6h*KXX%c9FwpT
zI<m|QQ})L(35=Z^vWYj*O`nJNp2_DK$0TeqFQnbinlg-I65=rl8sNzL2ylequ|D#p
zD3(Ja2G{67=-xAE(b>pmRuH;(Czi7(Aarw6-pp)e2oSoEfYwnzk=Tk03PQ(H!kBG8
zh6*K0Np@FRLFkgZDvm*=LrUogQ92gfu^TN|aJsNd*el}jUW3rt3O=8&;1Pq+y;KL0
zdHzKMk+HEP4r3MX{{G7YK#)#>fVv7AP*)sqOg(Ht^-6^ovq5ad;l+%)9Snd*3Y}j2
zthZf|uvmqTTW@ypV`H;k^>*U53}17^YXO=T@bB;%ehglF2S7F--|^4$hYp8!;O8!n
z;zqKf{`sxCT>A~Yc=#<lPwyP^*YS0IK?0i{@;CK6{UfKi0bxxZu6A1$;H}Iaai&UB
z(>lhVj*m9jtD33%lBN$sgJ3DZv`@bB3WGa;rxj)aO#7GsOk<!kMw4MMIIOmBY&HNs
zQ)8?%0MKl7j>wMdI9nb72&=7Ttp`v-K-LgWTHEuS3W3xBTW+h~U6<g7)p{3@hX6F}
zb_nL|6!-Nh(bp0Xk&5O580V(D)lzh*oVM5PwVMXm;a5?;wcfw-uBf;U-TUu?NDBw&
zC-d}v67*EEtB~}@0AN+0xh55?YIT0T1TkwbHM{GD>UzCVJLH}9nui%Ys^V79thE7&
zR4ZUw+G;O3?X`+~s64%R#F@jtGX4=X$KhKio}Rej(G?4^EU>EJl|jI&<U1n)s}i&>
zA+Rd0kS#EDPJmU#>^Ib!R9IkBv6jQ0LvuS_2bha-n@Ye|b*~C5u?b7d_*O?JW#gA8
zDEDaHb7gc_Y(2Bua66sb4pe}Pdd3l<nV2x%)U0$iZ`C)df+$XINhBgsZB;>-R;VE0
zdP-73Tz&Fsm2qln7Hg+Q)7iwB&^R%*hHocEi}{H-RdHf!HQ!E*mh}^Hs^Y}d+NPZt
zEpjH}RK<y@RZcrGn)W8fgvN=f^-eo6TKG)FsfrU*YlC)Tv^JQCQxzws)`9HAXfZSe
zrz%cPt%usl(Zc8`VnVfYu|%r$#lBujd%WHHn%6GC6*yDi@n6@(AWTkBCX)8F77hgz
zTgGz<Y3w=)rF_9!H<KWpn=Z~JEL7_xl*(x&#I{+|LD)J8rDz%nv29jPShUwkDD~1v
zkXB(}OV}#XNhqb#NXR9mTqKk#X(UL4O2zpE*ebmiN`W*Iq&H|tLXN6VLaB{Lg0!Vn
z%*RfpDjEsiIw)y}tY_?-iJA?DTZL&_wNL{zG={h~99IA>XQ)GV)M(O9dC0k}s8Qt8
zCG6koBusVSNJ*g%Nw`Tm2~!=Igiwd1C}Ew1sSZpcr#dh%Om$!qIn^OMYBUMeOK*s&
z4qOYV4hd0&Itf!9n1oP=e6=vufk}`$%xVdQfi~bXzM>ih20uM^=2Nr0xC1YxEHAFm
z*qO)7g8swoLLTNQG;Kr)UU6c|l-m6@vZ-Td9@GBF+)Q~OcAkx$d72#~9#c+_k4if&
z#M*NDwkDKgXTEDm851lDW+kTg!c&T|Gw(XYB3d9BJM)%s=unEr&b(NErNai97h`9h
z4_;(mTq4fAwi)p%+Kk}vh+nunx_6Yg@jbfmh;JOU=<GdrYk0&<6U#~7^BCfczPafc
zZ`B<pJR%^Vb<{#)D=uhw1WO6;y3V3PiBgi?Ro3u`<gSYEK@S-op$oeRkGP&Vyw~9o
zwt`=fuiz1fN4#7QkGSrlg-6&}@^`UK>v;F~UlWTwXo-#c!fb)|?b8DhWH3$tNPHVB
zw)r0qOR&Ww*mm6Ycm)4He&fD<4_t<g_e(u2VOx{Kp*N;gSi<k1<xI~1Z3@+3^Kn)y
zY#f$wF~TXd0p=ZAhYa2ODlFl5^YngFkU{bgo%F^C!xC!c`Rd5R5=>&5VF~h;fx;5R
zJEI9pU|N?_SOQh(YhxvoS`u0MQroQdr7zkSO$kegQBymkc53Ni2{B^Btz^cCsRb5$
z&1j`1IV>SYOwBFr#AwGTIV>SYOl=w2iP7Fsa#%u)*l;VEF=A>P$zC&Bkx33qh!InB
zP&+Z&SxO5_h>=s9OLlU!%QTX(glM^=UCCt1!2+PtLv8OkBP>B9p_ES}kr9@lkx(k9
zk)S;T001SVBd%&Bl%i=QGFCD*5=y-^5~NirVF?-urBoV;jD1**gi<Aq1nmW+ge7Ps
zlmclaNN-ZY5;PJ@Z8Q?3Eh%9M8VRK;8VS;n@?c>JOm?rr5`sDpv688gFx7##pGh53
z!V)wRraCYQp$>^*2^tAg9hihrhs3Z1jfANVOd_W`Fgs0kU=lgifk~L^z$An^BnAX%
z4KdY$Nl0}_3QN#PnCieJggWG_g{clqg4AJe!V;(fV`tvo?9w^tZ^TaGYKw9;>TmFt
zobt@(xm&}Zy4wx>R`0rvdX;{aGXOkW!|#<=x7*sF-@D$qZUGOiHJ1=UyV|ASHr)1F
zy;<nCHbJ#SRG*$WI@uwT%M(YtZl&P`+wasNV`m;b6Z^MeSORO>sKOFr#FQzu`)g!V
zlfx2X#FSCB6C>+7cINeoo-)36o{<$EJM)p4eBtcpjWK2k9Xs>49Y7w8#tYMX;obb4
z-V29po8AkP$mzW>3DbLF5@Tl`=}wIjZ<-%)WReS{IG&$^pU7{{A7dPdz}T5r>cG4(
z)q%awoa!)k=40#}g)^^hM*JXcMsQfd=ieLMJ4)Pe9$i?%hX*Y>d#~FXmhgRv<s|QU
z>^>}^QYz0(xpTV@OHc%~j{0<BD=uhQ0!s<+D}D+UN|ci9uCj(DBzIMOUwX)}1YOw0
zM(GEL!+RZ;U@Q22`3fF!Si&pxu!I-b!V-QNyU5S@zk=)2JN~cYqkqK>2M<o{bo^fv
zzx@V2))zYdZ{qXuo&Iy$-bU-JSEx5Pd)*zkCm;p<UwVPv$k;ci<6Yf<R=rk^V;lrH
z9bNFwwE`H}_QHn`7`XWn5AX@y&XRL?r(54}k(7S~6MQ61J1+ihw!K=NGWB%`gWPXv
zD*t6oE{5JHR$&5P_;l3Ni(dG9tuRZNz`wh%>$sbnp4;vq2^l~HSf5zubmS;v26KUO
zls8&6ui=0%oSrN=#ZS8%;1=?gSDj5H8F%YdAZfU38(y>9DLRjMRkzU)^ofc_nz0bp
z>PT2;Le<_zui<v_cZezhYy-O02~(txIASHFT+}<{tGzLroLqHx)Nl<gCn})e@AAk=
zQh0#>9aoUqIOM+tp8y$o8-I-0h`mZTVlTWPM(py>=TM(#_S>OR{C6eXIOM-4;f|e?
z_91pZRy(%pweI@P12t)VzXxQ6jvp}vMFa}51Nfem%P^q(pG>O7r;={`Owx_-Mwdt6
zVfy>;sju~bGcv6!qxxAB>pRTao?ut?#9(fRWCM#edoH(|gbg+%I92^?crCUHYvr{u
zCVi)nZ3~W$|Cx~OM|WRdS^+;57O=QC1$-hbAeZ1=ceU2r5ip?PCFkZht~Gkz($h}_
zU`@3G54weLz~yknCqltWvPvmIOIP1$um2$G_pDyKzT=;ORQN9hIe1O)d<DMK4;}w{
z{L=rn$(2eEz$=q}Z*v<$wBnufs=cl^Ia~6|rRqYZQl2SKRm!!w1#fX-X09?@o?msn
zId^7$ZlSi|t(M%m>8Vo9EteNp7fQ9&nmfHZ>y_t=o6WTyDeL=Dl2G{$iN@0?UP<@^
zL%8kzt1*(Vd6SW{*tye7xc`M$Un$GqMENi(N!{VU<9dzh{Z}8AHiGs`oVl6OxtWC$
zqZ~P9=h!)~vmAEuS+pw8^O{k4m#HdQMn%qei{Po3qL1r8BRKv}ZgGPBu)g2FdZWJK
zt#r3Hy`BC98JJ19M)hXUn|U}Kcba!UKT7P%hQ_)fZE#&97L(BX#ZZ*M!(G|n)!mn8
z?K7!p$_7_+6yOhU2)n@$y5y`p3I{nd3u#q49zfz^6Op)YYy%HEqJxFSfrM59l{@6K
z&P}K~>}bmMizW|3<?;_cTi5jU3swD{_uYBfW&7yAXm)-7!j-S_=+{zslpyeF0(c|1
zD%S5_L^f9`FMB$Ahx96gSP8>z`m9-VHK^=?%Kq%`%S+?fU@E%{jy)fKP=0@VkOKNw
zz`O74AjiS~E*jGNp@VjK2wwd-FyqoZ+4b)d0(PB6z_L~iPTvmABSjDWH0P`fPp%{2
zGci|}3k5v4r>TFn(SjMH6#y~IH(so4^XxymG7!x2=ZnsLc&mkg3a30jIaP9q7MVne
zo9V22C?bNHxHxwZRclq;O1(kwi43QP8b<0X%j5NoBMwuIQ<*K<sT^^RHJjeKCAkQ(
z02D?Yz^&Qp#%mMS0KCCesoq%%tS=kiF+)edP|YBJ#Z;Ye(AtGTR;womN~S?J^yMF*
z$B`*=WYYANggbtGR(-=ga{UZ)E|=5*AbN<G=S1RF=ddP2{akNoOnSjRFgM}a_z0Jn
zZm=-vTCK2MIhy}O=8;!5Yy~_wR)C+I*WYkwea&UGDaUKpIyzh9H#H94qLn#94&G?t
z;LTcLLvqko!0tKtqDNcX9kEsp4BTyJ)jiv4#~7LLjK<GnS`$ae&x00zE^CDi$xmAW
zaefZu73}w#y$zl{`fs=rbK+-X%v`OX+kr883V-`g<03tVFQ@8-VV&Zp=DvG?knOCB
zRlFI16C-4?>2!ccyx!UpL$?^5#Wn~6AVpWxI3KLs;Fq=+TaF(gT}?<H*ZOUQLUOZ3
zNDS^JE_z&umGJ}m%J_>e$jbQCV>yPri^`T8bhcc7LD+J~n=W;>+^DnV#TSGvkNj{B
zwp@z)C_ieN6=NoRA@)&bbpIpRN14%AWj<@xc4!BeR~LTPBy6xD!Gqq_8s4XOUtYci
zfluvC0csy5m*DK>K1w;*N2%3UF}-Y7y+SZ9U(!1&r^s)K?x@fYSvx9oUa36iO_ygp
zcW!l|Qk`CyU+~I{r80I<rsr!5({ppRx%u+!;_9NiT3KBz%`VnlcV^a`uPjU<ip##E
z@;4+TYMqTH85dwjrS|Kvm8^Ath4L?@9hGa2gCB!U4F}v&*^d$i^SO7kqY~%vKrZ-1
zv$EnfJc?r3@#E(N>B4fqD(EjXdox%Qjpf<@OCuJO&^=h5{j=Sdm(LpiX^sL$u%mKT
z?q<x$9hG(qi*oXyh0c>bOjc?Rtfe%UI54HV<skwo+-(W%ryc;d%RLp;LLa@4rKp#&
zr{dF6>xF56?s{Cvg0&gmeJSio@IBI`Pi?1oWN?+{vgy_PV#w{3WwYjc>OI}M`|{E_
zrnXb^=<6UxRa!W;os!3U8l-^a?UWzMVS19JEAMtn#Ufz&mk<&s(MdN_0$*-@wzdX+
zdf~aLhX_s2E-bpEO7OK1%R=i3UP;QW-E?bo)(p~Or$kyT&MK1cj0CMm(7J@sdbmQi
z1mAgah>&~M!w!LG8^yLLkax?)c3c?3tgqF{fiSw;#^YT0qS~M9bts#VU*FiQx9f=H
zb?$JtvDb&Aht^xQy*qn|888^g4{fC4__f;(OdVL3{87h81OWX6Vy>Y*%Z#x)qMFaG
zG~EqP9B4$jVx3m6UG)@=C;)n-ez62GBR7?^qX-2>xg5XnNpeR*HzQvW3Jt<u1XVd+
zMA((8h=3FHOI|SSNNYLMPC>ocGwrCgCgf6ZnvI~ABhwTh7YV1?=p+<pG<XnVNU1m#
zIesN*yCDU2K4v-IOhwn;Oe(-QqRMDxOg@4thGH>QoK66a2wTY{RBbd8REctNF>+4L
zfUQ({?e<n$^V*G8PT5Z;nhFjED;1LtuMb<vB+OPa32G(!GIF5vfUQ&s_x4s=6Yh;x
zPTN~Kty)=*RFTBYPQq*@lMt<po>?<sD^+f$y_J-tX~23JRh+T6az?dsD&at)urHZ}
z*-9oMT3L=@F%8&Cl}&ALC8bpxcw<H@XYH+=Rjo`q`6p~8lQ3J!BxGMkRC~Zys)TQQ
zD=G8aIG@dE<($2hbE=iIkt$jxmPwecWD=s4QxP*gU@H}<gT0kjPzR%x^Y&KGt5!zE
z&Du&PVYZS<$iCdY#46Aqdn*b3#{wN^w3834SEFw*5b&AzH0Z)aW@#pqFx$x_L_4Ff
zPy_a+N@ljVlOT%Xn0D6QShRQOV$h)r#Y{uXB+P~~32Nwkals<CXmIKYPUD$W>IqJ4
z8Uxg$r0JYMPr5KrNnD}vOiE!QDeGZOBN$MG?vH0u<C&D(RR`CIabY}@iouNuKTx4b
zj%QMI)X{h*CDtYhl4v}W5?<+eCgqYijAv3}Bq@z&QaqGIPSlK#C0~;>DQ%zkJndd`
zK!5vhqZ_k{K@+3Hse1dMMO(K^qai826{qTLiRC1xPwyV5%ANJ5SF7{8$Ei{Tw2t~n
zVk;6hOf!Rl`uiJhbFGIRtR4TF%OM62V87CT5Er>a{GlcMt+wiwl<=ng51>McQj*<O
zR-CHjt{Q0nIW=lXHA6Lx8}w%4a2Rlv+_cYvE%v;=zE<$(@SNnN0&3E=OhleNov+{#
zL%iIihbF(|f`lg9nxB7j{zAm}->kFcr5A)PZ++RbqngIz7-vgd1NsML@}&`J3cxId
z-w_A+>fbD1TT)w}cBCygzyh-!8)k#L(ow(=OPT+?u!+0soocVsL1v2{02RHV*~7or
zl!ndJFwxfv#OpoB%)a<rtuVAKmcVoRgU{l0TqKrq!fkiGjoclXB#4!qjm?I~h-Tfb
z7NzMRZ+5le5uO<`V|i=8?QOQ&-J)~Ct7Au)(YC~ve}IPO2z;+dg0F}jz-D{5;|P2%
zSz?%#%XL9kU9a6lNfN{hWb5skd=#0pO{dYS0`3c->J($3MI<nR4swv1j(5(bR-h<7
z)fRtpYAyEBi_W7U(5P?JsYc>4c|sl9><ZS@kU~YZAyhXiPd-4g64h3-)(e=@*`TcD
zwRWqw3H&l5+^YCsSrAeot6TBh>bjuZ@lbaHj$_(YLPNuMJQuW2kO2mKvs+(97zMXk
zaxU1j@7Cqdt08<Ehy>}MOnJ5CZgjxo4M2%>IQXMp1#}(rx9M$Z9Hb)a9b_9*Kew8K
zy-uy?A)A_;k2ZI@ZBUXd17HakBAW*&I1&c&Y{RXd;gE%Mn_jz4LFPs0A-9RVZM@ZS
zICP}mtfL8y#<s$gYazB0G=UixG@U{0H|t&%OjU4klyc@)yFGpzub|OYv>g?9kxUMu
zMI1x54h%SO&Rc7>w*`C*dbZPQGRdmf?ov~>1*au5>fLHxNNKI*P-gZz0z<g*RBvh=
zF#&aJJEFOpEf@k$9IunSwVh5KqK6it4!x$kMW2Bbw(CIaM?g%Eu<3-z)w|vX)%r=K
z!&4V`^rX14u3`Wf>uTE>>*^(`tJ)}k#l2CVeCSbLfe7sEW|aR8fNrqC)doqJ9x;@`
zKAx?&dPu}wTWfo3JQT^{Ex^fuu?qsu*aCVm<vijE^bR>(L`*6T4zRY{gr<SP5hVrh
zOSDiPq7jI=9i$11u_BB)3kFzO16e|+x3&gCl15nZSZzfTGJrlDjLsMx5T8fGCM+`f
z5@Fqg#^Iqx3!#emq>()sui4yJD7HTsf6$6*tBuj5OI96@01p72E(T`&AU&c@fS4AY
zZ}GbDPANND0FKV%SQi>js|^6Aq8Nl(%BG5>XbcTJR=L$`k2r@>5e2(cVK@{rVv-0@
zuf+z2arb_$b+2YiuG=eH^8OsQ#F)KJ)YOc})lud8`aKH>=K4Ftnw@Q~GQ=$Gnmb#~
zY6J1caGLaKn080w>T5>JRW%R$fQ74vw8G4JSpUroq<|Sths~4lk{M5dTUH~#6DEVq
zQ)s><a1xmv_F`uo_^FtW!K}d`k>Lf55l(&LsYU^CMnIQzFp22E(}sU4%@qtj*rr>Q
zOQ1ShUoC3v8{ugB!90C6z-qt=U^O}z4>n_BI1#y_we0@UwoFOk_gh+aTr12Xg)e@{
zJp<^DI?@B$)pZWoXP7HprxKsiT6S71Y=nLG;T$b9trk$CaON8KjA6Ctp6s>MwIdr(
z<C<-hd<}er&^E=3j@?YLm^Q02gvGp)fynfJmA`4dxINllRPy<eb#t}qtX9}S>u|Tx
zLW}U7s@uVYI_hA-+O@rgTrO&fHHR?IMd!niv^4&`Q)|-DTA=v%$#<LldxusS_?MLX
zHTaDIvc>-VWvSU>wZ+N|);rou&F*>uMy63agfp0$hdJD@f|Vj#I>SOR!pK_fC8xbs
zaSxTJ7mqk|_*ce1oE*Dwm`*oD8kdDwR<>C1N>X^CEn7^!Gm>mELF*FA7UK%pVjLHi
zoX6IYsU=r+!vtscI}GGRscgLP21f%A?OlEsS9!4fu4OT+LxAr3vT^cboSusNwMRKp
z9D)RmB*4gf@47D^T@~VGr%TB)k}g3=YIK8GYAPvj=9ShiM3AWHP5faw<BY>?^ri$s
z<bo8@u*X&h(Vs!)R!wo)PD1fGh(l)*#M(#OJxZL*B%#=;ksvPK<2E`G8UgbtT3k!u
z6RBHqKB>Cd`9zhZOr3}*8I8<J+!Co@X>H8P+lsX@8VMiv7Sk~K#OY(h^GOl5^NC8J
z{E#$0Wu<<JLs8TCl$H6FL!6j|YE2+coIEx>oAP9jO=qwvD|bvB_nO8grl2G{Xk(Z<
zmV-@9!ekSZ7@kde($8ix*pwAADbm-{*p!ufmV-@9!ekStuMN+pJo#%BA(y6fS=nnM
z|1FJ8S;=cT*u*4EHgW#j@NCMH07uzQX>7_$e-jCGX>7`h+04NvCSkIP6X=F#Q=SYu
zN_0wNQ&#?*I9550O<C!4IoQM`Og3=_9<fO$ffh+WAeTdsCj)OGgG*W2cR>bU8lSS#
z@AO7mJpv|S@`*F}hUQbAxKqlgPm`vs<h?KhFpW`J>3ey6C#GR?ic<iIQ!yF?ic~qv
z8K(!9DKS5dS>*(GygZ0ME{K?}fgnQ8ZVtH;L`-%GB1217Syj*OYtjSRPI;179^xtF
zaLbeYa;A}&TS<=jh&=PM>WBn(QIBN#=H&$Eyc_~EWP9g=hU&e*?-VrhvMa$s7es~^
zt}G9|Ole73E_yk^M=!H~Oxm37qzf7rZVlq53nEGaLY9Y)x~|WITCOZdy-Yw6S)O`1
z!BsDZKoQx#x}ag<R)`d#H`F>H3L+M6jmTdwXF2Tjz;c$yUQTe?%OT=Kw$CnTSlAUp
zPUK-%g4-@CLaI3AxR~X*mkGKe%X2R$xbEc;x+2?m7c?yF3b8Bluq(lR7Zn-aa%K7N
zWrD!Sa^TAe9(*~3z{qyt1q}<gLJW*N+)D7`MMZ|^R+b-MCMb<8N4}ik$(KVQjXbWr
zpkm=yh^3K-UkTp4sLBYGG0UMZ6DCKNM_*2G>B}J?M=qaUkg;$q1m%cX9=o|uaO*{7
zQdovjG8NlnyziBY?ZHdZmlC!IS7^NNwHnz+Q@Ul}pThlMe`>t%6+yUQ-@aT<fWitl
zV|cEvcpSLp<9#p2PYl_VG`~i)ZG$8*mzAeoN*Hqq&>66LM6+u}*gm<YQ6y__oiMc?
zU}nt}OmPYk4|Dhr3DfHFzLzeM<9)AOOMv5juUu?Om_U#By>z8Zm^hF3y>vDu%$Udf
zUeVAV4ATiS<?+6k5xJBwK_2gW+1C@;t5+Uj=xVZCPoALehYh;et{gnOuQ}fL3TLoj
z(0Jc#kgx{Y){--%1mPO*dntfM+SW?v)_C75SWF^S9PfJ#q>JNyFA*}HD<F%uwbFHQ
zyzdpUT;qMO!Q%aBTPt0>zOMJZv=p}=qO3Cpr~8GUisqyx0?~~QiSY*qEjk<C&x*wO
z;ly&1GwFsvVw{_us#PjOATfpnw2u1O#8zBTBu17JMvD71DwHTC*<EEtVodI;cxJAS
zU7%ye>41pw^II*#E&vg~k2t*7NQ}CciGn|nuiz0QF}_BJ9DLaYfgH3oe-9I1^DFpK
zJtL4HdP~KH*$F+NPy9SRJ5lRyZ+c74YNO?L=VAx94@XK<`hN<Q{&)WKAlA8f<Gy{K
zT?cmqzsiNP(*NTgDE)sQw2}6PX(*^xrPp~VbnlD#bk83Oe$`g+7xEQ6Vx>Q#EB(ta
zh|=4de@Q6)oT>EXd5g+B^MS$xW-zYqyCtG2`tA1xZrJCqxGDn5nmEAj4bCzb&We5%
z6-q4Ju7Fo>09bK_4C9V(9o-iPZKS=NY(>|3C=`8;3g7F|-B$2)zJf=r=mlNTzwv@7
zx~=(psOZVC7Kh?cx&2!h5w%lo*EhRPZxieMz&e<kn=CC(PL-x+2v6yby4N`3+<C8#
zCo;&3no7S}>-V9-LllVM7hV&!5JI}2Mqw66poPzW=!gFLr{C?YtT0ULcB@AyQ$Xx!
zZ`a)IrIi)u78f|C+nufhe5!SKW5a9L>h10=0S^xOXRp||uYZ-KqaSAf-6<{f{}k^X
ze#_3&JBR#rBJm<?4T5q+F$vFTY<+)9p$Rh~s~M3P>3@Q{iTSUMt<*xWm3eTPGeGMP
z>W6UmUu0!-to8P1wATO2(YF3Z!rtczQF7}CnR!X3=8@Gw$VN|F=s&j$z^BO#w|%At
zgy@|p);*70Zy**~+LVT<6QAzibo9QH+c@RASp;IFR|IGtV2QVj56MC$$mFu#e|cZh
zI`mf(Ynvd<do%EJ_cQx`iA6r4aH}Rod&fTTCwIv}Qjk6H+oX6)Q<-F+W+)HeR&Y08
z!6P2{i~7L-iVHIE+nPUufj_R6A3Y8jR>G`ba@M=u&Cb%~<QjnMdljhZ#-tj)3eu8J
zc3O>ktpKF3u2<-K?nV)hPfQS%O51H#*OwfEQ=gb<_BJ-R`B<JMr;Kw{i!&1&Zg;cM
z>Ne_?C1<+0fL}VETWPhMcx(x41Lf)B)C2&=Yrvi5pQeiV-^7G&6TT{HtQn-s?+?u9
z<)@;4Mxx?KgY<vn+>sG3IdI`@kiL>njfR_{>unW2)&Iy>@QC$yQrF*CUJ(7YH9xMu
zaZ}yD4Nz8v0JX2sS}oAu5!Ajyy;%rQ`wHDwfgC{6#lk8<#2F`q5V;{h08_CaZFqZe
zyh5XWSGrALOB(eIe@?-BwBaMh@g9xxUeYCy?dDnm6O!pDBf}~j@^5?rwDTY?fvWX`
zw;Xyaib{>Ql56<TRF7vQ{%_w3f~;phN#7z9<aqs3SKOc7Y4zGwO#GQ%85JbQe;S_;
z?DJ>%qbEJJ8hPBa`00c{$JbZW4~zIJrwd2<R{~2s;orvJm-%`-Uti1DW4QXC*^kQ|
z`1ZhM{+;6EF1~v=U+>}Tak_E2KaD~jxYECu{<_k?k8j=2*9UNY#-GIf^^^XC_``pQ
zE+^>nFkMcDzrBvWJwlgLba|96^Yr2o|C{jr#QOCo{BOpW^#%V1YSfK%d5rG(r}_FV
zeEn9wzMik&#@EOB`t7(12CnemPte~kU1mV&8NY(BXlfN74_$k+{~G*w!aq!9+(MTc
zJ?YV<$ajv=j|IA{(u@1oSI_%vbbFmH3%K!&KTEgg=u*dz=lv4Cp7(uv{xZMJe;lN{
zH__#0{`(NF&-hdP{XBIN9P2Z9;e_A7_3<6Qi4XLC|9M-jc8w22DbP27>b7wwIw!oM
zJUd&~2Tbvk7?Ffrp1^?AsiZrkW?5F@_n$-sl-&0!{pYJXZq%DSXrNik%NF!1;_qnv
zzCBO<Eal{@Vb6b0B0C>K$<`J;jvGDy{rsZ;0rBzC+qrYT7awlN|DYi1FXKu7R=Ruw
zH~gQV%O4!Y<v-Hp7jMJmvvg@L<8p>B2k4Pk(dA=w`4@CKdj~F5fZwBUZMwYZwYXeI
zm%q95|7Y(_;3T<<JK-5=q#3pD0|^9@QyNLr16|!!)ptu8G1BOqL!%j8SjbIwRd#pf
z)TPR*J|rY=n1KR+HqCMva~X`We}IjRx$%Jk+siIq?C&#cdws}WY+%>y^7Gnj8(ZH$
z;^p-+UmkU}2D|4cWmjcozT^MmMZ}925f7KYrOVB9nWM|M>GCaH+9QGN|FuH1wt%FS
zlOuwoS#(?kjuR-?OW-d@%>PA)BK=RgTu&DCYw2RqrB0U<bXlg$6m@ExE~9jL5iTwB
z-M((0;x3=!?w;bVp5ktv;x3-z?w#VUo#bwv;x3)!?wsPToZ@brGMgy-6gTV?H|i8O
z=oB~R6gT7)H{w*wd=;h*aYlxmB?3eK55#*J@>dh?4EdkXCx-khGy)9yV>AK``SpZ0
zL;frDi6Q4t4Eguz9z*^FjRiyArcVU9`C_`%58(25^yz=orxm&|tb76(!^-DRF|3>?
znPI(?uw__TeiE!EX$md#y@Jl(Z<8DTfERp7{Q0o>^AYjq7sQ{Bia#I6A26F=q(2}-
z{4swSmnS!veIDFyy>8>!hWRPnLV2GNe-?n3kCA}imH;e%51f$Y{lF%i{9Q0kH_D~z
z2_#)_EE!GhT5|YBwptw8wAQ?qPH3Q`f^bfj(V&x#a8`qVs=oofO=3kVp=+{1gr)3j
zi4GIEnOsEsEOrIjIJmvNLm1beK=0d<#BJ|Dr;LqzUOltjIs8w@LsZe{fY=f9^8&Xo
z@)uXgo4<zdPi}yLp9T0#0~Zyl(RNmIGtS1_CTqm1jq3I;qgdiR`Wq+PJL~I(WxY{>
z?XkV1s#gsB*?s->LmO8691H6~gN_!XABXsx*s)liu>h~WWNkdU(LN8yY}Hl_D6sWb
zb3=DD7xz5H!<Xz~Dbn6Iwp^<iV~yI9(HJWlE1?DFn0<!VJnC#NwW{;0da(!{Z?sfj
zuP$r|3HLslL_8?;DaK9}GZ4Y0^6e08C+3N|9~pK(juuMIb?xSxwLQm)t7eW1uBr_`
zcwq0Iy^oH%N0#BxE}UaEyjK={eJayGqkgO78Ra`aw7m-`l9g_JBjyy*FA%z94?KMB
z5rOw_1n`c~E!sl`qg<Z1i9l`o@|&dE7xD9jTG5!d)nUJJ(rE&p|H+MFhVaEeW1?La
zzKqGLnx4^b1c~A`dZVGQ4?nU8CkYiYm<Smh$A%MeaJGcCXGGfrVqG$DKU1vXgtO|p
zbk9NtenBsLM(iBS+8&n9-hFLPvxKRT!I?oPGJJByo<~PCc9ytVq;L+9)M?QoL6F0O
zIKJg47k8{8S$03ov0+O6OEf03YBfdrc46B?Y%0g7mK1jKKkuxg>e~GDZ>pRwXwtbT
z3WWb#fZ`*jUrz=dMYX|+7PY?p8m3vAgLc1x=Uf(1grNWeddOHa3J6}uA&?sf70wkY
z_(5u6kbc_VMl8u%({9!t*@HY&G^>#ji2oq%0sozu6?Z4apB(=g7vFN(>>j9AwuZ%u
zR9{N;%Yhdh>{PSz$pQ2CiK3#<k@n^ltRBpCpNH!F5;uwj{}2VIp@l!ebD^<yOe`L+
zzdU8N-IL%MG6^cS{Zlk^03`TS6V&JGA%2y_)j3L5shUDG`NWX+=-$0I__Z65`6w47
z2!1bAnnJC<9@Jx=?Z)^C|F+E`{9E5G2>-<?DX=HPM`Zz)e{;%eyC?iJWx}5co6SRn
zA8ux9!cVV=KYReEH!?Y50@RD6IApOnU$9n&=|F6@nOb9{rH{2BHo&Dv@!OugL*lb#
zG@*V%whZr~8(_*%M(KRqn<*-F?@;rRJwmJ6^C(Jhg4i(uDtdjmtXCF_y0$iltSeL~
zCfOrvVEg#Y9xymFY|o?oKHK8?^(=~W%fqvewQ$BW)(a#G#8dcS@o~)arQ)7PA06dm
zk{8y8okon{3`Wu3n>owN-cfyNY4{1Rq`5s-tKyaCe)US7+fx;5k3CQB9c|X;oo)WW
z6y8F$U#R+dk-0g%=-8J8FIq~;6nf%Cs4T#Xih*jQ^{Ac~To3>0ncKGQc{%M5zufj2
zq0j06(W}lpL=hSe6vfsVe{$!H_VSljU!KWi=3YLBYsdfSRp;NF`^Ec2zs*q<aEM36
zx0Y%Z-LkahTA7Z{PW6ug;3ttD*7-t(dH-g(7n+vC-P>x-CJrKBXcfn-Reb?xyOjzj
zc$3|GKKRKkYkUet*}tl*$m93BapXJBxW$p>S{-YA14q&hS6huDPMY5vEZX_*l&WcY
zDnk5IS22#?55po=(91W{DYJAuxzVu3nym%H8pBcTg%dgs5MOeNcK$l0YPoSLBCZMo
z@@N^34W$CrfX?6yd$4tlogJJ4!+)JpwH#7=J72s{^un|~7L)k>xQ>(EbsY1HgS9Me
zj1E*^*T~jLy@4!1&3u%uUayzMA-$Gcs-}(8aEgC&70z%^Q5C{6hU9_`j7Sj&1lzB~
z{BcUfSR?_3-e|{hobjq?C;)@Oqmf*PuZr2|UhI+9MO*Wo$IOFnYrb#IcOr>@L-SoS
z7M>zqf(^TVJtNX$HyC4~qffmajft#UZNBpv3(X${Y#3}Pc}-^>RM(PhB=n;vl*3mB
zw6rJ-O)p-Xhr`tdmBaoU33tc~)nh3Zs^Ml1VxjuX&TZRxMTfu$T1+~tJ9kZp1><gr
zQlqZr=b)s)#;FM<)PfS#&>TY!>jSjx#3B~YSSZXccGN08j!h-3fxU$-?a$r3r&(+2
z<$1d_EPtJf#^<#C&@9$T#lZ$2oe*vpPqkwk5B{6gb*+iOBg<2i_h~se4~%HzSdc<n
zo<Kv~x2b2)U$MI}%$pcXSdinu%Xu8oU7gR}j1{$`Z(~tR1%;o=hn~tSo*EB5HLiGS
zBJ|Y6&|V+(4yd$fW)r}pVo@D#Rqp2DJ#uI09a?YiRn(ggKFwy}sHew+PmjlyJrR6*
z!hITj^AA1-dW+(oeTq}iM=l#8%v@HYOvmu_LrstBo(Crq@0jr12-B~_sV3&I;)6?x
zMqaGU&TQrg)<wLEB2D=>j~5Lg*lLNHE$o8)d024F5g)r7(Q4J36)boXELblWS~wJ2
z)Y+iZvFYq=LoY0Q1)wdyCc)30e5>%3&1>y8JmRnpJgZl=92*2h^W2|o7Kxw6H0LLo
zZ$GLoEgxMP{nTM;<I$zjPaT#v5nUSn)M05kY?MLVIq1mjn0|{c&w<VzYA|p6eP>L9
zcbH{M&oEn-?l9|>?ob;a9pzKHhx4&E)-8o#OCg9*AGQ<%o2~!bR6*5ZF{B%BDFl1B
z6avx}qQzQ36bezcr4aC9^M^qp@NW-(5hj_=yq~-B(OLM8umF87r3I*`?Lkx)*dF|J
zpxQxh4~`)GzSr$RS-In#3h9>EtCDVsEfeXM*q4)T(f&~1b{54Bqr9ug_qx8-zfDOp
zP-jOcX^+<bFFQK!Z6%5yRJZ6C`9<uL(mmcX?Rh_wilR(p;ihzX%Px#t*ZWqeXkDJR
z3jP1Gqg~#jz-qLLTSsKt(=IBvC@pr=;XZ_Jp><PE>w4aRby`Pzp#FboaH?C=-sY<P
zdUkXIm@#&}@7+?FqPzaa;g({eC~k%3j(=A4zU?bo7aAbd1XWGr5Ow-n*ZYof|FPp)
z5!h_rk{*x&La_L*>27UFkM0Bt=0C}uE$I<piV98?y0s-ewxowdHqw`%5<rTE^gs`i
z*OnfV>%xDdbq>2O_}4&@{sV(?U2xWVe}u+FR;_j_NOWEJ!_GRWt|i%Z!H=F;xc)(4
z1vwDcg>bdOg=_y^7tWGh7Y?UzT?jWb<hoFfj5@B%zqGG%93JgpTFqL9^CmnVIiyzd
z#7lZsnhF;l@<#))LEs2a4Wzb+8obw`Z3v1|WLPmNa|yqGPvhe4cDe~K2IxGgG6eeu
zLe|?anxEf~d<PY{zOU0xU2VZK8Y{HB2j>SkcplOV+MzFf1db2$^G=^dn#ScBsasb`
zHObuyrDxoevQDQ)krOfXTT;WWi)mOFczY=vn+m*T6o5Acuq7j9x<O+H!I`4wQVbP%
zIS^H?N}_^?pM$Uwhum!fr|bmCb5^NU;SkfZuyc&0r4=~ZASanLBP^}hqD^S61n-+-
ztD!HH$`trb&M@RFTtYguYGIvThvUv-tpQpp7^B+VaH%oMb&Fmtw5(-vC#LOeDqO2I
zG^^ZNLWl>7MYSvNxS<4${KNtRiz#`kQAIWna%{#UR#RU`gAJrsXrQfBdA(6vDN*>l
zrqgHg8bVUFGSyen*Gd(*2XS!*{EL_1)`J{v7BVp)Un^R&SfY|gB?8=nDH0}W#@*Q8
z8RyaVieknk(RTYk1qr(Vp94^~K@_>7H%hgZg-C}+#To%4gf|0d4s!t9uK~KO<1P^s
zC=-5Rcyn1_F|=Z7k#lx5HN-f<y9>l=)D5_Of!G`}t{a8YBK+kW#$&A#Qape(QRbpc
z<H*loixj(jE{llQH%&CkEuj}c)R;!4f+Z8=zqP(eRCM>CsA#PlD*D@pmJKj4I|jnX
zBg@7j@;e&Kh@8{(MGO=%uo`7nLwdPpX$5|S;9a1lQbjN!uv5zLS|gTPTSSmulj&-a
z3LqA`suQmSlUgNLL2aQ{qymUWkV(1PZ0Ti`fVhigFe)N8PJDo<JMCVuRidtj;TB4@
zXdoQ~v`~Sia<N=mq=(><v9ye85dXk&9B3cP)~icpCe#3#{d?=YM28OziVh!7Lx<`0
z)vJ$Fv?S480UvbcO8IPVQp-?ktGp!1+DQ*f2rTy(0Z(InQh|UWRi@BbU+3_1M+<Q#
z<1!fcf`M6zq&tWuT`UQmh4YU?;+v#X1R)|BKuU*DalxyXNDV=3IHnR*pHdU4Nr<N}
zI#ZvjSkkM3338gWNgA~k2}oHX??UhOr0^@!jM_iRt0^}%*0A|Z#4n+xN%=5h*&0S`
zO}njZK=R(ozJ^B|HPa|Gwc*3J-FkHIoOT4dA-fscwC?{tHHwh3z@*T$1;muq5G)6#
zjFBuo&Wjy+dTegh(y+a8P{Z~r#jw3Ws;sN^=f7e&#rjiK!D|B*q#yl9j<1#w`FW^>
zbU_X67}78|FzCk*9mAOKuQy6%aJAetnA>5<OMIMBjWvdvX7@u6-Jzkl=Hp1m20<E_
zyaTOC8r%0vX!LPPzFIN1?~y9&acor;bU(K5yxZo`1)h7_eL9?$p(sIJ7B|3e_g6_v
zsUz1}6&46V1<n{k7aG3%zWw`;AMz1HKI;-gKBpoEtUJX)95z)50>ct@(ZH&fD-KY`
zY1~eUu0Aadbsy>KH43`=q*Pgtbfv1Gd%9YLYOu#@)(R))w0rbwi)>n?`+zVG7zIa6
z<nt=(08#9>tXiQYD6o!f8CqF~{AjH};5UjeZP;2ufJl~6>C>-#=O$DujrrH5Vd&$S
zzg98kUy~~9am-Z}1joD+6ByDlBGN!4t9<+{N>+)q;EScT4JaKi$9MBdT<m--{}?N+
zLb_*q?faVBEsL~Hs1-0pHN|Rujs%mffCn-Ur+8i(?!T2rpy%QCbnw?JhWooxWicrt
zJ9k%$&SeuiMd{)H2&?2Bjar3K%;a(zgx_Nsiy57xZwU9+@g1>zq@T}D%sM(cnQzDx
zgER|AAKI&}VnuAHvVgXqpUlDxh?ImB%3{Z*jB59j;gM8DEVae+R4?30JWG!g9A}LT
z;ZO()EW>bPZGZvx9;zUpOrccQVF7hk?GR&zK}&q3nZPRj=tH6c%CzHKrA$s-PrZ;D
z1WQu`DH1h1jz(nTU^6DSl#BorbvQ&SP6Y`d*sg_DJaS9hObnV+#UTBOieARyGL%e#
z-^-3>!3G~%F2Uecfp!f80TSk;X*N>$45hn?6d7nRtYhLBC#|`P03V!c#r6cMm#q(M
zoq!#K8bldwTUB8>rqN=%MupC`*?8Oi+c2W|XJ>b_k9*oU9miNceQDQWG}_IXD$hRq
zyr!W}-+1$BMMa&qe!Hr_w86_+ff*s*)UdZe+8_R5AySF!#*KR?BFdIN-Wr-xCwm}?
zo!qlPWD0x7yYH>i28KJ87j$f?Xv6h_HC7?!W=~j{EgXIUuSR*+G7lKl9@NV%@Ha3)
zW36CdaRsgbZiop^r6cj8U=}t9gx*cDguI;sw#W>ks!cMRqQRsv=zuD8dN)-X*&AYJ
zbWhfi=#lM&VEm_CC7wZc2K7Zf_ac)@1(WrrJx)wY%$fEj3He(hTN{D<K%7AYo8qh!
zH}SlSs9f!+k?0N*JtQ4bL83!QfZGa2@=QQ|i|Sf0*({V5{~%q(eLllzr|c+lM%Yng
z*!%?2jhr-p8P_K_%unKvlce4Jl(_d9{6SWB^RxJyA}71D`_GEnY@TynM51nGwtO``
zpNW0+4fA1I99@RufYBST!e_c+nU~{E`=w*^3oYy)jhQWEK}QM;$~}w|OvZ|{#ay;H
zkt^nl`N^5=bS_uO<_eSJS$%dfzi3QOPEE`f7K^hJ^jNkqonKg7EKX*#GZQ(zP@GyE
ztyh<vV-<IyCPBhaI!pqGG`Jx%ovk}17J5#p0!@0%R~M((=lTD*Q`bE|Iq#RsaqFHS
z``mrg9i^of))|y^M9bx~*)_=1tO&%<Y5Ug<D{y{esy8IY`S!?mMojR*Fir-Ef!i1W
z<BT4RJ~K{vtOeDr62h*UA5CsOF-}#*&2$y_nQ`ut8RwbNjI&E7sp@KwNd||teKmAV
zVM)n&mK2;)mYbxb%5v`UWHu*jU*kR>X?al|ezg1sp);urAUzm@uDso8exNzQE!emR
zrFsAVO2i>AJ|kwnlFQqR5YP1Uf!F)lotOgOkSbFwM>g(;4Fxt;P8$NBDVSKX%BKYZ
zY$7Y{Ov6SDX(M`sA6TSQZkE9!iv}${=$*2DLf9kpvQ@LKAMm3n;2>Ofra{ptjmoaU
ztXnISbB<Kkx}i6MUNNU<6QwczO9|$l$JAR`elX3LMy?7v{-G0d-hcAUdHH-M3j<!(
zHs|FtIs7;6H|OPM)0y*TXHr}95QgO$>IQ4g8=vXUnul5Cx8@0pA6eC4u2Wd+$Sy}2
z$(Bm+4ANGRjK1kiM$g&@!@wb$Wp~2QaYgqG29kwuGApg?QyTPSJKkGuJKpIuxUyO6
zUt(sR+KiX{#vsgi-IGsW`pc$-Pkhub92_&=&lB^tZOx}UbxI63ZXkmyNZi?@AxoZ&
zlMtf+1UgfQ&QEt?$;;-Iro8)|VW<deJ{}s|EGyp+Z#N{0c>WQ;vfoD$98D3O5SoAa
zYTif$Wxff^anoD3{sVC{^<0gV<H2=nS_@w9X1{TQTiMzO9d<CQR~{T*y=Kv%=p~*i
z)<PN*WdhsiA?ax7lg)lA8v8p*x<z-br`4;f;{Tnl;y$llhve1kj=ry6Rb34(kAlP6
zexAD;l~=D={pqq?X<z9+8eS>Ju2@y;wjNfjSKrpEP-aIck#K;;se5ojhjOTEOK_H>
zQ?~tQaV0%0vDnA@%VNEi>u>&nUpWy%w<=W@XS`DyM*B>i=gHK0R^O@f8~=Q|LvX$f
z!P$`zw0GJ@WjZGHd~r_E{Bo%X2Z@c7RzI!wPhWe6&z>AXH^C6eKY_(VxS0$u)R0#d
zo28{1;)CGhumE?8;$E^y!1T+0BjXcTklKzUi|j)(tKl3}at2v2nyciV?)e1e@g`>4
zdda}?CPf^QftQay1SgRp((jz@Tzh|3IC9vF!5Lnm`IK?{es;py&b1$>M6f#X7x+Gs
z6B|r4!Z!p4805`yy^?HSjK?;;ukwoJ=cGw2D`n~xTJjsE%>z^7esL`e$_-gGC<A>x
z8_)OePC><yDqz$Pai*Nk-|6GF)JsV1^>0hjjiha<Twzw9URWs37}<r1sfk=RZ;b2H
zMt*vHJU>+|j%N$m#oVH9WT&&nL}7Y*qL`h@EiUFJXBWqF)5Qh#w$$$udAj>itj<!v
zZiEJ_w8Hw8$aciGlw89-KcMkuo%O4zKTfg*)%$CtZK<h=?ApXk+@@5D=LLz2=KK|!
z6PcrLF#5ZP#a}QMT|*yrT5SUMolM+ztR5d((Qk=CJ^?Ck?<7Y$?1pT-bwha=vr?65
zpSu9_=85?QoHlR*YNu)~6FR{3jC-B+*}p2-i`}N6XuOeFtC!~636Bg$W_iv_KG`Sh
zl|7XtvE2)(Bkm@iEJ8Y=mXM|AnMhnBh@ySb@Dk3L%9NT$C4&Q}icdxiM*HlNHD4^P
zY@GBj@_DiR&x%TaBc2O%!^r!{t{)1rYr2uduE%Hd`I+$<u-=)4@rh!wFf~)u$Md<u
zgfT;$JU1~hJvFsp6c=*iIMdRYT>uN8$uCY%FOC-{iW6#f{X!xId7f<oyFT+Chh6VM
z{ihMTK7i(IGQ0M$*w0vWG65w?nUY<5^$F}FW~P!QcEql|imnrbd?x;+XVK;m9`Bel
zpGB1A(KD+AcJ)Ed{0MR8g14|o$T|GB7g{3PTWr3D8MhNkt76zWZDq{jtzVgQ540wU
zv!4KF1L5pvN8%bmKmFkBXDBKaoIRq_;r7{9G1I86(ju8ZWUwP{WpW$si~Qf$!ndqS
z=&4FElMlRDUcxOyJvUql)xJoiyubm%bRZ+?Chc7;=BQ<U`Q;HROS1p#YO!C8)7*yJ
zm!LC<$`i*}W){n>QgMTCT6JVuSj!;bw*j$gY_xac$;v`zqN_$<z>Rh*O4szDktsM-
z?W?^xm$8j$8NHd&Gqy1;Xaw{<uQa~J8Uj^jupSJ77aw+_SDdEEGhOk!G(SJw-}&j8
z`_6bQ%=bPhRTd{@l{#{t&3zZiwyvF#wl4F1Ab$8)egJ>^Yumcy9j7};7t0{+dKN&s
z_Sa5#kS>uyI_FscDgUk09i&TTkcOTGkZwKy%#bdYo+ou-Q0x4aP()?>n)&$<kN4T5
za|t>Ao_jP}0So2$yDGLOS+XQND@mCjiD^V9%L`jo@$&gSI1wIE>M>-CB8wkm5m0fc
zgvj)L?ej>lffXRrG}f9CmVl7aLDi_|h(_&%i@s{b(Lsup+m0afqkTr3y-OjEjzgFy
ze9I_o)7{Nj<xP$%R6eoO!R|kET2>y(zLY49_sw05_c-2BudY%7JjVccK}`Qjwhz{J
zRpT}-#_btAq#CzS0-XD96B|cL<VQFv7s<e!?Ip?(=B?=LJt&+Lh%7e-lGq)q;pBOF
ztOiiNG;;TE{>a@o$dL;w`*E8#<|zuGp(q-g;?Ab;k)$D}bVLR13mnd|Ot!B^1n=;y
zh^jT(xy*X(0_--iFHwMpJwRNLEen?ja*dKZk+J{L_DAzZ96{qF{fB?$vTfULvYP8<
zgp;n<jhn9});LzMtZVlT?Y@6LKUthwK)m@Ja=~N@%LqRjrW|;CwI^^Q?Sfu7LFc(v
zX|-6cHRiO&(t<vm8=oD~rtp6b|HEx|X77zdPev40D`N9jE^AKPea9Vl1YY517O^DF
zP<YRrmYb-r$&W1inwSfg>9kLjtZCHA3{nIvRng|s(sENOtDx7}NJH%k)#=<K$mWnP
z5Tz7u#Dn%rXkQWcu}$5qRp`FID#}zy_mJv$sZ`B0YjyM_D|&L%7>~lfp_`ie0!E`$
zy!l!ie+-4D-Gr@Xy-1(vb3=UK+ghQF6OM1bb^*>JCy+B>#VBX5)%M*`U9jpm-Za)+
z_CM<@c3wORGXgzt7lJSIR1pOah~Kfx&gF5qbGqVk3B}>}ea^AV=}OEel!)K=Rc(&z
zm55Ia6y34GyQztEj_XPo70|$-;z5HiL1@J9`;O~K7n!*enAOVlWv_l39;B4?Msl8B
zkO4<RBweH14$e4)Wd=pqLmgd&2eMQIVVh4^f(NQp0%4gO_nLrDHn|1p&fhVcme3Ke
zUHGB^j2gJVT-K2cDgmjS8mXLzRBpm+rV=SG!fTP!PcDKQlFO$lAPf{2KtOemlUJx3
zCo26`<Um@=7}d-neMN7rCE%4;<CXW}mDF7>B8(RoL3sJPtHhh%_j=~w&F@o(eD$L<
zosiYI%K_AI;rD%qbnSj1mMI#UqeiLxcmiJIYP`lfz>A9r<HbcVePw+;RwBkFgc0Ks
z7_mu@LOX<PA^|e|zR$_<m;lv;8mb8&R5`Dm%8qgoVW_wWf+{~Xou-5^R9pf<HR+?y
z4xyS%fC|6wdk~U!JprdlHBOTq;KW6QapEGFq-L`TIB^MKoVWzSX~M@fJH%-!0Vn)!
zOT*)>a=nBcuEP%=*qZ>_lp3@t547x5LYKLSFlbx^fi~{zvXVNvfG}oU0AZHvei}|E
zV20m8TMesLN@DQSYM`clK>3=f>?aoy28xRypz=vba{*zXxBw<DZ=^b;t(gRz@cTZ5
z(0%FWR*VFKno;94<HO0vDwH^J5n-ITh*Si{1%z?p0tl!4Y}Y`|CIE%s_Z@9~=_A;s
zGbq1!0$Q_bwBR)>6n`w?l6X585k`xPAhePcT7Ewa7Qatm^)UN#NeVnYu<w4XUkk`D
zuP5mYxd`<gk+kXI5`~2E5`_?8Nm_#_A&i(Pfgtk{c!%>a=QT{NYS9DGwOW>5ttL&y
zT$B>;)8Z4!OBCWY%TX(Ho*wT_CgpS%B`EN675ThRs&)#PS8fDgG$40U;^Ty=n2S*1
zaYm{~UA~5@`x>Fdi$YRSSA-fbN}$f<eFWMmT1lFGj#PPJG);mlLW9rwRQPNnToF3F
zD1_ijSAs_bE_u32ypMl&idK>mpCc`vP0LAOMd<KI;@JUhMQHJ&kW^rC2@0@WHC_Q0
zx+csv_(0aNeM6EReaniuWyKUUyk*5y8|9LeAku-hteB2P98%m<HX=ki0Nb)+)>b`6
zuEvR!g)J*4@5zwyKS}r5vSNxYN8e0LQh>Ism@ai~SuulKqiSimWyPdT<j(eAwyc=x
zXlu)gNk$3DKS4bSx2%{Qcp+?AF+1f~TUN{t8GJ5Dm8S=`te9}FB1N8zl(w-!z3|zx
zV)}G=GE&B)_3zY*DZF)sx96+i?U@uDymZ~RZBg-obb_|t+%Vf`z|Zv{{5;J=xY&-S
zbM&2^N}uZ3L01X`K8GDdmz$MxT)f_ox<0H=B>1of6K3RZs#B&MYqV4w6+N;>*)wwV
zIJsOR-D*?Iu1$|GX7%Zrd;vk|fwb=36yP6*pGq+dqtU~#3)?(PEu^~NFwa#D#81y*
zAOar09$N3{ZE#Y?XnXaE(TVVSR>z@sl2XH~Xf3W|USI}U`MYwiK8KyF`SlK5t0Ou-
z%yF$$Vno>MF1UlQB71UngPU$G>&4n?#;SA`2D^hRO4aHM<4_dQ$*_Zq=;R^-ca1fU
zR*vErPR<LJxB5A5;tXk?GYdJ7n-S@L9{EGGUwSxD>PmH>R6d^&A@x^iTU3a8C_?IT
zRfJS9O?=ctQl!OqW2)^UjKzzIdKqz2k6$qU)JJtp6!+eHnxh@4gvgjEvx7h#Ra5>#
zG^G!bPzQRCgvtd%q54y#G|s#3izctAaqbb~vruJc8Ln(z;>AL#M(zwQHvMtX@90M?
z6rCx&KBDb!E!5yUGNRqqz`=+3(<+y7n_VPEw7U!_GRS*5q8)}8FJyiRA9;&=1pd8_
zqYiy;E#WvdX)CyW`ZiOdqaWFPI(oq%=_o>yDpiP>$Sf713KkPl!KOxL&AVFdp9;1&
z$jGeBkHki1&CKd>y6976mZGqv$SmiTn8+;qk-kJ`iLy?k$SiJ9|0A=wSZC$jyH7)~
zIB#1UWe0<EaEm;6;v=(yC3;pPb%|s&>Q7{rR5Oe&X?z;?SCFx$77=J93Z#<M9<V-_
z&Rj%nf?R}$uHyp6MG&Y{K8HEK*PdK}2c}d2Vd!&UPcZBSaq?OfVW~pt*rF$I;U<dq
zg$p{dYi=W>oH;!YvRs6-oLq$0B&VOQC+9?j1G-#57%10~vwNVtLe)UgFbF4^10}0S
znn?m&5#F4BXU-(Lity!h1G4g|3h;X7;O$0abq`mP1(bamTFpj8%#1sr5l)<bAI^xV
z2DykZQE?G8`=a6m<pRPexelD&qm*R%B*W*S78ct{Oe(^C)9=0M^Z8ctm<Z=hE`nh4
zg(O73A4bXb-0U8u$prf_e&2T|)(T5Tvl$i8;0|VT5LPw`siYvRh=2yU31OtX5G-&G
zCzv~aA6^vch1aI>UAV2RBl066?!#?kim<CBn3BS-l6ZMi)K&KcmBwA+xV}=WmcI0J
zjU+yvBJL_lyeGw7C2_d^g<S;+DviU!gQa2;7f%s$m4s1J%vBOKC52pdPfclj6=Fm9
z+)3Acu$5dySlGG2R!JH`Qm~bew{@y%CaL5cYZV*A=k~IfK&wC@VXVABt0WGW9B9=&
zRi$%LhzUFP`WdB|vsO&b-O)jOfkG5uxw^S8GDE2!Bu82G0G20B)!I3`CnSeGdfkoC
z&ZStZ#2!cJ=U%K;B7t!UUgsPI-HWyA0kb3(ot+eJUn|hTltx7Ku?JX$qMjz&Do}`m
z$Xs1LNlN6n84AGqpsc6!Q?RYq35&m6gu<RC-pYe3LS;{kw+fV?fU6H$doD?Brw0&Q
z%Vzo{xFWRnoG*7mR4kv@*$BN|6auP?iscKGpn$6ns(UU;cc%vuLy^6vMkw$(f8vBh
zb4-K^FA7P8ScDQUN&u3*n68r4_#7oq;7z0?@`}*maptkGvXX>M1S>*|7lot(D?*PK
zB@kFXdC{r%m88k%D1$;wsHjI-5z2hdpFtrJtO#{p6p{+82!&ph&?8t$Dt(T!DDb{y
z5@kiG^f`Y5g+#Ep5P)KP$+=p9tJS9~LBY7(BnsW@5&0y&o*vl8d%Fo><s(e(d7rI4
zaT<z3!eEI)(omKtAq<u%fhem7u)Kz;71cbo(Anco!Ye|t&-)eoB+|%pAzrf_;u3|V
z!i!5#;MEVSyH{)kUNjyt*%Ms01>YdS%L9`r?>D$7f)%0Bi$YR?6`|3K5_%-AB#k~#
zR(IEJB8j>pH2OTN()O}35il-9L0zs!pRNRt3|#t*)9BH)*pvWU+vonoraVWS9Hr_l
z`^`;k$_?7uJ}-MzzqNfH<{?|#=XUm3SH?w%a@Rz+wS7)$lU=x?ggGtxNS1GHpL13M
z(woAw&lTWX+vgJmQ-m#UYx_LpClq0ZV;dSxJKq+QawCD?_e7(k5ca_amt=w?3*6TB
z`D&8gjm&Oa+vmg-l8kO-bKBZJckEi~6+W5Twzkh#(*^l&ZJ#?K*q+9sCM(WUy0v{S
z;?+HA8UYp_NRc(z)vQycD&5*X_m(1J-`caJJ4(&g_PJ68+}b`zl8LSDb0-uAOlxcV
zJShi`V9uVeFzt@pdm#}_e{1{PO`b=)<MCi^ZJ&E!ZEc^cPGS?8&Vti$Yx_JV(^&|t
zB&~jH`y8r~$K&%!iakBBwS6wKcG2#5ERX;9ynXIZf^-PE0yZHR)!iMZB<La+RdK>O
zPxTJ2E;2oh*+VWWy)ZE|J=H@lDz^atFf67RhCb(_^3W>uHaIDBQF--=(TT|OpiCsu
z?j#qLSJ7>89ow{ARKa8t5gi{kze1^nzKTn`pJ}JeuTu&O^G$SKw(1mOuX%sWxh^7-
z+YFn(PtE%ST)N0IW&Tm15x(?Nk$AlJUO;g^GH_u{LkIg>ncPPEBLDZb@GYwnda6>)
z<O463mvF0_e*8Gv6a(flmj#^@59V7@j=4dXx8c%FOMWVCOFl@oyqt#refLm;p&;Jv
ziz}^asZgrx<xIn{TIHsN%xtg03y*Htv(fj6<~{NT@yIFuBS2YxgE)BmjK|IhC9^UP
zCA8xOe6BAJ*Uc34N?pgH%~mF#%}wHhR9(R)UF|##Zzua{jh@yr_`}b~wC~A_w};wy
zUZ8zu86EQ-p}jm~mbk0KW?lZJebF&v3E3y~vWt%WsJVhC6+cTUf_@up${Qfg0d|C8
zJknJ*s4`_E<b+@gkAzc-eOamu$;Bd5+q?oze{y5kd=+=vCWvA4YnM`wn)=dw!>H6&
zj7+IoZ#APPlf<~cL9Y%KjB<ItR4p278wW3M4;gDl0d5JcYIEb@x$X1$*NV~9$!xko
z^?w3Xd(wR05o(S30sJ{>nV-TveESUkEYDcxXYuz@r0A1cq__MNl>uqIx)(sAkm@Ac
z-5U<+Ckzc+JI0Exl`O4TTERKu*jKMMYg%);VHjFnZ!|4!!6@M1HAAZ{;_PvHZgG)L
z`D^m&?H1h@Ni#uq+OTC5OBMX6({bh_IEuW`M8I<akCf?v?-6aOtQSfkPoq(@@W|dd
zIhWRH(<*6Rd|x8fp6A7zLC0cVocu_b48F&@g4u`sb_;jut)_NJFKEMi9;nxm$&|)?
z&t8nnvY{Ee)ifGa9%XH@QLFIXW6NLql`4L;nk~Jtt}!hbTDgRK7-`qd_vu%@^;l^|
ze_S5DMX$oAU-=HN%BNrX&c0SE4bIue`pUGt!Fi)%aLz<!UGYLMGoGs0ZCq^n%y<t_
zW{RRcw1@P@k|7N(k}=>A&Zb7s6b++JpBHqiRMl2X&1D|vGEsu1IZv*Zip^ztFdy;N
zfzkA8@kY~mJE0!D5UfcW!K(%}f^Slc;FZ0PpsLtTNAToPqgiq$=kbbOE=wa=sbR>h
zTC2I7S;gp$XjQ!d<&%;TV@%721xAd4^-bQFtkg;k1M~7IrZPD2a;>$dRgJZ#c9gQ1
zl&Y39nT<763|bJpUmo<fuUQy$uVLPxZ(`FVDw!A*m9!O9lIxvHRK*G^3F^JFifc;R
zVoc^j6(g~Q$6Fv_d<tXxsXJ<*9Bl!4Ef+yJR-sX<lY}OoPO@Ohs4X@0`tmy6Ac1k{
zOCLc(OwBTkIqi{$N+-ZWiY1*%)TWz9hnJhpx-~a8W>iO4OD9VF#AvOtG)CXXNYu;=
z65H$0*s#z-Z|bEr8xm0*i6IK}V*wPNqwI*&IMKF<XQWCWjHxtY(W*2im|s8x+j~>v
z=%hvdsH;D`MM1g*NqB7)M`N~j>PbFTv4XN9NLQ@Mc}Z+1fyOGiRjF>Y&%r7gpEEfu
ze9yB#(_-28l@`jruUI7ezhZ%muidOmgDd?&lH%7BcD(xkA421b(yAjDCeiA4H?IWe
zthOKd@sQPBJNl4Dx*L`vxOxlAoJ_dMk4rRsvI`pSAgl1(6@>XZCd`NlvZ+~B-{ube
ztGP{)!xi~M%+TM6a}RvH_hB8g^(H<~fLBa6U(3fC6f6s|NW1T!pPHOPYK1;!RaF$0
zlvUMvMIEB`q_2s6$*L-<JB_lca)Xk>!o)5sKk96RfvI_(RrsPvZA#&c4YtR~QIX4b
zh)u9OZy!=!9{I7?3)Wc0D-NId;48Xg=$zl}COb+I2d>G-VmUtZqFQK^5s}euV6<2O
zV8M>k?bLC8$0@lSukntXnHx%lJO{}+212cih(mV6ka?|{+_<FhrR=Cb)2f4K5_C~<
zzfNigp++aSE-6|F(D|~{IIY9q*hthZmgA2^WjZ~bB2l?PTP(-A`C5rp5WC!BImEV=
zT=ukMIYOTlD)dL7M{UCH{m;g!kjgby7rXcGa<#*sNze{^*u9_56=oNwd)U2q3-Axa
zmr@KvpLg#)w0^y}!AZG$@6{(pCt^jaCI)E}X#aJwJE&eo?~Ci$rtRJb7cCJTf3|k-
zz2?0l4ldvBJv$eWZD3-feXeI3@O^`2!1oP?0pB;+1t$7p7GM*=%el>w%e^js2rlQJ
zxgT~mu^RApXSGTRX59wc;Oy;eZ2`M3*h9mXj9$ShG|gokKZpG}7;KlYS=YeJtN0Py
zl(roh<^lXhJI(ZLmCLF(jFnQYWohe%-mpf8?t<wU)`Sslb=kl|p`oqUS{iR#^Nyc*
z8|^?TIk7vW+s20#y^I5IP-Vl=mP<?YE@~s2p%B$%j&?M0O~-a%y<Wp6pkr%hJ$MLu
z@Tg<0ux)@(Jd1G1Cd6}(NADjAo8b1LPTzRy*#*4Q=DHme!kiGX7DV57@YqSFqd34K
zm{KQae!Wj&I@*O6MQ*!o8V7!ls~DUW*PdsK1AEOoBffdA|J1()4jf~N3$oznMOajW
z$M3~FCryOofVoq5nGS5IA686+qj4j<sW#LPxs%~Ax2bax88dPn+E9z*2KKD_WJ6UH
zmSjV9UWu`x+K=?bhAPTBjclmgpmYWeezcD^)L?m@8FHXDR8ej3HdMJBukn&$gzUZ@
z*-+h5d$Xa+#e^H@rhw|MaXlI|+}5SAq57i2`(#7q+P7Fv>2Wv+<R<ECHzGJ~u~uzn
zc&BR)u7Y~GRG_;ypUPNpFPzgBYRzV?LicGKEQ5!Zs&jB?S!~k13LKY8)l9QiN2ysV
z^~s@|#<<9RLpL?`g|cDqoiP4eET;<_sylCZ`zJiByW6&LOWk5Qf?KC!Iez0^6MEDp
z*iavfQz6x6vvVpiNX$3a>joS;c>8*}St&d2D5_YFUvRa<YJzsywGB0wpPic2XLDWK
zP<;jXhv6+LhM~_kR1d8;^)@&uZKz&-VsxTb?XQFD0zxk&hqR6&puCDs#C2@bR`9_^
zOGL+?trfi2ynEu{I<0M}k&uRisKx`aQ1A;2-hu@<cnfCW;4RpKaqDc@kl`#Qe9o3K
zA|#9a&z3SG7E634|1#$paxUx2h@238^%E}pTaPz}4?OzHYl-l3>tJ}gj&TdV$S9vq
z!}Dr)c)rc9e-S=u!{)$;$7@L_94dX#*9#tkS>8ZoPLa0;5Yfa2dUn*l#j(2!b8h^j
zl67mx{heF4R06~HF7<-Je)9LiK`+~-$`A||wB7wI?H5c>B6<P7kT^Z6S;A5P&dTIC
zPrDIfGXvWsmWI{nl*WEi8n!g1$bS+MN*Zl|tYcM?t&D0^SVgZRwy9iO)vV>(D!k)y
zuUso|<PtVK7*e|D?1WTXl?Cj6c&?ZRPO&m5WXh}1-Q^Hy|FAS#8uv@2q3C0<(?*(c
z@7M`9((V{zUOWdozdjdDH=fc|MjEPh;xk)~(uVmUG$ivf6o(kVH(rI$bi*<)$DQ^|
z$L1GWrE+o1Y}MD{yE{(-hOMSCwlHCgFBntPxpBRi%@rnc(=){h5Ylv^xLBOc>c-4e
zv1sIG3*(c8#VLI{YfMh(jLC@tBJrjcC&x$Y)g?#y-i4aPuFYN=HwrF1=nE)~+%!>l
z%BSd?Z#^t;kMln14NfKZeBdAavp6n%GpOP3zUhwAQVR^rg7rYl<+Ir}%*w2YP0DHe
z*9>c)%(YUzArbMdk?oA+^*3D#{Q9ieGe`{FEoe{=gYg5zmHLB769ywf%Bu%G)+vIc
zRpqf3<hGj-_62iC;A;N*+_r6cii*FC=lng4tXNA|ai8OZpC`u$pEuz6U=`v)85tbp
z_LVHOGSCAMG?rO}9*}_m%a9%r3R-`G5O5JXgD$W6#JD&i^(y%t)LueuyU1~Uh>Yxa
zpKwFhV_TsLDeob0{<5PDL^u^FD9U1W0j>~}G8a-mBC(xQ5^eS@J3XE06Ibu>adj~R
zUoTY_)|npu=Jsvd_7@7Z28CWb9vOPIylzpvcMT!E<ZA*IXMVqB)ex4=Az}4etAV&s
z?YQ1rF_!d35t?Po4hWmq9)W9#ixXkw#ewNwA(s1Y*+3lG=n}$CTMMJ5+E~4eu;W_c
z#F#G%Z60l@8pbFYm3He$Ua)Q%8Ka4KevULR7<);tHP-5gCg=7#DjA}aOVvUHk<3uj
z3WzATSRWLmW{qgj>qzV4cPbRXR@K;_g|tLbobXgx01`%X)iA20%jG%7lJ+!Y)sX{m
zNOu$tIld;<G@5K0?w2X5S|eyBt+Tm`n0mzAxiOefIU5E=RSR8|J!|ly?QMgz)PwD_
zoo*ag8&}b^-D$2*HO{hM$lE3Qk%`s3UXEgE52qy&dCsJNO`1pVjcHnxpov*~T!+qx
zfcsxj%p(~G%p*>fv0du`t&c(N@+p+<i-NO6MkV~S)carRQ}0E5;er!iIJo)gD5G9r
zVrrZpz64BaYkG&Kw?q&!g~~HEC}}$i^i&N~l2~b<ydNUNCUEf2V#xw)TWGQH0Atm)
zr3Ne!dcEGLt(7W5sL%qOB#mV})-tLEUb@@NjvX8e$luZsYjBEIH?%Bg&#@Qn;Keyw
z%U8fOspdk-GRo_78*e*f8>k2Wq$D?|Py3`n{M|myYFkP6qIG{&!P7#6c-^qfq4urK
zm$aJ!^NUF2<+PU;iZ%F|YA=1Pr5ClA(k9OnG-yxa9v&Of;1`-7(O!zDAXtyc{H)i)
z1WrP$`6ghB+yzswBhIeYRuR3vajJc`Fw$%sF%J^UKZJ`7*KYJ*h=5P0fh%BsdRPOU
z-7WlH3#4rb?fJSRH|Mk0vAO`}+N$8bK@nhOQdF>}^{i6tpgYM^z*RhKjRaH1(K%>_
zu#F4%Fe(#5Ie=*k>W!Ej`;Q;ekea2qE`IW6p`#MPEtnM^lu)S^jk0YJn;7vY?s43N
z#S=*GLur4wac=o;+8_P_rHO9C2^cjYA55jxB;5%OuIOt#<AW;6C1Jc|iTXD&6T*D)
z^JRM7K~T$7CvHh|?0>}+*@fP43mPGa=CcZ-k=t+U4G-@kc}8B*TNE*xe!P2<VyeLj
zF~IcZ^q~VKtI)D2J(Wyw{vRZ=JNE(5iE9gy<#QKg=Pmm_uOPc!Qe}!|-=#>qhPmfN
z3t*0ttqu8L%0<j-ZPB1KGT`sXQ3h|CY5{&Z)uuJ7xjySWtDQ`I&T3q<T1%W%h~>2?
zl-4QupWOZzo#=o<4dT7pY_QxP)sBNxAWcxISwa*+MPEn7&==h07RmuP^~~;E__9&1
zqhVNP>P>@rOudG*WRwpFrvFjR&sb3L(ORRaJ*by;a4DL2$8|iMxwBSXs+H@AwdU}N
zR<(>QCS_XhVwpxgT)@^r2JNhCLgN6V6B<jYxlUY@o<WUey1T%hM^63s(=W7$)yuRS
zP@pBN)@V_No#jTYwY2PS(g@|~K~-SIb}}tH#TKVxsv%I7QuCnl!|<M3Hr7S>MX2~?
zfQ;p9sZvL8b%3!*I~PD1BY-}m4On36Rf~SsY6~VL5RVG&kC2_!a@jL4Zyw$vk}V=p
z5sAdto+q)Ip81-mvVO4}zIHPt>tWb3eUreRrr<f2QMC~7gp@`!Zx<V4ox%BxYJ~!J
z8)(rnOuvcgTq@Hv2lpV$4VlOM#+$uhdd(Jc;~`86d6Sw=+Ha(yYl69Gcj66ZE;RRi
z{D&v+I`KrPff;6N(2|_&O5kT@a3FezW;&EbV$8@HS{4eJms*j-wlu7%xHnE@7!_*?
ze#%VnXyZ#C!LrG~dP#6TI`xg;V3pA-A%`Egn-K_dfGs$Cg;Sa<dj>UEem%`xiQG0-
z?r8RTZ{+#%-pKjUdm~+DOa0B;!`APR8uY9}@B$fv3;GVhH=w^V12(^atw6C<P7gsO
zHXZ*Ev#TCeR?I8?+lYSv7FcN`o^B*<#Aj#oh3ternak<3Ms|8iAJ0zBP8AFADxETB
z^o7~{_{_v~(U_dU=KSL9#Q3B>Ic1C&p$;1PX?;??5r2X>ft+mYU=Mr0?Q>v6TQbIc
zoBk?~+i$%U1j5_G%cvjAf~esLojGugv>!h;kzJdZiQA1&@x0)SqB*Zab0Q5o!{#8i
z-90Q`%~*7@29pv-r1Yot>J!*^vYPG4pVq6$i0jy<`P2TDOLPkfL>DlqwcmU{t70Nd
zeMEzX#yO=)H*yVRg;u3ih6V$JlVoIu)<%k4rBp3dS{2Q9%)(vXTtv2MEOwhqEo8gZ
zi>%w(S|M+`xw(ve`LE@*(dpJUNzM30;M}RHp@W#y@6dpHyo>qCM`KCt0?OQgUE<7Q
ztp+D2I2x!n;@W4Ita+pu-#FR62s^(B`a!03tYxdvtdae}Ux42U#B0e@VCVM)$t_}@
zJzMVEUi0STAoICz_am((kI_rxDm2OUx{Gl!6TF<Cc4z-f;;P>SH(IYHL7gZ_BJClt
z634n1Jjp@+O$vLEU0_spxuC@{RP$xNO<~NI2Aw7`8FI|=Kjk^1#Ja+$oI_H(!i0{H
zIQN)gyIoj;<owbv5?A^cjDM$GNyR4Yx$hZ3zyH}VKl&%BvanNKd#K^|AO!EZ-fwgG
zF=mWaRi{QZd@{%G+h7BI93CcCp~S`r5_KHrYi}5Z%+0CZkcQ#%2M06^f2SCROQp)7
zaK0<BWwWbNUY$q2+Hu#4u3U^N<%Rhn6xOB^FiTK^O&ITVH)Q@kO^X6b$HU{WAkEL;
z*(w!v-h*bNYpDq%EDS)<9}dG%4cDDRC0Kko&&}<vMy+nZwt5^!?)mu<?M}VCq*qIt
zf#mw-@`$G0{=hLUKb6akk7|cnYer=O7NaF?*!#S9P8&MfT0k%?+hQ#3-o?d|*Z?Ob
z#;xIjDhS|4%I}M!?m2eb%=qlgr1ps8yixZRF={pnqXzz?*6E`|Mr*8LAngwIWPJ>q
zd&ROb<`m)iXT=l|TS6dx_wtNHb7K-2$TmXrF9LosGu>kEk`VjmbYG0r^r@Jpcd}%#
ziSy5C3CeoPKPZS(#>w6-Y)^GZQu4-{Ty$UvgfmkhgHiGubKTQy2aWq!fIjy3OzsY$
z*nV-lQxqt-_h<}J*q&hlFq7Z7Dt3OQuRo|##QFLN=dTy1=zo0UY~uD@yV4MMsG*}k
zHK=WQ@<AzwO>etERi!L`%s+eq$6%bG(Yp>8%lxn64%IB~M2o0=&msyXghbRoE4YB%
zYP2XQqCOQ8Q6wd>H<(&XY5S{Ms}9WqTc_}ktzf?c3ur23S#MNO5V?EMUr+80A@2eS
zKJ1B*;B$OPP_MXuoVIg~rFHEN%1O6cYn;#y;II*RORpFt6$4^%bcDs?cy4lhR=fSk
zh?bg{jQE5o{Ef2t@eyt4?&G%}(PpP-GPC)NHZ_yUPGo1tGn4RWsg>q(+0i^s!5o{M
z&5ciwkl@UXk5A4{c#;#HLe@NN=ZwM!85#7dqeWw^SXx>rEg&KXzg5SI)$G*t_|(K`
zy}0Pf%MM?R7n4sA8AiAWgv8{}`^Dto$G?~15AfUS=C)jBov)6=SSbgS-?*`dsgb^Q
zA$}<xdZ=2Zn4Y%r0|lRv$<5I=er&K)Rqn6cgfv=7@*7j#@q!K-7Su?l9Rb=QH*n^K
zP#L-|MbcM47(?Hk=&M3C=(<fIjUWvHhA8}TbS6S0fG|zc2vk+dvenTDK1HC_ad9;Q
zs#)AoXawgOt$8~A5VqoS(H+E27p^D;p;t~RA<bah=fYMEx%CRo;6Bz2_IoQvw*ot;
zg$xRCI>gyvbp98e7qeU|vI(g|!7+|>hcUcRLzD_dpYWPCMmi74%hM6KSyi<|H9Fc+
ztbnx<PtbO;zRcxw)7fcH<aS*Iju-T^hUuwHJ~uHjk%8B;q$Ny@Pt6J~fopaR|6;ii
zSlWJ-2qmq|zPHaK<I)}ruD+KpF_!-v)6q^Ci%saBXxgqIbQx7gG`%2BOO*MyTtFJZ
zlKjT*6olSED}qua&AK*f87Ah4Ob&f0Pa=T7=@S76$<l|`g=9>6O2R6jJ60ee5=Sy2
zS@spc7nEhPAW4#Es_w}W!I5Xr&`^CI7gwH9?c$C?o}FK?3iDzS2qULUMV$&XDkkF<
z6Ow2<6cb%;ze1u_Sfbs{D^#+;E|iwELcmH+7V<f)e^>YcW4#6;w~Uht^~bU2D4gf;
z3oSzD_aoA@Hlp3HH?7vX&Te*x^a^%~aqRFtI1?M5zg6u3?6jl&+i@JOX*9}^nj_jn
zrE<BXSG0Rj&e21)<JzsITDi6aXI$80VWT4%f`E=utTA(ACQQ8W_#Le;lxm}h^2kr*
zuuN?=$~Y>~(H8AztkHV8X7Qnj^Z_qWsbe@-xl||{x8PW*xI#U-*q7q=#!I^kAL>Bb
z9q7lXxzxxau0KUellbzOF7+hW&Qg%OjGrUd&KL>Ak;;z+q*pNN_CP;qIskKDij-g;
z?k~(<v~GHs_w_b!WzilxL_yJhxUW-Q9;-f=Ee+aSp9W2c{64odB>vM=!uCMaQQTmL
z1o;I3B`C-P5;RGYt6C~cLPwI{M<cKU7gv%~_2P~~lJ9a-C%81ysSx){2+8lA3Wg@P
zIxN52Uz(pkTGsb)tco_L9Ye@3MW5VJf^;N_?7Cx7tPK0+`+TlOwBv|?d0a@~(c}~q
z*p}rpiBaw&4icV##Jbl>V38vC1YG`&HBL7XZ?x5EJkl-zpBIURJ76s5o{#6~M05fr
zh?>lYmSd{#Nqp^6jJDiYM|{DQ-^nP-?U##85Os-}A{+vc(M<oE#Qh%cFSMS>N)K&F
zGl+#ND0aNLEXBTix25j3`_$dQree3V&e<#THWkyr7UI?~L$89|+5;eoQLCzyS)RkF
z-%IE{h>Odpsb+CU!KioKd&lh$x>VXJlipEVG*%pdJb#yS6;oDjt%5=S*8Ke46x>;Y
z#|e9%jA#h&_kHJukjS`$P%3!9)D|qGvBJ@gcn;Bw^%~+x;ZkdF4eDitRTAe$s+}@U
zc-O3Tt7%l&j!4}e<s+m<wMXv0Z$DzmJqEpum6(A<L=EJ8hj_qSzNA3n;mqwwSe0GO
z9H)pVtlG#wE;km>p+8Ook(NU*Z4wyn*fYQ1v|6PZ|En>;^dvjZQxKv&3Xbf!U_|qi
zge)86R|2vj$n4G*1R~?=+?2Zg+kNVGz>w87^*R&T<8*283vs%Sp<6*tCm2N%ms3?I
z^9_f~{V_rJL0nueN41JO3NCl%@k7Vl0qK;<ooSUD4m2K*yFfu&a$6NV4h{%{9UT(R
z3&-FI*Juh~y@f`}K;-p^cCfWvzEL}>TZq6M(QYm4*qdpvv)#;%+9Stt-UOn+5s9uh
z3d@3L&5hyM3EZx;@g|-LeV1@b%Y-gfwARIu8HVx+iORnpQ(;e&`$EMC$h~tW_Y28!
zEgin{#FvXpnD`gSLnGr9{855v$HUQM(g{R@5nMuxe3>L1^7UqR8t_6h`#TuQ;LPUP
zku<SYwaJsknb=nl6n~C-+=)$<iaV`^V2j$jZ4+$9c2tJEE@sFKoAEg+2b=7?6zkor
z?2?mJQsrXYgS++fZbNtpa#B%bH%!JzL$!=dgfP2WG7-f*C(+ZMKGBoC^7cI3FHuan
z>!ivQ%=aveO?}<%NvG`Bem!IbxGYUu-V*THeDnM~w`NYe1CC?x53AznA8mhm32xQR
z<%-Crd7PZySr65`fkD!XqwCnDuCn?5LFk4$+_S{aGM4#A$Y~2cXuOY&q*G7_k%!7P
z#b?K7#;l3lB)r11x!Fv1Y6hFW@h0vUOSlGjPtaHS#l7~*9UkWDy%#6Z<DD^G>4d-8
zG~jL7K1V?VGH#9t2rXdc#{%#MP1_g9<1K>~{88%qOZwY&Z|$DG>)2!Ljyk1|#NicW
z%jPZUb&%`Y^H|AOeeScWe#tDx5fwFpb`lp?R8Y0zj)D!HT?cQ~J&xKbA9CIgF`_FJ
zL@2iytqC%sPtMPa_AooS9}chLt5!r3*mAATUNKEWuh1qR^Bv^(S!}K%twxZ!Oy*~D
zV+hu%6>Fp8lUewdB7vH`!v{XZsv$P;6i<5#-}vVe_T*kc=%>{z9W*6_kaJTayw}GR
z+Y|G6u43HeK14DP`LP7%@%)(4l{rc5lM*QJ=r1T9TS*VfjXe;itYycd8C+i9;A~;V
z)2a+?+Lt7Zf4)x`3#~kD6KwY4Y3k`mB)FRthiiysKZV`~S++ADlX$kOi82Rtc=m4)
zrcGR2o=x?NI|`n?3ujS~%GE>2gD3$<E`|8^m5TW<w_3rsOV~yd?08&rV^0x!P;H5A
zBo5fCvFqV6r1(a}KWX%LAP+gYavW&D3<-{Y8}iUKjpKE_z}!3wH@}j#fU_mx2bi14
z<)>z+<CVkzLa3$Xwa<%eu{=v+o|7iVH)AUAi6cK>F(PtLBRR7CSOQ1BmK^`%2T4XI
z%?lDl-{~(z9)C^`(G4ldOlo%=j3Jisd+214Wq30-iD{^MB2PbuX>5B5i2W<5%w-x>
zv$&&R8s{zO>u?rcGRp9=a>ub#bx)L%u}cXtkE;}<Dz{$2JpRA=`CF-Nl-vIRj1-7|
zqTL1TW@M15zXTsK<o%~4Xsi_OuNE7|s&*&$gP2CGj8mOTIzpZh%G5vvExUZ>;Wo^!
zTrl~puC9(+O}#k^>jytOY7|>zPl-;9E!1i!#%?{ZA7}D7p+lX$1IJ}|MGIfEv4z}J
zHa8Q`sV<_yOUtQlNC%HQsJvKB`;tWHSHv`{CmwdSf-qzZB6*nnSOO0_Um_0~k-%?K
z$M^QP;~r;9-|?$rX<60{V=)QphI!la*}*iBf$OFK3Edm}gs#vTyJ=2He@s6vmq$!*
zsfTd`5|R)X0*;`BklAyRlu)%^=Ch8JI7ZN)g^MdCsCIEjAtlajE|;n&=2=#_M9`^_
z5QSt!At4!|DOiErc7=@iiTQbmg6av4S)rCUib5E`_g6bmTdf-F5CwNO==hiW4P85m
zogiUu^oaq=;9D*7!@iAcE|yEpkGcCs$&bcwCoK@hY1#XQfu6azGanEAD$!jjrlOu0
z_BD!8l6w`&u;s@R81}jQy&;r4F8v~P`icH_+GEz~JN>*!YLgjtEEYjVz1L>c$<!w!
z)xmobj&JT0j)E<B(25W@P6K?1jp}HAkc~?GD~XG$YLz*W!$sdmNIis$%SEYjaYw;L
z&#x}b;{+>WLjIIMo$^r>gQM2mVnUpBw_=XU?N@Np*UZl!bIZgs+*Y;WI8>;$5OYY|
zgm3}E^4#IEquOoQ5^5mmkQVJn8#)3xwEG*-wu>cj-TRHga<zs~#RhifaLCB)EY|I=
zLY&P_kKK0by@>tKB1h*;4$*s)@v8AJ60&J|=ibzP2~3&v?@3eUQ!$O}iQitQ7)u$6
zNPa6nmcVbX+8;NZGDr!}O2GV1e}VCMa(ZBpPNExHl)4dzWrzWN9DNQlpup5mVnM3j
z$y3;2L4QU7e+U<s1yS|lj)Dc9=bTte%UgF?JLN!5DH$#$#DH#45Ut#L1p}(h&)*|X
z)75T8+gOj2ZtzZyqqkXDi`%<6wZ;;XWYJlOV-rYAGBq{jZP7$NlCV4TJ;E?8vpLV-
zOcztu(&V2clKT6YDtclWdlcx){fT55@?!}sL++cjH6{Nfb$i#3MkCurw>^fCzT3MT
zN|JT5*v<!avTK};l}HMc2_ePv5=>Y22_~U~rKmlmd!@%SxRVkGWQbY*Ev7+`Svu@x
zp4m$huT(Wu<~9zm%n_)6g$i9>NwteR3SN0WuT<xk^}-1l5Z&?Ylv#>mGEOleZn;-6
zU*-0Px#h!C9AL}qQ?ifRo-~{i;x5r%W}uFSb^yv*(W+H5M@w+?hIY0e>67XELxxp0
z)}g(@H=VUo@}eZ~Y+v>V`-s;er1c#`flgUm)EM4G&UBo)VZj3{gKtYnBt?<A>|EwF
zFk?56lcU-V^tiNLL7&UtJ2K>`o0IrAmY;#9nR8G6Rpy1*A2aPjxtw0$^iBo8OD-%2
z;vbb}{#`Lm=z>9d?msV7(3#xdNVy<CmLL}{R}-BKNYq0T6hGQuC_Gt_9*XNzO%+*?
z#G(}xB=e3S8PF_qV7Id-UKprOZh1KdaCL^n<Tvi^^R!Oi;*hL~NxdcH<c|f=>37pZ
zLN+}iZXc059!q4*bG8SPSth@6nUY^hQ!=iQ5Z*5aIR#~VK&U1OcNIXgaCC(GTZwk3
zaB+n@RWI%+g!>Q+_eQI1bT8TcWrW1~sDj<fEf0(J_Mh5&p4u^L*fo^!@ot>BS1Y#o
z{CZ0JxWA4NDmX}Z!iNq6g}}8f-zA*(j-(jNRfu=m2SrK^?Ci3Q<}OZbETsF8o6v&x
ze>^Zq<-&$&WvqY~kwP((<7iq>Sf_d%d!NEZgA6?5Q`7lLtjrSjK7WRWEA5(Vmb>2#
zOb$a7{H%v^q<Qi4F^%s@YL6+%NJc7BYRiu$NbL*uBagL5IWkJYAEmB;zQ0}fq;&eO
z!|WbG=Q7ibMMTLoW8VnM@{A)sQq2(=;tt=HM&KKL8UY~$J8VfvrllV?Y@sT-gw(mX
z5eP|~4*-dv#PM_KBypo^yUes5ar14${2jQs;)d!LcNF60JcJyaC^a)>1fuoeW+Rmn
z5;=JVuaH}>5IJw)AP=`~$jGD@u%(Kad}=C1+0gN+UNFZ|1CBOJHA{D+IqnfzlSG>R
zz`Mun&^uaG=CG)AG>lv>J3Dsxw&S;t=Cj%9(a8kk|34D8X=TH(AEmhd$TKkgYZ85K
zdnCGPJ#qeV#c0YnL~?%lu>{V4VPHgMR6@T>oxh~No%eWu`p(})DZn^wSFZ#p^(+p;
z5Zn2`AkQG%k!O4o<5Bfjp1Ka>879d8*3WpTc5z3+c#r|Qi3DZH3A*48Y^N41e;FaB
zGpQg`x#bF`^UC@8!*09gwEbHC08W}m@;B@iYDRUXgl$C%>R_GrF6=)V4Gc3}f=5ZE
zb>siQnU33MuH2yAUd4IKhCwHO5Vy%9lBY{<GZRDAAuG`JsXF3f&ss*xcO-(mC8kk5
z@tG;b0LlnN@)`ND1U_@VG>$SLf#0N#-`C%cdpst6$M5J9(MkP^124p3rU62b!}zCV
z5`R(kRi32|e_0~9Gq|{l4b?5~DEN!Lp08P}dbwD0N3~NHV;jkxVnSSIMnR-<`xRUU
zOJaAG>^cwg;q11Le+H-j;DqU-cDv7$7$+kjxLCVa^a%XsC=BZNvsD~Hs;<JCo1U2+
zpU6#3CPb#L5_)M>m(kAJ>%z@krPG%sYJ4iDnLV+WS;ff7m_)J{`LP7{a)CT<GBm*-
zrLO-!{q4HPVA6MecN!{_8XbpCh<mJ{he7TUn7By{MAa900y+%jX9><SE-nM1>ct%e
z1F=0^O?@3n%iU4ylz-R(2zDtU_Hm<v2<6r**atG*xw~69Q67PbID~7C{%Xkeip)uH
zj>1xdj(lT1<@Vw#_{Kfl5wMMibPMaKr6wGtZ~~Yw1|f@_vVx6dC-W5LKAlV8A-_rh
zrsW~SX&dc=&D<mXYZ4uPA*N|P@r|1lLnh-8$v5Q368Oe>{$Z0Lk$;l9{q_EK+v6GO
zyA5H~A&E&nhyy9aKt74?1{sJvag+Fms$cR9boj@ACun~G7ngrf?c$Dtf8a<+%T6oi
zj$WtS!(T>-ckELTqTF%?@Aye_r*zuI+~J|p38N0zNFA&pu)&Uli&kMB;$J!PoW70u
z-XEqgCEj7T_Ij51j$TV}c=|sCaas;D<TcHOoOy`<2Z`8z5L0|lT;dkR;K+T6<P!2@
z30&eFclhKU`|e8}zTl<Ncy`fYk3XdEaD<yvY`23J?McU?-4U(H5OrCG1gF*~IE96~
z%NE(3!3#D|KNdk3sklK1G2g$#<OwogKgUX9y{cx)49sD@(**N(P@T(qscvyckx%M*
z*e4X3nAq6|mL@k7Q?R|>qr4L-KN@pXuPTR954oex+Fz|2YchS>_au6|vrqJ9lZ=-W
z>Wrtu=K~#(Dg(dz@}=9h?S0k8lN-b4GEy=v&p6JNO1U;{ehtsJFKX&bh%Tt$NWe^~
ziecG^ID&i#Q3yuaAoJRW`3-t?sDNC0^PD<)<Dk|aGS-X&4snOsZR6mD?eqCpIP&Wh
z1Hi5N#68=#oism%>ysPiXYglv#xg&PzmIOT&y(7qw`>T03l)hYR4+N_tk6O9rxyg*
z$PirAcL=V{p6(D_D?@N`-yz69)C&YrGh{e=?sW0WTLSseuGn8Li-SoFi}tf75s3~}
zE-&+w$fqO@^Db%9%i2ejf-ruR1VPN{>TgDa#U#7qsW7~6N0s3-)$NmJ+ZR~HOaUja
zWR?xRXf$w6o2sJr*(GbfSX$XQ*}kZV*!-m`7)7OCLw2|3M*CcU0se{qBsJ^{U=X5p
z2dH&V(7g?AQ}n3qyh_aqhs|f?!SR@6Xw<3*?#J1uv|6Wy0>*Am8=sg7j9S!F(x`oI
zu%mWRF>0TV8#Uz^*}(s+OAM-FKPiAujpAh<K9oh$uz=yL459iF3BPY_K7L<6J@C82
z!>?Sk4~(DFro3D|ynu>)N<#75n~&nRP7f3>ZPq9SWo^O45yc?ETrN0|l}||MZF>}a
zCt|7F2hOXSZ2xk4pm)KdUMg#J;Pae@+;;Np4gM%$cE#pnb{VRSlvbO^_s-X0xz(2#
zv1~wQ1b&kc8{K@wUUYgOc5a2NTu9HA9nH!lCjBCzb^GR{b?YF}3a#PeT+dHk1%~uS
zTx`L8Hhq5z()%72FZo0qFKM6WXmJa*;(Av)+&Qen@#`IEa1k9IHopR$)%+?h?OkZv
zY6hq3VU387*0PSI8yTw-wN8!GG|jK0#8l1ui8#21&EKcy{Q)i!i{;ox{86A0tkJ%O
zD~#4?`>+n#5ngnNThg3*EeL#oa_&BbuKFre8OgIZb%k-SyTW*i+Y~(>eOO^!?&)^k
z3S%}PETSHg#_U6b9kT}%WA=f#F-s?BRmHwnz~0OHB0nLE55@Wdk4X4^e)IAB%;|xj
zdgYK0D0z`jNhtpQ=A-y~rw59c1lJd{fi<q`0SUYBY(92>eR^Pbp|rXP8V5qZN~mrB
zv4P4e6@&WM(*reW4H2*;27Z$ed+z2V_8e3hDcv_uQb?-^XJ>@1C(<txT4S4!*2o~y
zicq(egJ4FlFI4m5-Es3`)7BS3{Vk%y&(`|FYu*!aaQ%?3FV6M$Hgd8GCjBDKu<BrE
z*dq$f^+enZ+tk&@OWf7QGPfymwJ{tz+TzN^7iy~ILw+(~Jc)Zy8i`Yb9f^6xNW5P3
zx(`b!g^ur~><}Tl>PI99etPpEco#zuWj|JJrG>U>RLH(vAe(v_rB?9A18dR9rz8}A
zW%E(|rPBk&pq4*7k+2M)2PEwN<K|=c+ouP17fH*2$>9D>_-6^Xr#BzBKRZou^KCTb
zvbm|il)WhQvxM6}Za!{*e|q3{o^QJ$uzr$%lJL4{exM6Z6)Qg<Rra`iQWYyCM1+3a
z>4HF2fe`Ky6>QpqAgE$RwCCAc5O~cq;-<ym76cJ^n6JGz%4aCnmB;*Xyce^<a;vNH
zzA1i#<*g{k+@Q<baOq~3<)_lNB)t=1)E-QX-X8TzSfhU-^0r$D3~H3>O|4aj(<HL>
z<fq1v@BsTZ6O>NjRvcc8kkY&4#Z@OSO3ZAb3uYFhk$PTa$37JHBAaJ67Fx&5JpI!j
z{NAU3T$`U?UDli0daZ@%YYoTqHP(yz`rQ1y_Ck?Vx~bu3@6_!VIvCgq%68i2$m&!*
zriY=3?B^(3;M5})5fRTwu&%{a+J&O;W#Uu8N<DN!6}D>~^gej{=5v%V2YRo5M(X_=
z``ddjf+4#1Q9P_iTJ5CR_BoYO#h7od*NqMH#=|lX<o(^35-z+uFLxx)Z~HxSk{4t9
zhMVpd5y;52)i6epinCtU*GCb-dV&t3u>G6%$%B^mC216YF0!=|6g+I+M4sBC*F`ex
zT{xLxsRfsq4fEVH@aVy_aXEyGEiQf<on?PkpTj3Z#qfQI={%xxrMe;w$q(Q|>K981
zL(<XEOOEmT0f4_E#fS?J)|W{0BwE4yb-)tgQ!7>cWjvRv;s?`J+~@Fs>tx69OQIda
ze;GrC@PJR^PkYDi>#rZ$u(}NykY}2}Jt*yiL)|`0=U9(mB#L`GCh9~Lr4fue3DtKM
z<}fG0wU%qmrB)RlE(oj0tm;U$TU~-Lj_?5*Hm{=zc0DeRHq>@r)$CXC7q4pGt1)eD
zT)f>s-FQO0k36ki7sqhqj@=aXbUWKZI-LS$H~VYn&`t_O8OPs)+sq06;{<gS$;EgQ
zw~m-oe7%Nl%;KXRzCyg@h)LluN6ee~^FF@b!q*q`bw94==XT+8D?T0EZr&#T9N=GX
z=j$DOy_0@8!yHE?2hTF^qHkxJck@s8@bw_BC(SYZzI@a?gfHe{x*Va)y>vP1-n)-J
z9iz)}y4+8fX?k(Qd;p)1EMI=ad=MYtSH7D%bsb$EqF>C1`T7#R{wQA`;p<EJ`Y2z2
z3|9f*Jb!-~eb?zSfr3t&3;2kx7VzirMSIK_;pP!@FV*ovx)kY2gD#`|%Lv`f&}ETc
z+_k)T%3PwKm+3NtA5NN+^z#&5O1OE-%;MuI)1>FOn>qe+J^gwEUH0(zVO&p|dH#Hg
z1_?s!1YW?9;ri%?S;ZfWe*3~zq}S(&pbULNoPGnp_+pgWJ96Wb0h5KeCB%`Kv;PE^
zWi7-r|8QOE__oK;08h-c7TOnkZAAX*R+F*`1Y5a%T9&E!?r-1F%TlyYQBS%Sw#=W5
zg!3PPjIsykph+$BKk$p@JH-3u=z}~u*Wr(DJ}$o0`O8<tm(TN;3m)RfcHob0zD#_1
zkiUFPeEA@M`HuMV=ltas92SXzr<1~Ula8Ck7dnDgH|ZEje4(Qyb@M_bPRAEIK}<L4
z&>MWAgK%{7<Khb)NuisRUmd?t&UM|Se609FIa+m-vgP3mWzf@2%3y^rl+{W%rx9|9
zFO-5tH&?_LN++S4pA=sxHe5F;G7*naw4&ZJ-(@579TJLvO_$%i50_t~%h#dCnO~#J
zi6giy)8+lNB7F~CK1+{$iY~9YAD36s<q5j1(d8c=z~%4g@;$oz54v0gaLx1Sat*LB
zucpfh`bxuMeu^$MCgwAAp#d@P1GFZMhWTE)&`_9vOcxpl^9m|}2Ep8qwY0g9E__@&
zjfKgF0Q0%Oe6lAW=E<kG(GZw?0udiN#0P;8_$H^h=gjt;6PMHAa=Jp!P{{eiIAs`T
z`XRJUPT4_Fn;d*kIGY>`%Hf|+6P$mBOUrz>59U)0@hOJ)6hnK8VLio=o?<vpF_fnm
z##0R8DTeP9Lx;D34gv}JN^qTIs7^9WCmEuX49`i1<`lznk|8;15*#N@g5o5@aMC0Q
zPIC88n$-1^CUyIyNnJi^Qg=^sS5I;`PjVMen$*2hE%R02f+Xmecv#po@fe5Dc_yCk
z(kCXKZxAgp@l=VHn0P)&w8X^oWuhe}p6x_IOgyirPfR?!h=Q1S{)s*@@mxwY!o)L1
zpO|=_pifLZU!_k>JQos;F!AUv@qC;<G4XttJ~8oda4!?ji;04mc=&j0CLTVumWk&g
zq826|K97uvhflg;;`tu^%EZG-pP6_#87C7D=f`8>;XGDMJe-q;iHDO*F!6AtGZBwT
z3R}y3ui#|w7k_>Re=vzZB>sF@{P~FZ^9$n7N5!9y;}7K6FVdfF<}cxo`OCOG3I2U-
z!~7IJqMXn0pJ8+1MoBnD#)f%6u>Z*DU0C)tkW2Z5*3=tIMpL`CQeMqqH+=kBWNgu@
zwWiiE7L5j_d?}7fqT`MfqQg|EaVA?^SZlkDSbc(Yl#6JeRfdJ7ym4@Qdxu!EK7pRM
zB@M2<106Cp?)m%A?r_!>Iv#?g?>9>MWRzakJ4%lZ6s3Re7fSgsEg7v$a~au6mTTo=
zB0W9cJ5s9yMQYpU`b1CTVWbLHAycZ<8#Np$x0DFgM(<Gl#6Y3i(J!bJ42l<>wZe%+
zls?uwO205rly>$Dr5A<?3a8twBqH?Ny(9GHfg*HnzYy9RM#w5R5&?R;cYywEpa5Oa
zFMwX80H{!^uO~wEgWe(f$ALn0S-&6}2}4xJL7=*oh|%SG@+w=_b8LI4rz%~FA_k`_
zUC}R$RQ#GVsb`W^rEKpgWd@4UmHk3Vp(^otB$*|njH62u>FJ){k-BrBNL|%0q;lao
z*QDdmGmKXvP{rPX(gz9@odIvp_1@Mf3Y}6qG&vEfr+SC#iGe~zhdlQMD#h%x&xqyI
zT@#UdNAF0zZJ<ceX|#PoN<mbDPuWL1CPMXz-l6*VK%t_eDEk6cHq59PDn4&35vQ;9
zj??c96el{{t1mbyCZGTCl0>Aw)jLvuIZ&kNNSeMNrJyJz5wuUXNW^K|LeDDazYG*7
zIz^)|I7KokJGFiyR9E&6)fFgWaN0Q?1<)6$6q8TzbCE?n5vhsZk;)AeDav}@7o-%E
z4|YsD>vAGaM|#KU;6QPr49^lyhWR<{Bpfk6FSZrF$X{H43iH?S{mBhj(9g!6k!j%K
z+X?sf6v`1l44ZZNm-dyEQ{JkTOGWs6SWQDS*02%5ndRmE>bM6bzpn}a6CNN-^ojEC
z9bvCEZ1KnMzbjYXZUR$m!BAQ4%-C|RVvOOqXQMGzG*-sA^>B7U>oZM5uZ%TI&9YI4
zo7iZjxFNRxO{r19FOaJ5;b*pQ+jhL!Dk7Pn1s~BBLt8M6s#d6#%gFZyTQI)kbTX}6
zYT`s7H=Q3H1EiO#P3?HATrU-j5e+%_k&BkxX&MG4{yU_fFtj_3s<EPLRtdW|l)iCl
z6uJDdt%LvQ;RcQZX%w{~Jl-T1R&NaGIiu9jDE}#%WuZYhl(Vz|AA=$t$+>7CVItC!
z!Tf<zmP)lMzBG(_t$}WES#am6Yc<r;u(S%brDzmN79O<trBZdV)~IkR>a7JF#5g*H
z8a3oxU9J@^KGj>dEIObY5OAkxPsf3QTBF0|0V%@K?^SG1X^W+X)zshuK`rDHPpF5M
z1MPx=`UqSq4{($Ld668G@4j#U{^N(JO+!b^`W~wZ%krppZ>xbe6j}_G4J~7_1VoWe
zj7ovAzJLaDcb03bXogn6v7>04RRTKPH+~1TP+O?c##)mGhY_;hA9d*6b_agNvrG=M
zBks#30+wf$`h4W%H(uu;@T}6?0QzY@L1>ZR<U!hP<Q>*mKHFryN&Q^M?0Nc??|e4q
zk0b`-$S>%?80QpdOGh@q@`#=(T(5YDpTH2CA>N)|`aPeBB7&bd>_CuD?2}T*KNK@l
zdy;><f*t>WR8v@}wZHw4q3PhZNL+b>IHkT&Yk@a6a6HT?9q=rYSrQ|x*0c&T>B9G5
zU0c!1Exbd5h$K#f<Q_>IKxIJ8;OP>COUp7ATV)7>MT3Qu!-kRL78$^YusH}(2MI+U
z<~55&VTlTKBr63KLPUsn?S`<U!zxJwQJH%f->7EygdG7{bf5{fLZQ`QkBA`eUVqj)
zF3<8`mPRNI*G_(;w%O21)E(Epo~HFs$JG5Xn!ExG7GxyZkvN_S9drtHYaL1mmg+b!
zsZ?EoW`{$Rgw)5hXxeHN$cXd+s3@Q%yiXp}{&OISnmv^PL`x43VXojWJ!)$k<e<a4
zS*<*$%|AqwXSGC*)T9xiHMh(={KQr-9)I>)FVpDnbWEekZ(JRZPX`SM#u#0yfYw1)
zaBAff5)J>?m>ze*q22hRgXafnSVpQdZ}^bl3zeS4{~yj_QF9vv05NJu9Tuv(istb|
zt%AAYI|LQXf5p(t(5)dApw>e|z}5K#O&Q|%#THT_v)*kPjTJ0^EUYdlGrL%v4Atp%
zERO7?$=YJ0RzdMtK+(*hN$0D}UJ{8(ODiMF?p`+5gkBFpR4gsB16&i~eHARaEC?U0
zXY5L_02x7Z3+n|eP;d<Ekb%~5XGc(rdp;|dh8d}s%j<X?XI9v&Cn2Zwa!`~!{_FuL
zPm}){L$&G^K=K<;Jc}bVfZnO}{+X`nK;jv3SoS3ME(-FDq*>km<^$zs31ZDCuaEE~
zvb86cewdE52uHT<7VKoMY-34CiWSStQSGkUDh0@nXm>Aiz-*H&13F|~1EpfMj)_A7
zMKm|+nCN8r7#gO<HFm|<wL)nLwZIT!Y2>PERca?N<7vL)Hrpj=ZrizqYzep*S|iPB
zU0cPmr$UUPrL6Kbp?o43(c$B^gls)4{glb_+(NW5OFik5-_QpSq(r)LE$WGMFH0ib
zVCn7WgDx_(-hzXLW53DR_7^uy&5jM@ha(qffw&j*-ZL;zWE5?mCr%NWxBZjP5OQ?+
z4Z<D}T154*dc5oo$dPKHgjoXVQ7G4-LLzvrgjT>KoUIP(N2KA&#E@7Q+K6W_y&^a~
zFO+IhtQTS9#eAeiAIz1QqHF?PgidV0j_U7L+=Ei*Zj`Fz2K8bL_N)NU>$r1Q&(H5~
z!K&G?C?&u#G9Qm<hhYnZ?gC4q(?P*}mS?CNZ+qsW+xQ<vXRxi|?wJ0BvH|RJ>T}8#
zG~wNrpgI~;bQg5s#{3_AK@cjr6OMuG5(Oqw1LfD`u?)`ijx0K%1||~f19#LKkY;4M
z7Wyn~-#9?X(JI-(ONM+_b3xKYn2_nzF<zqS1tfxi0tlJ-VlNxSXkpnICR_fzxYtT#
zQL-E}zUIfkGkiNaZ6}q2x`Bd@BA$`PtR7QoCqyMqFMI*i?sBs>r$*0SuzZwka%`!)
zI!Jgj1U)W?LZt_(CP<U*%Si8Mex330YbQF|5j);fey$!VZ_K@b_~4nclnJrkkd!$=
zqG}f(U<LlV@zxFB=zIHk1$t^HwnCZ>!-#t56?ljk6orvN?!=w<z&wnl<W9^6Z1Y(g
zk8TVfX<uNh6^sV<g^YPh6tnUAjU(-$rADb}(f4uweg#xV(h2A7Nbz|mMw}kLgdUz}
zU2%<cQ>@1DlF>fT-r`v-;qWV}%X}|U<ooIJGj#b7E{3@b>3z>L_-8KS6Y6g0s|CHz
z#VpUXcPy1_3mb?##*Zi4=i6m2mx|b~!|f7oAO7nz%@g#qO@%*6h4a~8-d@0V!NY$X
zKSgduwlB2N&a5`joygP3JcUCv*{=4@RIS1)9nUS>SCU@j-^cWJWL&jK6}?aIMeW`u
zQ0#V@V#VgFSU_?6dGnSxp6OF0UI~Hx4E|OifA@j>4B)?$K>joHQ-P$vd`Ad0F{^$X
z^Q-@1`~-5^F#bRbx94mrFWUFbH0|pmj9;`cE{y-Hs971t|A+V?5XSGutbZE6nV+P~
z4RqN}mp9Vo4Y+tQ*Ywyae&iJY?2B3Emsz^;%WS-$mrat!n-X&y=`h0_%yF1$wRgGa
z$eQ~gDa~6*w(cmF3QY)B3gsO(cd#UFpW~);pd)A7XNkNMhhKe0d#97$0RrDLck$!H
z?V%G!qiU3`x>4X4&LdkQvMSA2^@_34zDy)s(#Ex6#PNt{_inVkWJc|?>l~V~Vg3=^
zd)hn2xABcu`+O(i5st`Rta0HN7HUPKQo>$EW4?lqd@8PZ52a&$Q{8Cq#Nv%yJT}nG
z_5~z+=i%^Rz#oEsJ#)0aj_N7f6i4p1&nI_?v9*lU3a3r&OR5Xdr%_@Pg^*(jWTM;R
z_67CzCDN=dthd+bmtA%%aJ=Aiis;SR<D;{qx!H}DxdUHGPdOWZ4_|bdxf6d6UWtS*
zJ9mg5&Jho^yT|W$C<fWX&%DSkQ3;xOxL=@gX?*}~1Wk?t?ZUGKXuAN~S$zYI(<G$@
zO+4H$(73cNK{J1!QVrb}1J{wW1YA1-7b(3@Zpbuv)^_px_LkLZpUqxl7EdSQ13^zY
zPbp`^&U0Wv#rgoQOHH<cLJ?~iw@9+!7@C$Ot7MnA_BobO5N1>8$_KY2yU3fUDP+^Z
zGM)HMLbI;By;3hV*l>HRzD`G_l4355xQ=3ONv+g7ZlyVoSJ1p2f#%UPPH5h9?}uL)
zt<q^#K|43Ze!-OFCe^xb(iwp!(IiP|(p5*rvL+${mS6dJvg>x88E6-KZw6d30|W*W
zTcm35Z`7MQZj?k+t@cp4R$U4bKhdtBH=+;b&?XHFvmKLw5FV&hdkYyLY6aiSiAu&F
zd2sTu$qU_!c?Y4;oX0kTzJ%r1a@3MHU@i$jmtt;y813$GZtjAcC*-_d-Z<GloAy*2
zCGe9S;MPMhD!{JD(jHBr>0!Q%fDyBo4I;dz`XJrx#tHTVR3sPiUM|9nf;i@I>Yu@z
zN+Ux&m=_<eVdEDg1OFf}JEJ1c)vut`fdJXQWOoHMXGF~zQM1i@h7WE(xZMcB`z6Mv
z6SJ0Gga_}hcU#22?r=uv3tU7Dt#>&P7u~_0wMYO%UM^7ZBsTsX)H;}PxOg|a^k#e&
z`-b6+@G$&!w-|cE@K*xEO{DU>iL%LF%(EO)N<#NsV^HW`vYRP8Q(MfqHT&UJ(fKa4
zrbjk%R<}iXbbbaG5lQD}w`6|5zR)UTcN^XrR;%2U$$V^J199>0rd@HysaP5Z1)-00
z3!+Epd%G=S;NviK09%?Z`2Aza=+`%n4{QX^-Az_`yGjZBGs8^gXt%(5*dOk;h#>aC
zjfOZAye)C~pk)^5g4K0Vgx88M3`pYaJf@g|uNm0*@7k@Hc#5HaWw+zz4gHf`M5Gqg
zcc!KtZPXU@g%YBN*aMYZLTMR<FcrN*;#`_y9~>CO*X)L~h0_p{Id(%bdNpG=#5eKI
zR0*H=_m2L1x-G&Z`Jd{x2yfyE8aOQ{-j&CV3I$L#$jQ<~{MnpV*PF|$`noI)|6pK*
za^-HzZUVXIP!lq43w#u^Bg~lpOSdEA&CdVKMQq;e{1NauPCPB*-Dpp31(9Pl2YqRB
z{-1$it`Ywe?a08h0U7&@47bA>f(<|Ns=4|7-m(8)w?%k!^M7<(gf}+@1@vKVc2R`a
z3bEGiq6iO*cXzuMqE<L2zo=zUq?j7+R{8GSd^oq*pOq2WHkF2yDj^s&q)emM9#=pU
zTtp<3>AxZ65^xzqZ@`oGu@+fDgI3R%3<}BirNmgc>Wo*l%S(2sILU*(1AM&OBD~pi
zRE$yN5tLmnF)u&bfDf4C-He!L_E(Wb>yrZ;jVqvo+0|#@Vd7Qq8xh4~^YL!s^yKPl
zw?zzmM9#epvjK65FoDR!@cw}f!+E>0tLfJ1!(OrCcu%*$dD#C{w?zyd`vV460i`fQ
z`tks=FZ$~AVXx39f3sWQJnVn1+ad;!{eH`8RoKr>ru%OX5PRfvaO?D8e^ywR|5mra
zdD#DDw?(AJzH4PCOPi4#V1O_h;ytt?=U{Nkrs2e_MVW-pUmB3&)6VXu>=`0V!fBWI
zhIVD_cBu`<I}V;59>pQFv`1xWCl|4a%F@NO`{{I^2Sr+hjSdX_OLo(;%c+@R_m*9N
zSEVeysCR&eyDh?-CfAEG>bJ6VK97VmQ>0NiHn35+K#YPj4df9}C`b2p3!lfR4s~0^
zz(?Q;8i6Esv@)=<crK4c65BbbP@Al7A@xS3-fa;BAC;?*w<;A%mqE;$qlz7-5oTBK
z8rb0c$Zp7TY6dc2L1vJEaGIguT?+N;?cD<GjnPK8MFhvF3rmY<tPvuriz2*MBrG?(
zRy1}V7TL5U=J~q=qlsO+?d)BCwz)H`7kstbar1`$x44K+)C(@Tlib<%Q%ths&L*My
z-GQNc>2C6*qZPZaYM=VNQ>7XFP45u@_il^u==y0fO8wRhuE3(b$m>P~zycL#Ur8E}
z3zr9_CO?-J@J{_?B6sVTMn$15oQF2`s1TpiZ4s$QrE6}(`TOdP5&~VNkr*G?NSw<W
zf?cHqzCtO;c8i?HbuwJUW^x_Uz(lwy(i?C`C1~#-7_^r%v`*Eaaty1))(<K-Y47VD
z<Rje{;ZgWOF;4yFJD1UDw6I#I@L%P4tPN~Dp2OqeRjwWp1<z@93#Ui+jc$t=_=r%F
zQlt#kDgQxHL(EDsgY<B|99z<CdH29Z=NcXzry&`qAsH{(S8(nq7}Ptvh1naa|Ilp_
z!IA1ho%J+g!6v&X!fS=l9J(mNYlTn|yC}kI#h~=^OR*zI9)|uLy%ME<b6}Kund9pO
zB0cf{H+Q8$k{s1}cV_R|oxLQjv@4{=BgD#~p6xojTY!YLl0b|!yR6J*P?YP)n(mrD
zMt$sP1mXxn(vB!#u{!u=8)R&-Wdp_m;Ru5P8zbW|fsMi<u!#U;3xf%a2@V->VEnzz
zI=W`6(K=^qgNc~x%&f|nFW<}eGV|r}7{3kWj6K>ocdQ?;KPB6$(uVmY2XPU5&Y4rV
z0<6)&{k>#UrBlr=-3tswafV^)+`-M1*-^?*3M2V7Sa%b+@M&_4OG)5Tif|bjzU;^w
z(Lb|sCj3AaL@E*A6MP)kvr3O0U+@drg;iuOE-;Bdn>p$^jiQGAFZ{)9jBq6L__LU-
zcFg5;(}#ig2B!vxIEafVW7pgki&e}ZAIE3tP$mtI#ObE2klk1qcb+$s$W_dV6q!<j
zOh(Ek^5pCV8)rmS7DOs%hT!EmIg{OH^SpH&!$lK4es?=9N=K`6nXbqwjAhrZXIYF5
z4&S8Mtl?RX@K~}0PdljB$$}`HXS1=r7uqjw<8eP0%iYLb{~6{zR2cJ)C-z?`ycn&x
zON%9N+z?}KBF}37R#_ILTzs=Eh_zgl7&fLOPoan<K%`iRepUiRiiH?*Nq|VPc$V?6
ztQHz~!sD+BYpwYwJhsg3TtC?Tlx!19Tj3{UL7X?`rN>#c-wCcSxEqd)rug^5XwUaM
zC1s8%^IhwS|8KICONsw49K_gB(Acf3(v5kZTzX*7{8DzPvppzkAUZYEMv)~^<S0G!
zhBI4$#s<fgn`J?y&G~<2`I@RT!Pg6*&LlvjScuKL5+G7qD6$)q2n+1Y=C>VOyq($S
zcXPs>7pS#U<#Kmpzaeio_8qb<GgTM2a}Z<I#rWOW(kl3T?^jqXilpHYZmk@1>sz8w
za%V^NjZ>V-Qe0L;A3f>NE%9QnH8%(G1J5wZ&~4M0Xk<FVurRVeccwFf2)6~TMP!ut
zdD?t+<K%xx7DTGS-YPhFp(m%;-b{-tI4Ho^bepWjd1c3mXs-ieSB6`EQW&?MKVz2!
zI(&&2=x~lDi3vIxp5;tVKPXG^R7pK93!-qIl}^(w_k8~<ZuR2#eA#r?^akO4q)*E;
z=`|i1*8O8)tSiCBEwI9MtD{))Q>XlR+sF+csqq^cFK=G@MOo^n4E%yDh{73o1vY|5
zPWFgdBW^J=%=&R*%sM=ixcTFp8O0zYS~+{jek4oQlr!I#1yML>_N_gOn_<Y6ix*~k
zv2MT>?q7ETH!C4I+x4#iG8>#^TqX-*EgvMt=IQWWj7=m!q*yq-L0#}^=8+LAV7#1^
zdr`@qg*A*TM@@b)4(snMnaEq-xI>n`sifX63*x+aBR!-~&FazmVr-YqxM<DD?^0oG
z8ZoO!D~z!@wnxX@V58*@V@HKLXEQ=emf9)90uDlAY9%|+FJTdp?)Ag!6L%#@z5;1z
z!m?KrMm}aU?08pU?3krxLxELEV1+Fzz^asBRT3V!#opNrTk@s=@7OqF-X;qom87$R
zw-<T}aO5_ePbLpTxDbI{cHurg9G7h@*=vtyeylKlT{(mO>;i`p;ehKWMsOGzkxb_4
zxj&U9Z7Mb&mIbkvI}+Vk+7k-ll>m`qQBY5K{oP^@N33H{y8VuW8%vDq#pRykb?!F`
zYc$uRYov`Oac@|H;{-ygWR&Q_(b8DWn=`2WS6Tk2P3UW~AbyFNx3gK)fOpGG!^7q3
z;&RzzSewil;ci3e8yw+I%7Q4IDbGJG_Sf8SG*-Xf^>BU;_aNK?lk{Ji9<x*!Kdw!-
zsKuJt!?iTPh8ti~Y(_YibNKXEWyzh2(eq_N6wa}6E2u9oj4Amms1tKJ$9v{w$(B-n
zP8P&@Q(k(kKXwImP#EpUte{TJ<?Pk$%2F;Reusk?J8r+=Q`=o*R#4wv7(w$_P(jbU
z0r#UDr|3CZ5NUIMyDW%wNGJGO<d9BUsJ7nR#+r7fe|e%X?r)p1d1)j4N6tQw&&U!y
z6{Jsd5EoC7UPPxMZ1PQSyNSQ?sK2CjE^@;PH>-Tn3tOO%E^}w$aJtBQ*9`T)Ss3+i
z<cp6nmb6_Kc4sWHBscQoI${i?1(w(xT_P+?%XUwU0Y=AZJM+Z#>5cR4>#`tHas8?+
zh*Vrf>$w2pDgh$JLadKVfJkX^Le|7iSYX2g_oZ<0Haz@4{4!kMx-fGRs$uS~hez^u
zJzR%UH#ir$mV+3pnF`qTaMj&5oT`&G&PBk6tM(qI>xyx-M6-4^qkQIyB5U}ZnO=lO
zDM14>bcIjT)l|3So^5>T#_4{WEZt>IqR+hz%X{rUc?wQ^Yr{87O8Kl8v1VbEzZzz>
z2ovmFLl*=io7+ohKQjLY?ep|{W8>8KWkIC6%oPm0(00$m<Jh!DGR_sopTpz$0}PUZ
z60s&{hr`=t>6#9e9+3r6IBTvtF=&xnfX11`F#yh&9<`4y;FPD!GK%Y?g|X-A8Tb*7
z&`6Ao7#G2xxj-Ysqn!1ekH``@<<W;^K@`rT{dZxf4lNTjbC*QFTo_y6Dkd&D=1Nvt
za_qZL$&xYU#FMfh)^b8(T$c_FMQ0`fBE{ksUXigD1?l<ZzSC?0GoCT+VMn{5VH@^N
zz#lj-IIlV6sLriGWrJh62@YcHSZ*wFWrq}3zKT4~aTj#UY|S>WtRK4T3ZwIpnPox(
z+q=BdGRto38Wq6YJ*?MmoaQsKAkwCPR2D=kfP(YClmd9ksdPdQ^Fo&f`9`L%d`)4E
z<I;G=oopWbLVI5LNDrCQKfY3y9jR8nn}fJ`f;esw;QqoWo4*J!nST|`^2RCJmj#iE
z*}bwLQZW;JEmF*6Rq@nm=0go)7}~obBV3Oc*aYB#Fe-CY)8-6xJ|Ii_RHS}S7DU<r
zo@Iz3OZu4;xPa__);`*E8^i#<Qp)e}bvw-_E}MYz$*|-Lg|XzC8CT#^ig4lUq=XBO
zQ75>JsK1=`?Z1;HbjqvG$$}`HS67_qw3cvofcri2j$(gNo#6rdLxw}&FN{NnabsMB
z0q4yq1|xjQS;hV@S)!(V`Hn1z!ugW3>T_AAsG<3~RiDYcwd;c@e}m)keX=0d(p#d(
zNjoiJ;gtZ9Vlg8-%Oosdx97fwFP`20e9zULyg*His<*~yzs_CEow98q72i8Jh_R!}
z@uqs&p6v*&BJ!SWfwfr|dJ=jQw_IY7k=2*&q6isY$=3*Z50>IU$FMjK>!`fAaVpnk
zL8Ris1fwprY50=c8*LaG$%0Q_Dw`ebG|XBZ-&GhNE`<l)sBlcRlfu_A;2pBmOPl%I
zWI?QBz@u*BZn^;xy=NHI@dNkRZ^KXUn|K?%384pu$AY(r_iq(H4~n0M#m}nv;jS{d
zCi`v5`8)LZ06qSI9`%V$n_l*F`~^Nj^T8h?5hXp2pVeRiNoRvU;^79ucYSj*SfsQ;
z@J0Zi+Z;TApWyWlJt!nvkc7@o)xOXc5+G7C-Y&}tq4o#iUN~j9+Jlybg{N+VrT*FH
zc5%<{b4U0Y_PK+6Wp{3xcNBAzgK(NM_Lz&j*gMPfh12Xlmv!Ank6D<->qD@uUY*<g
z;4t`-M>L$<{LnD?sR&LWcmzJ+Xq94a^TWg7rZ_Tzh#N;H5qVTZCXwT#QIO|&T12)W
zeJjrC0}{McJv@Z7db)(UM>uE^4imuP^;p`bvhewDML`bc({Y3femag&!8@=umvYQ)
zLFD>4vK5ini3nBV%_2zHJr)Hy*w4lh0{bHoAyluxZUfr4ir|Yxa2tZQ2yRF4K@r@6
z;QON>2lyos*@^W3j)J1PhoT#^tX{p-Ul_ElW!odip;6r@QTNwkctA6M<b6XF<S^eG
zM+nKkjw4j}Z^aR+`{fvxB0E*L76p0shKNwzABloI{m(^&s{2(Dr0Pzfu>uNJ_gWD|
zbqC=A;+B=YGF!BqEx^1%oCRNz>Fpv&SbRhTso<wXkjnar2vS+k!EM&aMrGX?1vzF;
z9H9z76i2ASkH-<J@IQ+PvEzTDAkTg^uG9nA?Q@j<L>!^)9wNv1E0DQA49<?kClLSR
zk@zIy-x8UL%R6!526AFU8{m}U2$e982m!?{bR1}RBu+rzJrXCNPm0XcM4l1BT?ihc
zHoawT7r`GylIvqpKat!u0#jdoU>NRe+HMI4sp0dLW~|T*LUww+Ubqjk-|sSJHRygC
zk82IC818|deh=x|$LR4sdi*{f3|ag}ll82A$Lca?&}e$pIQh5l#4qXWb39WTqugnX
zz$CFjxM!i+aR7~@(Hp*V815I<VcuwJ1UcO0by_%2<zbpl<%XMG{xj9>boy3rrR8**
z!|?LnQoYf>Z&rNUn{{WCSKICu-#j|J?kyZ~>H_A&-MxlG+azvwI%n80jo-qWon^$g
z!apdy_Rfb>9&?*E4bNa`m=8{(W0~ju%6z!D(L2pXU$2HcEw>H|!B#Z9XBh6W>~^Pp
zB25`M;r8g(Lf}$=!Q7@nxYMoM?FIPn>+_0jkD|%@9pIrTog@ocf)5^~ZZ&v}{|v%O
zcWH^&Ok2W8`S4m&EG;F(2n>9YB}7m|(tL0OJ;R;6(kHtomr(KPK2A=NpY~IzeXB<_
zic@axE+8JfkY^pCNbn-0tOhsYiQ&MD`41*2)Zxdq-3nG>2Vz_m>g=gCZNVqVLQW#_
zLx*MYL)&%mLoMtcYW)*|=;LkyU^MgXt&TT9%Zw=%+;l_$i{9_4+dYfjJK)3<IjNXc
zUdmZs$SN=6EH7ep!1+<XpYRbN0+*L0_%zw=aSlcAqQqXGi$getQS(A4a`g4UF#0Im
z*0ddl8&Cl=+<`H+sC{q-aO>4@PsFQc$F-Xbf?)kx*KYU3p1f0VL$EUB+^RRi?P7qA
zw!ZZaPQizV&cnlS2WTK*0)v%O62stV1!bVg*Bim>5ej$T#i@04H1{^)G!p$5$7gMp
zsk?<c%Tx9O8;bHWg#?d?Y8*VZ(yw>gN7s}PJb5LQ2(dJHKR6Rkjru}^hWy#D#IIj?
zHC~VPf`d=%&x=2O2ARTVbIpPrXKq0bYDdBQZbFV<c&rznU;5(s^8*Nl$FQs-ZnYKX
zjpF5QaawNl7C=5`At_H8&AA(~7%KctAX4yVPASBQ(h<24BLYTLL@Y}$BxEUsge)D9
zkgX;XvK2wX;ww=ENm4M25EA|@Nw{Am{5(l`LL|KWRdJSSgplPuNy2Z4gs&tC9})?N
zUL9xown*qC2{$1G7=M{0yip`<dQF_=A4J0GBw;T?$nxGK!4?T$OA<aT5|m$$VSHC4
zJenlD7$Ly;k0jxDMZ&Sy##w$W5*Ct#3PQ;8{v_dyNccvQ@G+54d0h<ShdhC6j&Ljd
zc|%V=fN{|lh9js#FKzCHTNauF7RLtRHk^8dz8{8Dk@&-83c22QJG$An-D0o6<t(@2
zc&(8AW5G+oJnBD5lFo&<DwVQYW0jg?+N{Q^s%BSoq?Btl)paz(Gkv%0DUPGMp5{B%
zifXvJiMU-ZGiKZB>=K5TsOC$uV0}|HRMV*X71Q+GitXB}=4hI&IEGQvjhb&7itkli
z{8g%U#q^k6s~Lt;bC_z@JU<3|TNbS1GRHKS;TW33l$z@36-`ror{d^U-LW;NrfAIe
zsuiVTq8LvxRKxK!n`w&X>#h-lom&G|SF8B43Un2RIl7^Fj_vA-XSkH;`5w@(qGVgw
z6jiHe6~}iCl&2Xws~K7h_GMYHeoe7mR<>Q!RvEA~%dBQ9<+7)$iVk!YO>q^~X3VLW
zx>j`!w`#Jou9?ikr_77N-kAmKdC0{o<*HX@HLt3ezEXB=MRzpQH9;0uRW!To)xfl>
zt9puVJGyPwD!%VmRYlQbuy<s^R=u)X(N(kTRaKN;HEOo)tD0{rHN?<J3{_VRW^2r;
zfgm1QjA>L*2gR(~S~X$W?OCvHO<}I4Dym!YT%e4W0mM`V4an8Zn(OE~GtmH5eCPl^
zb1OiDsZO=*_>P-^Jsp81EqpFKoD51W3}{v?p)Y5HCB|Fhsm#Z>swlE%YUQ$DHqp*h
z)Ak*3(qpx%$I2B?w`-o`m7TKb8Y<XL?LhI$x>u`}(Z*R!v6pATI*wthre8Cw4q8nW
z(&CqWQ)ixv=52V87`0MW;b+FEXf;*W$~DsmBCG;Tl!{`<VCS=7jWPp60aMWx)lobX
zY_962V<;8hW~QxIOk%xXwoOefd$yv~{A!sRspcC@sl;IK&VohLQcMVf&TP}KI<8i&
zR3SrU1z@y_SJfb?W<`N))<7P=RyJy$ZR-ZBIA}I{BI&P=z)~*&1>)5_rR+ggR1XqV
z2I1VY;u>1nuKB9Z48zoGuJ6@!`m7A*I==52<#JVra6rAp*uEwUR&i@~#c@#2vZI^2
zQdSvM6H_7Ys_A)J*)97D$WgA8neJ99x>v3$zE9|DO2u<xu&>I31s~L^R>db(N7Erm
zAf=7g>FTUXB|<Ktu^i?(T#>LEv`4wB`jv{WdAgU#&MUKE9i2fTfqI(lq4qk!<7);5
z2ezOMu_|x|v0cq@ebWZckQ`>{E_1<*RDrxA3$_fYDC@SND0U4sHEpeI)}T-A8aP?C
zof@=~Uh$YwMNxiD*9_YLi=n)rMk{u#?gpgqKSP6qC+P7_dOSmqC+YEddi*UtzD$p=
z(BlX6_&PnFqQ|%C@jZGxO^>hA<L~M5pLm?ZEW~T_S=})BBoe|sw|17>&5rF+AJh{a
zPjE7-8kgVT@f)dg?1cw9-Npi}l}(FxW7eSCK-U)Tq`83=&C<dtEM8l<Te^=6H0kXn
zFgKBBbj&(2`nURxz8JTMhq5mSC+Y&J7Y#4XzH7nEAS@%{k?b1|&Kh}tdG@{CY>pJU
zCbPgOHKB!<Wiw;C)?Zl?7_EPmAUoAs>Gi3~n4J&9Lp+8X4R9getVo=tS?n;JzRSaW
z3dy)2mOhPVW8q#bUA8)HxcXbPFq&K$u42OAx8m@A(8Xyo3j`I{f6>hOSnwB{!P8IB
z<Ky)BBt1Tb$GLDChGd?jx6<z0_hA5r<nRE|0`uNQ%!~l33qGQtsX@1C^<1ph@_HT%
zK8tVXgD3d&Z|FG?ERE*Zm<t~8X*J%$49jbDX&D}~XiVh~h^agX;W5j>yk@aC3_edK
z?-g8v6`_v)o^?^|UJ8Mwm?gV)@@6%+Dcm2Y^_qhP%OA8|6t=V8Z#6Ak+yM_7UnF1$
zea!yboj$YR3=y}X@yYqwaNlyL3*#YfH@8}i_Mp#(bDzT`Yv5oLe4k%x2W*}q0Mkgc
zJl1Tq8lVDF|A~Vo$~62HlzadE=%R>D!?WQ5j~0?Gkgl^F^;<~YKbqQG!nk4Wryc|a
z?#|DK2gRpeXFx1$v;ml*{?mgc2n<8Z?bida=xn$*3R*BZU>iU1nkBqq=7U4-qSLt#
zFIMYI_drDIjfHv>|J3wSik}Uq8tpS^(~wopQP>^!P?KysNfSNDn`qlX^X#&yjiPzZ
zJNeCX+8y-zot8x|nQT-F^0})E_E8IHd8o{8Vh_o`wa8Y6!8bVGE<<z6d2wJ7O^-FL
z?!tW_Ys2PM{WfLUOCx8C#0u7?1y~A#?@%(#)6C@@v@pkI!{ED=dP$n<+8~a#1WFD=
z^LV|}V#hHdXWio-J9E6(Y0?Hp8&~<lji%i?ZgD%-@!4Rov;zKHJohm8A%F%ypvN<K
z%v}}y7(c7QPw5$6o)!jQ(y)_v+7|0};jU{n_!<9VPm6UIm<6BnC<81C_rMN>rfw~v
zEkpS0i{XJTYr)_oxYg?nx@a}4;la_=&Y+J?6qJ1*=P3*ea3D?w;^kp53G-7ny$+iV
zOeK_lFcLlimzpm%lyEn%EYKjT4ug<BJ=DU5eHQmNMuRb+)P*G%pI;a55eT3fKpnow
zcGCCzqneOHx0;{?UQE#oRESrRQzCw|hu&Ngy%F6+Y#Isn(z{EechG=XWwVl(`|0In
z(MwW=9{Q!I%?*Qt^mb2UX=S<LEwFyif;}j>lqW_w`<*7KmauZZEg)_Hg10ci>_RVt
z8d+|S1a~@VyU<&HYq$zQ+RrZ&6;rpU;ZSEani>n=3W>>)(Ko~b4;nxSCx3rM1PauL
zVV4Sq4UsH@Bvtz$v2C^tWzAgCyRHT&P~+ewRP8CejWL9=9Q}2$$=kH)!Qts>x(Gwm
z$I-vv1MAZi$tEtPYPCxDqJtuDvZQ)rXR;`>+i7>uRj+&FbykMq?j$>W(V|l8zDmzc
zK#QO+bLd7Ey@cvwrn{RbP~klHejWwSnw`!f|85vw#?zwnsh|-*K!yex?isYjHxaBU
ziYK5hUm*7*z4&13XvTxlt86*Dm)udzb|IPoy9ALO4E7>93uIrHEj3q4xI-0G?6gZN
zEOFckL-$^7$a>uHG(!87cqP0KuUJn!PJ9bsE?f5w<fj+YqYR*gtJdDykzh{sLovs^
zMzn*l^emqOW11U`V0;LpDLOM8UAIF9N~$Q>F$G4a6q^?N@G*FR3pSEGjQnV0zQr((
zrjPmh10kfq!a)<i5<2Wfv^<<iL(<3xsM6XGD2XqSVH|;t{sfpB1Xo*Wd<T_PLhqcs
dN*H>e*;qs;U+;9h6z8evHP3<@Sq9GR{{i*dm23b2

literal 652325
zcmeFa37j0qbstRP#^MG6-ba%niCqdadtV?y62wIk2VnpbA%WDWXQpR+1~b#c>6u+D
zK}eJ-$pGD!C~+zIh?DqGY*~sDJMs}*c4XN~oP4nz-?5V~cH~pB<oJkhJNo|bRaJLa
z*X-=>%uuBC5kGRayQ;d5SFhfC_1>#j&#!&u;5FA?L;r%Ee$6dbFQ%R9Y_aZDD^9hs
z5Nv;>SuE!d$C6%N7<kXZ<%RxWwOy+%oDBN%UanDhoP4pq5bTn5G#kZoI#aV7Zn>CU
z2sUKSH0r1Dw(v4OymoLQSmSyXXCYWy_huY?w>t04qA}kq7xSq(+iy6jhGSP2f_0fJ
zbzmXbn3nDM3yp=-$nfhqYSP`<@AkQy+|BM5cdN+BdDTL3W+B)jJEPv$9TXYi2-f;e
zqse1%E;gL1U-YW}!qe#Cb>hoR!<(5YJK1KV;Z+xc9WpiN)#g>&`pUfD$W$@L&822-
zzTwm}S<kzGS5<}UWHHcf;kOk6tiKSpK~2}Ib{UQ37J}<VxinJK#VT^ddpMX(-tmhw
zvCdFynTG2SG;frR$ewUk*={%&7lNB)R;5{P6wy+q+N@-qda*jQ-~=1Wc6Fv{&!CD`
z4(i@q#dP`^+4RX^Ys0D3s3M=IltFZ9kY;d@=Wo!i+5mFi9vuYo_=7pS3V>lqb*JXl
z8-u`sLBPiKs-x-YLBELEt=YK?XwV;&{fdS$$b)H-p7Sa-uPT7|+P41g9*w;=pSK&f
zgtM4LIr>&PvGF^>`dZy9IXSG*b*C7zc(9uQF)gM8<ub5UmdFsg){8SP%3gzY6nkAW
zGBh%}5UigCngRD0+^JxF-6=b^@6hwwhL^YJ>1iWBWeSxB7W}5Nm$S=G2CI)&OR!$N
z`wMn(Bi3EB?qn1`WeUZzQ?&^<ufJ6HyvF79C6#yi5^((TLSW4}4WMWvW0%X`T&B=`
z_SyMNqi$DyU>vW=tHG_Y_YB50Q+IqnlPlZ4@AwN>gT4xpjCuwn0wV;1mz^4;^A_K0
z)^kqAZx#y0i%hoGr0YHrHdN85H**d2H&5*YZs`gL4X@}Ft>|^>Vr?D|?ujPWuc*kW
z=Da+unqXtIQAkatuo_XBb1_$L<{erdw3-DK*>&H2qJ~V)b#fPK9u_nf{>Jp7GoXiF
z9Z=bL*2OyX(|NSAE!cSa@PR`o4s$o|z*zjjjA+&$L<3GeSM;3>=4^~h+^m-fN6neL
z8M6SY93X}M%Ao|e>mSY3i&*G{2CBflW`PU{eciiQtnhrOf^XIff<E|-VlLymUSp<N
z&CJ<(f|D%m1lx;M14O~9`|bnQY|c9c8+0jC_sR|s>_&VFJgDYq`T^29*1YS`OkWAM
zQ(nc(H-UhJSd_Mt=$V(L<&Z(qdXZD_FjJ{>bFxBA#Jap!v5TO0x8a*grU3k`dJP9u
ztKgtbLK~1N2l%y_KNRbW@NH{teul|-#&67{&)`PPI~RhTE>>EZR$I6TfKqaRSd>w=
zR}<KcC9qA=*Gv}k0Wy3t*mA*fY5-!r3LsLGJNzbQfzUoo#M;|T><65Y#z6~kCwEkq
z$Ta3_ygaT4z>3wpa}l(lQX!aPh*%D&pbv{7<J5{}Zw9UM8|GTP?PRcEnnCy*nL^n{
zN3LM(0G3^!$6^!ETUDFK3J@#<>qzlYjB9hnuF^X6GtGJ#)o-X48?|EY!aRXcK4-wq
zXeppCyYwW?!wgs#GS-1v5l6ogTqm9~zLUcfm|+bv#j$IHEi%2})q$nF&ex+1K^S8^
zBc7~#Xwn6V!lWE2&ZIeMZNtveByKoMe>tfStK3OtLD|5{`;HfZ+SM7#X$H4dY%B#d
zPJGxV@{uVQtN3xMGw968U>kbiO8!bjjV6zioM!-bpc!`&bX1iSL+fjl{R}8^u`rK;
zZlbpwu&)l1fr)AQAa4LAWHNl|V*(n_G=Z#)|FPGMEeE~&nL`-Tu6ULtQa*!cqoTu1
z!&jATV9y4YwZIGjbjWv@JqT({8y$>WAZ!MrfNT3iiLm5zj_Z~4^aU1)Q)^~v1k6j0
zKD>d&%4>o?PM0Fe8hXJpiPAFhg}}+hJcd~;6iF~#->hD!dUNQ=CeHIgO2JOtj|Ut0
zy;;oDi)bU~q4k9U`8I<*2X9-sAW)vU5f68pNb(4+!J#;9tJ|oQGdV1<FiG@M(e^NT
z3x5srBGGTP>>H&(oV*f*1$;1DboN3Z8pN8*VC`T*09?Dc79f*I%FGq>gv-~+{_;Y`
zvLTc$Rtduv0?|dFLWWl}TH4N)Kqk!9i%d@l7$Ok@8P+f4REPvf+`%R1>P5n2qM)d+
z58^`cS(LLOFZA*F#WcD7!M5mC34I`L1R^dHn>C2b)TKOTsqEQ#2<$8_V~Laa2Wig(
zu^<8vOt_6k&EGdTI8$u6&1@RfXwbDG5Z56~G*XZv%OGcizOf6~!DIIQCP;~_{z|Z$
z5@St-8Jj_c>NeAJLZMq9s6E(cSyt4NMGUX+fkC8W+(kf&mhc5egEgRi9#%+G0fdAJ
z(6=+xDT}uzme`sIfC&b0GT6wl;g2COZRWRvJxi671hs_|N-^Zx&MAHaOf{z<+#h6n
zBw9+bI=+E{Fu{#21n=x^Bhh{+YT|rvn*h#bov8MA^tN{5iXb^8Zb=9|5^n%|Qv)Xl
z#lCcqCJ~=8_m_J!Rf!|lkibUT3llHf&C^c8Ql?phkmf+tVX<0Zh!2{TwLwq8K1ETI
zqlk}TJH@<|a<1b_1Op~oP=u5RY9Q8Z%>jcE_<SYU#U-Pp3?pQ4?VEtooaNWb#fGFO
zS7jPasFXZWtEhtMk&s5IZlqr?zGu0Zl9Z4QY#05b^$Ge{^&PvOb7>WbCW(-$!Y5@~
zyn>VRdu}q?u3Qan6fKevC+b8k6_Q2J8#x-z6SCM9xeAF8l6+4(i|Zp?rF}%D*2r)k
z`gV(%RrG}nQUkfZGnVaD%k#XgQgxvBJOMYw3e}wo*pVzjvlDNC$`L1R%(L)7+4si2
zrTWkSxL~!(LN|60b{(u8^bB3SEmqWps7m`DAYZvy!Pc5f?246Oj+60cXXw-GVi`WR
zdO2bb!H#@!HXVwl7I-B#Y_XC;W?`9p;oNh5*Ic8da|@iut~sZjnZp-r{n$`}xeQpB
zh}>FrC|BxLOC+X2s7YMtA3UGF@68Xr<L*nB`v;yo|J2h@J@xe9%wB8HQ%~J}@1BAC
zt-(R-?t86@gZ-a{Rd3Bfz;G;xN?`nXSy|uZzP`cx?(4JevraRVeM>UwJZSU9hE>4S
zTDEl(TrQ1LRPbT!BkYQGiPA1x4ZDtQCl|09o&}5q;HYR=PIUXSs@OVs=8UBPW_bmx
zih9sPPZba!i!uAwr9)4gIK$AmY@H2z^iI+2JFPkJKhaZxC3*UKurGwF=ns9^FFx6;
zno+<7a`+7^SB65w+AoKb=2seEKX$ebfJx94Wo+&%wl@~-1q$;F+j4Q%vCvbVu42LJ
zmrzuV&@7?`(MQ#TycjxvLj}10^fOJTK7U3c6!Z^aRcYYPVLRvc6Tqzf5AxT*23j2b
z0|WPSJ(uGMBPuLbt4^IDa6ixXpmh+UbQW48V1!e}<Pv&Xg6CUBAKk#l!pWztCyV8>
zm36EdDF=WLz#(qB;o1%2->PIEMg|JgEOVKvHB+~<T$(Y+uI4drMp>&?bU<He(m9JO
z5?@yLG^i;My1Z4aT3)kJYc^uj$fEv1bW}_wMstveQMIv`yDxfwis=xQ*o%Q+DLEHw
znA3t?_MN>J(Hg2jlsZm?h9(^IyH`$($ca)3Fo%h>=!J=<Q0t1M90Wx{O?Tb3*CHBn
z$jcof3c^VW0cKHzcVRU#PxQ`9@%}!ZF@W%pXU#blD>y7nwMETfa8WzRlcdYH2&#8I
zdieC=6ew1cdG1{gaZOY+z(`%DPNElg-r1_h@xqUaZgbiA5W>FY>JAvJ909FW&??%n
zfxr>z=k5R#v3I839W}?*(@Ibip&&t+E+B#Cs?Hn;50kt-@95uSy}9LVB6-h1fBL?G
zJp)`VXbEOi62~R#)5t1KXcAQhjM~Mh0eR2`frtc5LW}cHN3$nJe#C2HCM1qUnKND^
zHUW%)T4n_BSe|H+fOphu2waS{Nhr}D6;X?b<`~N$&C*Bzo~NpN2I7!r978QsYnosB
z1@HwV33xO~qS$lKS@DjGSJ~BgrSz3Pd{Jkb)EoWOR8%{a)rOR=HGQ`~_PJh`dLw9>
zfPin^dvCn4WIw3>*d&SCc{t}sp4O{2(1yOHf5!Lb5CmNn#Vrj=61Gk??>`A<#KWga
ziBpFG>)!a9WF%H~(SUh&q*~AKkFP-arJ4loOR53$72(pI(OXzh4w_oIvjqiAf^!K_
z#A-_rN6ZqBf;3(I1J?fi`>j2DR$9AQ-67R^jD!QO)|ZSPEJ$DuNF}IGfma_GQ`IUp
zv06d*ENsMQijeWecU+?aak#9~J}fT%v&2O4gRU}{kN1}NlU!O@J#na%pnMkVOsr@~
zP&5%B;HQ}tgP~&2Tm&#?h`bR{h+x{Y9(KJ@e0r&Rv&v+W*)NzY=@G(y#u|qGP~y~G
zPgU>ImUXNYx)*y(`{3SA|Il75H7u}SlL%rZAq+r!6j8*C6j`9XOH-$-9uy{<gnl6d
zz(Tm)8EyQPiXkdO`U7l*d_(21Ro0>OS-~2i?d(%^lR^Uuk)%Qc9U*C)w|nkXQ|_L`
zR6sketOsk^dcZZ1)(Pwg(mnP9KGc0sZHSEyD>-4MQ=6q=Roa41PiE4lDpE3sn<n0D
z#ndxWYoj(yIVf9siy*geWXj1)6%+tS8#|%A$ifOlS{rN{Zsit9CCVC6-m(DDQu*zE
zMm7QZ<zmAGMKd*VQq(h+A)OQ6p&+CJB`CZYIKll2c)5HvUGi!FGFwkqoyK6bRvDCK
zABIWMA0Gq;q$-tiDn~s*Vd%_NWij>PR+T0dW~9Yj^;AEsnokYD%o%=?FM{vDvL*7*
zQ~uM)4?hRLBAu*M<)X)<v>Br$?7i2=8r+U$O$L@n(W`@GjamqX(A5zhq{w<s^+^`x
z_va)&z_ej6_<pcW*}x<sU=p^gB(kot9vc&*(we09yc+CO@3cUrq5Mj4bC?=w4#X~k
z6<jx{Y}P?2!<vVMa?_Ew96xTIJaFQ$^}yj12Oc~A@PR{zP9HvV=0WHpqOXLh82e_j
z&+j^Z;N;P_95{+kjvs%xTugiQ85G~lW@q3#h#K~i>n}Re4!ucafcTM7aFeuDKf)&S
zK9R>dH0TAy8*ER&C{}Pldvc3N#KH#V1JW6`XXm_fvr+{>ZW4(NuU2+uoidpT2y~!S
zn9N-w)6|-Xbk;Tqh3l#+Xu@@|WKz69ch9CDk&K;=u;T+GHekPOSIC5L?pxtY!9<aW
z>pj*Pz#Y<90pwqluwV%SM0mF#lt!tTu|CChTla)DSWjW3(o}x_IMATF_b6N~E<Amy
zNm8{mfJR(CR{T=43RMq`7=(XOiF>fuy+}l!&4nzEfjdES9k%%t6iyBADH4?dIv-OA
zs^ngJ3JcqrBTX5E_)AY=J&*wBlMU|jCCPLA%TYs5xiCJ}*}>vcST{kXmM<tWxS#NL
zubvA!K-$|dF{<$%>oA1Y&Vjk$2iJ?qi>cH?rTz|)#ik%h*oZuAAjbqGVr6dxntAoQ
zH|K*^NbF!djuTsnwIW^V{I(Ne<t<Xo+I35ms4NWOric`Uv3$0SgG$3vU91D8Sv$Bj
z`koAv^vO+8Qr*Fh96CnVvDrKWG~E%;g}?)i6)b15)JC!5fG{l_yFH#d=hZKef#=xT
zc&c5^!FWKt>c*&AnHU@7s(0K8yAlaCa{PJ`GKR5fU?8|PDpSYG29JR<E2Fw}^x^tv
z*_;$F$6(1ct2BHvWH@<r=S{JC*!x7);b&|Z59;0pc(}ks12h)qU|#Z9gPSR#Vqbt}
zQV<RDZ@?3b7er}6Yl_u^N2c%?Ioht0<K*Cam1t0!9V#bAYc?peGia>Ju6oesH6V?F
z#5B?RjVdEo_h6q2?b8H)s<WZ`Ohf^gy8gcXsdwG==6Awth;yYthnzK_3h)NHj+4oh
zj={oo3K@gN4po;((#4Lxix5;m#~KY%w{FX2iunw@9oWPKR08_#B(Vo%B9Xj32O*6N
zG8deAAXA>o_6O^sqK5sHddp8<0lmXwgH*MixL}#QmNt^^5@Ipt0LEiTE~HT;UnpTU
zAq`I*jvJdBF6e7M!;UCeoOk3flkJVPH{@zHq4g%=OSg&d;JoDMc2R1p@!d%oOSQM1
z3PFBq&Y+jx1(*r1LKhpRF+z|R9g_P?_N*-odP`P&6R9a{F;g^Y$ly5RyQt_+;d4b|
zFjmPkO~4sO)jYceNau;G!QHaZQUkb4mXop*t(`gvtPt(UcTIX4T!-~hc3h`igE&&n
zL(dOE1*|tphB1Yd>TH-_>r_)sV8D%0w)`rTy00CE*)z&!>jh+kDCI&{Iv2#+pq)5K
z2uZIegBzl<!UsZ;E{F?JR;5^lL{qOsX8h};O#TjHxR6`74L1GyV76Etbc^KYxDaoG
zSS~pR$g(@avMK`(Pf^7HCb=BY`cOWA9xT2v4wIbAVAPEzQ96-1wLk%oXTWg)bashh
zrxl3bGEK@_Ypbv!!O3!0JUPy~cE^o{APmYla9dhr?6uN%9xH{dQR#f$tC7hUd`0^X
zE~HqITMm*smUfVY*)S#;Wil>V=VJxM`^{QGvL0pFUxjMD;{LTe<^Ii8_iwMbe|N?G
z`z!80;Qb%*|Nq7RUn!9zYiTw8tieyPJGM&{HW0Zf3wE*7rdandA6-BbWuo$1IDMv2
zQ3=;`0zBB%B*lD0H<36{&5$sIali|<T(-%x!vz7O$ss=uI1V+l*eN%FC*+B;p<(+M
zXp=`01lO%Fz@LW|o}FE8;B@dd+GbtwL)<|BwsRKHIwRa51SMUEjcK_7iFFNasNhq}
z`zo{`ij&WY;6&s|B5LPO6F(F@4rYLb4+4$3dP(~UUo*VjW7;l2#zG?;Ri#)#h|1rP
zlmVeKqm~xD7zF54hF=EZBl8BjuvL5l1kY5!<!DcJBPS_ND7^m|&A@4Pa~?B}3?#}7
zR%)~1EFAl}U?=CqA<Tl204$OtlNe~swU_Y!<%RdF#^e-9e?tZ}8WSMM(=<wd#Il`*
z+7?-2K=CZ$9oFijJd`=Skrx9KALYF!p^@C1g8Xy$g%KEpp0~zmM?h4*hdz#_G@-PH
zk1SATy^CPJ@Gz=oGdU=eJn~~BG-Ob0Ln^_TodLmq;Y&h|l5^uO`oIB}Y5Aq!r)IVw
zPweA~XM+u=Qcdgx8mSb76y!l3tYUXnpScJi6`?2K#&#mdnFTW-B1ANvIQWh4IB%z(
zJ&<~P=4tsbl$y>wec#=n8&v+HljF4^JyKSC1;_z6DOYNd4NpIia}vb;h0-5U2XD|m
zg`1Siu9s|M-l9I{Wck6Z+6PkJ200+I%lLg$)RSbcXp-O+l~HmjiOObbt1p<pREX`z
zK2V9`gPXJ_gmmj*!vWdsYH)qjjFuxly+!*JiaavCS2O%Itx_#p2pd_wD=Jacw;dnA
zEoTPOFr*T@LOq}~i4`?0XE;v6v5C+@D83;_fnxaV4nX})WC)E1)pH$kxUA5LvJ?)y
zIs--lI|_`1gqGGN5-C6$lBETk*!?KDM~l+bsuEs>!!A}fFOZv&Q^5uYB5V<x1sLAR
zSq$!$$Q|IZi5_CW*f2pGvPN(&0-YQ+OUIB)q09<4(mH}V(JzW6A&W4;Aw!5Va33b8
z_Xd_5VXQ18cu`D?bYqkU9TPbe#xe;h<cGwnh~+95!T?^1B)U>Md0=KUXb^5>P}TSu
z=*TWZ%svuRvXy+Y5I6Ji<g7dFd}TvXMc(=TAng~i-+^jva3npN9t#sdZb{!pb#0^r
z3Gf)k1|S&qU3+AFB6YwSdF!)-W6r7kW6g=T&p$Re{`RB(+p5_&SB4%hKT$b$s??Y`
z_x9<>AHQ&5KlDAkff2fHz|e+BGGFl^0ycxwv5uPBz=!3cPRZf1-wjk7RZ`46Je(d%
zPYi;UHU=H+W%4Pzl2@I+k!YV%vZ&8fP&vZww{4RPrJGkll(+>y&1OKvO-_SCAW2%-
z4K1d`5sE2d7$kSMIBx+x9z?P%J9r44Vt=s7F3;KXKK2GSDfTu*(%0rR7v7tuRRLL8
z<$#aC)(oe0cGlPyCJQVEQl`Zdq&6n=G98}mgfyhOiFBI%@O7K7d1wfJooK!f9()k%
zA=u!pNdzktPo-u%7+Bgt3QDE)d<A{JRr_8kJ1RwXOb4K@BfOFaUBC!yHPY8%>E94f
z7et=50;G!2zERZpWN=&j6DeDf-lQNlC{IH+!}{I_MGMptyL|XwVR_nfjt|R<oH$TR
zq)T2J%16xMZYpJkmWcfvi<KE@!9YaNd5mI*$`q6o-us{-EbD=v$?ud>jYKGHCBdX2
z4zXjV=64zaoX*M+NB|7!V-|;H+OC28tUrT7Cr~Cj*F+9Myk^~_r9(jAV8bD4Z;uMC
zM;YSO3+_?iTQf_$Phy4QgY{><+*#U>MwOx!@B!@IWtB(Z#`PG|Py~a}&L=FqZ{a-)
zrMFSbebEtvSn3VXzqdLr5G%5iKGcsMa4yciNH79;>%b1+Ee!B)zy?<M<39cs{DZoH
z)f%i5+E9l!7`jMWT74|T`YiEZX=ZJla$yh8lg+F#iqdh6K%90fJ%Ptkg?>)q2Vg4W
z4}BCLpz*;oEk0Ou?8ev47GJjli}B&S`C&6yi}Mv;W1(~cnRrpM_h$BY4tdJ@QZ_}R
z)&hpMO<+3^Mfhsa<P)|~ej40x!Tl9+*r@aXq_PHikjGe8zdP!V1*>r)3{tl{?oO1h
zqGdcz!lZ<~3P=N9rrmv|K&0RAPN^afM34KU#|KZU{5QLM)#F3%!|L%7_n>+_bTwEn
zO%~M3;j1d+2$qECN3en5K}!WoKxIGbKBgX@a8IenZ*Whm$EV$QsK<AP-LbEzv~2j4
z3!n0?qp}NOKW4%w*DWdtl-vudWZA8#$Fw`B3RF+3ColZI=02lJ`e7pct5wO_u$yz?
z)5WlJ^X{|i>(ohi3b4B5KF5DAho#?jl@s3WKF@#O<9;LmeIcymy~nOqmAub=zk2*&
zSiwtSzdjVEeK`F3<?v}C%zY(%`be1jQTJO_)!*iRyL$X?Rkw7zC%dJfYh&EY?+H&L
zxF5slzSsR2|NR&4_t9T<I)Q0`JH|=kq=C>XFSrw&CS3Z}nTZ8=FQ>|*1=!cYL;@}#
z3rms?w;gfr&fQ0)-S2ll&VPSE{{4jeaW#lf4ydPp89sf={Z}gSU%NjjA4>;lX+MG=
zuIkh7534dia%{DF{Lv6(KNca>zg2K@fBe`rs^m|&pNS2G1QvO+fNTFL+0lO||9;l}
zX-@x~+pm!8XWXAvkDqt{y?Xp*_gCa&<d+L=p`f&3p8KmIHvbwHxugQW9zFh$`)^e0
zZ@B+eJ^rTqTk7$5-2bT_zYx~-yYBC)#NT)SKt2B974`H-;nNr0|D_UtGEDsAt19hF
zVcM6&r$32$_rIgZKMfoIv+(K9!+QQA{QCcdPk-tDm29T86|}RojeZ0KO55?Q3YK<I
z#?Dyob$C{dly*_Z?pW^ic!n|z>$r3S9>Z#G<aE`-P4xB|^>#Df)N(7`f)~~E(ye$Y
z-9|sMYq!($9kB$9p6`q$+)dB-#1i`Ptoj?8;7643sd7pK^vQj(?*{RFrSuVI4W*&@
z%P?N9s+<wd5fr^NikH$D{m6uIdY+&kS<xgtPsI|Z>3JW17-ru{tLp_?T?E1XNM@Q?
zdXP#zq)I)E2PTP%L(;;5eJBsh2!D7W{O}PxiL`@wDjmWPmpF_EuA+2=(vPb2$LZ~u
zdOJ>UC)C^h^hTVPYdA%3-=N-3)7u&O7Hka}H=BqdO!FsasnA>0CvT;<C)L|IdV8CC
zdpo_IS8q?z+tcdp9e6l)EmxSK$J_bwo%FbtA8kB}F=z2q%HfC89Xt&1Qvpw*Nsm)z
zkRrZu)f4vEFv*EC4?^%*C-&12c~9}i+JZphPT0q;h3LVx6!EQqYDqoeoISP^ut|`<
zF+5!nk_fh+v1KnQ<*3HM6edb%RzqgG;|VxLkv;)d{P4h)Fi3miEcTWYMW1$Cb`^$H
zAAt%)w=SSFr80iFlNEZasy7c0V&FAOe@3O(@gRochb0<RqDemzy=UopE|zc+&x-h$
z<|*UZSnj2G?sJrJIhOk_dVY5-;dy#~Pb}d@Jcoqhn<*oR<$eo2e;}6dL3(~Emhd4w
zhu?n~FJgc%hffRf0<TcA8tF&kFCUE;`_@=ausgD?NK29w1)ywDmMO@CrElXJe9S6d
zz8x>6@1P%<@K5OZJ7Wp|6wfDRZrqp!;}euvd7L5-aWb`_YWZiek4pbM{_<UTxvGkN
zcPuA}+0UTMtqF4}WL?p*xZO(}x`!a5^0tKolzcYWBv;9!unehQ1-C@SNZH1=Dk#C=
z`3bd7IL4SoE-WPu0AuGPq4YiIc<FoTM<#rXp8rKG;rsBc#u;pf<xdy}BLR(0Msp(O
z1ZSg_%_|h)f{kLuvy4s@`TJ30$TB`2dkMBlvsU=6JEoY{55&rqK7p6gC+SDBw0}v@
zpNb{?D|-Idv4kI_=O2nC{2O}ybS&YA@vK-a8L4F5uvMw2zYVkhE`0j?@CkM-RS@PZ
z^$4q$dX&a3+2zp2C9_LEg7(A0r60vxxNv?f{_=0}Qu=ZFkp$$k^!(GYgwNqQ{Pt%k
z<7Z>JKZoaV0slwJ_)oFi|A(Icb1dQK@f=q63wQ|y&(bgAEv)Ik&^NzCKeAiDjOUPy
z{R&=={hZ4BRVwytv9iBT&%YT<_$@q#AOE-b%YTo*{J-&+|ACjVr@tM~`5nBl@kMpu
zf5wY`fpUMBeq_&okDh-&mhcD3gg>N&KZ=$3B0c}FSi&FE^Os@?U#90ji6#7RdXCre
zr$_(-$WHuOGW*Xd;V<Y%miRx(5`T$=W4Ej9ze;BRH4;Mj{7o|VZ{xXtm(2b9c<w*M
zU;Z&!^#8_lzk-)=`%=0FLRr{@YvV7gNM>72KXPzu=y`1{VI7{sZ`b2xKo#9Ur8dTj
z_R;gESi)v{-V#gLO3&M33ESy;M=W6{Jzp0~*hSB~V+j^L$LH@(B!oD7SN!EoRP=88
zk&AyXJ*Q#`L-agMKXUvdcn&KYrHrvy?l_*Mpf-U=A>U3?fvH%jeRvK*c0Xl25X;?<
z=dgtbDdVA7?!$OiYr6?G(iY)73(E?^C9u;OP9c&ztxO>kcio1{+Unn<w8P3aw`Tx0
zOK9&Xa>~hA)SInB9hwIF6{6SrQ}QWPScVazcDs+dkGsd+livihC$wD@^1>I^AsH9O
zeVo0vNmlS-3GWXU)zKL`LO9`?dP+?x7;NNyFA1^>F9qA#GlUetU}`L!kZA=P-(-B3
z(uOsVId3#;mmyV38!3N#q+V6&eUyINA_`VjXgw9$9CnOi#*{W8t%(lGjtM0-{29<e
z?o4Sb3UITfZS+J9mA2Cl)mGX;KU7C)Cw^$+!@xo`#O-p%q%T4`w{UE=iddy0n55yr
zRz-LO2Tq9BDwTJXStPeF_)#EF1uF|{LoBjm8=<-vG0ar5&}N{#jDHo@75P|EH)Oo8
zFqf?F3&&OkyA##P{l~F2M*9>~2p=T71!Dt}-FvZLDjwU9(*V-3iJT>{2E@s3Xr*^*
z={O946S&Y|D!&aFLtqkW(2)yairY$_v*dvX>kmb830A?+D%c`Si)5W36AGCh;LwkF
z5M&g?Vne7JsHp(lt8k7%sS7xQ4BwFq904h^3~(Q|sT$(WkPsz8HsHv$IN^X~KP|>j
zKHh`S`BTZ5FCsjS>V;hF+k4fwWP-yA$N9{9y67|tTmi65oSsKb^qp4IR<>?M=Ox@z
z!B%|0_?o#$9u5RF^3){D1u5^s)E&xy6DF|&`_Q0hpKBw&5IcpF_2_!`szS&d7;k`3
zXooy}$bIy>c)%1PW3zt%tFhhHONR>DqI868<A!_=A0QZL8yOX@r5S7>=N^oPr;=CJ
zi|fyB{j+Dka@RUuT`#Wx=bQeD-)M!sxc-ly`D=coRrccgx7&ZmZ?w{0T>tC;l;4^Z
zM2S38;f+L&y|A>x9|_>W=;%!bAc7x#gUmG?=mpq>tktyGUWR4mG*&s06e54;Wpo4O
zN+Em?oWbGAp^<54aymO<JJZh8$f!LzhLoY{>5*J^bUZ&%$PML(v)PecezcICnj9I=
zjZNU)9vX5S+a5{R2rU<_J?CU6#+~u(_-NJ{o*v1LO^%KZ7qXMtv8l1FJ(`^!9)+XP
z)a3Bw#PryBet3LjJewc2ozdaZ!dPy+eeJpFVJ9~_GCY!-%;%=^Q-z5UbaZ4Geanqb
zOy{y=W6lJ|HiClLk#Wb#O^!^CIV0Jrp==?WE3~gYpU(}CIFm!D*qP2x4Nnw?hjRAt
zSax(GH-XVOQ^TY7P<|RsPUS}O!((=K%$}H@EEEb;Bg4aE?Q1Vg5993oke!>bM;t(8
zV#t}E7#<qRqyJ+7&G6_jnztP%J2^2nI+YvGO-(pMW1|yJ9z}5~x-HxRiSdz%@u|Y(
z#6&(fY3J;b(d_7`J)9jM2b`x16XU~${A3RQCa3JliM(S^PmhlePiLKxiRt_jkeSL4
z0gfXRL;0x@^kr&%+O`WLqlJm#X}kfQ#z)2gZhO?pP8afa9=J6zK8X<xPfXdPQ%lr7
zJT@`~G?+r?hqF$0Y<x5i7ud1k{CJKM^QduTbP8x?kBttGj82YDW(&D-Ak*mhm@_>-
z%8+@9Ss5YzUeH074E#aiis26;YC#HzJ)nxpk=Kau2TPY~4lwy%v$)@^&pL?h0P7~W
zhy$9Lhey+5C_e%moSqmR8Y&D;0H`Aqb|H(7=AG%OyfZYJAG4?P+5Av;Xd*X0g3-`0
zhx0>Y`RVB)tS6`a#EuU+z{06)c6e-fBs-j+0B%l=O=QQ1CkwVSVUJBt5WW_M?1|Bl
zp}ajjJYAR?BAAU9#+~8G_O)lT<MzlzVR`}$IN2#I|H4pVV$8{p0Aa@SAORzjQzKbB
zJ3cu&Ju)^rG(AzkXq`z6cX)ExZeKg_cX$FTd(5#X3RBtK=+xvCh{Dh?`Z_w9pBe?O
zPD~C1JEsA&!t~Jibl$ed#+}J57Sxy^H7~Jb(vG5K#~ctFR5WVmhlYVTlT-PzyaQ|p
z7yx5uY61r4;pyDyc&;#EPYyZ2O=o;8=j6~Yi9d@@Z+<#IJd_7Ej^u%(Lzuf98W|rQ
zvZo6p1!sJGVr)8xcE+gK5C~4TP{@xD4NZ+<y@Q&z2hk8{)zFwdK0Its16d~Q(V>ZH
ztYCW@kejlz)4=?($-FZ@h4B=o$41BPaex#H1Pgc4UV>g?&PJw2r$zyh?C2Qi8*s%2
z{mhLyQ@Lq-5`+iz0)j=Bsj@Q-Qam&@Qka}9i~@v9P_$vHBAW&F4Q0nB#)gMR9554f
zYjku35FZ`N4Hbrgq(gxCSZ;E1EI%|gTqw|dqeuBHL*^y$QhELu;_D$WuhLQc5HAb1
z;0z+22@sAo<lcIHhGNgrX-ASI;M+j))m(=>O>Pv26e+{V>^DVz8O#;#(0L960)~n&
z*+w4uOKhy$bAp!85y}lY7h!DSK?IdGi!$Un?x)4)?l-ATOUXn3v5~Lg4|Lw8I*qA}
z{ghT9*!?Jc<?=Y0TWnDHObT03cOF`hpYd10nzPte5wl;UFu7=uT)vLaG{7(5BH9Wz
z()h(lN)<|2C&zG-rAdS)B%g`C*uf8~V>O~k(!kcMkeqm4D|S<O+JLBN(F>hWfUHO5
zo5A{qjYA-CLg7J{-iH=pN`5ajJhG&RQHwp(H{#1ugMMD19~wb3E8wva<FpavqvnQl
z#Ly0^XDQ6-UYyPT!t>vT<JojR1LCuVa3SQ9C^u66UWAK4xEmOk8%3PcCiflE{Zk}0
zM7hDy3IybU0OniG8iICkB$2EG1fxR7ajwWZiUV}Bb~>D;%jn!!y>U6~B?i<-G(a)f
zPx2hlB$wWgTug513jRXt`=a<0h(8|?e_rB0&C-YQx3oY%JcX;duF}ht(0WQ<L6-Ea
zA(THy3aQ7cFs$Tgvr?xBZ6gfB1HSL&ioEaR_#!}c>x^A+5U;q-rvYQIwfYa7IX(cl
zP&z(@$XYnmK9A$jDfsEn&<T9f6wq`CeRpA=XStg1!_gQ_s(8mf#mAh*CQyWai8pip
zRN3AG{e14i)BS3XgR@AgpT6Ckb!N~#Iu&MD)8fQ<y66ouF5$C5-j}9H;XRPH`p&ut
zV59m+A!=xlWWqym0ECsX5qOA>>v7lV_ywRbi&qXr<JySflXVbF0E5IK{}~JRuABn^
z4v(j;vlKTKflDY1GdD3yezRonA|G*V4y-;q3)etyQGlT_&v8-6VU8LUaaDa0v><JP
z@Q^RnUix6(%6kZP(4ejx^@?g~0nuPoEeQ2Mhe9Zc7e}}n`b)eVF1}Vcz^-M4?ToJ9
zONbj%5Pe~Yj$Yfh(l3Tqie)QkfY?N^G2B5X2;9aHU3J>C3F#ntjL3RpKhkFWD<KTQ
zI`pYohm+#N-L8`bNn}1vU1K7%Hc4dkSp(f?l)5&pk4-Pt;oJ(+#@!$W!wp?}4VUp(
zX^8K7jfsWEz1mHr(+&4B5X%rK65I<~<qQiEzC{PKC^+@LOhzp>LE79Yt@FRrW`zlP
zWgSjlfTSnZ^7dpqsuh8QX13Pq7u&SDl65WD;va@<u`jt6_3_CivNR0zb=B1@8eKAG
zk*Vf39I?hp7cg6#AEuLenxvf&#e<DhBtxFii<B!RQDgIC2*b-R0;IWC5;_wMJxiOY
zzO{=ppbjP~lFT+ICu+UcQb%&%TB?F+p;7y)MD3+@NQlXOA$$$E-F*nIG)){4fQ$k$
zWR9cvIS4{nBOwkl1mb95(<e4c0{NHsi3aC8wf^bMpes0UNy7Pdt)(vEY}DQboR1V8
zgg_*?LdJyTxGxlsSq{u0SQR#h8l0E)i3aB>ZS*~a^VTGs$F-KagtJk5=Ww=8i*TsG
zT&NJO6k>K}n<V2yI`?t;0gg7tVZ3y44ZcrkqwXPmw<Y0wTx+RI_!_l$4&U86y=V#4
zMapQ9ENJ8FAtbjaA(_)!>JpMh?MX<kgqI?=KA0ly0AYNG)+AfRwJPhRsS(Pob<%7e
zK(>~mz%?|O);z%AyFSE*Ry?4;G^ghTJ5C@(Kkesn$`QIQI)9|Ck{0>eWM0ug-1TIV
zB2El)XL2&%r?mumCm{!%BbS{67zQFQVe?x_j!OmwlzN9U^hLhdA>%Jp0IUvyQJ6n&
z`UvG=`Awf#p})_{6`^c^br^eU9NhD*{^8+!h-Xqm4G+Qn2lgs0mX-AyFqTpvR4BCi
z#}ehB4M2z`1a+b?yHJ%;1ShM1Dp3kCb`iu7?AJnwS})w&vpRzMNGbuP4uKMegB>Hf
zU2ztw3k(N(wP^ou9YKIl=b}v-o4ttJZ1cS;_=;5}#T=R+OOB=wP2;G0oz-yS9GO*v
z*Da2{TKyA=&QhdZx{tu}=McrI#gJt~D2B+XbRiH)9Avto`tiYNqC)11IO9jR+yIVs
z^aCeuQ83xfq;BK8UiZ_l?;<~<p|rku<kmW&1X=ov@BLc9uU7#K`o2a$@B6-1&{!j>
z?dEtTJjT!&?^-cQB^SE`2o*ro1k7o+2%mewB`iANjCBk;LIg<!Tm>2Ri<Ke{zmvj}
zG@>ZM)Rif+jo9_rUqm+@65XX7M8QNH8Yurc-p5|+{Ncj~EOKeFW{VC2x<)$Sxw*MC
z{2bE!1^vNwcyu=&ZZ#?Th-g{!Q^0=&u>{qicWN<(5K5pma}?k{#b?z;tvKA?E_)yi
ztuaRC!1@4YAT+#0^uZ~H(Z|QW;Q(~ude^dcp-CZpaH2ow4$>R-kFW8AuQ_P#AYX4X
zNPc?GAoqp33p6bv1f^H^No{RDro5`WvXM%M7IC57rXb}6Y5<e3|H@-(sE#txTZA}6
zkasX55MCI|1Z8a$>oDDkmxecw2ZU@F5`fYoOD@S8WKdp=niyu%z#>)3{%e3DItBT3
zJ3{)y36W=80=sm9$H>*z=4aY8w36Ly>1WZYz*j2UuOeD2aq`pXfRMCqOp*m1no9Ya
z)bi@3mczW3{^HhlE3S(vUndr;KGP~uo8aH*=>)$!KEba6ap-umK{3AiR7IPJcF58d
z7c|g4xv@yrj=SZsmq-Z;nG$;>TQ}B<B8rHrA}uVq?l&#6yXj&JxBUqDTZ6B%A_;_D
zM{_e<gY)0_2;rr)5pCdZNs^Vn(ONP$aKW)m<_W%I61LZU7VMNH8z7z{lxNDG94X8o
zD>yksTg-_~9NYtl$qV5my@Y9C<2um3#f*=ClwcP}d(<a=R(e*eHksSo3~VLr$*?}$
zmYhr-gsrU)dYM=a%Bq)KY5JlnwOBtf4+x`6OX1hKlTZ*4gW+on+0_Bs0=hhpZ2H2J
zL|_r5yA#Ksw2spChLM1WYZVc4k!|{Zx>V1l9sEa<E6broF2zlJxNwi+at=Oz`ry>)
z^wc<X17y?iAvg|6;h8t`IS9PC+D3@Zae<4S3als2oH}sY;s8_>#|H&)DI|F+NC}(j
zB*AQWT-AD>KZ!a_QiTVRx~{yzMU0V$X7`W5TX6(_5p3$B+hs_G7rqUo_lJKHWIpJF
z#5Ix1iv#oxnrZ^pq!`COh0{_H+_OyR>YRK}8>B5Ig}062#HhB#Rxg&Wt%$)km9Jz)
z2!SoMv3H6KCPTg>wl3H+LI;PEzV7b=iB<q^Vb4z}9rPY?e?uoG0sS`<b6h5tuAn!`
z$zRI|u1~y7(<c4#o=*CnxDeN7J#{>{kMv+6YU6J=VO`N&16d84do7rJYt8ezMRJmQ
z+~8(7%~0g37W-Iz>f066;8E-mJ{TI6yON8yptaPc#lfgOm#BUDw%*MLV=7u5ih7m?
zx97F?^o73?;%UI`O-Z<2)>`TkZbt2$!|hhY%uK4G2XV(8-@LBFv3*eut{>G#+e5hC
zorLRx)>4;nHEQo1uDcJ$Z2`&>p#yZ0G8!a5rH!wLkh~`e$xmo4bqPtM_Rb->^Rbwz
zMwn=HFt#e7!SM6i$a)CFdy_EyoYqp8Ff?lK9ENwCfX39uR+H{1^{qiGTl6ZhufaQA
zT)nQDM3*eBLHECFW9}hz_aveFn_5d<Lf5FhbLd`o#?(FQDB7}w2F1V7#@0h9_9vnE
zr&>#0LeZ!_3B{F2V=<qB(t99G#ry?IFOY8Kz4(!=HgXm)ga|`qdnKXpD3CgzLe<to
z!}FZH@l_sqC8G~)(}?~G>nx6Pr7gODmiL6pub+3PV#A7J*fheW3^BZL3!l7*FSOl?
z9mH3wQ4OoMtzTRZ)Rla5UlOYfpfBG;WBb{*ZcJvjHbkqpLyXjWdy_-FO>3!zdM|U@
z!PR*3zF-a=OX>?gz(X2SsR$v&BE27-S)zP;7P=W+iwG?R&STN}4c3~Zt<z3Hoxu*3
z5dxuJ_0}{nr?tWNkUpiC1al8|Tze1UpxeCH6fP$f+yX@F6rl|G1Wc8)gj=YSkIulc
zu3%-KYA}1`)q>ej5@ru+Ep<uLjoKeb)V};(*)$(A6o+-BI~~~&=(wOd!_(UQoS1|z
z>d|K8ZQ4kBh{eOn8F{PLQkOGg)ZY1wJoqHh7~*|IY2XcqXS&p!-a|z#ydES;B4Wk9
zSopy=iD~J!GHq^Z8pL`yHzUcpsc0>AIX6b_$+>y;B_LzLCOK8I3&D2fIZVD5>^YpY
z_k|@w-(tI!xk8!y3})GdJkS@p;p$R!JVQgBk7^UzHR?n%z*rJ>7POWi1N4A7`HDGV
zjp33~NS^an5%()##|D2)8B0P*3S!OjN`1(}HPLXM<h6^{S*-J?vqis%NHj2`%)m7X
z0tWdt3122C9Bl-baQwtNeocCy&EO|AxOP2*3!(4FL~;hdUu&t$#c$O9u|)05XO;Ug
znIsB|`L=MHm+5YecxAPLqvb@VnQx*HEOBy@MWm6$e0EuvHZz~oM%2TZnM}^iztdXk
za%PO$JD-^YPqqX--2_J$u7GXUdFF&`8Ob$>8iCy+%_a->iP`BvecBBDrUthj&d^kH
zhJIaZsmmEMYVUl8?ptJrmLz;D`A~!TpK6fkA<U<fF#odFQkO6{YEQyEDJisbSm;b$
zW01@wOHFnG_acVJ_!g34ik{cPpF#;J1}9GnC`Pl}Im%-y=5>^8T$G6WCAF2241b|6
zT%vA1gS*3h@&}SJANC=dh@eNh%+#)+hS7Iy=&7nGlA-QTV)U(AOQs&>-0g5<c^fwC
z<UfKdqCIHUKvd~sW!k9M;WM3gJT-8okHg(lVOSMOnDJ3agGmsAYl(8HA~7m$p^;>5
zIF-?aI~Jcxk^aVg<fTn5A`f23{SDktihD_m7aHCLQX|ZG9)iP*Tz>#ff>BG?7u;}$
z3%99@9NDAH7GIlni!<;6LyxjJF^LEnh=)Nw+e*sAq(X$NaKUI`KJKVzhx1UiDBV)N
z`E>*>-TNV>&9zP^g&Hdv1!L(iKKweI4{a&68$y!Iv?H*FReArCOKJI9*E>$DFm<5-
zqpd5Qj4WAN1Hh3sv)+N)Iie*GCjoF!YssV~!Lv9!58VbxC44M}!zCY7z~;%avA`OF
zq=3ahrpA#166R<F_Dqw)@6q87EMB4_{MA0|QBstU7*5x{(cV}H;6$J(iWcY-P9orJ
zhLcaIYhTNbXp?hR1DU=gJD8kktM$l=C+EgYh9X+g>62JIp{3$pWZMj&lyq+0)v5s<
zw_6v{U{-9?WCt*df?ga-!b~3=5So<GiJ%vHnOF@yaXU4-WUR3s=sc#+pT(N;a&#st
zSH^F%7P)m|xp9un;A=+39moFQKsa|v-?<$|jbTw%<hRJz=J>@P&9QK#yj%IywHu7-
zP<JFYo9rz4eyvv>iT}|GHEMsM``V+(9Y*cXCu(25GUWZQj{|Zc0wr<HI76lRPZ+rx
zo_$h-3eR`wY`PL!@_IU9bu@{#->(g_OSCm=|5*36M`&x*-Z|Qy=&4uzqSzO61=sK{
zmabvkFKFQE7UNz87x71v=<}bn9(Rd8M(zKh``RP)F>3D|eTG(gzF|=eS*{=XpK6fk
z7Bf2cBY!N30AJEN)+GWMwSTeu+9L!oYVRBYPV_V?=%U!M@?efTH}*z3lsIIfB7D$3
zYb60sO}XjuBm!;KdfX)f8MSZfzV--#jM_U#pyK(*Vker^-V~}Y5eYz^A&eyL4o>+D
z4~-3tPAx8m-@Tk3gs91q`SL!|SlXC20o@X=14>x$7#=1@9!p~6kk;icG190#)qU*|
zMjEwuj*<I0Mgx2!>)wo0f7rEQ*skY`^#<Zcu(Bmo$ws;qXk2WeZ&7$6^_&}2WxA5_
zv^I7f8I1FF*R|+~YDQ=zTb9tU@9k|GT)7B;GhLw5@b<Opm{b9NI<#jWPokARc&RW5
z?pg+HwIS)%=rHU`XK8f!2@QB1t%C?tjoOo#x{|(kX3#RWy-9sZvJ1f-A*!dKZcIT#
zkYd$qO4@P^D_8WvBD&hPb|*t=nl!)|9lXhx)+N=WRA^jE+Q4pBMU_1!W{7IrE5j_5
zw1yeI+J#8qDco3q2n8wVS_y8r;!1T0cPuoViz6lbVg`;c@bJVP33LZnEWs&>$n(K&
ziYad1ebBbQ;!1&7JbJnqAUb2eGCU5iMBw^@T{u5b^%2Ptf)L#XI|Bp}mvpV=;A;!V
zt_k{783)&a;c7GyFaH8M5p2yh5$~p|ZluE{cbioTT{VpN=;p6r2VKs<7e^Ej8yGe-
zT>7={t#%pu?l2y0unzIuYt05Ob0yvT$zbCQt7&nP9F=WESRW|I5pNAIn}m=dF3CC>
z^vTy|y^PE)h;NU}yl`U%EM~YUYArfhpI-=e7Cf&3_ZBCXi3`@Y(6w8L8Yu7KLdsSO
z(N@DXSl}As`o3F43Wdd|lnh0N%cv_O(4zbR2Q29>GP+NUV+W~wyH+Ky@xrZnMF5Vk
z6;y@R25a+9wmE~(x6ax1Dh`CB1e`i5NZE*az$H@{6t4PeamU!L`n6*jr(XB!8F6C1
z4p37E>8{^x0>sh%WWm~IqmY_f2yRQ{B&sNV4g?ezig3MTofa3hsjqL<GZG&M+o|V3
zHQxnba4!*-iFw`Fb#-=R&uI67oeb82{o+a^0z!0c9AY^pZ;~tZ6IO1?H!HPFc;y^m
z$q7ZW#~_{+P0lt>VZ;U@L}W&lRP&u?-pgF95EgBRXEtoWnfRBC7`aA<oZSRgZp*-i
zLszhc*TM(u<rR$!VwG*ic<7)8FEiA;MV7>Mj_?GhyGItk(`^%iONCdw0Wo*b!UDcj
zXMlcX1T1JQoY=mn)qQr_U3jH5L1s6l@%3?7CK*_wF%b<+#0I3N?!nDWt**1vFUBhk
zQ$-u$#)%b>r<(>hxP_~@AaNcMu`XuZ;*49y|G={~baTZ*@&>uqm(-Q^QLVR8a4`g1
zbn0S30Ps9o>>(~RYq$x|yhd*ehzj3;F7DL>fLdRym$+T9bRV_1qPqoKUCqarmg2sV
zV1rof4pFJ?6le^1+{nNj2X?^|yaQML0R<XtMh80J3K_b4W*c3S&9NU+;<{`RKK+Jd
z=_1{nfe_qUeD7d2E@RRqNKO&rmADMzZ?I(jCGJBpd(n~~mHvw4r}qMIjMW(Rj;QyD
z%hm*KUMT%F3dK&T2iK13J;Zywe;fLi(Z3e$EU$-6U_%`4;v%2cfd5M(ZY^3Wtw$Ge
zR}(ISP@nV75OizMW!xG>iQ>7x^sNM;m+9v(>D1Vt)6Y$$^0}UVK12>xAE2Kd^tzRP
zK0t-PnSS0+KQG{?8Em9FDT1xIWRYsU$~9i)+OBd<SGks}T*FoV`f8J}yP=CfxDPDX
za39`B9pOH(^AY!fUA4In><7ht5b_yygha_^uq9-d7(EYnOHSTnN>^Tr6uQk*l@qug
zPZ8xn;y@uPS+AVYitb7zhNU-Z#Wt!|x&ED6{cQB6TUB=_>ykN;V8AqF1gC}4Bee3@
zAEbCISgtQ)4*ANht#Ee*sfTZqkGpO~J0XA2k~f9PyxccQXPr#hn;}x(hiia5gyg5?
zdNLBzg1*W;UEN!5@-3)XJ+1EEEtS!`*zyTO%!}K!f{nZnrNDzaDG1B8zB-~mSd+s6
zW=sOEtOATHaQi`ML=v==XsY|z2YuCSMv6KMXcZp=f_botK7Iy?b1t%QNVjVW;L;py
z;aniEO%WKG#BG2(Ik-jHfz-0THcuqJLJMaNAvylM>7IM~7W`nNUxup_9G&JUvyb00
z9L3q4@`E+#H_r*As#xc3C5=9gHOk??PV5xNYlG<}Z{S+|a$>fB9;GTdk`+B+dwUFj
zT20L&ATOOp`OW}dI!B*skiItPi$i)<3rLrq##dKL@4)Znh0;5z3JKg&R;1<e2hc1z
z_zO&35|($J6y)ATdBIK$pe*0*=kCLmS`iW`TrM85=N*K8rU|eRr@8K3r0XWJU=s1w
zmiLLKO?aNV8qS)oO<0M7MDB7z2cQ!p%_J-?YfZKA0J<TQIf<<XdFb%zUV8>xouzzC
zKA_dA55Vv-xvoY1I=gLILW9^VZ5r$VVxfo0i7^9W`q)~#nCN9<Fz<znNsB%$Ig6j?
zn~^|wamP8Fvat6T@pG|>t?*mo93dTCgTE)l4tQlj0ZxR_nt?t5Is^6uqj2bH>kQZi
zABVGQ&6)~+M&(63O>!AK6uVDun3{s~7oGd&3)2uMg;oq!6E_gum~4p)=gE8QxSg|(
z|IEj6ja$Mc?CWGq8XkYLw|E@-uAG=K@Yuka9{43~IP>ITt3f+`&9WXPYlHplt2Nju
zW3WG|HMKHrlcb`d*7Sr~{f{TAU%so(+=1xU!caSTCbZ^R`KCmE>%10C+V;iGhIA49
zLv-Q!ey1A0cM(@p%QL7l@TIsFIlRh1O^`GV3@p1Fy6xaMw1FoGebVh`HAbM?6}AFS
z(Qx9o+f=v`LM}|Dw<^n2D{vV`rxVi#-ss~~=7Bf!DQt1U<&uEbhNsu3!z-z=U5RgV
zi?08w2FWf_-h@mN<yX@Cjw}T&mYqSuUePxm!2_AhDHWDpS<At{u;ah57Y@h5cb39^
z+Tde*5!MHnltR6TGoDLHIO{eoE}|I{&QzzJ&{s?6)o3`lrA^mYvcx1^jAW(zjpd_5
zskN-6m+7^vWcJBGn#K6uqC~vk2uXPTK@lDwR}<s3jY6n|ys}s!ZF27G?c_uPz<y(L
z_GnFEaux$b|DupE0P(J~O0twEfe^qJQm2nyF$s<wpca+@A2J^uvL=NxUG$<3?mz)o
ztTb`1phB7rPK{p%JX1$9Y7y7h;M4F!!QH}xJ%YQu)}7HN_CXEWI_2+R)kPEgpfR!c
zYfW`Y`OWI564fssJ3c_zLC3%x(umU`ZR`hd8XKkw9MGnnfx2J9&SD3`w})T{0PzOb
z<B_I|%j2RBJW-ndO?dl}Jg6ed(XkR3Vkq`95Kx{*;d8|aY<azPPQ#wJXfW>~_B>=@
z&uOixF0sd~e%aV#QrVw>440VTU_W-0&~Mh~g-${c7sd?UL^6$;Lu5V&VRIR&=)4iO
zkMlA(07rG0#oaE%^!X+&zQLO;l!PKuUWOwWP-Y%NbYqV0_V($5EQ)PSM5rb&M*;Tc
zJXIButHj5A@fMCg!6c1a?^$hBKr0kOB7uEhXJgZlx2$1Q50Up_19^*DQ@!D7BM}zm
zi-iKn6!3-=7y>bfge8z8F}IympaJlCZB#u3-~j`Gm$jz4T>WPC&nBv0KJOT6KMUau
zlsy@OUzeR%{<$^-AJzKZ!x?zQn1KbYsV-;0tiJOZcz5d=0JqIM4Oog(xTO;GZ=P8*
z-CPJWIH?EeOsI&v0|F^m3(?IyX%1ynmVA>n%#`b3iQ!U3qNZeosxa$@k}$ETUi02)
z`0*)i(t3y=2MzrAgw|A-_+eJxIexr!rdgkL=5b3IpYWZ<aeK&Y>LM}bv5I~+5Ik_!
z!QGCS<mldGiUv?~aZ{VToD9A`xSkBCz-Yp5A`tn2F&u6bE*7|ivrHTs$b`Em;c|h!
z0mMRKCCw)g=JnS-4TC<fO=}M^=#YUypVOM^5`)a@lNj{sYlcidlavEi(g#D|Yl<03
zA$BFzcc%O@w_(Zc`%3y?4AImM+}#C|bT&k@4~D9yPHqo<xImHa<ssh$-IeH<G8qxd
z2t<H<R4Yw*$*Z7WF?v)kUT{D-VA7;JbRWuO`Yis}mtixR+?VnV!7etTxJL*6rHB(J
z2$2j<0*wY@kmPY=t~8<1?jvnIigxGVX~3M0DUpw>aqHxu$8ky!`2=bUGyzu))^G@l
zCZZy!P(9dY(9R{DQ9_J)F>@6G&*sEeO`rB9#5;Kdgkgnx6=tZ>g_<z5K^p^C2EdL!
z5V0As8>vA@!&`HX-l7KUgmD}as;sYe;~J%0y?JrfYX_PXwvMwy7<&kih4#dertlQ_
z3Kju25lOZ3RHt|rO=pX^1UuS{%TOtgb%N-sd7&QbtO{)^Zfw)#4yGbfB|mB~ErL!$
zfh^{TGW=`@)Gtz@nXN4{@gI8K5(wdPxdG0wFs>IPU-XhkB=du>GrFcD;_I$=8jg?m
z7RN`aIwmrY8#q45INrg+iBQ?BRG{)A>m#@rG1FABkeYK+;Fl@pD15SpI7+JFr4&cu
z#Ml+hb{Q96N{&K#RW6`7N=jG(aOX0yPtH=2fpGFf94FCz_M~L;k0gDt2b(Sfuv}b<
z6Y7q1Jf?1O^MP9Ez>;8gdX|P8Z|yB^MALY}z>PCnQyq;u$;Zxp29e@2nZufVz$ZU^
zIvoNNsP!Z(P!X~XaXO3GiAmMEh5)eY;IIgPLZ_HWIjiEYQV5!Q+B$-bopX^Cs4%iZ
zX)nYM*RjhDmyJ9SUHJZJG!wTLL2pX}3<+tFa73t3p<(5Fy0x<8r%z@kD+@0rl81!)
z{~7ENp_6!sRKeEaw^(-GtI<A@>aF2o$6OJeqCOzZZw@ZGBp8J~^qVvAq7}t~(sbJk
z6^&m7$(Id~lN6+`ks(-*Njc49V#5{bKFC7=&ZM*vKK}@ZHWgz)A7rI|bfmbF%b9ma
z;)G*$Fz?K!Yx57C+&?ya?-TpS#>WQ24X$wFNQ5~mX$YflC=GGqrbUrJC)I7rX$#|-
zHjQ^c-y*@_q_HscaY_;4+$o^;8`#@h?A2X=bhsz*E9v@k!y<^UW7ndkG~9ZjN4O<i
zgeH}X(DGIuh}iwS`b_VkWuj(~yePdLAQxfV?O12TM9dD&XrSv-^J7+@PgK8b?f$u+
zXHIkq8e>T*L1y{D8ptp4p@Y(gKzI!lKvo-(7b#8v5c!27u`KTDCE^~l%PC8ZB)g%F
z8CrrxY;#G&q0m9khPC355cw#8%Pd`)b^aunAn7&>c0D5W(NTU#M|K&<D$+AJjM>bl
zi{2nvym1@SAkJEqof?jEq}@iPj0<_s2#zH7`_P2KowotzU@5C2?3}C+#mDSz0VRWg
zs5Q%HR0VG%9^0rlb9`5C1&a8x&vsBcmkO=~F6_=DZmR2GC(+^yu*y8Vq`)c#ORhAl
zMetE57eeDpd)D+Z4NnrJBN>A5hDER<K{^&IrIC(LwrRL4w)BL-mh>@7wiNv2*EA;U
z3_u@YViuDOU{h=n=rgC~XtVWGJ(?{+=<ipAzJrx#68q&&_$R)W)~p8ocGKGxTQWiS
z-P%NV$(GFOlWb`vz3)twZL-GX_H8A7FtqjN?(kFsf{SuqbLYGBjPh(Ddt1YqnNRG0
zTNThS<xjN6bwbbqRgDCgZ!oCpA8SqZW*1zB?7{K{c6#K91}<z3vmud!jElW0I3~hl
z!2O7Jhedfi1^XO865tzTA`|5KGtCMPd&9m!?34_WY{w*?P1=;F`&p+VYed9zDv_nl
zCtZIiEac>%Ol^&%M@h*~76;!Eo8c_Hmep1~bb4U#rkHV6`9MV8O-)$hSyUkVd=?=R
zh_B22^&Y+~r@DuB?OB^72k9o~gVWo*<t2$KY>mP_(4CDrD@*kVBLrQyf-%wgA`(5g
z3HoZrQO-{YA5YaKM1$aXFJZ59s8w4Qw-l60q!`^?Lj(`ZOy(j^0_)bK=rk%>o!rmp
zrl#B5PqNP9mMW~RrtNJyy~t|9$yn}xu!fH3E^-=HP!abtLanyhY$c&qTcoX)TaREP
zz?a9JxJ4Wn<`)q)0MRitWJdrGE|^;=Z6xro#~UAyE!~R#1e@?mQaq%|#=;dz_WG!&
ztS~)okOO^!m5}w9ul<tx!t>uM7S$J?|F*BzvLY;cW%V_nX81?v=UIQMgGeXN9WbGY
zIGeNal>~8K2?iNF&aD0)64fut;|x9L{ea0?(4v^DiSW!Ms@7;y%s(H_M%d5^7AX9Z
zi*P*x$s`vhkY&FDXA=ufC$#NJTTd`wz@1^<96!xld5^E0^05IEcIS`;l4_F;!|-{j
z?<Kkp2WUPjOxsrBu~NyxBN`sf#C(WsdN_GmpB3kcW2wl(jTyoN6@-_aYH$mN(;$~<
zXg_W0s<J3oD1?c)vlDHq<1W-5N8b-a$HjujOTvAI{BE$>EaNnc6B2AT8=iXunB4(W
zBlZuOWVoYf)^hnotMiOOD<9CB>Qcxyt52@ZmC%;Xglv;SB&EZZ^uZuNrtp~*vR6|5
zvW6I}mC-&{$=-z5be}Lqe%&wz-k0=JxHXeGQ@m)+llCc;-QbE+^zxaQV@V57gp!6T
zI?pgn2RAO(h%N&yUQAmM&$MZ}1AY=24&Guc2z``Nct{#i%<d$_q?I6nu}aNOEj6p>
z@`xx$ybNwcw4;z4hN?41n+>@m*^Au*?ObT;p{OjVlQVoJmntN-Eh1Ezliv&BoqT`b
zOv!pzi0bT4DOh3FnZd~{(VUF~7<0HDvo&Ucc|k47Xbg4+O8Gc0r=ZP{2pB*;f1J<z
zoOXQl4m+uX;$%<%<EIZ|FC>n3!B8h{Zxn@Kv8I?=qN8xhhhBKzdY3gegzv}+Raz>k
zI=EZyWglcVy$RbLcanBH4h@RE$#5ts-)s9E-7pG{jeQ+<M#Ae#_{KuXO_x_;uf+$U
zSU0OKy}~?VG)3P<f5?1@3PQaq0aO{#`E*O7j=h%h1;gObi0fev#1sl~RH%U!)+ku1
zX4o}NP>7J}3)|wkw@DG|4YU)|SWnST-?d&bX-+5;81Z-)HJNDv7#1z1(cYKZG`tep
z+iSzxlLqP5L8SJ5KbiiTUU1r6=p)owa91qH1m=<~XO~#}&=!#|EnT)}jf{iRvO@<<
zK;!^BI)#X^;&2q4`<4DlDUyV9hft+)6hPRDLb5IiPR!<3^<q^pt>%qRMBVoiRRrM&
z(PsK6NgYCO<?6*O2q%{3Y|(4_;0klh*GN4D-o}BN;P*jij*05=sX*`m_<*QRBMbnv
zT17r;SP>0C{pM7?=8Oor%><dYbee#3?hPm{0woQvKi(r6V~A33Gl+zN*UJy{wKJ4X
z6t_(T^=ef>8|RPrcAQZNuk*$@e^hI##YW&wnamL-NYE{yqyf-&_)7)5_&KcwofsMW
zfjgFHOItO;lBG4M{$iVstb{{J?1^><Pa9Cx$J}~%pqF8|^m2D#cFLIQ9)xUo<!ET-
zAYH8>=OnG~wH{;9k?4LEl4p(rH$axgsXTrnmj+O3#6qmj(5`_gF{#-2AeN9V>59i@
z8QL|?l;V2`lgNjyRW|dGk)h#nD@8kn;l!QauhTwixcQ~t;%21E$r!l#MXjkWRXJw$
ze~_qt*^1WSxd@lE{RXjGVw=ia2D?_}-9v~&Gfs}7*sjUl3LzComO~Q7p`$&WEI9%J
z9GY0?V$K1hXKxkWKP6D+we5<A8LPK0ZiecBYDJjwP6IQp(VFTKGtBBc$BdJ7E($7g
z!h*!29~n_JgfbT;AkZ4jkj#dV^7+JE_quXz_HNcdsx!Z?X3sWe?*^@@E@#iIJ~?|U
z*+(o(e`#nfP1=&=V97oNJAoan7)nK=m%5}v+8(1ap)$nBae@!PqWJVe=_URnx+1Ty
zKVb?@T?mKQpQ7;Yd`KDF2^IA+As{YRNJFgy+I)A7T9J^LGf?Y6ttnGTJogwjd5=|R
zp?%_;A%tm(gLGDGc-51CC2UjJ`q9>k{3JlqMHpih^dvk8DXxKnxgYl<2rX4HR<Vf2
zf+|B>7qNmWd)|XDKn>SKF#H)+tCB0CLkglwaijzSN=Q?LIx)l=3N%C-P1h;c5Ka{C
zkF@C%^al}Gs<bza`epT>e&VqKA^fP#BZlggI2Hj(%y^+|X7G(qb~WMp7?zlclc&Va
z@D0%R613V1dO}0%u2)dRTAig=P!DA9=}hJj!bcNQ#!yl4M-q2P*G}Q9aw1+9LSYrj
z(u)(zY8Tb==tr&%RE+)Fct<@@?Te$N9oC^uWvNZ4JK(d?-fqU2N*z9}_jY=jp6~6<
zPQ6nbf0xYPtp4dl^~)FP_sY}GN_b~?H#nAq1vble9V#{vvc;j3^a?Lp;^m84AN18~
z;AKCba9&2Es!4&0%l}Nnz7MtOT36WT8rY{pp*8mDWqOW%W~aVM8-JJBXI9@i_U+GP
z#MS|hmP9A{umR2*P@o}-4#eRdLK#5Bj6^ZgI4^~cKd6m)33Qz9xEDHpc2SRpus_zO
z^Iaiq(Lh)oPOTAEFVk~`H9PewZTwv#tXX~M2#c7*;?yi*CjLh}LN;O0D_DA!v=-88
z&k;r<#=jK4{#R|tOW^BNr=8HzwexB;Z2j#vUGEB8O9r;;P-=~>dYPVMtJ$ev)5hN=
zwwl!^u{F7?ZWl_tvz@&uU?g{#$vy<v*VMi_rR|%OyZfjdnd_qcb=w`jx#R6(hrfwj
z(q-^5eK}}38isG%)>9>4w3ja%7`|C+3K*XB{QAAK;DE7H`O-XEX~IPaJ63G4i4;MX
zCN8WI^hsRz25BzbS)&rAj0qJjY&?<?kmR|`a9ZQjWfgJfWFB_bvNJC>>}*_+t-}LV
zY|eSNFLvb+BI#6T-Fc>oi|6QQX4qFY!-npv^1z}#G5`M<vW9WDX=tFcgAQnFwD+wp
zjd3gA`<e%j4gpKS6B#SXG_M?%F!4Fp$z34iW7`qwhY&!Q{L%0zWIZ4f1)9(`EkSRp
z)Sx{4YC*YXKsl{7g>}6cl$XDEdpZGQxIvH(PZ9){OCrl096DqOF}Y0PtQKBu#R1bm
z5x9_?8GQ-9%57=0a##aZ4{`q)V^$u~n(C5uo7F$mMfIJrZnF<b#7na7cH)E7`A4_o
zn0Wo>#1I!nUz0{m5GRA5B+i;4C@AS0SWhgu2T=_ljzkn#hMsUt-!I}`fdp0Pv=R;D
zO4=ZLh;elT<7Tv`+R%X&T+EPt1m_XyWd9r}t^<2M=l~Rp2(2T60m>c8qM(*KN!Ib(
zIN5lyk;;1B1+oGF{zd445<vfIG^kC`yELfvaDseef-Y%Ibx9J;>Mtg$Uv#|~g5Q2x
zF2Xex%#vg5l12Rlg`6)oe&*xW5eH!_;e3Z_6S)X)DOXlAVZrLME^TgJ(MHt6xoH@4
z^I@&2F6YLqzVo?xU@1~YS7SE$l2I~E!RrANiPN`m1a}%br|qsPZDu~HfvblzgG)`L
zpqhLV@#9)kUCxYIeR5`2!o)gbq~^*^Qtp-X!C<5&W9WjB-a^<H-v@$s`e3OPP)A3u
zwk0*(`6X>adx$%;2JZZV)>Lm;;wV6Z{YOleKulgbe(6Et$X&p}a2%t7;}Ony!bMpe
z#neI7Q4Jahe_tC{4?#F*fba`iQ(Z1Uv-;moRKI+t_23iD2B{K+K7wNs$vJ6|x9W-G
zG5CuOAWqZpjZ!=(`jm8AnKnEBppB`AvvbjyoxjzZ>T-6>>XWmx62jCOaWpX`xrSHL
z2ZK18Bx2db(U6)Z4i!NP>l6oq1S16Dt~)dGowZgFp<MWUKsQDKy1ix{5xJr`7Q*h>
zX(bxM-MPJ|O2kN|GjAZ=?OIb^BAi)$ayC{n*_|Prx$jKsNt1mDHW49FdfucOI+5AN
zyUf(kcB6Yf6mH5A0{NzRj)pdmYIE5&or-kNmkhKytTojeM*O>(Oc)B4g8lI(CJ{&#
z9GJuxV#bm0aN0Ux70MobgvAL;73gn>wbaw;>1k3uWA)Y@$kMo+5nfw~GSky7W42PH
zhWS|JR*K@qKFHh<2Y98Rv~UPReA&>gxegm2xkIpPGO4h+ZE}wfH^(jgBA(KKs?VR{
z7tt5NN@soX3=KVUZL04;Q5<>JJZGSXJ`$h@oh}c4?dx+&H6ZIF*XJ-vc$T40i%7Q#
z<hN<_*(K>VtAA^v`sGV<U&v&HzYb!8=jjSvigt+W`mpR8*nUVierBl<vf~!0C|(q9
z?{a25EIz4`5*5<vbXWoMay^4?Q`k#7<sDhE=vEKJzXXjaVog$5A>!ujT$;yXM0l;V
zbyS2-LEZ75`Wbcjn&W1oZ>$+ZkHPCXo-@Vo#1Z(&-q3O#zgL5tjswOz-W&&&zLNDU
z4b8r}O%q+M<;%ue)<>h(@^`$B=TtvOt@l4M8)FD2H1M7U3X{Y)B*a0U;JbR3HXGmB
z+u4Zj23YQF;L3OCa<P|R8gaFbw}VYr)XMDmdo&nzNv+K4JEvCPmB|#y+KlTQ=atwI
zCJ^}%e4KU#(0Hp@?dpV5wOPpuX@sICC?B6#xj7glLP?<i!T|OT<UfuO8>ESMtf&HY
zkear;Rja=`Ky>TEV70x_@KYLG6X=}`qT3e^ED_u>o}ppL=i5}@6`^^TL1^@mC_?ix
z3k_kvUmp{qfk^MSJ_B7XA`?VEq0L5@i^#0L^F@SELWpz5F%(m-bCK530UWuwXwN{0
z4TdSt<FhY&u2{!~5HykX{lnvQD?)SzM9K#05WWfoljGnpiaWMsx__X7MxO<P>2A?F
ztLha}Y9ddY>Myrxq^s5NZeum*<58>O%&P%bZHRiiIvl&gW^;(Yt3k6%Y&NU!9Gf4@
zWb*a-6op?`9D!m0(xo84T14!Ts7@FTA}-FWipZzfFbdkv_l~qD-CK7ouI4dNc4OEh
z9bIGT+C1)VQ+ZdY`n-Xv`ZyG-J|K2`9l}i;i{3yFanc;iCJk&|;-p!9=Q#O$nGE40
zwp2hdg_W)EEnsrWq}D`KazBQ@JYrpufrCAd6Eqi5Esuu{MK=nNfa&FO%^J33HTo9!
z+1$g+Vb+G-ANC^)7z&5`Dt2cF^d%DR)38!-6%gDH$=)0dN43&^xlCwNqho=wTsB3u
zCqx}BM?<syZ5rrm$-Ku{GWuB5k`W4$ue(XrfUJ*PpT(~DiwWdWZ9cnP%VzbRujN0K
zYZ<$>?pCtjq^L=BH#V3KM`WTc1))9`Ip~C3%4kO|G3YGCB90WGDJ*4P$@HxqU(L(`
zjnzzdi(qF$e`K_8zI((L3p&<T`{n!&ZFY1-FqZR1Ud{xs1ow;5H7s-5RNmE6{zhXd
z>*G*M`L~$+b+(jW@3X2wS|7eXja{v06Vm6kN$qkyo7H!|p39jGABI<pS%ils=7_+_
z7f5r^tU+v4xAa6?{=_|T6cn1GP!|jH^byu$ML61%)>EaZ1<-OA^nMLQ`fM1BYMtn`
zs!(iyRH8P?-_oYqu9nja#&Xg}pq5jXm(!~YS8c?4H*`RDh1TYXU(kTtC0d)+caGLS
zlF7gWJZoo*bj(sAH-tG6!xY-}ShjWdQ^41TeYe;U5ig1GTr3ah*W)pJ;@UK*@3BCH
z4|-fBpRu4+fPRgt6UunvY+(>ptT4*abPw&%9)C&$wmz@M0@)lJUxM-ISsLp6aGNH&
zS}gB17K=U_wODTB#S(%kF;BX7T(2Pk558x84Qwf{ekVq-PRw<Ja>zst82_=i!1xbT
z9p3`6Twv^Kg^w$MLDE7X=wre*pc1vA|F_-_J+cZccj)&lYq@m+i%l`xm5vKqjs}%4
zzxGgB4oT?(Dx1}=n>3+1SoACnE?;@=;L;U8Gm-HV+DN+OXJ++Dezua{cji)L+Qtp{
z7p9c!<ZU<l6+xSD0<&4E@r5BFHoPDH5M*?`B7#-DDE_p%2|HMe0Jp{bLZH<n9pUcW
zsmS5`4c?IKV-ilmCT6I7?t|iHX?;j$wsCthorAh@dpghpSnNEqDW0RPoP7j@7XZQ1
z(LVf;yLlKWy90h3xjlW80n<sXDe&9Hj^?f4NX}c2hhdVV7{~H34dM;Y7VBP>VsU|u
zhb$fEcPRMbe9=K<D^*tN@me0rd$k(TCgP+9ovtS$@_o5#OvEv*sV-@ZS^cAl>X+~P
za{MfNlf&5z`cl|^MO0MCsi8+oKRgY6cOdjYBLP-iM?h+ute0n>7d9V+<bqc~Z>!d3
z&e6u(!<l>0n7ORhRF^YnR^R!|oj>B0%ibJqvqcEIIgjIuM>9v4WC;5X^w`m~(Ok<z
z%CzOD3?}(d$teWTC-PNoNt@T_G+_5|UccFx*Lkg}F6Y&(zVmslU`0wdFxc)8v2hkG
zk1lS`mk^i`5e#9=pgBvJK{&`g)-d^Z!Wj+wQ#rT1e8r}Mi7>ow3S<wYO6rM2G+*Vm
zwYh&;n~)yPePGP}OIlN1&b?WE=X3wT#G1xLQLulStGa_2)-><rYk)Yyi!oX<n6*L!
z@fkRB16K_+*)}W@se+4YfGc8e1U!q;3Y`wT?s});&ktym+C%*L76X62Piv}6{4uLv
zHvX6g&u=>;?-3$2AZrI(J#Cm!C=i7{olBI}fcw+hh<ga!4;aAxDXppA$gFpr@em_I
zVYniLl_DL-BK39A$?LFL&IcNReogCj4*~Q+13<s5HPt2dnbrSdqWa~_lDC}%!qIh;
zNkB8d(E+?fSq-*d(t6ZG*uG@I_KR9mUBcF^zH``4Ln^?MR;XL7iZz`h$pEes0^-<k
z!SDi;DNcjYoe03~`n(SJF6z<dWc77D-NZ(Frw<u(a*fthmvdrPpPZAV-a%J1=;69M
z)6bY|E=luN(g)*=p-EDg%}|UphTjzlB;*1EF@*0En%HO2;ipgtm3w$0gJN%C`(Bk@
zY!H{bNIOX-jN<aYVx?J$nOYRBU|oWU(JIb7DM5s9cZ;<}4$2fkvrISrB_p>6H!a#>
zT|?ThA(c*347<vEW6i&2L)F*u>!V8=Nf>Ga(hl@m(Rr;88ze!WJ!wZu+<~c=(Py}W
z^%YSlvpe@_Bkz(znbjwk?@D^#8HF-6Oi4{*vJd^GG+1Y_x|kovMeYgRY+R$P!XfJV
zVY}u12c|+(SJei6e2XSdLO^~yc5QHzxP>DVrDn48nJVIg;lxbo?KDeoLNEQ`hL#1P
zwMH=-hbRWTTK?TzLuWzjnC)VlR>vtXQp_+Hrv00ua@c3l$u1C)L~N9mf3B^)f`)-Q
zvUjldBAxPrvG#IWQ-BfM64v8>6B@E^cs+NO@8A<hSt(3n-h;eC`x4yCgj)_21Ch7!
z5t%(w$8@?-5+hS;FvLaVd?FS#Wu2VuH%0J8KHY}hu)35FdS-BkJh3WuqbQm{EPATR
zt9b~=S9AFa44xU*o1K{}`nc%H!IkEDuqPbVqceWFGVWJbol)-n@_JTuf`d7N(apfe
z8tvOn+*yiHMXaeAB;=|?4C9!&*ksF7c{Dl>OeZh$tJpQTpv^nD>sASD>fj!C>`0w2
z6B65hoUnmIj#mff)ZkCRIaEJR@F4C7?w^TWzp7m2sKLgZr;Y=L?rljf|Hdp45MOt*
zL`w8Grsj1uH5$!*RwIO6)7(hF_^3g1XVFwgVnu`c$YHE>vdz7XUHbQtrXu8<vduC?
z>kO`PZs^3^osyUHuE1D$Fq1hOXNKgIbpRRyO`rx@10AEoDs_-DxK<&04xDvIak&~@
zv8DvymJWm;X)_6i9KTiXi>g>S5+*aXx&F>J&2+$DBiZ)bjJeiFBxT!Rc;#Tz2B6of
zBWqHY)5SM^$18W65we;Ccv*v0M`#;`<ut2*DN+6M^-~W58I_RM1`)-@^Wt~ec=%IV
zuXOktc-R+pL&w2*hBkelZ&Q6&`1kDw{^=u8_&2l|{w)eEt^azZI(WK5KePWop@FJP
z^fRmP9Q~eAVJ1N9qHTb3Qx!Xeejk^4feg+;O2xI!%{mAr1%rsfMX)T*w}nwyiN`|y
zwK|_I>fuNhp}^OYa{hq^Cw)o`jNR2@1C#JDZCymef-kpevMVh94g-tz(J3r`8+)3*
zDxlT|s<*Dgwkvcu2l~4jOuIyPv-%{uucY_EIw4Ce1lQh&edLG9<>>>|U3Q2yDZ4JB
zV9pX31f09N`kHIb(x!%}IPZ(%vV{t9AoqJ@h~Qmb4t^2{<^uNyD9W+hYdq`J`N&bU
zMTFmU!$Y~yXB#D1zd6&yJ~U(XpFfHR-gH4sIpHDtFt&Tx;GeMZ$FYv{{bp4E;bt9S
z7h!-s110Fw{cfXC^Y;x7in|3xFvfJLo=ZFUkBZv(Gl)1(o=;WI55oT@Uv>r`KYeg&
zbb4xhU?7d=AP}i*1Td=keJnmL0t7Prk#wc>lpr+%-!0|HBaH;S$BadTO866iNWpgm
zo6fvbMx<oi-$s#nt22l+3HpS>1$ZOyMKNejoG8vhj)Q6g+75_vfC}&75jKKOTH)S#
zD?@W9A?i10W-yE7ih`XhHnjDq`htjHMN|?I6%m^XAST;4NFPV1sH#|YeC547)5Vb$
z(KdF;*oadw9VVpkXenc!J=)i!b)|nM*BEpb&S)Y&mKvFGhtc&nXm;GH&{>xV?u=MP
zzV~-{%BqOU=ZbkihqMEj`z8TGIOd>Tc8|g}c%(xY?i&=DFC~&IcAX<q)3nvxc|;9|
zN`ZmSoPv^t!&R~2JLN*!I)WMC!p%AzrIV%5u-|CH9gDKODk6HR(W=pbuW%QM!-Urp
z3;h8CgyBX%R3Y^6%zp5u&g#kFA9C2-3njS-<`NXoqSZxklB*3BG2JdqU6Fs?E)bMO
zyeUgbXZVc-8pc4?dm;PB(lt7MOPk6&U|5k${C64*OCN_~SgWl56%6->L1E+3fyO(c
zS~_SttV081sz+cf{VWC;Jlri&RlMla#E_U5Eq6Np^VbtOUIAhm>xdS6t92BmYY6ag
zj}Sl#5i4Ft=Y9ryXwdpMc+S^2&(W|-Cz(BzvQ2Veh^EUo4DDdX7#CD^0^1^A8|C@l
zuARuV^Un+(bWUrkg#g}MB?a*Ka9Ajdglrc0W+4|lxayLm&-#pAEj}w`UnNv3gN;S;
z06f~r3gN0ytV6Wt$YLa3=WN`RS)4(1u@eU$IkgY!z~S)}ekKN3$cc<N$0_9YQKyOv
zvq^}7g#|)Y5h741fx)x_;f(HoWn&QN7YU`ji_rQ`29uiO!Mz}DopywSSSW@;xVEi1
zzMuO-)tlo^2qO^P<3hqk=26&!5RfECXGhT>M=SvpC{G1UgZBarF6>(7G<<v!svY|b
zduFB#S2cCR89sa~4n5EBMUAjaHS4LolRD)T%g=Jhu@Pz1o#sVwB?&(taxKh_EdY4t
z_-TgUB*AY=z)y9E-7YjJ%z9-CTuHX6u$xalc?26F{6^cFxw*OY+*~1@a|iPd?NtcZ
zVYZrqLFyuIM<)q8{5}R6$ec%M3r0dUS=tC3N)iuGmq6Y=ZZ~}!p*RzojB~fMSrPK)
z8+f<~9_q}!s4Z-rQW`??28F^por;n*^7Krbs=E@Azsn#``Y4o$eBbgHS{FcBFW0CJ
zlQ2~S$qTPFNWSN5fRL<UE|S}t)u2K8JaCFO2e0&K4#bvYx7u=O1kc<@EEi|*Sb|ip
z060m}JX)sGS|@h6QL+Z6@9z<q48eT4kQgC-$O?IZHUga}=%j5W%1XnqWsYD;@o1eC
zkIED>O!Bixgn8^64jedhoS5*)kd<Q7CgR|R%1OnHnO{0K)c+N`1VxRMFQg2?LJOjy
zHRxIgsND+1i{P=LgUVh@+>{t5;NmnW1noTQy5KniU7O=I{qlU;!cEIU=!&TdAti_}
z<Q?TWdE!~3<Iou8ogDdg@`cbO&_n?<lz9N2US1B@r=m|R{uDe9Dmgm9g18*HoJRqF
zrMxKaLP0?hw1VU<+*M8y>>(92xKI<qfn&q|LGlv@i}qQC#!f!u0wgchL<3F*ckN*y
zINgFHQ@9_2q&$N3UhDipkAw_T0$Mb_*+E|pDH3E{8~48ADvf$0Wy7Io-fyI5Aig!T
z>7q9%#-BQjXm&$|)EUU6=*0}=sFC48zg$lhpRsMfoOT<P@|z0wv&F_hQeOG6lvmzB
zjMo!l=v4NzZAf7$$%1ZL6sL5?)TW$9#eS|$<13M(1iN~xVpqLIYm?u7k0GP!P*gJ7
zwdv)<x+|h>b|^`-lhp@1K*>^SBaxylr4d|!is*X{6loJ;z}#7Pp+DF{dn#6}bKf+s
zp2*Ws>PtOBDajZky}`$fN&lkOR13YqWu-Sz?iaL4Cx6CD7AIL$pjv`5Z|NhZDD4j5
zn}Um=#F-}#0~|JNE~ki`dbn|!D+3!T!OUmXn}{qgj3D%xa)x}|t~PB1{3K>{$jLbz
z1|1}Pgg348=t~tBj1%LU9+&18M3I68Oz?4kuh__rj3Xd=p#Y|eleiI=?LS|WomnPN
zQN;(<u9*i;jE(uvv*-u*zof3HViWEbYl5E=h}1wUC^>@;h8t`eE?8oo?wf&z0Sbp^
z5f?LZG%PlTu?dZBL}I5Nnmx%Nq<X}h7Z<9c2VMc{8=<=pvqY}8!eADD+J9cK$7PPY
z9WNz~Kn4OrhW%X2j2FyR2L{OeM}c73l1q%7rcoW<!*ORyBH)DwLkI;TB}RfD2meD`
zQ(t$;s1w`2(^jW0AsdWsgF*wHk44EEjajvOapT*{*%sznSj*e8E!Dw6lO27ZL7DWi
zD|Yl*x&8W@U2|Pb@H(*q_32fK+T`x;>EynBS(DoldFUJw4s=ggG?3}&rZ2Um;ISev
zOB1t~<hg^A=SqT|$8{gra?#ERjD;8<96}U39uS*8qN~_{fvbSEL5W+pCZ=)Q0d1JZ
z;N`$X7ajyi9~;Fr2%q~Q&Kem)Av|M?COstLT3O~av<0RA!Ja5C5N*xI#zTEL`a{%R
z$zbXb4f%TzXP5563CTcyBn<`#VK7fS#Zd9B><S?CvT<CQrncCsK{fon#Pe0A#!iXN
zjOkgBKLqz&#Myxcns?L<5@16<g)JrC)vQ$geb#-D8ZsD+WA!WffdNZN1NZH<GAcEL
zXG#=**_Og%?9Y4i1C*!)0iH)vp_5yPggqCa>#VGP>Hb46;<KDTSh4zLELQ*u{wk0d
z1~LgQd2T`OTHnARfxfR74AQB8x(%5&bo;lqLq44+v@fcWy@@tmScw>5Xc0edFm!#i
zilMLCYjpvX4Qj>d0Em*c!9M!6FxceLj--}&4G|W7xFSg#>f65_hPoq9@!t!AKQQgo
z$K4`d148-h0SLFX<rO+WmME(M=Urb9z}ac?NgX1s3TR+>>FWUuH`W#r40K>DUQ7eY
zcfZykN$MPR&e22J++<RQY<?Hcl*b)2uaowYlvhX@=fRgBYqgZ3GxsekldLofxcUi$
zl_q<c+@J(oAeE;`%5AL`rR<nuvaLqc)ERc65xoII{n97u7cHfs>3``hnnqgEPa5$4
zd9A4yTGHFGV>?p!D!dya>k<rFbdMLk%T3G(_FV#Z_=Jyi*Or%Q+6@ug4VpWs0ojB|
zZunAzH#&uljED}Fw)A*dRQvzO-n)QFa$RMDdP`lBEbC=GEX$$R!_{(UR%X__rEa+;
zORd(kt#0GS-BKztGqNhHvocfp=<2f6d|(@F>>Ti#GQ-Qm;Dv8lmStv*4Gimn#hAwc
z3yi@7JG0C8jfaN^JYz7!b1>fjoO^FXoQTNGh|H|&k|y=p)m0gh_i^sI=bm%!IsZ|Z
zfMoCJnzbr~99L(Ey>E4J9SQdug0bNCEHpc<RYaXnAIUBt5{qvf5t{F{0{d!d@m}hf
zj5lpq?YD{*l&5!)NdRCXBz#UE$t`L}Ocnw5b=;ZS1ppJ;=)&A5vN0xtyL7<`Aa;=*
ztNaCkN#sGZlXG$2?U@+Vv}9(*7l~{~o$|M<8XAievzV$n@XadEB^;LwgoB0fTf!~E
zBcn2#3TK&Y=eD)p0SPFVpJM;vaCHzLMGFEvfhq{^l-!If6?1>`3=Fgh!|WKtNE71^
z#CDeFNyx2wLzvg(sT%cy5LAEMr@JIJmbxK)b`0J)Kc9zPa6b`}f0AIvbbDsZJ46so
zb}82=c-$rO$AxDXlI~-G+J5AjP7~Q+h-IK0P`cfsdye&bl>;Ul4khYq!K<>MxY#&F
zzmg}Y&hZbD&BoHAAo1mI7|#_zDE{VOh8XA)(bb5lj^XCNE_N9B^NP!b*5=|L1oINR
z)5pwBB;7%k>%~rsug`FSM-LF0qE8{Y81cU*D1L_^gJkL?k|0F!|06{4+eB9*Qas#z
zkm5<U<Z!@N;Z+aq+mFd4s*^WsFDMy_993i#c6Mna6;9=rx^CnCx(ul#Wd|;FxWTn{
zN8WH!_6|Sub~nw_FpN?RbbPkj-H-<~3`AFR`XjlUks^sJ(6boICe*$bF24a`qziK)
zTTo?@uOpLkKeRNZ*WtRGGbUNrG&&M%Au3?3+H#xFsuqo$i~({q!+T`A-eL|goRFy}
znZ)K@5<6;)oA)O}n|B~*FT>tAtZf21VOmH!J>wv*kgNwvvL&Q4x>Bd=tA<DP-3cXl
zAdZldcfk~->X&hE#C0E3I0qm|k&8g39=T#i+IqG?2bi{4h--tK%GVbZzM$?-tX14a
z;mQaB96Su%E>XfU{w5BDU<K%#ui6&J3?TeNjT56TLE)xESrqjqut*9w@!KCX-3o&K
zN))Y#Ia5aP3gxMwGAzERCxb4~1Y0<O38RZ0K!{N+C3VB;%a{m?Cg3EltzcaH@rH`N
zph0dpWVulbbUfScX;7%Q+Za(10AL^y$j8EirlxP-@C^(X<@7ie7<-i}R?=GFh7AS+
zMW9rGpN1$&is3XjWT<LOxzZ~%wWhO<{B0h+(*!M$V&hs0NL|NRA%JKbvj8Z&r34iD
zv~j6K!O99kP{|sB4g$_t0R$*=+Qm_Ja>7azRvMm_goJ!-yCmeN2TRCt=<G+zb$k7Q
zUxL7XhZ&Fk)2LHq@g`!&a1#4>+5zjx640)WEam9Otk_%KN5;{jAo07mi^M-2BJsOK
zS0ieW;pR^SnvbuuA2~t?7VhJHqF!t3i1iCB&f*f*WpSAn2La_r7U${50{vK&Yc;l3
z#d^IYW;sTs;b%hYRTEu}xL)DrhhMKpkKnk(a<Qoei%OrNK&_yVNu)pkzJefG!i$%q
zot2xVA9HfG#?+=*s}BkSj&ZI2RcNigRdhAtT7{bruGRKiXW{)lP=}p|4*N_UE@ie|
zkUq=03MoNq3$r3fAy2O6!ZAfgt3|#DG@BKZ4TJRIY6qqizK-BuQafQqkpc@HO)I{X
zR}81Rul|aaKaMXzpL-`1M9rQk9XoyeoyXn+I4=reGTpK6q=u@MI+Zo7#;Wx1fR@P4
zpHc;=uPt^Yb4HD;5fbmKj32G0s~*s2zFa}rFeb8sxTw5!>S4YQ(6gd)GJw{pmV6LJ
z>&0RinP?q)=S;~tn{I4A^vuDz?0wH3oSUChUVCW1q{e3#G^wR=Od-V_Zww^lc7+0m
z8JlL>OZa7jlIq%6X4!B=D(zBr0CF0_z*NSFDdyUXzDA^Q3Q)jU8ruIFIv1JHjLL(?
z@pZ~JQm?@7<=P2)g@YNz-EY3oOeCGlKP<Mklp>*^o*N_hPYSxoH-y;w@je|6;Z*Vv
zI{wd)*phQIe&F}=hWX+*fA59cG9xU(HU8ZuX)hlMqW|25Ci=yJuqnAT0k#X~K;6<q
zq{!*_d`nQ`x5q>Yb-S@>Za3n|H24P|V7V5)#fZzjzv#c*d$meLu_FCgA&Djs@-l}>
z8am{Yn_=NfSntZ`k0Eo0;n`O=S1Pc%tm$K``|^mKZ8dPl(~$&3jiPga&lDULxQVJ)
z=t>1{QfLJfOzYTf@@ZKByQ4H3=mCbiBQZ6<(ua*hn3^|7j?c8O(zbiNBUb9K`*b>l
z==QLQ|8+=o%lR46eP~3AirL66qzD>`@4~bBvLGC0(~IxoTb0)zS)M-tZLi&i%e1v&
z7hHZ(>lyJ}%>JfZw&^zQ=R#|Fz36I0>ml6y>qcmPxVxS37=jBt1pjzQ)M5Vl&q4mV
zqQ`|{SUS~x(uuBObir*%sA8mqq6p<G`Q>#izKK{yfJgz_FQQ9S!aa<XtTmrOa)t@}
zQC~1pB~ofFi=~oVE+n;XbEQ^r+@=r3>3!Z49RIdHosT5Fem=zUa-K$dJr|Z<BU4+<
zP<AWHI|N5=xu}KV87>H7_K|1_ApCDUGMhPI9Y?{rGu8&`ryyY@Ak-q?5F~g(j7ySW
zh(-2D@PCCC`IP8tM6nib{$!x}_(#LEc3_p@KRBb^SI{)bt0f&+av#P2nxJ?`jB|_>
z|Ai36o1&``DIRWqc#7YABn!?xfh(&zj%0m@7U10;?+99U#RSJl%g=^r`R$^s5osB2
zet25mb0i1F=7dIZ;eZ1QPo#TIzE*AHmNr1zcwZ5e{-4G4$4Kd43{m=@i>^kbbh!E9
zDSactVxdC%@2UfYjeJAU@n^;4#z@D{h3NRxqN@?<7;b)eI^KF@794vV4&DvzA#7Jr
zJ}Y>5^?prI^xukUj*+6j6r$*FimpbaXt?>|DSFe9+3W%9DZ~nFHtG#HbSuR(0oIIu
zMNslfVtQkw<S&OP`A4Fw5h)pNet1gWa%46~(sUCF0AYLpr_?@M53**@w*)=EE+#of
zdj3j?p8p`a8j+si=7*=}?MG&3!I^Xy$oCF><g=m`;Lm<93aY;0)@?Gxe>Fta8%0+m
zQZ?Lskg7>cj^PaPu+|*3OOlL1I}klXJZ$!iV2J-nK7SOzKZF}+S7(qVSw?szqO4(U
zPakbW+TwHrMHfqa>r8ez{D#21#SLAPf~3MmIt74<mTd%bpH;Vtgp%hO?G!u4*JuGV
z-<SlE=KBMJf205ineTV>o2}_aS@8W|6}#o(K0_G7zVlp=|0c9s<ZO)*|E*yo{z5F1
zAc`ERT$dp>fM@iEiLxZ<KOVdP<|7NxLru5^622U|7ndy3;~hbU7sc2l8HV5uj|{&S
z;*IA;S0hT&aP#jDG#}sgzx~M4@&W4+IQrU6fQ(TVhlw?k1nu{tpz4Mg%NVKp>mjPP
zMOPzIHQfC0RJ|`=V4S3I+%E}ge}^E!7^(dmA!>hEbTuNi!_5b&okS1~rwxSnQBYbX
z8AC`L2n)jzw1Mx==igZ)M0Hdgz%Q?g<NqfG!${r?9sk#g>B*fDcqTT$&-UqL2qEqr
z@c(yc1IYR8<^x`iR8oEjp7u_*Fj4-cpnsnOKK_~X#y$bCk}>+eDcI!q#V{pBhF}wq
zBEK18lP`#_MwFA`=086|^TWx>@EC%NJ_JvBR#TX#Mv#-=p3gtWSm30}%&_HyeE#R6
z?=H0>KFCU9)Ne}4K`zaTy6i;QBXVn+fTIJ<8^RdZVH+u|ID$dv+JJ^rBQ2w^iA9v`
z7!r+dh@O$@K-omSUJ|?DvfIY$JMe_%Z-sV&oS_kx^`6$yHZ6jfz8sUJdJGo+*hLp1
z;}ZWpzqR%e+;u*0qOv?`5T?W5i<KUWe7y0<BHeqg*4ryU6o&m%tp=P)k#7i6>>V#B
zcog{U5GTA@bTy(p3^#wr2+a>C55r>!E^-WJ3i6OA55qhZl!r;0A8v}_kdja++>=v1
za?m4Df~MD=!~5OWx9yd@$^ZnsP@~h{a@M-Ml_Y9;cdAy%BWsvK+_u(E(pRU7;PX7n
z!aC=+p1ia><(zYhz+*-#DE)aYKLuQ*O{s%h=eMTUp2xR7xb^~mp5Iz~k(#*d?tAZ@
z+G?#8)Mq99v%1t;bMWu;Tit8Kxa^Kr=%2t-Rg3ZAA7GK85bWMd!4A8ND3?j1T(%=b
zdF~en5+#T+buBFs5;>8?d(L+?8_743+@a8=0?p{<@^GaJe>!Mn!F@E{y#>+vDIMA`
zA+SCN3<gIcaj4hbOaNpWn*{u=Xy_|PGPxS@>IW2eg<+W_5Y<{91**Zx-%9fCXEB=A
znyo&ep{Y-Byu>g6cjxiWI&wykR845J<TEx9t(<-<)r&zdi^Jug2$3w$*&&o|54x%t
zTG9`Rt}y=~NWuw9CD)lK8^BwH6TDilpP>phoCM-SZpQ-F3oWO4mQmZG@9C6q&QEdi
zdsQBbR|tTTML1oV?supN4FMT@cm<|BHg(LO^7o<b;A?QbtK#1H<t$(ks75q$|JI$2
zI_fS{d&u$WQ0^E-iL@#$Kr0kgp#Y?8+wE07A!a+Ip>TQ-HH?fD<Y2dab!&L8r8-hl
zC@=zLph;T=4R~%kHHVVwsTH~^@Q+UC7l8sOQ%yzhPzR@m!Etjah~u?J`Q9cm#-orQ
zBqD7+ys0Wk)2viQ8=^Df2OCbYg5+`CfJ*cxI-!oV8Y@M30ZCaGE+m)<FzpNm;(te_
z?^A(A1Hw<yAgI^lG$~ab7n<k}6|g&$qz??_s>*Dq(UhCcOC6>#aYC_(LfM?ykDXDf
zQ@#=5U7;!@eHy@+m~a_aN1AZixVcQo)$bR=Ze+RYDecZ+xq3m>y(^?<bNNnaHcvFK
zzxbk{1`#@LE+|>9lw`SLN67NtrQJ@Jt0Y;j+!3;TG{4))vPY8TsvRNAC%$dBlVwVh
zWzUX~<&*#WZYRstk}Oj@LYB||ZVa+CVR^59_`9}zu*Dt#9zE<{(PoWyEBc-3HGb(z
zD5#`!_IPV8zB$^x3QeK<NPBhb$(%Mr@4p>38T$y{LchI_yah+dlkk4}ZPoQDe0K*n
z%UkhE<ZO0u3`~>Dq4(RRUKHV1E^XE~dc2?ryY{I)7hM!h`Ji#uz5cPv3bbqsI2b1w
zLm(@y&WPtiA$lfE+h^FCer6~)BP&F_XitV44lG&^JGOf@IW<y6_^q5KYVk!mw=|0o
zofL~48Q9y}6TMg@VDEOXSA+yykEZQxfTZE)f~4i}SjI!rVz}W8O46Y7NBVZ6JT+^N
z(iE6K9v*fw{TSkHZu2o@hTgA*dTF!gc6<yCM#+`w`0Ql8yi)Br2hP8!0T%PdN0cwF
zHtV(ei!OKd(uAkidOcBc`0~m+$~yI!LlP-`DLf@xYfsVvFa<ceQUzWaWJSYeb_3O!
zqX(_-H3niXPj7cm&*Tf8O0_hz)@f{F$L7ha+-W;A*~Lt5*;!mJEZEMnvy_{)7w7Ov
zW_dYREX>ZA7Rtp;DO)Jyily0dVQDcpUz}UO-*zVBIJTWjH)<>9dguq-b^TuYO`ZTx
zUX)B!b@!~JURJ)n*>JYHdzf}JzP{L7Eqi$4cmF$1Rc71oM*lc(dM?Oy*9wN|-u0js
zBCX1M9BUzyIY$|sTt6A8py!;{A$R%D6WwFHFNDoc6FubFI7rw`ul)q%W_OCjY#yO%
zm0FK01nph@jGFnUc;-EXcI2iMgy!yMRCii@$Dwo*86&Pdx>xfm6X<-^F?`g&$BznH
zCSxi+CGY(EPSIF^WuGRcr3Wd8I{&%@dy6lyZeoFT{zblHK=v|uxJMUKmm*h3il~#z
zV8aK2nFn|!+KdPH5=YJyTdlo^rtUtG&jRu?2aoyz6hu!IS0Q7jsoL5;>*XoSLdEej
zq@tp3H&n-Z^MKV{DcIB5Spc~$;Qv|tKa<WZ?R#MAe2>QJrBbl11J>P-J@#1OE8Jfh
zcP%N}!w0PFT;tpW7(xS;*WvWU2RZt{-_5FT%-LWkX27Z|3zr8_ckF6qrG`mVR#w}h
zE##1LOesw|Vi4*hqTvBlR!1vE8k+tR23*4D1gBPCr_cReRh=?=vfz(y0x>kzt~W4~
zjGD=VGrTN^rXExk4l1RCd-Z}~Z7l0S-NB&~@Nz4UKYYOiuw?*G$^C5(I(0MRhZnY<
zLlp%$=-GkJulk;nd%0eN`#G1p*VLJycZeSeiUp7Hzk*Y=DN=t!Ayx4gw3}Vk4dgly
za6{Wxt49UF2WQMQXiDh9F45%Z_on)VKembh`feTETR;ulGwkiIX7*Z#?yD7AjRzi_
zX|MX<^-(HMj`3;+H>~u&ZUleisUz~1tLM0w;Py`F>VENB%noP~&kvnYMD-fPZ#*&j
zL{Ij?Ht9c+(~g)5EEjJo_#-$K_59F=Lu~9X5aNx2NJ`~>U53ijmn4z+GKfAlw8^9w
zm(YY>p59G(R1r-OF*4~~&T9g{=_L-VwSQoG{V))(UHlO-Y3ksa4wsz<$LXRd1LmBK
zo^#gBIkzzDjW=@2+=4eWGi7dpMzrW_AmM~_E_+2!7|#zqP58>S0kh0S&oXCbIh$Va
zElcDyxry*Jxe1zPE<HQvQ7Yj?X9r9a&kr3|$jt+0IvYLHSu@jx^z6Jh%*dH?6XBV1
z6ExG=baugOBH>Ku2Fw)C59Q|Ds}?Tk$oK|Y(tsJyMbCK7%s87K$im!2c*fiW%~)>y
zgfpHWFk?JFw3ukd^U*V&H#1&HFD-ft6uHLSM0m#Bgj(a}Wv>Y{WBjY+G=3pB&!H({
zHcV70(%PhcGf}15_C%G6p`3Y}F<LpJT{%&uv^GY>n5a@objOJ*1tZ9U8aYv=*tm?;
z3MQ%)jC*2|3!+L1kLp*$uC$mQ)jjM{U2U&ddpK0PS0EyB-9|ii7crIHJ?GY|2Y^>v
zgdh4U#=vf#bzPNzPQzfA^MAo_J-vm49j`p986H(Ezw4iJckw;kxd*8NhTTe6>S;B-
zR+_y>>Eq;<LbaQ=l{vSVDb71frNv@-F%xik57U5HvFqMAqz`=UvzTji_`LLeUxOY-
zSc1g9Z?y(P`@Yw{Kx?@6QMxGa@ACd*yy#sYB%5N$<^7*TV;A1#orHdRGT!~<w-21m
z+88bem9HI_gXFwPk+VJZ(n!Aczre747nUdAaz$Ss`)qlsxHK*wdqiV{eC*~cNqp@3
zJ7e*&tG0HLkDUh;_OaJo=b~35!QjLy1hk^UoS~3+&spvjKEP+Xro(L3S7%|pQ>zp!
z4cr^FE4b>VLKuiZPj8=RoaZ-I&v>xK9W&=d$5373c*Z>^v05*<b9@%6@r$dLsmW-6
zlj|4HWzj%{S6nvWQN*~2xdAfevJt)}Qc%VHhw_OBr|Y$ffe!SEyUaRZ#)G`#b3N_>
z+!+sYis#}x#e*}BW67PU;}Xtfa15C1Am8}>^8Te+-vaq92Y0@MyyMx~{Y#k$|2W3h
z*P}Q&IQn`Nnf~UUwb$vjlb5qRpvl3(SFXk#-~UQgY;U;!Jb|{&en8Rj<lqpO;UEW{
zOWrv-IXK+wa>X~G&~7_8gf;%`(AN0ZV7o+H<I-`mb_sQHDcR)8#`Sz9PmN}%$McnZ
z!Hoty%H3^?uf(1&+S%d=z7n?qu{sqZ-7xWjv3(`w(Uu^luOzqzNo;))CpgGg;&t?>
zAl-<*l7~fO+wCiPXkc&g!vpWo;ejw0DO=hLXD-!83lsdfbX|BEDG72oR0Q)ea(w+L
znlq8h^g(Ow$M8w-c;)g!Za%j#zf@jaSSS@2?V_EVEzHi^*~0w%^4$D#d0{?Vh65A-
zEiT!M3nj;1UY?)NE+a~DVYyU}j#vITQC>z9??Ak=$F$#v{&!Wpa+nk2dDmmhpHK0O
zdj!`Gc9$oXKZ?RTAb-AFkZwfz^If8`0Edn}JbAGENkYFNe6>R~{{ct~bpbOtmn2E^
z-OFHJw6>nSL{H;hx1YWAn>?Fi=J&h~O>+8ND`j`u^}bnCs~_h4t|vZET8t-|_^K(G
zoE@CkboWjj5S}9OpTfmY%0&65$how&_D#sJ523u6Z}kF7=?0K!`og?~AxxrSUM{`^
z<ZNR&F3by!O?}cS1gF-W;Tf?XUQCH683kx#%Y3J9h8o}~WkzB{ZCu3ovd0Z%GA<zs
zXm&Af?5G?mgJy%Ag}~~Zr<_NZKOoiPBh_5_v;&BbQUK)4{Zy!k*Av~`Zg>!bM0BKB
z)%@*Z&ph$Py_bYI?scLw%qftKck%<cDLsMcZz>UNH;bzl07jsA5JU`-wb3NNbt<3+
zY!gJkYv36wUR<fY)TuD^i(RO90Mr8Lks?8}Xlxe+U;{uF;{#U#+5T#uO{Z9I>cRuL
zdGAf-YX@H8Q@|>;j-dYJSsS=~b-=rDAo{9(mVR?|C@{Iz$th1!l^B={ghNm$^%8ez
z)c}kL<aoy_RBH8gs$dC(L?G7}IvoDLVYjH_F+<R=*Go>-n~uhl56r5Gwwg$j0OCEP
zyjV3R4cg_fX6w|Wpd#*~iAnL6Q$^+LmUZ+UhYufr>iKC?WOZX>BaNJ$6{iJ&9lD}U
z7guN8*VA;Xd^d<+>{Pj>l=}!(o*$<h2OXZTE7?(JL<o$^RK;^s0C=aYVwwcZ)5Myh
z%_gw<?1qBlZ`G@3&G%gz5iUO=Zev$by90=5(0X_SB3r>APPUvjwV*CpP-dc8U$-(=
z3h5C0EdsaMq*Riu3s|G@C{LaMl;MOkQBHNtoGD8+zgY+fDUH@X4ZYrX+u40%AEp)o
zv;E%`;_xkf29QL{ROO2gkG!)?F59Qb$oW?Mc;XKu<f<ea<SJ(u{?2Q0SBlk=^Oo!q
zJo4rF9d#D3aXw#9A`d*grm;Nl(xvL_$fqS)1+fEJTCfXLba>OvW6~1LlZ;#|1VxO2
z)&+5&wvN&ng2bm55Y1e<T1LU9`UZ<dKyA@UMY4-TA;Fy)AT}H%>a^TI5?!@Yrb7lv
zb1U>Y;Kb?(`Y%_UD!$GK7Xq;=IB3yXyAIh$Bco!;)QdoObNk{iqgTjRogCZ-tS^m(
zZaLorn6XxoF~4Z$YdC~?G=w`wx7j4=QH7ZX;2n(^z9JV5kRjGUEu<GKg$n9!70r<3
z=VURQsU3_Mt*-$5Ep1JoQfg}DJv8V-rC9<!fOFZBCtJCd?zBpFdZm7LrqSA%X><y%
z3Ncfv7dr%=*`i1Jm3A|`ob~;h&nzzFQkliYOul7zoMyUFD(~BGog(E#AFDVviFkBA
zS8&>ReHWb88desp&`LvJz{y*!6q-o0Ok;tZ&2+K8j_xZn<xaIalg*^F_-`hcnaief
z+04mwb`ISJ`l5PWs27WTNE_H{URSGjHLZz1gWppbq!le@GntuvIHBqELh5*}((aUa
zsKhwVIp8waF!X}c-f*yX^r5Pmt!iqkbUu7o;B~<QY~uX1HA3K78`XA@p`h3S4^2b@
zgU->(4k$T>;m6r}uIMxfMG%a$u}VCLtaCK0G-M5==W?0Wb68K9K6SK2+EjUy7WirO
z31#azm;B~^!z=@B=@?S?KpNk=+bbO`b4<D;UmbMMWsf|SSzgR#=ZI+7huQ{W2tplI
z0aU+DU2~iVz+}Km>{kjQ>4IPdHAxVKXzHqgPP18W2DOV0w2O)8xB#L<svmFbbNYwW
zk6U_39jSWsd`lc;kN4>~x!Q5suXc=E?1eRwKaS8yBqfbTa>;&c1cKk*TiQyR_j^&0
z{nS{={*)p6I3)gdlR4mP3UT*sK4Qz`M$)>^dxF%pv6A{OL+YL<-YE3@xmWjTIl>l8
zCp%~*D<u80;E!(^D}Ov{_+ummU=$uYwVld?pqv!7V>E)I<oZA(=({deeiC-jK_>&m
zJY131M!f@tAA+$>8Xv<W0K6E_;ZJyUy#dc1dG#K)HyspG)ebae`?xNn2Ha;&vH(hO
zq@BfAU0qQtiTrIOsRPNY3gdxvMRFP*U$4XF!C#)94BuL_mA36_8(9pMnQv;ffKPG8
zCX-;M*lFYoK)lW?T|J-6WM@ewH!6Q%w0eRZOsl5F?n(6P4yRHp!#O4tbyxvs((tlj
zR4^vU0$?Xt6+lWb05X}ynburpHj_zZvU90SW^OK(C2jQa`UZKZ_LHLxzA|W|q*}sy
z0$MX%q|iCvZUYz_klLwZsJ;S&Y5J5q47CzUMPCJ=3P|8lgh)u%oV{L2*PQmuF=Mon
zLY=~2WNNKrxa=S|ZKkxNIR&*p^|)$t=5CA!VAJi^zJ0J!$QN6x!_=a2!YDJV0wV~`
z0dWdICd346E0FPt2~lDR`xrf6A1^-HFj#;5uTh7mliD=EAo`nwBd43r3cHh)8A47=
z1>gY8>Q0k+MriAPr!Cx_=vrAg_{DHG25&&J0Am8bGXQG9otlY{Z&X_Nk^`m%gEt-W
zVH%qXuG$rX$!374b+T#K@l}F_Ax5uRr=B7FZv0-ho8D5bVj-MnsnVny8N0gKYNuCF
zd$dzPPR<NaOHc#VnL&Ve)oH*cWv}hNfW6T@dje$M`7J6>rtj+`@<aNFx1D<IZh00B
zeqG4WPxKi|a{c>l=JXj>&V&!1FGc9sl72mPZ26izA3|h)U<C0dS74-;#NvE<tc&x2
zS)3tc@F?rDFr54zVawcM#I$=xk?hi<UoKYvSH)`l>R4C9HC4Cc02*PrPQDEunaTMD
zH`@s3*9g3OweRSYtSX)e&ioH!<xE#j3~}C$z<Aw@)A7kR(j7<CkrGnx88-DYczXkg
zqupP5n(w6v%8&FPs5DSTpesVjsRGKc3a39*83oj~PD+nmYg-ki-?4&t4u9e<5%sB>
zxOt$9@$k`uTI}XdnPEp+dGsz+NH<j%Cd#Xf<F*9_3^y6{B3lJ0lmeRrF6v5a6)#b3
z6x<u=`<M!DxLxK7gd)85CdhY!ubE{NJOA&;wDWZki+2zBXAx@GU!$|3;_?0)jglj;
z<ThiK%=5=R@u%n%+Fbm2pBs)eD<$i21Dt)1ucPWUm#ul#qh1gMy#7tw6b1BOBMA69
z(HUkM*m@^_1W`adC0Holl$1nSw{dyJmOr2#skjiEy^T7eJZPuW^zo62Qh^=TK}gJs
zG6%@Ggn@-C!$)x87;!yI?gCbt%$v9{LwQm%QC*7@5(NdEa6P4rZ*ijr--EvHB6}9~
zpXd$~_8}~B_#)Ir5QLw;>ooUYFLfXr*&D)_bZ8iYu~x?y+_)KKN0VjB0<+2&VNHkP
zaB%axT4@kOrn<m0S8^l?y$d(o@;Y#L=(m-S#APd)f&ONcd!>x~HP?WJ?B`w%Sb6H-
zlb(E6Y+Ebv#o!t*Plv!gjcNOp!oGXxPWCu`jU+Tqgr{vFy5dsoDcG|VDCZfo6mkUl
z+)fwQJ84vzn)xQg0W~*g4z|{-GrSb+cd?Wk<1J=gyat>au2Iia8U#<6t~Xa^=r8rn
zdvl94WLj~!BBoEdl*foL4cpwx4{D5<MPKIUeba|S#_Td3BlKO+87F+Z>-bjcQ*Rd1
zCtwcGT_Zz`?&!zzX7yFHP5)Pgw0%pTAtdoO=;LY@gI2LYe;y%i<$R5o;4<2-2?+D6
z*Gs}&p?10?f%#BOc6q#${S^!(>0~d3JW4RvV4T?<{Y06hK>t?-U7j2hT~wqQ+<fgu
z>%h!RJb@ZEP~x-B#Yy-kNXyr;On2qDq~7cK;TOO8dySZvi}u3yP%PdFG77~m#pxrb
zA~$6~2nA_&Yp;V#Qm^-Gg701$D;4Jr-$hfg$I&?oF)zWfD<;&BmLnO+QCni5?%LG%
zUr-dFGD3|~@!M<&mw<y#VS5{^xD<nC2oVhJ3L((#RRmkF)^S5dA<+ej!y@Gkmj)a!
z4s{U!vng1d>dzVtPic$r=^=~@3YLX(rww!MutFArj<4boxSBAXXl_Kch&rD>h3gf7
zo+}MF=cz>ii9xtweWQkGHSel{U*>mnGYBGUWOC}R0by~fh37g|r*)TgxP~aIcC(HW
zq8!5q1sbMGl`jAIJ-V@DXF^CZEYNjelUkt*Ild;Nj-XVh7F1vQqF!AMvcd1glyQ&f
zgp_)kG{u4A7OQH=LLuh-*f=h5dxHX}%3e_CK3zCs^R0Cdt?!1+8RA{gtF`^7j`4Nq
zF~2jzTQR0wdZW{7S6Qoe+H2;95fP5`O;)Ql`IuR7rAQu|VjUNZWHEu`lw|-|djz|!
zg9%V*A%l7*Y;5707Rd@^8F5)#Tx@}baqGu+hA9q!JFG^<DJmNcc{cFD;6jbu(fDZ$
zmJF{D?mgA*o?TSIn|#r>ynHW5q+<Dab@inh`Z`;wcPKoTc`BfYcYo%DvQ%DmJ5Wlt
z5A_k%p_`j)#pabqL*SVZpC9ehNfKpL=^^fUkVs~P&x5Z<XtI(VMw1Q2l*!iyoUO}4
ziz-Rs5!w-}@grkhjg&c^Nh=&EO-EUU^A}VSkFag}-+Zk#5YzwsmbUPiSLnD>SN|fE
zLJr|)#=49<d`T96?_IoKPCL=oyD{Pflbb5?4Y6H*eXMkLji`9X=P3K--@JB?Ua=tk
zIAA1YJc=np%J^Tw!|uxvJNYOaa)&KeZ-gsZIanzdfx~|&MG@-tY6USmNIGSgB`eL!
zK^pyid&Aze=z2*7{HV4%sLG^MeRM>Ui4sDD4!=Tb3`e*bw=1<l;~@1(q`Y!i5QR_C
zQ_{+)iVtZ+C4#-GH%LjdEy@}(Nkb3oDoMI)gq6VxS+C&E3vOC62tq`FYK@r}i=8GZ
zxQK~DNKzCX+<h5z)lVoqZVJ<d&4h8s#<)T{eQ8X`Md+UJuOigdKSXDv-V=t$>$@lX
zZ|F1v+TaG->M60+0TJ;brO2rIx?O%piUYj!9qOHr@IPvf8lT{a$a_3->ze4s@)n<C
z$bY5e${D`4?D>{h)GP1Yrn}3(jabynL}w9qmp_Ulr^n>z)FD}Jt`D`C2CJK!D3b0F
z!I1ATr0XP>Nyw`kHV#-dd3Wj!au)Gh6mL3x>RpvH4&Q@$et<+?If^iT3?7d*C!Qip
z5a%0)tNP-5M{<Txl|h^qIvcZ(D~nRa{a&ol-679NwGPTqj7f=Z5Kp7iw!QBjPPp?k
z2T|u9_4FQ16q`n*F6YRbrc?XrGrsC1in}dZuXry{BRKh<px5B+g;_VLLf<SHY=HH;
z$6a!{aeSYPt@5TmjgMgKC*rcO*8KMo`%IF-*!u6=1ss}Sxq_EwdtBxYESLAWSgy>N
zmP;R3-ql%rir*Z$3rC>A6>0-Z0+<iQ>>s}Hv%f#Sm>Gd2x0>Y-N+?OB-meL=ow)F1
z3x+Vt%`9cwNJe249}haAyEo<YCvdE-0LMq&2DF@f-jG^Fa;z>1l2-eWbnQ#fmV7p6
z_w~WXP1DMW6n-qaYW3+ViG<c${!cJCbzA-q5kgkZOAFb-b04UJN@X)jt@J@{L=9}<
z8h*z+IjW1)6Wo8{ZUROzqLw&HhtvdDD^Q_6u6|V|>;mhcr$*4_Pyrw0l^#OYc|KC)
zxoVlx#+2frwV(rLi52&B9~yCVQkHzE4@;~Cj~F9Kh2zqEC^+q-eVQGD)4apwA0s$T
z&cPh#d-&#u$e&=w!4RD(Z{^G~sGa72AZGr<<DIz|eiMJ@xgmH=%s~=#j3PB^4x#PH
zQQ=bvwOq{?0NH&eQ0o0K;y10S(*>m3)n4XW=jW#oFNEW*u+KVp-)ZY~89;6?(?_RK
zjRl{c#~=8)|1@E5S*L*zgGcz8^?g!MpIE2c_R7oI^QTXrLILyk^HbQur%$8(0@}A_
z`}hjAZ*%+jiPn6bS_kP*_Z`)6&TAObrRmW1dfetuQ;U&vL*J_TS+9AFWFNYJMUUA(
zFrMO^_bNmi?$b7T98qM{?Pw~hp60!;pQch}FSof^h2Ppd2-^<U9I{8x^RmzyXrf?L
zG(PLCM4?yg7hXP%TjO=-Jbmi@p?X^2p0czSxNxP+TbN=8@3S;1sxV8dl~siJ-_JMC
z=U;Yv<#{gp28u8P!!TkqpPaB%aJx)cDmhCj5vpSFe-5WWtB~ZR>t0c-Z#3=3*0<v~
zF4460ObDI+GjzBxhS)`ShXF7{k~HW~&oBTc+!pwsx|)U*q6lW(8Q><ssUookaS!Y|
zA??S%ouT)rvoLSx>HDq{1iuP0sr9o$9;ikt4@YG_TU?aTM8&Wkg)bly<{tYVKA`XM
zcKki$5mF#gVR3>kX-EiKCl!o-o%Z&=bw7W?5&(I1P`jq-4Z5SKI)uDs?m_sC`=g(E
z&GGdaI)pC`IYLYh1h8Pn?4DA2N9~Qe7q*Y<6#$R54p{eWTBm_`b?zPxSjQhYX3oLc
z1Wy*iU(ONX`~g{j^6KFJ1moRQj|2cGg<I(e7ca17x>0P+tkVeVgyJdJk@A^pi0q>2
z5?tp>%>>KndmwL)+$)oVe=Ab#m$?t3vzI!bUJOQ|cMl^FWHkPf+SqUQQJ2<&+StVa
z1@_;W<8Pt2{JTDlCE1JGzVURg>mqiW9J$dtZ|k`?<WS|erHU1vcOfwEf^6(d7k=K;
zareC(d0#RF&5uFL|M%l1gJ*QaU;fK^GmS9EDNh{AHTORdOn=Rr$9h9C%&b34()ZOZ
zxJOvBE49p*>*anb7VFLnzgQ8;8HsiwO^i;p@O1f8G2P6CpYCT~)rYU3X1`?`$<rAn
z-$KgdzlL=6xgt*<fif8|!<8wh>@c#?l(l;L2ry-AnB#9{TipD)PyYhT9O|2L+`sVh
zne*0kHl=UrUU<2df4R{-5B%&i=l5GMfAJn!n~3hU1*o|;fS2$uEcYB)i|S2J;UO#3
zdbxJG2+baPQ|tWwrq9-S(PgSdro7u#6o$I)ZaLJQ(k}y@KH~NCR{Q+@qO-RaQfE@O
z>hO_+VS<5ZH8>bFty*uj4cTfSN=uPc8OqsAXf&=V%!`2#_590~gPHR$WHq@5kIO14
zBEk6}S2KDfW}Lj%YUubPbw^&6tT#Y7aC%zf6UKUZ!dN6Rd@MdJV=4KmZ1Tr(7;URf
zetm?M5E7&8-P}_#s1*U{ro$FG113uWXH75dBh!LRS7o)q9M!2K+O{*PBSJ7*)60~d
z+%L({3+RZK-bZlJkGP%lV7w-J-qx$JBE=d0JBkHiJJM%h^Tb>SpGY0jSvL_WH7bPC
zh&h}b*?k@`GA>nmWaYs9K;<}qR?VQ^Y~b^E$vj7>2&GTy0L+ahidi$&LuZcZNoD>J
zFaQ<;=*;P<sS{WwnwvF^>K#o0rR_6Li*PH*zCX)J`S&R4PqMRh{$*E$o@e&~AzJI@
zS55;SG(Pcx5x|?Qa<ypMO)5&EGg`vonZD?hpp)nq5MxB+507-hg0C7DG|IWYGd#Wx
z3o0$97y4-Wp=_f5iOj;q)BjbW9+&$JA&K{AOgYbYM4SdhCF3ayr4}V3;dKECY!+PI
zPKKTeLT!$fP;MGfEYTkh&>BRiKX`2)7V)>yNG4tsmEWznF>nBMKk;fhy*QM2ey9;k
z%73)arU(T>+|uKymb<X$TVgkUU!RVXh^<f@-klKwh-PU7&<XO4j9sq~bL&Uck=QwE
zZi=0UX!azn07GX<ZJoXHzIdeDK~NAcxL;lb_o=IVx_%*L)l(XwFsPzyxU&*BZoW)#
zR<vB@-BasTZol1f1Avrl-~R5z68_A1*>lT{8M`ZjJth4?>wwd#`*^_Pgn$7+LRqI<
zm30gLCe-(7+tct(?6+$0thDfiJr6nZJoI)sjImioJH<`E4AO0@!FhKK5(f7}_ZD!N
zL7YnYZg@j!9R3&mSHb;rIim6!BqAM_H9q<rn^J5v1`1C49|(s1kK<)nujb^w2x|X<
z=qxN8PF|x8dNl>QvDMgTFx~V9$Hj2Ig|8CYz*&a_1o066gPH0JJTzeB?Nw)!Znia0
z9sX441wO=x9w649l|C$Vv@+c37M_M%X~S?WRFH|mb|}vcW2O<&%``+F!zwVI9yVx&
ziZD{;Op5gZf;(QMVoh{0j@xH|?IDl=35hBfgsOSr32yFPc7<);woE$+3{&uQ61N@+
zi7KVhJV!1D4TLRXst@48`tySD0I3cW0*jFT2=R@?N!){@3M6LH1hk&+MU9n9nwb&U
zfFecBTAC?_Sgx#4nj<ByfF48w@4LSKeRel%E_+Yl&HlV0)s(LYh8u8iJms;K)J*&j
z#OC>%KFtrIjCeQbZ;jYIaxP#gCdo2IFAlW<5>V>Xfw*c9ET+fak@Oq<x}fSFYdlx9
z$}-&s0QlIebMi2}Lu`;ugaC=NA%%e84!I5FmJXiYiGtswR(0Tk^$8OrrbRf3G9@d^
z70B!j1c|AV67+zB;^AlXz(g4^l^*HCO~WI(m^vHv<{7Q~9&aEe9hg<fqC4GOtt0xY
zjs|rtKFCx?q9V5{6lAU*s4Hi4h(#L!SioCqsC@b|YDxk#wFOVN58B&1?}k9xc74>9
zS`p}`1pZ9Zve&832puW*SsN!Bl?hR&9GtIQxDQE{_{>QEv~`&M@l;BYPVEL9#P~ks
z8y}aLGGd5n?13|*Sj8nJ&MWQPH_b75&0&_dp5uBWoS;CJo>g6DED{l!R|;hz>vX;;
zk*d~&ra_osbl9nKC72C;SfvWo1k;3YU^>${+6|{NP7&ljDkxkIzoiKi3Tqfsn=6Bp
z+j*O-)fjQC{hJNGP1r$>l}F9qKJq=}JGhLP-HcxydFmq}6z=cS<PZn37uA!BIEdx=
z%|ZO=ST<w=N(B#P0md)9!s3ab+k<1Gn>uR83)3H)^e6Y4Q<n6giTvpye@0-fk?O|?
zRvf7%!Me|G59^Ml5>0H@?Owbu{<4gu-9!y3q}{}KG~93kCm@QcA>j{49&0>ONJqUO
z*6+-i)=xWfJ;%dLgveeMok3&=ypkv10}*nVZovIBBE5r>3*C~}IQez#y0VNtv)j`+
z*i2WZud?A?RC-nkS`BytP<h)khwXN|Spj|{3SbaEXJ817=t#(<&@kFmpiIQP1NO`-
zJFc}QSEuyis-V-b62+s$dciYLg^~t$0-%uetv3=7pyI%#0yIbphKFSiZIo+A*UP9O
zM`k{$J^Wsw4nPV}Lsh3XCcK+m<f(2ta>1aVQo#VqeL%ZVoCvO|0>6lK*-q9%(fC5G
zh1jK=V&h0_YY4^4^Jiz{?9z)b7eSP(OZqICUb~{lli<eg{;1qf2M|dU%G5ar$6>38
zO^B@lj~t3w@DWN3P8`n$i}JpK)9cXgn+#S<iII2)*Bv$oVW?7mB7bAuM(q!z-l(VA
zT<~@WH&}28PsX9}6tq!tU0q7Yef11mu**N$E_RuXV3!Yx&W3__x*TkzGQ^@f_&}h8
zo?JH_V!IRSd_)pF%uT(><n08qv?{*J2aBmyk7P0k;}%t&1c!wzeJ~e0Sj`Em&A3O$
z(udSPeppOd?)M>Wvmfu%<Pajnv(4rrctVcf*k*fZe<~6Rc9n0-*^Z=bMGftT1RXH6
zUeYZAn>oY+p0r}Y0;PrV3?a<4JH!=P{M^Brk3)XN@jOE0#D@SQ(Wd~h*iqvuCWh~n
zXxgDZ#X|j>pq*T(A$Z6;hUO!9=vPE%eHJRgG4!Bw&Zg{2I#WE#tA)~qfDWi*pWRAW
z4fpu3)Fk~!Yf6yy55!EzNY;f2vi=9r*@)sgs)OGTbdX>lJ>*-Ss2zZ{(Km8*i^cbK
z;ucG;(8#TcMfxi-tuZdrV#FeSRdhBU-haEwZHA*&SsU~B(k|dK3F_WZTNbXNWVH~c
z%V;vdwXal5P?Q4K+2d(aka^Et<GFRx_NXUfmLkY}h3IU=y%5#GrGXB5?uC%%au}zB
zuEVWXOgXzz?Hno!ZljBE$XBpBO}lo6G*}9whK`Mb0_`TMO29WSH^Ug(6YFG&nT>Hf
zEJv)<n?z?Lu2WP8!F5Wab#$+C0DVAJKeyJt1&VC<3fvo&E9bUgC%q4Uue~2XG&^2I
ze=`(96t@I-eUee=4m?ddN~{D$bCM2*n`YDj5j@zFj3PA6D9zz>0qL1UH5qQ2QKR^w
zz$iwVW|Sryw2P8-Fx)hwth0eWz2Cd|qKn}7S_d|Gff6(jby6gA3|cV(oI<X_55~b0
z>c+N3MH0(Y#garI&UXW53IiU(PlJi0HZD1^aCO&NS)~}55;td^0U!xHT6VDwZF)mB
zZSI0ae$GY(_k|b`I;R`Zb;KqS;)cIVTw}nQN5M~oa0Yb)Z*nY9k#Jd+3zEEa_ycFB
z3KAmdAiP&BHaqwjMSmTIqM-tWjQZlv3eLu(Gz$t6a%zam!At;cLLNrE(?YdK8Wo+`
z2s5I>nWp|FjRlqk69mVA@g8y;nxbxu4&9ELikfUvOpmEljyYnKC4BNDla&Ugch^cw
zzd~6Yr1I1bCA>t|nh@7Wk#7h!q1LCvBw{&`-ZE@8iU%T;3rQ2>s|eLpldnnAC6T-#
z#WZS61BL20Vym4X4H4*#(BcDO9q>JHbt;w-NFA?my(xe}qpU0=3qg7m3~r9f%+pTR
zdsqhFgQ9B?cr1Yk+M41;Hk``JDy}bTkWU=sh|m!2*zh3E{1O&1j`mqnP1k`kR3W1q
z@3kt_7I&#?#gM=?onqKQp~vCpR9}XRsY4#7r%xSmstCZ*@jd<?Rp^YU_=rgMbp(5=
zI=U<T#Tf{0E-Nw9=x`Bqr!>>Z%r2+$bzK2WinT5~5ywqvxi3G^XPboleV0ev^XbpT
z-uuozjV9T9nqxhW-@%AoBxhiDQEg`#X$Oe<Ll>T?Z{f)0fOZhEQ4&xi7{qd0&pl@L
zhH^soc~7w7PmYOd>KJ&0YIu#f&BG~u@wqy5Hb~|l<Jk~3rr_BSJbb!0K&Gb5eH)S`
zkh>mAlc0A3cijCmB%-eKM+jWFi4Lz03ZMHg`Xz5gzarS`_r}ClTEcn33lBv|xZf3>
zLBa)t7yjU4btVU=McY-8Tirt`GY5)31yfQw8}6HQJf(V(EQz8jG0#y1eEVNuPhGXr
zrb3Y_`k>wfcwc_A-r@W$Afi%b&rJ#?Kp7<bQ7K#W5S9`03#xUx=d7{0M4yuV1Kh)?
zbua_=pRMXzj4ca94sgj;LIH%@aL$Azc(=E1DnFIuAe#x+2ZA$EO9@H?zGCWl900cM
zJl%O@XL9rp$0W>W?oC_oV(Nfwpq-|d2J5Q8&qbv%tQHI+)tq{PZdFvZ4(&zW&rY$Y
zC_eNEkj>8$h9Tu`sIM!Zr`HIDx!OwAQTI10&cgNoBNW5E9M(5~&3?o)QO4t4Z7I|L
zNU)@oJ0U#22S#8Nxid#<No?T%(q{rgs3>0M#^Hz!EUBecl#?^qwUce&?xk4UK&+u8
zt7O99*_0>~AZiT<3gLgIgfKiQ+Q=a12Wsv>_N>4mqx~dw>X0BJv0SXfTU)Ha&w`l#
zGswYAow<kJ18|7q3uPd&=!59cEigI>{-hQdG)1@Oro;;2sUP|h7pZqu3W%gNwc=I0
zW`7uda8+S72JViesjuAdPzDy+QT7TI3TCHL6;-79xKOSy8X&M|gJE@`9m?X7gl0O@
z7h06dN4_saYQl-;^Glt2RywMlpY}c7X9b1m0SM6{S4#@R%lG!aISScOSEz-Sa?N}w
z*!$W(%?=@=JS*yv2oWXcV63R$dX2H;2<sNt_I>k(Up3@!lJc|N+bsbxuf8@qj&JQc
z`Jj7UU<=D_5_&53%Up8GPp`cZ16aEQKb$pHjxVZ0%IarShI%&KLkRC6$<FNVfk&%U
zC#U<?GyF%}Zmu}(t?t!6$+gwJf?q3ct?fY`X7@_`r7rzw+}*3mE2aZ!w?3#1iYb~F
zU-!k|?3X}73W7?RFvjyWYD~fNHF$t`Z^BWP@+_Pl<|VxqHt+hDQ;agXMldkhuu(B2
zIQHG7XE&HC5Xmt3b+IPJFbh7z3;j&Y%ju6@auF02{I~WIFw^tK8{t`?k4BshFN$7q
zI(#D%pZ(~j|I;OGfkNXUt*2FGkF8RDT*ZYU;;=d{NjUlur#^%gz63p~R0YMze)J4F
z))nA4CA*ZozT-<+Ok2;O2uA^zb;L4m1Oq1*(ii}FheSqBQI`Yd;1s0!Ib^k=3c#ip
zgU?e#DkcnN_d6Qj&YiW#2s~|Xs>(#HVe*LcuPW_JJ#DB0ibSOf^c^3R!8$6cVEF6M
zhR!-IE@T6hhBZ&S#U+u+B1YyXt~>D?0Qc}V$Nu43wBgGhXl<Zn%Pt`+(rRtu@^2kV
z9@(t$7Ep62*3>5LYXwb|l@6v=OE}Kk%{r1=L9;4?q||#*>xl$5dEKF_0$<<U80cF8
znjZnnno9x(Hh{|?_njPs&6k>OH6_F)VhBa2NeK|3H!@tw7Xd|8<xQ41X=p@Yj?99>
zT*EIueJ|)RxmD@vXp|bBu&bY4&5^5J4HWIU{dAHCPe+IwdGLfT3q^9HxFi%$gcLpB
zr-LL1_;#c{J{}=|i6BNNuk4uMioYnq!#a_*9W~*X)P#fkc0=u3?+BR)Q@&!|L1D_*
zFDEApap6uiA<4dbOp+`V9PmVh7*e}(h|TUn#z{?*MZ3?0I)Y9i=Yre*O_!?s4S8v!
z6-(H<Ev}DEM>)(UXB{dBs}LrNfRqE$@uD&(Bl9*5_)_g`rCG00cotnEn0PQmPT@?X
zziWg+g#avrxZ#T&k5u=dp9IE0b-8gJ(n0JjC4m_qpVGz@J_WkgUz$F3^c{x}AAc$)
zP=|Us^(au6GUe29N<RQ4Qn^enJ43_E;}$4itT#DX1k*^bw%4osR6Qs%D3Q#@11dR<
z_9{wV)r!>)g<>Oey9p%>N^XlX7mPO(9y}GYreHImM~+ihCyIMlCbXI^g-z1SDW=+q
zr=Dh*506L;(@p9vfuN*W#Z4DiXG+ct5;5q@ObuxD4QHlZU1yXJMGI9JQt9J7PZU!?
zu|!scX$agiX`KppOtTr{TWTe$59M(TUy~u^uS}0DR;WOn4bs865pS@upjTF%bE(-(
zCX-rM<Me5|gb8)>GJQ<`kG@}|0`p^iL}f^;yh80BqYSH{1M{Jfz@O~XY;s-l-4tQa
zLWn_MMi^>q8&m&NU=igTdMZN3ODY+q^T{!ag%MUoX!J34{a+gE`ivLiB>n>6W;%ul
z9D%gg3h62NKJZMi|L>2LyoU|@4=uDu;quelDey;Fn```Mg<Kl>NUY4Cjdf)nG%M3r
zFwvn5wPGf4LXEO0!2<SDKuPDo5US}`Uuh`S)v#*XeO*4!iU>RX29&P9>~09&_fdaG
zrtsta_|5g*hDz5@dCkfd_dgKpeRZGalN?0a6!6N`KNE3G$hqiaB2cbgz7wtMkF;V@
z0~@qrC$Ch-1YD2(ob>D%RBC3yA$y`xuWqi8y6Xb2kn&cwH{poPKLxf|9H3M|yw6JB
zwA4uvP*g7=M~=MBhy!5fvZwm>5P9Whw4OR!V&(7dQvFPaOcZAyD$QWT%2}#4RScwq
z_@NbO>%}&1(aAN9F(ZAWxLT{c)PWTXMg1K|jvfa-9sT1C=cN_IJlC5mGfr)$g{m$y
z2F=#AL6?k}<~dyI*HRQFuwUhL;v>3%Bn1_fa*LH_v9n$j@EY_Pg0Y(iv-5aIpKKj~
zYHYedfYgEyt%g>D5)VOa?RG{l>Wg01sD8p5hrsQO3!d7d1{(Dyn``<#RW!E*MIH84
z*+xVcEJ&L}w<s?M-u-r^*df?Tw?)_81f(89IrI$%J-{DLHYkDhn999;ec?mBbQ@5X
z9tP%d5q%d3iOg+z%H=>@om0xQV;zixNP5cmAy6NDgoJ%eDSBupjCB;aiJ;LMFhm-u
z3%jFTz0cx{<J=bV#M|3PJcUBW_P9Gr3P0cHLiXL?r|}_VpBK(`EJF6lnHUxMI(O04
z)=x0|Pva!;-KKT#61rHF)R0t(@xGwegJYtWa(_Q=G=otESXfJlPyL5R6n-PD)@39&
z<$|b>1kIlvE6r~+G!IGX5r}y54EzQ<^lT#J+s<|i`2;){EbYC=Js%|F`92riR~Qrb
zY29!b`FLtO4>B=XDW9dDJ(9i|C5}S+W-nBq1Yj|DK5S4g4ln=)Q2rbHtxmIGqXeH*
zl1o15WkH&69xoqw#?x~V=j3_OS<Ltp8J6Oq3Pg4Ao<IljK`!RrRj-$j!$7*4O{yNE
zGFNSApe=Upl7<MxXVT6%cbt5_X9Ktv!!;pR<DZK0OGX_+Yw=d&c*JUKiOxn`ji?TW
zUybE&fTp`?H)%y&yi0Z8;Ma92=#6w(8^#6{^DxxN2<?b<`3XU)F|Nyrh;{kjL}w$e
zOH>ELugfjZHW9<c%R(CkIkjq)qyXyqmZ0e`iD{0JrtgfP>1Rb}BhoaggW+j9_fBKk
z9bkLYwIRt6WOET2M!<0~79?AQlHkKNAy(u66$BdNYJ5Y)YWzQ<vk_M#s)OKaBst`V
z!y}10jY670;2OJoO`aV^R0C&#r|@qD#pLpYJcU=0txSzdF7ZAVEC2OAO%HMAcwWMj
z5i2j}5$z?E@9<nh5dldSG!)4YHLyWzb@HK0FS^Lk)paDPKvi-jaV3i=r(piErUM<V
zf<SJ^t}5q^m4BwweoqG=X8J?d=Y#M@v(Mp%+hK2E+Ikp1B;~>+$VdnsAi=N?3!W|T
zQ;B_HE?_k)K}aMeoN6&ktD>rq5ONO9(D!98h!$ZCjZTvy1n?3r!39aY-c1Vz3l%Y<
z4G^;mN)-Vh0S6#@fvyI8nmV)q3XXtp5<-+f$ci|ibXBPae0FUD)JB7VDudt8`09L!
z70t~QUgIDK_GFs)S+_n4W`m(s@%6J5=c}MCrV-If4n+i+W;6G?rK(+bBDbmXL0!Ut
zl&0ni$#^WbZE>6c`DV#sN=)T>GVz?}+WPD#^{{>JOt@?j@<IrCh;q@jUNTJ6EKL9j
zR@9h&L8Xwni>sf3Lk&6fxX2%A0zo)j7Z^p#!{~a+1$G8}o#vbD5T_a_>V54I_J`kc
zp{luIwv#lG-*8W#3zVRVe68S7DH{XNgn+!WPbWhNNY7M$cZ7hHGcvBkD|j`nQ6?|8
zS77q;nV5X$!cYD-&m|rZj|u3p(;n4_$3(Yn_o&8Z!jtwT><pZo5tB2*NcwF!BZTyk
z(om|sBdLH<Tpv;a$Kbe2J?AD39bm5#Bv^~C9dT`3ajGT!NjHF`N#QD4isgjg6@;_L
zBz{7=^XZ5)>jlx-h~`{W2d4rZ#CPjGa8v-%9<Yuhy{Jyg<KxkKWCO6aO{FW!)flNI
zu{P(#Y$Q_;p-*^DzUL#>rXxBVac!bH2(C?%Z8@B&9mOG`y&E*OZ_ekBlLr?Yj}-i7
z-7d8T*xXx!baI_SHuv?R)+PHyJQqyy{e3zcf+;*JJRiXna%Rz1xO`_DtnjFT4O&LV
z^$by(gDe6@IAKBfLUZzn0=Mu*N(ab$`s4*QwhzNXq97tUQr8v0zQ3?tNEYb2gQW11
zH4R{oI?_DZUgeM-K&AkXu!Ne;#N<R0d;%O0yi#>)D+JxDkVdFqCJ}}4Yts_HDr?X)
zJN4Uc+zdf`Q>%VUH4tmwof~F-q$dB#KARyF8FIC6Y2}_1PsDEf**+Z%vD-Y8&W_k^
zayG`KyQK#gCZNQpFWcEDk>3~-)wbQHiN6ZJj_8Kh%svz>F1b#gUP;dAkOmk<+(B}?
zdrv<9h$={|ao5Pr#<ky#Y#DSK|4|?23!TQ+pw6VA82q{*?U(xuWeDlvoz=w%=^^JG
zeOAkNw&ARf8rZ-!|D6*!DRAThehxlOH#LgR4+0B!Kg1E`12Euff>iQG1#^1ocq->j
z9d<}r%PBlpuizqqXSwKE?2M(vwlsk{080W;?B1*DU}Q7`Vn@DYL)AfYSJM$#M*(OA
z1MnH@hShM)r+e0^^q<${3<axSdT(zB>kzE&*(y#1tA{x1Nkql_!XVvhe{0`{lkfc2
z^x6mU@AF$axqN!<IlSL}ecN8i1GpXmYk(eYblO|dNIu=ES|N|vS_+lkT02Q!ohqU_
zd!A~jpWAx!b=@iFoKr+XBnp;qJ$ZHaT7C*QyiL5kMg2dIZ+&p>1^hg}we})4aoOGX
z-aEC`S}Ul}O894WskP?d-{-fw*NAc19W7j+z*Cig_0^-7s5}65<Mm$5Z*6yx<vK~0
zYj%Vzm%KEXEWtyqOPXrRTvo8pjt-oZ8*$wVLD8~qYrer7o{uQ;jqgw__YwX_t>5Yg
z)Z#?}<pgnqLZh6bQ8F@Tcs%q>VUE(XK0WV?*iEmy!@qSqg;38|f|XYx=R#!gJ?PWt
z7x#wO<UBF5o6v&8ss%Dd?cnLP4f&*d<8w|6Av`V1hmtB!>Bu*Pv^p_fY2`s6-S9o(
zxxPbmhPnR5?P9Jc|2_QW58jnZS%)kfLq~99sBm2QB;-3XI>z=}N7?FvS%>>WQ>>h>
zfeCF0w|p?U5CEc}lgL;jo=~v7I12;W<5V0(y+Nt&^=buu;Vs<bGHG?E*?B8v(c$>e
z)YJ*ImWPbfR$>W2Lxd893)Xzz*n=qaVeH0wVGVgB9HQbT4xj{-E)S(Eh~Nw@(#SVB
zfr7H0fz(4bC?B*me$z~qs*1Qt?x&s&xBmRJem7MwL!9Hf7plWPKnJnMROtvP5YV(&
zkY@paeU%Sl+Gp8~4#*lNv5rDjaJ%A~9<T9zDoxQPCJug3olzuL>ZG19KoSTw2k0aC
z1<?&(2!o!Kv_pyh_&NZRD(kp*o_?&df?8MByfVHiK8nGH>6#cf>9%(_%U7d3RcobL
z?*MfPYphq&)pr0qyjlSqGsF>cj5wDBlmk@_h!$6kp<a+iPR-N8sk)A;RwJg2Tk<;d
z3)fp?g$o4d+R`+5vgT=aSQoe=&<rMsB=stxFo71tA=dN>Zf$PArKh(5iz$^lG$r=t
zgx4p$PQco)RbE%8jKX{@K<>8+NtEC26)L%JYpshTVeOJP;>V@<p|!t1$GH)-+4lZC
z4jk70LdVQMUM-KAd9+DVd?E#RSPH({k4_`O!@AhVcBQgn#;a`aT{=dgk9LHLD1C5A
z1c(+CtdG7Qdb2Ma@;+BkyoAo6g?>!x)hFjB;^D$5Nw0G8V0N1>sJE#RgeIrV1vq8o
zozVOGNR^N${H7?=&aADHq|vVkLH6N3T@E40JdgJ@i7!v2vBpF5(|+!5W2bG<1f-6Q
zVSZzTT`QL$@(r;9|2+8$B*ZfRIFmieYW7AezcIpS9}Ts95TopIT>|k}Fz69W1X3C`
zAaw-yXtw+PK$@%9aLqvI804r)!Jto(Hz-Ap8N%Vqr7A7@v<Ww54ek!*0!kTQP^#Wc
z)#@qb0l;H!z_>3`%7c*7&K_SEeqWILSa+G7XZ%0-0DGg|uYC<BN0c?<+qn!aPs#{(
z?ge$*-yr?duiFv-bncJCVk~61T~M;zD9Li&j*#WyYcCB+_Yhg)yNK^T)^yHRs9+5F
z^9<h`&lx){10j^Lz9Ho7UniHd{dSJ$LVj*8OpCu1on7dibF*ZT*Y6066i&q;%U#m5
z?%f04*W<zT+FN@(iM~3FT*B^E#d>w4QfjYmJ(<%c*!|?IVJ+p2_u)79s-uS_+#RDh
z+=~{E^>{G7_C${-LG!YEz43bQx0I)NR%$j8&&7UwAWTLV0xgLyqSuEnn0bAc!VL$^
z=AOZ@-K*O`%StJDss1P9r}h|rn2*t40<wnO?g6rfp9``c507R%WIYyc_=1zQhr$)P
zsWqQG>h9y*@Du9S!Q0#pVhM^5_SkRJYh&1>x4*oC0+|QSzeu)V3dOdm)EcRMb1%AF
z)k`^<?yb#zyvLZ6h}cUz&C1r=Q{>b7Q8b4riW_di@AN@y?Z@y*_w-D@K;S1cYn{d>
zuK)5Bl+gkDT(;;G7UrG#!u)K($u8##bBnXH*>YjAFt;>UuxAU)*;!nREiGmj7nbMd
zOWFC{e4#XJJG0r@@?3E~-Keb?Y@{DRPfD!6pV+}ONJ*`I5;|=XQPkbDURihYT#>1}
z2X})j&Wx`w4)%~eJkfqHPC*u1--7=8DFWA_j+5^~y?fV#S^&2wg>zvpb8c=aqb^#r
z*5Pwb>yW#|oOBuEeIZExS$KO45+u`WKS5IQv!H2o<c->criRw{^Nfck@D$1F8Dwmr
zWR~9CaVVTbX2?jPFJNA=Iyx^%myCyW2i|e^9?@8UL!VHFR}UHvb)0R)=r8_pc8ice
zBzX{+Q)-PQeuCi^%_|UY(Q0o3N0PSQ!M)5F#a3(Yp{cu1<QMF65h3x-1GV-lENDoS
zX{zzN&w6>vLiNbv8M=x`Oe%D~dh>wQTq)So+1cg&)&l;Y#s4$u%+kIGrq1_htX?Vw
z+d5#~{n%rV1-`=ll~E!oMLYI@m7QyxdjLad*d@Z!#|Jt3z~9ZPZ_L?XCuYE^D+{5O
zP+e@)+p1v_RCP<VMa7-z>YpYZF$nb$(eMBYHKUax4NZRu11{n7LcQItuhZxLuBs?O
zN1v^uUL83m>J7{!qh|8p3@^)}sR!E}Oi(Eu+^ZJ^Yhzgt>JAP?+jroU3PNLawz*D8
zh;nPX$SLovovCls+$a+cvUqUD^g=zt$6}YLZ~DEde&LT*0jYy~3kXm?gQN+h`DgZ8
zhwiHtT8#%DoN2H6-}Ox-uU<tY4ZY7*s1EMMA9?DCA}`c)1jBH9jbdwN-D?iN@gV3E
zJ+KGcg?ec-a)=S#HtQQ+xA-I2t$KdwX+=tk?C?6Lc_Tc=Ta-M#EoZ_pOZ2gsz-)RU
zhb9aS_4q^7^tY-hgjTXHh44qjQ1RS1RO-h^_RvtX(L>Feq2|)Fb3+d`H(;oEe&|sy
zl8&$<H_S$}ED5>+gU>||KIaX7aenB*&kh(oo*%lG;(T%xScYon*3ox72T_Fhrb-ck
zSp&vC8$I?}Gxkh+Zg?J<8!&b}_l<pdF5%ecqQ^exjeTh$Om}>ub|roxQ5Fn?nw&v6
z?&QHRIfFQ0a&iVC=a$YWpJ1PyK|$ps`na5&L9D1n>M4^m2xpM6*uN0A++tenU+ZbH
z$BAHM_r>SYc`{2^dP~@5qq1Z1Z28~f?s~hZg5HwcgAH6A*{yV?o>noLtu)&v>EmSd
za0S`Sxy4LzzU0^onZ<G@;653q0kJw?8G3c%`cu9<+7cx8r>Hg90e{M`3(_UyvXDRJ
zS4CsH!=I9bhI&GtAG;l6LgR2I-z;1?NDYC-zd2S%&QD&|*O4=uTbR#{%aIe&*dRxa
z`ARPzN|Yl<e`hR?9M#q?a^&!Uq$B49=lHZ7;AfYN<A#%u;NI|3g6S6Dp9!4aJ|7K_
zF`<v<gic+SR`9C!lmuJ!d>YYSAM$COP-)LzgZM46-$!(;bZYHxigu=u&b{G~ClL8S
zK*yxApH9mggI}#uZBwJs=CSMk$)p#T(1dpX^lrkVitr#2F*4~~eD6ST(q6mKlco-y
zanr%#&3T|7X<>H2l(_|OXlBaniJ}oL`Wi4x-@|1VoNyc)Kza8Dtn46%lXUDwt}HhZ
zo+kUOXqt%}Zo!Gh@mU>K34a4-I><CwNYDCQYmqbMCc-mi4;RgJHl2;|62)B7I3BLt
zJTQBZtw^y5m8vsf#)F(%+4Mjb<|e{3X1^HCSZ@4;Ogulpr-$c<78A{QK3Y!A8#mrU
zdT9}Z>?fzViSUfM3AM({%U%;^#`w3dCvc*~^z{Vtt~VD;y)>zvyp7@kO_UgSgHDu~
zoO=xx77nZjDRDSaVxn$Ql_N8FwojB8+$NJBoG#ubN(^7Vo9kS~E1=Cpi9tpPG06o{
zVuZ7D<}HZhk}=LZ=Stp>&XYO$hHxc!+`zki+}-xLk_(yATxJwkvS~o9&e5S)C$1~`
zvC)<wrYkwP21(qYi9++dj_wttOU7j(SMpxb*!H`U-yEaA_@Q}k7XDl}^dql*CL?)v
z#}^^|TrfhIJ{TAwJeONS(C^Yxc`;jX3Ul+bB?S7-WlQr#`mj_k*}2&z1QFYFv)SD2
z;_PCfT%1Sf@a+7Yvphc=9U*+4$S>n}cOXL8<K6e5|J@WJ{7=K|81s;bD~7gs#yz52
zBZKh8Nsw3!DGKj^7&<FRH=-D7iN*pPx(yM+al}v(8V+@%HADv=aAW=BWM(AkpnDmt
z=GNAem*}b7>-KbOjLW%R{QWmT3hI}gyZT{;KG-Bx#*<5Y9lyI03~!MMhS%>%g5i7r
z*WFH*TP0a;*b%aP^tX3AS#FbLxp7Cx@`=CM?PR%KlI5lyA<HN4ylj`tmOCU_Zr%~H
ze7?Hd$?_&imN)DOS-$vPyPYg|O0wLtBV_sN&&D82AgihS8AgzOg%VYw{_FWbzx>M7
zE2$p;^?ab;$5)MMhzrP8y=GUDYg9wT52p~R{Lxn|_njhtqVl?4v8D(lRHh!jx~HOC
zFDgm1JiP-Dke7TB?6M2BI7{xGTX$sd+_2~JU48)FCCPHzj*w+<X19}NuO!RuJ3^M+
zyLLNS?v`YE<BpK!;cwdQWVuI@<&H#T>0Z?;HtSVXLEie{u=N+7`;oyU3c3Wkcf)JS
zxI_T$Dy0lAk-_8AxJ0%@7xTW<56q}9=zkQV&<N;C4@76*1`y_verv$h@v8x3mk0ew
zEr~0RKf*zq@B%8*AE+HN9vV~OH^S@uMbQ~ttp6B5TD~1ns;?;Em3e4K2YM)0DWB$q
zI@{IF)Jq)-`~>V<?nOL9a4cZrQDzc_-0JvI26#OcAt7A)s*M+mC_^K#>Sr`oeNE+R
zy2Wi=%=txwzC-BjPuE**YrRve6e|s+aC2E3MtDaNdUVaeSty!Lm2YgTg-mfoh8n0j
zRc(Okk*}aIDFuwCt*7cmDwl3h=vM&&>MOSn$nRA&fq*NNNiiANRJK54`E$=L2VuVm
z{apcgCPn<Z{h=WH36yTPHc%seb+bVQ!&?<9G_MOCP^L1_?Wtm_f!_C(GN2~?0mM|~
zj%p$_=zW5)rx&Q?AO1%arZV;QbxUQTFY?AKE71NWDppWLmN|`-iUqYQ>y@gls@<6#
z?M5;i+<dCVr-Aa*ub4d$hEsmUgH!hBvNQfZjnI(Fx1nhMH23}1#wykU6rvXi_z$bb
z#Q?B$9fVhJ>Nj%=#NRnrbU-~UU`vhmAu}w6^?6~3BKG#*i0#In%R%=B1NXM){$xDD
z=3io$D-{}@VMkwhAhD7bMIMmYRr`2oi9x#JU-4b3WtL<G_fxSdcVaYSl(-&%$s2i^
zJ)GR#J&YwmAQEx$wr=g$UOz_hQf6)*wh0g1NiSY<_@?-)cbl=WLuZM*o<o2)1^f&r
zAG@M&(#_($Gq*IZq??Gw1|{8?uk;EPjY_)F-x*8NjcRKbCEf6V!ttt&X1!n+Dme8~
z#fMIgz%ij~y|~8&)skg&m1&?q?1L(T<B`st?aRdBfhWwwIfiI!jR4|{zmAQRBDzFi
zRUD)gK*-d9A>(!I&ks-yQcKa{=e{(V`S>Xx!C`t~r|78%O3E?qnS=V}dgca<c~F`Q
zP&<5S5r*D9avFkTjuYYOj(K%+1!`!Iqz0G9gA!IS-uO8f!STk)HhGRKaghc*(;~&P
zNA8q6;6ZsO7_cvQDj|X6B#j)cl{!@B$*#^o9+aW|V(fNx0ACD>yTq^~co~iM&4ZYn
zD}D1Im}z!X9t00)a;^~W)<6WVpfH)7D?aQqk^D$GsFQQWV8G!xrv!k>xx!F*vCkD@
zr#_e5PSv=iV?a51HnHI-0utHSof(93a@KWTJjLB@OK5s&dC6WZju4veHXv4~I`rzq
zjR~!cwgfR_LW64%bp1=8zO2xjC^X&c=<&o8(;g+y)$(Y+CWdgeJlwCnc&?U*xQU+l
zBeA_9C;y$QLp5=r>)J4{9S6GW%_5xY$vVGgFG?g@*(V?vw#DE4gZ+fo5JK<=`n8ut
z2qrm0v}pH2)|J0GNfRb0{bJpg7nFW^-x<XXJ8zSk;@!LWZd-bcviq%(b+D8lGQ}v*
zDPXg4ZL5efVpR5uJd`QA7}MplxFS~3!B_B+Z7$x`i@6ltK;l-OF2?W%3T$y7{qGsP
zidXVh*f&%6h6(pd@oN~}<AMcyMcG5wzd{st<9$WwU;lo*yUM#afA8&AgjW0aL}$C=
zmMvVa=g-6-do1I&m+Of&io`d8LzL_B0tO_nnQ}e8=Yp}WzJHs<^;O}9eRXB%BDZIH
z)KK*eE|1Y)Y^}6=y}Drq)pRwEr2tvO&jnfU4v%J(yKv7Gu)+;raI*F|7vi0vmkd9l
zejRu>y0Nxs^84Ndd-M)-;k!bSL9N|bu;<xeIxc-MC>^)FoVANi#x5?{IR}M$7BbHA
zLN=2r<#O3MRP4#lW{cUJ?Kp+Sg}K?K;(T#w!O6_cE;uE;>Xf3>aZeCKc>2c<73|qM
zjB}86op+#roO!*j;Mal>v@r_stTjN*=eJbEPK@`3D5-@v$RJUYuwc&_o^g*zj>t_W
zyk9Y0FF^_?ks66yFJ4Da3)1yGZz87{a>6_z8Vhjf6XQS7j>PCM{(<%eBZE3MRVi%8
z>-E@6rG>H8>xpP=P{fJ(N|J~Z{hhHyoT#>TQN#%kNZt%aM-2O898Ewd;uF>jl^Q}5
zOLhezqbexc(#3pswq6fUBw+-~80z(iZevEFJUyshk7_htBuad=)!<O$M51^@?NP7C
z9qQl!l%@CqD8Zq|2|#g8@c8w5+`$iyMwyQvjS?JuoM@Ef^?KZ~#|TWJk{t1BIt9lb
zCoshud)#_G?$`%MrwoJAIiOw-_dc$u$B4!zXHdeLaZJO>8Ke*whrkY3+sP}$7AIoG
z6YM?e^{7TCXAsv4B+$^w85FA5<MPPl3<}ok`H`^U7SmuKLnO;5(0MXLSJ?9LB3V2O
z`v<wZ_|B5}<#wE<;zGH&ID90F*MM-R{QS_X6E~9OGovj*Vt0yKgB@_Ee7_)FGA;|b
zQ@%$uwmaM@Noc4i<Ru@yJ;sE3#>*t|Cg0@u<XnJqJ&U<)IWsODI-;>bI<)yp5<iaq
z&RG07s;yn*$Ke4<9r^?(q3)t`Jv_#QE}H)3dV(!_E{$zQx)&YCbo<0D*Q45wrFr)%
z*CU(osA9smheNs#PTFf1gYA*Z6ti59JK#ZXq?|u3NMvu3L?S(XP`RFkh`JxW@}Rg)
z&#;PP0w}|(M^=s*V+?<j&#xCb%|YdQGU){Vw&2Rfaar|6x_8%ekY$if&-y%Tku&8c
zJYF+A?3U}vrsp!T9bCbg#&K}PD%a!Ac(6~)UtK72#@s}B#=derT!B2EOD{O%v6bs_
zXFRA}Pd1(N?YYPq4=UG_OJ^do>jtH%4Jg;c6PPG5HY30F(xi5>Tn{hEM2Xp{ay>!G
z5XWygQDS=6S#$;BM2S(Uf%6k3#%O#KB}Ui3nJ6&<wJk!45x&Z=hh0iL=Slttbe_z|
zH-snoV{X{p-*I=_;Yltzi-<!UB`4BtK&;MfZ%rIJoiH%(4d`KnC5Y)s4z58GFKD8`
zJg=j_5{#W}iXl((S4Csn?@9hjjQ-*W=G|r7xjHy_w-)SqCKw@19}J2RE|m}f>?~%M
zN=wdiX(_u<&Sr{scCIkHP+TZDS!XFbYiCN!g+gwrm@8%H?82PAu)J6<mzQ$c>|At&
z@YA&Mc05AZ<K8EDTgDevF(Q6PiV$Aec0p9yVL_xQyaR&hF+sW!1<@m-u>gl|LxgY~
zL6n4sLtSYN(Seu!7$-L)Ne3o3GF-6dOEJ>LdPTs;&7AxwDKnm2;%tIoE?sao-Fple
zX-el0rabuAl!1>$ZsUhk3PG3u@xBEtRfC@z&N{R|cKJm}ug8B9$v`di>IYPvp{Nu<
znIxGgA@W`~8q*BTR2%SPn#pvknBNiV*Qdj~ZIE)@FVNphiTuQBco{z_Is-jEhIQEY
zEnDZerq}BD^<)=x&gUOJXRpIaaKLgQ(R?s&>3km8xDHi+=i&=~a=4JOj6l0u_u=g-
z)IZ=OR4Zp3j<mK4j@2PdUBCenifqBLi>p>)(>hyeRoeAti;#7J7YhvFYNzD1fJ<A)
z%Rtg?15B`3w<>LCopA<S+~O)Q#rh8{A%O9+0We+yfH5NiJLR%dY+J3>dZ${VDbUc@
z3EH?;2Sl=C7pe|n-y*P_u#Oq!nCH&;#CEY=0ZcIga|8Dm@Mrk7zS6YUTh_G7#Y2xe
zS1+5{mp1%0%}F<_OM-QNQLH9!S(kOzz9d(+duRVeH65wso<T2*Vf<R3Vf2zkYX3)V
z=e0k<z}1fa<adTSSk4(7%%}`&VA}~(?if>w<(DfWxiEN4Nbw)J{G21oIqXr(9}-{}
z9yvLj)BQ)`4G~IiUEB7Y?pUMPiJWdvhDsr0a=Lxb1!G;lKe1z?-^u7DA72t~IJ7=J
z1lLeG-CvKx4^N;dqwgeMT{5;*;E3+t5I!d)U87zQgnd(Z{_eTaW8U!ydwaOy3r^S}
zM35H@_YW~vZU~BbS>3TV>9%Hd-)bB;jpA<1=za%j13!wraeiy<hMVv^eK5#hvsB9D
z7UyycnbJ}Y8QM$p%eGz4&6XFk%lIp|?9Aupa`TQo>lBtzY`IieuovbRk>{OVSh8oA
z%F+IsXNbE!yJ&|px<B_*CZqdF^uL=jx>v)yeUKPQ=s0$G#z{7q@ZHCB90w_!L}Daz
z9D5xd5u_W@U-Nd+Sb#&f!C!MYMt|`g$2a@r5Ac)b#-Gq#98f}_TwItPTMSLOv4MfW
z`YXM{S0YOYsPBv?5SZKAO@Y8PAQ?jwGoiau^U4!Nxh_!Wr`~C7V+{csdBX7EF=TKr
z`n!!8$~!Q7PBj`MhBupDjGq=A9I6*0*gF8%8)}aXZg;4IqE<5L1WC}rp~eZFb$y2M
zGq~Ns4~nQokf<-t6nE}T0t2U5MEwi>x{3;22lt-H2L~S~9M;Q%M$HZD=sTXX$WK+O
z6j1>T-RVLXBKVOR4=Xn)MmCe4^~Fyn9DAGqS8wcbGq_#44~}+S^aTN#vE$#q^#vw}
zPXGD>#5udFz5oqqa_GRBZF6+b;35N)LkDL)WZ&e_nH)M7?$8mAy&nu)W-%@DF{Et&
z06I@*$qHjVUdpy-LVquJ7e9I>e#&;q$t)}uoZ(Zpy#~bU{Hvi?CvM92PmQ(&iTx#N
z4R*j^@-acWWLy>swEL)NY<KuelF%>|-*PC%gvODweWTA+a{)58ZF@df9+#sgqOn1a
z8uOJTjvD=)u{df}Tf4|n!vm5!GX;j!3%e*|o5z^YCDT7+JJ_P<!r11FZP76~X51{R
zXx|BCu*6MvQf*VC11m@N%Gj1ocvLajuES+)2Pf^d8$D?}KNK@#+a2&A4Zdf_wrs&0
znwfGIQ9xB1QG$%^;DqD2o%&^LyJH;eU-J9${B9oEM0lDxGtET)wcteKxTyMOY`eo8
z<c-RumwX<b$e9jKcFH7xB&37O$RMz79EVn{jBR(ugMC;FKHp*Fj0b0I`;)$n8;qKY
za6bmuc5E5j?u-XzY|o~1ix{NNREnJOpp0!K_Ro1um>J{WzK*{E8QVO8i4wDWGPZd^
zCQ6K}OH7oQGI{k_4+<Z36D3ApI`zMP3d;Y965~`e7T5|(&Y_7C!?%_teO2im=@TVJ
zCz#KZK26r!PAW0NRrz;ekJ8RLlK&c=Cv)));Yj`^H>~b2xx4LgBqIuOerXg(vS~o9
z&W)+Wfzb&A?_Q4{Mp%NFj^yAPByoZ!3cT|=`ifxeWK#?|lD{k(+kQv#e~!^#{J^_6
z`MkMqoJXDmSDe<1Zb*5r0z%Whcg)9og|dGeVs|Ok?1T6hb%aDNpiBnoUfO9^w$`2w
zM*q?WgQ9<n%UP#5o6F{ki=`q`w#y4SBxdKbb|zDtU05y_=H{FQXK^`)7Yhgjc8ZJG
zW=^iKlqr-8#U9bWM`+XSc=WHwxo_t!*_-G)UC+thb|Lh_4htbg;T;e{Zxf^&Q3xFr
zjRiP#8=`;X2%#i29O^b}hz`7L?Kn9XNjm7At^LIj(nsQEYk!s$8BZ>8wstT}E;yU+
zy`gMvlg*p*W%`EFwcW3|>DuON&{%7@5@Z}ceC<1wfd2^pqgL3YX-B0ckC3LFKHgbh
zx0{<(vdK)!YIT}tolSR;PuXW2>xffx&f4y=Mrotnq+b?V*uMyGyg@p0zbq;*ar^WC
zUwB1-Ty)ki3ncQ4onCux3iEw^+g`~xo%Q-z2jz+zo%WU!IV7oEousc$6`g7|PXX5F
zww_FNr<`+65m!Z>T6^osH+8S&r|VAJrmGK5Cx0H_`rz6N_=(J&7paNM?!Nclsjb#p
zL48)jKdVcvH3$Dbztz1)jLYt5x$p#@s%+pdUUp@O(L-eU$E!sa-O008UUbpBDhP|E
zEN!Z_tdJtXEFL_8W#9>{4SJ_R>D^7IQEwvdRVSraEA6(^v=Cj6%=8LU(c5)O{jSzG
z@F|kLDRF`F!yQDJn*!<U$m~ArtRv0aqDs&7J~m0wY1S&W6&{bSB2BCtwT~$Moif{z
z0`Huqy!9gPR?C)+VHB&VS%$~RoNu*l9w?6@yJVd*8v+UF4ZB%Ejy{Hm2Pqn5_W9}6
zcDvC!Ff+4iudh4JQl*K~)HS=h*=na(K&eh4U8&C;eaGR$$Dc|)S}Ub8<<xP41Hh=c
z!1YY4+Duhmvh7wiz1m){a$>yW%k-z*|9ZLY)OeEXHbz#i7du>X%|_BY5CE8(MYL*H
zR%$AR-`l;Qs>P+SDdWG%jU26&I<0oIVpmlNzqM{}5<zW*kW$ZOYrO(OoI#%|!N0wk
zw%!Fu0eZ?H0-yr1Kp6@6_yu%RtCsD-2be;3>0WA>zQtAH_Uo_Y)c0$h^#T^ZNf-y<
z282v&fB-C4r`55mz&I#4MH>hQ_#&}YvqDQ)($Wd|1{P>UU<QO7V3jHW7HASEfZZl6
zg!YDm+4#7W(GG|wK*?5poo7vhGhDP`011j!yVa_cD}=1jvV5ciF~O5%U?c!|fJo`I
ziT7zt9c*kx>h(J2z5-#{#2ZD7Wu@NSOixXnU|yuPZ2`N09@2oU_GW{&15vbS*Jw?!
z0ZLR#&xf=S8pbgm29M&vR5oorQpW;U+5nvRhDR(6^YFvR-Kn>xa%t-r<^*&F-a$<V
z1OjKQgZJx=*3_)`xMhRyKzF+dVmEzFV0RwFk~m;IAV{nLCt_+o?Wav^)p6Qj@%<Je
zV9#z^D;;|UI1Rd6;=>|#a}#e&EubwBqrP6p9xT|Ec8jUwF|gU6V6kHcBx7}R1<Oy!
z5A{-~*aoTvc6AK`6s2_0Xxe%lvIHIYHhryb)v>_fF~_D|3`S{n8YGvPDM`|%t;aAj
zN5OTF_@edc)a(uVx1yN0Wn;F)$!0Redb^G0S{rtuWvyau^mt1|dG#gwb_=@;qiuk}
zAqKIwY72p#-8m4H2knZ-nl?C_cbr{qF+XeRMB{fbF#N!DT&bEjV`)PMpk2EG`2uFc
zrpTi~FN;U*QZRr5-{98u-ZwiR419*B=WVh5)(Sv2Xv2dm`*y_xE8`S{GqPsQW!xRF
z&0zYJq^5Q1F^mf91R|In7gLg!)fZFvVoGh*nc^yuD_<|??OL9hpoY_hh3VY}JqIu+
zsZyl{u}PbCA2#4CD(^d+d1dOA11a<00sLhQ`6>ips`=9Fi});`f6BowE*$_`3(8np
z2kB?6zEM*GbiZ}%5quVX>>OM5Khm7L-+HcykDE@BPB@Hdzjd^M4=_C=n!y*YaCyaO
zTGMMAP_=xS?cHa=>Q<@FOl+`q%GgdsX@nAhIM{h4*?Q@7D|K24>`AbB>7j>APYSwZ
z?5zu>?+Zc?W4(K1rO#8|8TR6<Z-t)2YW%-NXAu}ZZ@+Y+(@b<4$Y&*xCpwK!>?F}?
zjNDMzO5OkZKbD=aCFI(F>Lb_IJ{=I?clI|i3|%#p)PR@8F#fF1Fp|IktbLBm`(xua
zb+)uo`YE)ojMBd(VeJWU7TZKi15EXY0H$KY5NeZA)F<}QYtKH4zng--xPG@Fn%%bg
zvRky4(EY}3GuY(*-o}1}Xt*q$_|h}dw-uu4Uqx(TP1B1n7n-Y!$uzxoMUN*zK*jEx
z`kJ<qlmp%s<hXUa$nn<^<hU7~4RuX%Imo00WmK~_aI^7g`Nlq807=QdZwfljY!@B>
zCW4OpN2g;{vq|abdQ*D2OC&J|zb+{H*mhC$ZzCxB$mkS}YBniFuM0SrBmqND1-+i%
zE_(f41ijupI=!NrO-ir%qn_6wzUNI+b;vdZ?c3W$`@fH%{Y#_MKC0QIw7)Lkyp&W8
zJr(r&@OIJbzemvPgQL?cs#!&^Bx+dqDhJ+v@^o*leG5*s?iGlaDOb*IK_Pe_opA5R
z53N^R)c3@T*40khmt1ra)HToHHSr+V;izZ-?ZksTCJ(aN=gQr2at4;^gy$07T1X@B
zf9WF&*XFJfmP7aU-WMKbU6i||--|*N|BF7|CvlZ%xiyOcD^2}t5u%vps$Cl0XUBX&
zv#Y533m1y2_p3{?ICoJA2p06*-4MRUlI$1tf?&Jf854n&hi)yFhi)taFzmY<#ON2N
z<5N0`IuY_fL=8l13Kt&UyrhSFKZ1JIwbWOXFh~p?9zQhsDs$B-nbZ4Nu;k@47}@*C
zM|OmQg~%H_%AFj0+t`tN2^#L{_81NcoJlu?c=kb358H$XI;|HlIjnU26}&!lC+#lf
z5CP?XAp^=!-goUq7d_Z&Z=%u$Y2^p^ww-hBnPRJjJkGmM<dIRdR2*ZDZLqNzKq35<
zgg_zmopAw$psn2n6tYwd<k)hZlxzkeKd6OLsUxU~D!aH>{w6Sh%e}xfLZm{GLg^6b
z;o^&!APp~gfGq|N>d-}FIIhD%SeuS+GRT&Qbirqq!R^v<UTzwMjz3FpA5<*!sKEqK
z>0TVSb#QNV0xqS4A%X+h=RO=x1H2Y&%*$JiZj2x)juqpz<)v;$w}t12j;+RP%Y%4`
zZi})bpNlyz4@4olEj&MT6j;B8UigiH3h0x#7>9zcloae{N#l<^HA8_YRm5$n>`q!F
z53QB}B7BSG%XeHVx+%t9lLj<|Q;ex4plS4msqi)7t+r@_7CD=q_Z6KFpdk2~@D^D#
zL2H{yXMOO#y_@jXRy09Nno0Y?GI}@REvaaNRx*=boCP@pg=eX$X!HrpO)U!}G!9rc
zqLjC6JwS#PFJRpVp~Ym<OM?i;O@x=tg^Q6mDv<=^Cc?|cO{itdWITfPZX&#F+=O1X
zSWSeNjhj%*mhs_^U_5%YVlA6DyXf6U(|nY}wGp7mX94ZTbs!caSdk*K2kgH=fH*N$
zftv^~qzi}x2$4a&z)g5lHJr~)sD;e>P)H&dlA8!GBsURr|8W!Hh2$pGLeBf(R1z+v
zH?-)5q%nE`&gO_lm}y_|X?H^og8Rv&=X_W_krW&R_k$*U_|?6e2(KeRj_Xymj`2p}
z5zDXwH=)*XdC-RBiG<gYn^5aG>uVz6I(qF!uOoHft)tPcVz1-i{Qu=ai!d0(Xn7DT
za1-Hm<f8Aij@k4;!OBg9*O8l`b&T7DM{mOl+ys$XHeuEg|MtZun%GT!LCIO7Ozb8q
zwmGqzszLo8a-0;!iQNRHTS=Lo)h8x))5LBHnY$CaNjWCnngQYCePTChAv>{~h)X;b
zGFsmzUDDIHCw7x|pc-X)VmB!iu}pemH<1;d$ZirhjLXSy7&YM580u;)^t*+O3~?U<
z4(;OoCh2gNyNi!Al%TFgX)#;Q&W-?w<~AT!=lIa86SuC$vC)<wCLCID4U)tZNW_jW
z;J#E}+cSQKm!QNMrd~%gi6`a{Uf@ge{r#F4>XLk4zZN4IUJuH<B)^ZF=vnh3{yp|L
zU+6q)b8W7o_Ewh!=YKn<*(>s4?MsM*@TXm0sT0CYiz?pC{Zuskkv<I%5xwvyZUWOK
zBxgK!WDcTPnBcO`1xZ$yaX$U1nq*Igw#v8hM0?P0sIBt8ek~^1Dnrc61JqLSBuSbu
zkXaXN8r|y#7k#;JcuQPRtglDJFsg{E9;57@v`fJA0Ju-RmRhZEq)PP^?uk<dj)6i9
z2>m9PQuqY?&;%=_6yB8kGUF4ZG(G{)u)1J>z#T?_Vy%4*ctt9zN<ta=_J|7#fISj~
zH@X->ybn8ean)ezD1@R-3&0o00lb5soob^3;2?q<F?VGE5<z$bp^5;r<A{dJa4goF
zy;usMiKuUIq(lHx%hv=@R)F0=(G-l7!Pl-Tn1eoxJ0JkZDCi^#%)tE}eb*f@qXD^K
zKm>C^z#JN+CT#@TYYS=Ocg8D%8D7j2yv$UW95+heZz&P{F?nR1oUoT&b=iy0%Lz$<
z{1k|b{g312R4?24QsPgKXIWWLocb!2;<Vv9h2Y@3>6XGUOx4RNBlCi13S;|_!~=$*
zEpx`*?;8{(D%c#vKxComem~+UGWd*9=z~Fg#?TBNz+F8D@c~M%)N>A)p2k3+nc{Q;
zEL5u<nvUC;j0g;zKpY6T2CP2Dw(>RBXKsbxxIDyA@3_~mLr1L6jYbFPw*=-TD>j{P
z_?}BbV>wUp%Wfny&ij@W$i4*hAgI#R+g-3Ia~>)M-~T}9_}6FrosAqe?crD6@SgCt
zeVynGGYcFw-8+vV<BP!Ws#XK=PHI&>04zDDK`)DWzFBlV@;p89bW@ypjsZg8mrp<!
zV!ko~uPtb(J{-tGM<K$wF|$GCPrVOpL|5y3guwzC84;S7!6_uA%k%*alK$j=S*OFr
zI6wzk*&`4%H{fceS?@G>tA><Le%S`PA;ND1FkP>eNeNb)-7Z#pLj<d3L}xwo6#7{o
z9y~)-2dO{@@qrq?4S;|vgnWu~NGHC*A^--U4`I)s;b??EW*}nZRUnoE>9fcHnib%5
z(l;5QF9&!&0%A053B18oz)TYQq*H0)z=IhCa8!+>S#$y%w_64!IOYjK<1q@STOv5-
zi0EuYj*04Ec#f$aHOt7t!UMbwfL<E)$Y547uBE})^kGnY7?mocPD7;?$W{*U#m;su
zR^Jv2GRD=vHDdK&5S@*<`cWMWz4|8?;Kq0tVT95_0hnZlfCNJ*jK~du&|=pU>?ETp
z1H-oh2w{R@o`yI8>SPg+woYpwzK$bE;ousiRJaldbGTS(pp}x#Hjp|l_GK8F)%7h{
zB$3dBIXFXpm4^fXs~WyRI}Kx-`Y~~h+@l^g0mO^%ZmJwmA8;;S(jwCw%i2Gaoo6iO
zfN?sZ<Ir>z`|_OFDr4N2w?*vBj_7Q}eHqok(EGCc^1En5mFkS}Ot`;*`PL}pP$}Ch
z9iRxW0vFzeqGb6R+9c2w;gKxV>2%*LHS5*-3Z3uR(sr%Ic*g4v?fFV;9k|Ff);R-0
z`ht!`@WywF<r*Vz+#bOjUD4Tyyb;wwkT-&sz4SCl7xr+lC{dbb&^io`qC4fY1cTlW
z`K*uiA7z)0U~yj!WVd3qL-5QkX`YHFf_Z*Qtmnwg<JsJAieR3f6rF`_?vrT^0kYDp
z04lzLgY;Zwow1#Pyx*x6=`w^M<lUP9r=*G;l&cU6(C6_C+Z8957vpagsrCk8isL#3
zko^Q^PcPIQoW7*J+ZH3tQ+0x-vq}XO&N}$0<WwaFdN|F~oS0-tY#^mmcTIT)kH7sW
zX@b6y(5eu?JDP40G(GeKng?Oj+eNNh!J}D%O_8#)8T_Na?`D@$7l9T7$L)lER#N(j
z-S9cVpd;@F&olGpIJ+T%Z|xbRm!sH#(+F(zDc=JzvoDNyX5K!(D`IA!7oB0B_sXzO
z{-Ae}x9N}v@BR}o-K|!!S!uMbP6M}z*zviAnauJGCF7B#c(~$J_gjxVF2!Y%FA6Gu
zMNE8*{ImCm!XC^oqqDFK?Jj-s<3IeBpZQKJpWh%|X|vuTXnU&UuvxM<34Q;5U0sFL
zBCqDk{e}h_efmn>&i~Ken}A7j73ZQeqmhtWLI{D7kyuhAB=tadb#2{U-5QM<32D%X
z841n!N|>dURh89UIki#C^fXxh*qJuv4GKQ{e)zuk@WSSW%VHZF8(ZMr*qFt}#>O@n
zyzlQ`?sxtC-uoj?ZYR&l%B-&H)&Qj?tGY5X&N*=+;>3xF6CsBp{O6DnDghqXX?x(d
zBdoy@&q!#!G&51dupj)PLo1CCXytND`;8GsAI`9JofgfZ(d(a)Mt}WeNAKrViXMGf
z-5I8I1%pc1iK_!EXmu2@Qpn&FIh_WoYMm{kV1%1Eha<_@2lux`m72zfiJmq*8T}_>
z+fJop){3=e>FnTbgJ68ptw-*CV5_^)Y@|vkL6d^U2h-tJ>ZH>RCw=x&c}A1IBu#OF
zrdZqmh}fLi>Z$$9Yp7a5C1VEml}P4iAGi^hOK@@KYl)ilU73F4jL;nJj;7p8^A#0e
z7&BQT(Z@`qxMtP3oYlY%#~1p;@rTHbe@&8KkwffX$@RmqL8O{w`hXcJ!m)o1zfgkO
zxaPd&Alk1Nreln+B<s(F%cW)Ha%s=nlX7Xg;ZHzQSO%#Ex%Nko!$wbaeO3)OmzPsT
z3>v<s#@IrqS*w=kH&M>Xn(ta>or;dl%n+0!RT0`)MQyKYV`c^!H(OhD!pvATGO6rR
zDnHYLa~WF>{wbTnzcbjav}(<6ty)|)a;XBI=~yr{v>W^kQdgjY_RNedGQJ^tEXk{L
zp1jKbW>7JS<R>Ao`j=t<1q??O`P+%i;tnutcc@bVUv-4&v|obf5^%Kr3OuLqusmK7
zDA!8X@Pv6dEA#NP_k@Ra!w>UtSc*eVVz)9cb}Ndlgzh;znW0rWb^DC4Jwa*tN;qIV
zi%7WX(9I!s8l5d8Y^PD$zS*j`s_ZtLFPd9cXP%52^RiLHi!{OJ<qA;mJ8*FeVD_Km
z0YI@c09ZvlqGA>Sgy@c+%=Q9HJTnO=qzf=fxZA@tJ+LpT!<C>>Y*1LpyU<yxo&96@
zyl<cV<NV=P$vg|~%Ki!bbjp4=U*ChP{eD~=S^d-eEA1ms*+0YIKfu@j&esp}^+UMY
zAEwJkaJg^4{j=iZ=kRgL{&~KBl&`-)HxAgpNFSHl9}^$H#J7H#uOG+tg8eJFZaiTB
zDn9JT=<*4=e3CA|=Kc2T^zAq3@|$$|ExP<RE*o?9@8IK<{kweq6#Z1Ne-9t_ERFW}
z`R7mb^$+;^8NPm&ub<=V=lS}FxC$Kp5&!)K`umUR@+Y`lu)l~aM*FAuIC;%&_MhSN
zl>H@K?G!ci=k)C_=<=6*=gagpLwCM{Z}(lkQQ5ZtihlblUA~6P1^ch*>nc6-H~6+~
z|1Dqt4p%hv_x#5{;A%gY9{ET9`=4;VVE;3J-==wjHvKR7>y-VkxFUS`-|+zg=s#(*
z*)FpMYo5NrB=L3J39iWp7c;pfdC?O;iB(02(N92(c8XC_TZAmDZE5M>{-5Z8Px`%L
z|H*zI>(xfDYiW9UARFo<{SfToXOr|$(^9fN_U!AyR(ga!hL*Ks_zZ6J>>K$-`<dc>
zJ9RD3&&~KS?N46EfBXVIO#8c^&VO|AVfO52JI{XzK<p3D<@T#_DbVGLC*g7#UGBUF
zmv5&_9sunOUB2@vxKK0pmCwNCa=Lu&sknTFF29Yo?BAfv8_^K=z<vXLdo5k|)5Fve
zdmnxKPuiHAqL{b)=(7J=xctA*#N~_6#^noixrc7tMVCLg376la%gYbp@||=!N;ht&
z%ax=|Urv`lpT*@*>2eAExsNVCL$$Aek}mJ1qE0_Sm;azh(f>u456~k&MVI#zBHlxn
zAEnFxiA&GEDS)bNM$<N<Xq(Zq&8XRCv|M16Y%@Bx85P@%h6{{>Z65vw9{M&98^2)4
z+dSND9_ls^bDM{_&BNQ~p>6Z9ws}a~Je+MF$~F&Un}@K?-QVV}Z};pAU}uuiJh{AN
z@#Ov-(p8GdJxX)UlY14-HBau{*WepZ?lR5rLp0a?ji<RpfATaxOmofC{I~Rt2+jT!
zU3i-L8&C81&|LF0^EaO6t7+<any;q0=4n1iQ_s`<C7N}f<_!bic$z;)v(D4}2+cZA
zGlxp@H2*uzKTk7<hVnH3(P8|?)6C_^d7Al915Y!%czBvwji70^NtNl@&k@{otN573
z2ZY^o#mAiZNQsZM_{fTnJU$>z7wKc4y@U_DfD5Wk)B14V{>~c*4-V`j_zCci^2e;r
zW{9ghD0Xbs*Xjrxpe?&(hwx%7!v;?O1{<p~FGS|iHmV|@HBf<>O6eX#*<Ggudgl<u
zB~e*l6be8{1J(U?qo#%U{r`Y~IPt5~HEgzWvvTqO5Ua#Ua2Z7ZQjX*s+_%4fkjokL
z58iv~p8E%~s?k44)ujg~-{fi+|C<}K{{tU^WyZ%xD3;T|!H8N>5v7R&jz!oF*|8CJ
zJwS|!F#D;1p-0#ICxfn>iY_{sGY{RG%yRLRl^-8bnO#Lx@$Z~{o}eqsem<D<lzmKa
z>RtSYr!(6xz~7G!pi|6{KHgb_FCjOuYhZC5Ek-*m>^C{WnS?YX!uRmUgm;Pi<Xz%^
z%`OpM^K!LI*>49I`cG(WA@HGHA3QqfA8a7L79Tg?a?8x1)4!qvJBdY+yL5Ag|5{_F
z-6(XxzUF#o@bW?bsx}<0=PX3iv+2yGLC*|!^4i;2GwWv-Hc&Ktq1{}!+6!gtoMMPs
z@bR0fwze9@fsj<EKn!A|Pv3^wc=rOs`(+Ft&|uhp1pT~Vo48^zDB;6Js%?qi*6{%>
z+8g*xg2O|ngm!xt&qp97xi|6K&fw4kWvV1fb{*$x5JB`~l5Obq)FtK?o+q-uj+6Y{
z^E7&!S%1v0k(vS_Bp>q)XAlCwmOq0ne|)qLCEBqr%KMaI4@%=6NS)#7nasHJ&L-X;
z_YX=<Vcenh?%_Y@I0`KI_>V#mI&l9r5InGDnS7d2MADxo!>92O89t3OFw6PpChvaW
zo)=MqiW*L{AQnGxoYRT=<3I+244(`FAL}?8**I5iHya!e*|M4~WJ2FC5lB(AQ1`r!
zz>FT1s+WOL^aTnFnUE?R#(^*jbl8MBi0rCugle~&-6r~B%)az^uUe)e<y2$%B%O<G
zGCVkApc)u2s&*+P6CT~Wd#Dg^A*kXs+Vm@;w|Ygc=gv_WcDt0a@E<*D;$wl##T^2<
z1p{%TT(cHVJa|_jw^CR<eAtWdzWX~k!i3|(yBml++i2FxPF`+)Xua7)zHlE82q@!`
z(70z`DxHe;-Vb!KUMi)Oo{{O9gk!3;_3fwb$Y*Z7|Bn1({_tTh@Wb)e{vP|fziFmh
zcDueyqIa3Klv==xJE9bs>30Z2k_Yb_(&^zw4p~JObxEG@`Z9J($gb1$!;r`9YCO55
z$Q2pSkSnY%zi?74Fvg@_AHhBHv_(E8P0TM%bYhm>iAl!3X1#Sgv+&O6;{cdn8jw6~
zGJA|--*uE=FKS6cA+amZ|A3(oF>a?3tM)2vMj=co$PHq!O~E&u&_D=oNYA!K+d2xm
z?VxS|WysDf&KdB#VMXSxYO^TnFd*!ngXWw_xHiJ<t@9-dQ9ZPRJb-HJ#*2F8&FcDL
zV-p8(_z+pWy1qec7e&#zXE6iue8nwlZi!b%2zGd-YSmYvha9jU=%(mgrPkc!$ig;a
z1JOJUi_W2;BQI4R#z@3t{_3NpjdHWpqvf)LXr#<?I+xDnbJ@jIt6agN<8|LOcv;y*
zz%rwOS3bk-kaHjb=M50JoHCBp5W|dBd2^$R^_NbcSnYEhKUwYI03&s~SmkJE`jgk^
zwps09+~g>++6_FzQPBh>7+me2nF5G%6(-aUq8+iESDR%<NwvErA~C&{&45ygO+^*)
z*l3kz#WH|tEKx<oK9*@67p>qZLzUD8Oca_dnLUc~Ts79{E-D(-pto3+3ZJW`K+9g^
zYy&|cOeg@>Y9l!;(n<gm$j;q^f<XIH6M74WOL`sOL}Vupa&|gZY;@LkeLeoiZz(2_
z<<TDw5wOZ~eM2<=$ijWtgOWJ>(vapyUwDVh_h=qg<$FO{Z)HR|>+Qn_p}bE8z-lP;
zPR5nI$SK7QU%HF3L#E1IZAl{Qf1MCnJFC1G26!?dUG@(cvt#giq;6)ng!zkg&B&)D
zR9upqjEO<0*26hm*?<kv;1XjpticT<?y)pDwMU8um)vGz++Xzc3874|VueM!E6!-h
ztP%gXG^x*?(4;!_?c0r36}kHisVR;9<W7j-W3sKnN%q0^i82NZ1q(Wij}Z5?#w&Yt
zy0eSpWzdw!I!ZU(qvd`zFmVVN0oWv|*up~U6QBn{;?GL2jVH)Vf|`@QBE=>bY61EU
z<<deKvJ%d@xW{1-%*r$3c1kwk(0Q0GK6nE47`7J#$QJ<`@okoS%pHe_pxv3!s#?wU
zw%OX?<8gIUq*ds^ZVNT5j-}gxsTXQK)H@uQYgAv^gH8+u_{GQXJ?)t&cpLff6sHrx
zsl+q$5+Tcr;wY+)vhzDKI?trB^E(4#t~RhK6Nk2pb(4q}wB==FV-kWE-@=B_rOq{I
z?C?O4X>JYt0H$z>l5By3T0M#eanZZgQm<yVDd7UtdJTC)KA{!b0l{ZMJ-~ag5aKu|
z*b$wg^bGKG;D*^natEAw_K#!rI+j7lC5%qBP8*W|X=9f`wO;|ajoqtrGOcKJH_6Hg
zu+*Y66vs|z8D<^HBE(>Mr^~FL3Lev*a}R=1%co(z1pcrUL-grcbTH5szGEwdv*XT=
z=as!`>1+)tCuj>)t<V-R$gjbn@j3QR%PQe@UmjT`q?&X9tyc#^yGXzH5VnsnyQ1GX
zm_~>O2E?YY+FdoUaXLjtWbC^uX4~K4`sYZHaLKH}olRl18@*zx+FT$r0EV^zxmdGW
zaB!zKy7iiB#9Z1L{m5F$?L&A%Q50wV`H~l};0=l8?ivDq2Q25SVMi5~lSkri58j2f
zY04!RJC}?=lOKWp8}J<WuM9AlOq9|ci7LNiLR2X<;@e%D<_@@8-S;LW?7m{xl<8ky
z-Nw?2)gFa4!Z7%LP%rCnPPwq|8xAj)-r&VRePc-IuBx?;p}F6B3}!P@&d8$%`&XU&
zW4b@W56VV2nc9-RBoX4)ga}d5;-9aG$8%Cs8ZG`k<OOw&%d|KLd~?FlC?kcPnobT^
zT9L`lXmDaPsJTVT><3K)YA-Ye92<i+v1&Mle4z)odTm%2q3vUB<P+VzCeI<M3;RMT
zxvg{X++T8p823`Su>Ju5BNTepg0KM7`V57oR)zg@i&kQ%ADdNJdXagtEY7kE7dDKi
zq>V#w;b^jy@t`FFwuLf;aPnGn3kn4me38(GHI||UJ8+e{4g0I;EN@*%VSpwFg%0Q9
z0hb@9_q5$pdxyOR2fMec7&vqkN|*qju2r5h)@J$ey%&jgc+J}@2zTbgZ=X)x#W{8I
zy7p#?1!W1X=vvo=XI&OI>TOA|eE*Q9#?rg)R0NAWDo5|??+<z1<fr7ZhnJ6Grz(`a
zm)fCNN%ud9U0B1XU5{`PBj}@j4vDrY0t8zsx&h|HKAs$LBmzWu2krB#4d&FA!m2PV
zSatZ7B=4)(kqMbXBFpj0mEnKs^lIL&&QE&>sp)T!ge%A0`Uy$JCIex~K*z8tBR7r^
zv6@|!a|1$&o<jnVd$Hw$g9t&b+&D>W9<uWwc@y1-Njy`ZML>$MRd@}<kVRoK7&N=G
z9P!8A#K6jds1AhHB2bq@U0|XiHzsU8B=)g2te&fudw3>b#{mMdsVYI7*P2ZP=Qhy`
zvJoME1bK%%$6OOpFZ>rdHLdfoGuF^SK;;2ZhIA}BWNgC-&@9DZdSX+USf*s~tx5)x
zsC@TiMdbkd6A>};0!36Rk||UVp#S={HBQ+@Dh1JTopWMB77-VogWd_ECXafpdX|&~
z@CMmezI|<NhECNQ#>^U9MM3Y(wv;*t2lC-shG6I*uN{7da3kJgTP8W)1J)+yku`Un
zQPc51{TMMai9muLVDeS>9T5UE<T(lRADt}b*@n#r*w2#lhYq!$yr(DPJwJk`RGqh9
z*eSl<0c*>;{Kk-RDOo@AJDG5|d4cbpfsm%+_l9(N2l|4SGvwq86(%6;I9h^R4oA!p
z-RLOU)kjhW)Yc*<{;ml!ilVw58=DE``JDhfX|n%zvXku_<xVJ*{Z*dq9Z--jMpd9<
zP9wC&{>_0(FqAfo1ePfG;>Vgs<fw3zOTVa#EU;N?wS&S%6)6vYQBp2*xg|-r5vKj6
zCFnL#Ey;#2M6zeXC&?Pv^7b0A$5Vh3aw9M2=F;i3P%^RM#;PFY#?9mx&(>k4$0l^1
zBgL>oeG!#fInGrFDBKA;RBxS<qG5r+f6WHg5cmx0$kmKsA6T!UJ_&=rldqhB&3Vrw
z>>Up}Ay&Sf-c4-^p8<eX&x^Qe9IisN6Vy#NqbsdAP&~;M!SP4z889)}Iy@9~o&s@i
zP}eX}bfMHloHdWaY-}MI34<k<1dxN1sfZ)yb!-EwDu03fAKQ3G1;le4z|Gz8l}U0I
z@WZsq@yZFmi-8l`Mzd9II3wo_Ot58$crxxGP;!5%+bm)l7P}iE6>>V+-`tZeiOqxg
z$;448TiBC|*p%fCq)b>*{F1Xpq9cm17u7g%nWr&=Pl#ba{A+9X6O(&)D8Cu)ZDj>A
z<tvb^jS!!?n?&-LBM33DC+%)FDMS@}U2OkYkeCKs-nC|@>3F{VY@ci-<Zw~=_~Cc2
z!}kqA0AC{Ss_P`5yu|NxtcH_TdR(^qI_T3TJE=My^nOPNy%tTW3r7EeNl&G#JUC|^
zZc7MXwpBf62woH&_Lf9M=Jrb{tqI?eIB;%Ar*@!Y_*&|V6%M5FhqTmLp{5SQOoUD{
ztcJtD+b^n}h@hA^U0h5m=JR6dlteIhO_pH%xjL;7jF_tk0@y>P^!}cv2GXtOyl~#k
zJ030e$$39|9<8uf?pD)vdO7b!c*3+PJDiGCCskk67{0mr2g%+^HVDMkQ}*E|;wKP5
zwkje`Xyp<agE`(x7C9rnD^XHuvXtb<+dZUE(j!t+>WcC31JV{Fn=N>YHQ9E$);i9N
zkS)}Uq+^RJE&FT~g*gaTAE?P1ZPztCIr_mSyi$10u``8Cy|`J!*#;4mhrDfVsP1@@
zjo?Dn=1mIOiL1?C2Wp5DcvBV4!xB})sl%>8mG7NxhiffAcIpKS_dn?P?}9dYn0#4D
zfQM}sFS8BIjpsS+1O++?q7e=V)9`YhfzuYpjVlcFh@61rW%D!+7G_fnLk*iah9!P_
zr9|YiKWGO_xi6Vt63<VO`IYzL0Q@EL0r*Sy<N*Ag?+n;3IQfVoWcCgzZ{NBa0u2Ay
z4<k23e}+?m!i;U5AKZ6P#?HY#!Onx9*g1A0(H3=MNQR4lMHS^hXw$>bMy{tLo$eL|
zRU$O{jzgT+x76tzIy!UnnYE=tIhVtEz*U@8M_J=)tvpK}xx>b*;SDI7rL$Do4doo+
zx@;o&qP<=;XEV8#Ib#X`XYhYIl`b5<edf^!V9jzl3~SZ6`JQ|33BAJYRd9@KzJo)7
z$o83UoxdGjXqn|Q7Ha&Er5}RLYy|q82{+<)STto|e~WyGSmf7n%&kr56eU<Cv&D8R
z8nmVp;wQr4Dpn>yDN)y)m(bxdelIq=-DaJB4>nb^Drm`|GyCh+#ynz0F_N?x$&m$~
zmZLLAI1>mKwmS|v6N0%hj3Z71N6)ZfE3=AdbvGJ?7iM=MX4k2Klm95V23K^cvrwnP
zMvgIy7ckBzAeJuibOq7$h;~JM3^wMZ@OTTHYXW0C7u|8<U*NCC^31Dl>d1oIH|i%I
zGRxFs`rZ~__-CV3gWvX!Lq$ZRo;_q7y|q#7v~EAL(A|i72#fhStCo&@Hh`lw@hBph
z>3OFm{IN#8A>B^gC#O5XW3+^u)`QE$fW!Tx?wNyR5VJ85asQ|{BgsJKVnE{lQJ&K-
zoZK}ZCcZgSq@OF6p=*?e#-9sHvFt;TrZ)UI;YJWl#0yLd?xZ9j2uvTrO!g$<G1-%Z
zp74_{YN+Q9MIY%Fo8>JnZEI+!-Q4s^5r2e9QQSXzJd??Wv7<oCtPO{jF&t?3QlK~D
z=@9_Yf)USxHEp)hYa^pZ=dj!g^mSjvFnF1H*r-iV-RVK@<RyS`c$?;355i{{2?Whs
zcBzmEgwG)o2%6AzDof~!?S;<~5(t`UEK&gw0H$YwAbK3>0(AJJ!ylR{rC}b=F3Y&a
z>G}Y!85qy#5MVr`1njQrIs`4E9kCs)ApoT#gI4Asqo2l%JB^tX)7vlvG6=tKE&>?@
zbt$uyUo6B-0>e<}kzt5=EG#Agq0S?N5c8M`fB>*j=F#t(ejcfh$8%{J*-`U21Q^dF
z0lSBi(`@1>7gZU&ogya6TXROI0j(--O0)VY&AL;XPA%qRaLFLlDP<5erAy08M6<)F
zf<gErb*X|u&;Zk^SmtIB>Wnf7hcg56VZ<5r;p%6U8aSRyC~JoR;~6DjXPR5$6egXA
z+QM<1bIn-p%;~2x=TBuiK+{?w%OKRLWDq=+=>QI+A*eIS5X4O8<Jg-!;Umc<1_nX6
zfsD=g^fcm3<~?mjKa;qB^f=S2q&n(l>=0l)lLRcVY9d>PMY-6}<p6L+%I5X+nD^(A
zWydgnVi4*)G6<T-Ty8OLA{m4_kqkmi<YF9GGYEAe8H6*DxgAgBV$4M1{?X&h35Dzs
zU_6lo?6gyZ5`peeg39YwoM>It&*P#$kLfs8U=Zp&G6<T-3^L337}PQ(gHY#@K_p~I
z2BFR)gBY73mty7-_m3VgtjIhQwO9@T#`8$P9>7)+Cm%5jR57q8>JIWD3%L!2FPHT5
zx#Z7hCT^)@5bAs~2%gUsrr2Su%^=kIWDpKt2Bf2wBp8G`pA5p8&z&o=%Q5qb`$vzj
z&_WcDfl>201Q^dJ0lSOrAqWxel@~gjW)aSQoSTi~&1L;uF8gztBa$075e!0|O9nx6
znO|Ox6Oar-ol6EG=5jfXq8Nlamkh$0%K!)rX%t1a5Hpv!kGZ6kB*9z`0mgGlz)mAd
z9_hrk$Qsu%7Epo*$`1urwL1%<z_rkdpy_hP$9Scvpr7c1Khfy`ezfeuAk>Lw5H!)b
z<-jTy4MCk}h9KrS8%J&233Z+sgfq{9m0-kqUWu7!+&_98hPV({MRDyAa6Hol&XvMs
z&4k4m$x1`O74f^GpUD+}CUbFuk3pz2$sl+pR~F-@l0m3b$soj37UJlML8w#7AjW3d
zOq^Ya9yofu(lqPI*mf8|o=paL_jxLp1)FWFN%;Y`a9$^5$W!Jslh#jY#<L1#Bx8z}
zvjh-zN(B&_(@eIo97h)diaM(TiZiXrfT;5-fQX3=nny<D(TqPx{mz9Rz{J8dAL67a
zHXR00%q&5?2LLH_j^<WqP9gB>#73Ek0(PQY9Ft_C3`M@BXgR+eCp85W&BO+5MJsVE
zFMwz!HfSvhY^U6b#iy|8;tM%ej>@IsrVcam&B<P@slyDW*r~$|SwR(p3$GTw4AlGI
zNMKDJX2KUbb(kUG!1di?$&6EsSTCA7%-qNT&uyo!o~)n=t!U~n3vPW?RVYHmb@wb&
zhgq8F%qKCuYD=^>b(jS?bLub?K_k3Rp}p1AVdmLzrVcY4nS>yjI?N>fXNZq0P3W3B
z%z!S!1FhNqisW+B)L}Mtm^rbZE=f!sW}8!onIvO}__$ccP90`sp_w|&=q!XVO>nH{
z)L}N%(>`^Wv0^fHn2i*?FwDKh!g%U1Q={xJHiwyX3iCsB3X>D175~mZ0~c9id)EHx
zEAYa9;+&eL&1ulTOjI)%*nQMDun*t>n|%o`PRf&i!HXh^!UslcSl`$cbsPZ~HI@5U
z@Yy&@l<%h0<`T+$*72tz8ndI$=-JD1sq}vK2sz`;4$||d#0WbnJ^_|GO-IYxD2rgE
z&o7rvvzS5B<K<lXsC@K%Cjg|G`c%XiBF@S>Gxb>XOkIwHUF$uZIvdzm>gH+*DDX+b
zBN9gFZ=*AjL=rz&Gdx%DeODXFCo3Yeg1)txMsdwT;%<1^2lnTI1cw0qvf4p<7bN*U
z!mw9~IeK_60b<Mq&AtN9C202D$(o&Tq4P`SbGDc6$vImU=iyVx;Yse#ae7-sc+bn}
z9_A@G7iV>&Y!5gwO4W6c)lF1|cV?$Q@4lTZS;WvR7HXb`F|t@7LuN!OO<8OVc}|iJ
zS1$%>m)UkA)wEBvpS(XP1(^G<lp0g>Q}mC&`UNOCS!<f*M;~#&@j+D*oyL&`WIjgT
zHRM`es8rWchN-h4(mt$FVRh8PL49kK^*s8BhYK4ya{AYn9iVGoCiKDE27&X^{o|`{
zYpauKw@vLn0qI3>Jhvt{W<Q6p(82>RABY4vPj(ykhAL-Nnw8L&XpUy>8=r_CT<(s1
zpkH+zDRV0|z%z6R-=YOrUvyfkrqI6(NJV+ZfjvWGzJmXvVs3+tLjMW)iw>X<>?{EH
zuO$4Rr*P3~cW{C4Zkp}JV4Gh<u<5$h9rSNYIL(9p<v1#5(W%uzf3Z?2l$XrK<xI{j
zrI!oYOvPGWDlg_ri@D5VI%{bu#a%=ULV%nA_C%Kmn33`fx|=}0>(Jw1*vm2@!1_%k
z<BK0VgCp7NO`P_m#3bEj*~F0~D$Uz2p{gupWXYzpIX>0hMD}q|9V*8nSsD@nZ&Hpo
zN>=FRF2Q@0VbMZ;0m=u?oYg}pZ>SzE=jImK9w|2?7idB%AH0O*aOe(_yHJ7`B$C9L
z^RCtEgi`r_V{}=Ph4)GGoQTh~tGP1g=aR_6{g+BP95xD$jF`1Ai@0OI9UK=BV-H`B
z>=>u11hlBhi<EtB1J&v{VLRsoMe;plPRB8MCuxq8n`sU{@CN6U#~El&c#eX=G{HzF
z&Gdn^&w*T*oD+}|X95c67@)*GM1=IVM`j(=@u1|GlsGVu6%&tTkc+fVM9K*byaLry
zsV;i0?YxJqqm8qmaKt)zhh$N(1KH-GKLZ%r2K~C32}OF*P+FcTW+-7R7f1`0S6JIE
zqCc-8`j<(KjkeG@Ty-g!f%g<AbPc>D)Ieh1>A(6rIL#|p?m=k*gxETikAjU<rH$#)
zRWn!&OQbJyWSmVI5A?d?S<a>a`X{FFK+zxK23N;JMoY64N)7w?_Cykh=Ok=SP#|t;
zXrm)FHYRQ88rV5)+<8o-Ds!p?(Ih%GFPy50Od*^UjijAOu8cYNrK2p4`jY@C&D8fw
z$eZ9yy-G7v-y=0P=1l1t2+ve_b0=@sY*`<@+(Lm>p>)0$vZ8+(R-{VxJk(M9^&~sq
zfQutb_6?OKvAdNYJyyXY#tiPz0TSDB#VC=Q8h=pH1pFu{0x9m?ADn#JxD{9$X}NWl
zP}Gm1D1Rqawx|+Ix9UjBQo}<87CEd*nTD#3CnHwh5Z!%4^jIS7_e!)jLBjqn4Pl38
zJWO}}r;Ca-WL3ay%m)ftC>8|&QJz!zQHf#&F*-Rfwfp8V>;>1HhAj*FIqCmRDy`;i
zjkylEdRxN&W0S?cm%H-BcWbc!aj7xYI>42U&wvR!p&=Qw)e5VbrHv+)h6A6KDVyYB
z)(d%GgAFRGE~6NbQ-Z|V$&d!yYaxcf{hj&CIoDXCy$;==7z0j6UuyP{K^|GCO)TPV
zN~BdbP}LbVX-hcAoH9<MW*sT3ROSR6+Ccg-kxO1=s&ZumtJ*@_g&aVKH#blk7W%fE
z+e`2>H9Oy-8nnoyjm5-0Xh}+SnKEWITQnq+FPm=1grsO~0d8Z?cyP`*UZn~yW#d=_
z8AwnwH(bhyszpz6${Uq&a4K=lrzJw3pv-#B4!EX&0wr8aRa8$vBGWC2SVWdRxAL>7
zDu&dj?PeYHi!Id_Qor#U<CqIVJN!ukmhktb-NN7NlHhOreR%(A#8DnT!Mc3Lvm=Y%
zsD~s}{M&A!;`JI-{Ik^9n0lSAfqw`!kbHN>SrFS63V?{*yg0IqtcR$|`M@XMOQ+8p
zGH&A^m#}=rQqaIRL56*U2FsU8jg5(AT?1h(hqai=YtOp5j$O^4iIwMt%}p$1?K#6)
zz)>L;vx>T7SYf5*4=ZmQ3nf@7_+$s`ZNQu<tX@&eWXKN15{@drQYvUiH*yqfu2oa3
z!FWpVkTzk#M}!0=lsQwZ*qyU@NazXN2`)Q}l7!tYGLEtmLK=Wq*%m;kjEu4x3zdM&
z#c+pk;IIuTO`Vce_lKwGg7PvHT@p**B5~OSS^7;HmR4x}(6y3bwtp29GxRU=UwfiT
zn>1Q$QMTs+Fa*Wf!`_5D!XEazg6eS#_be<6`q#M1H0Af_{Xy6j>OJ9d3AQ>z_Affk
zKD>WXdT|5orcg_uTAt_ZKl8qiLfKf+vj#s)TVQac^lWs`PUe;T-mjr*e*wpi-H{FI
z0UP|Le5Zfo>0TZAec1-?nY^7P-<x3GVhw##qS+TumS+9k*6THtaY|}T-EH-sxwaN4
z0_Nrw=ESm{wLq;$8l+o}&na}WCc&1OPbmTO^vG6ZJPvtI!eV7e;}J10TAp+G%PaMA
z;*A<C$|D69lVKxJ3QkvbW7rDqbZY>t3%1vFD|T|fN*XH9rIR|Etd&&hz%8Qy^?x0S
z{HfF~5|Way-N*=kkoY5u-L6wM&15UsNz`Y86A};MQF152hE7KDjzvY<s4}@<4i4LA
zYtt|I#>uB?*Gzs%WY46&5R=zX<0)mZE{D2MNc2|h1q;oIoYi6!TujRAut=?)l~>UI
zx5$_!W_Wb6%-~bqn>Ea!P#r}<Y-~%R76Fm^BZ#gFcrW|24><Kcv^&y(l<?$2@&&Yi
zNv~ZU*k_1q-h*}@9oW}C72oNHj>A&##P7o4-zTj3K6(msJn@dT{Z!V8hGbU|_9l&L
z2Yu(YA^DJ{S$*eZXO)Jd8?KKGO<|yGYG!F3fpTVJ9?=}A8lx=K^aKLy@x+?<gl>7>
z7IKUbELxQ5$nP1@9~pP4C4~uxzFi@QzFnpXed}L=18X&8=d#L!ZTk`E7YK8)doajZ
z?ZKmi{?*N1x7F)*);6l;vW3W(j&0&0kYfoS{ew5(a?8x1V_V|4b$o0TI`#%WUq0wx
z)y6*LoHbu<0K~xTIdtoVCZ2fLn^X-@M&{#<!WkKbPtc&y{#8)7gFE{%d<SwqNk2^#
zRUiDRiyc*0%BZ^haYNN(pS##mb(M^&D;_sgeda$Bpz0=h-SbvN`__mXv-a~M?$}zf
zr&VYBmqRjbR?FRu!F^dray-{t@vd6N65#EGe32_e^IOH*cX9OMSQIYqiMTOqpNO~<
z4xs8k`5s5roijxJm8_?0@OrJeFD=Y-DjLU$re$@DBLoktfc-th2{Atro16ZXT$`pu
zdE?qxq=!T)ewfZ^aC^5VXm13x3S{Qy3<tkqw5s<dw7x*?&1BGeOa=V7qcv<CNw68b
z+vDS#cRrwDgz<c@fkcAhLIl6f+7sZ>L$6-1^{mxLA3?M?`EA!=mqi(Fd?{_Tn~mmL
z)(`)VQWuAm(hBWLeCa%bs1=)y{}SG8&<`E^eLznCWeaP?9_nr_IJ)7Qb>1rVy4FHA
zTP&_D<<jX&ddXZ_$u60dVm_BCTPuaKm0m9A&6RSooGzx9N{iV_xl*VsXENn<zPz%M
zHqES+YBko~sAhjd(<8EwH#GN+8s{yYnL@Dry0s8!i<MBhg%f{u=zt?m+Gu~6>iHxD
zs|UA&Hyv>V1=R&JmeT3-i-`W*tRfj*#yED~>VytSC3s#EDBrKLNt{55Jr^a`)Qyih
zyCxoSgh<x1T0e;3sDn;17#>A-^oJgGifpJMp>9X+D}Px#D*+2p=q@a48wuJ=zN|fs
zCDEgg2v3!;2ahRz!iD^fV?`cP$S-f@mSD%5Od&rFu((2g?kl4d@^jvqNFhG~%PC72
z)rq|<<i{Nf74m~6vsvs|?Q^h(o-?s_c`+6=bz<#e)2g$eIq^mh!gA6+D_oLf4GrF<
zz@}ycj>2q~%e|51mYyL>BnKpJ<3F4yHOcF^DUNFJ3r?J1rP@aMTng}@5GXp}abElt
zvc>MC=AU0eE?jGk(nh=KL>W_VN=R%?{FIRRBV2Gx+&@~hU>Zgcq+@DEE?-Tq`!L`n
zc}j%|TZJ1)ADp;2oYX#Y82JOkAK`(C`$sn|s!k~k@WQGtkIhYHC}7h|`ecS)y6$vp
zIijA448lhakq%dvqkM>z8APtY=3;`T&?#FGIh*L84_7~EYT#6_UPN3X=ucSkBXU`L
z9ga$6?Iv){E=6RImLd3EbBFAuu?`jw7;(UUk}CaxDQ)6Ot6Vi3F*D2A1bv!u`^dGk
zC@pF(m5(T8;SG~PsKaCsg!pVK8z7Dm2kPhE)(?~t03H)nNn=JDS0igFm5H0sxEfix
zR5nm%Ys8TbsVK!cE2yGWb`b&%ZY$bd<1Av#h~uhBWm1cQVlTlY``+BfRg;n#f5Z_d
zNlUjp(ug^Mn@Y``z>TPRDYX=lH{KgDgHWlNK@c_PQ^8sj?uhX@G~xSHu^O82ow4s0
zJDw_5Q^g7iZv{vC1(<!F)N5?SoKwZ>kh_AjZbmqnDptelUP)926=SMcp)@)v=2OLr
zi_J%CMXH+NWgVU>R(=)l$tzZpY4z7t6I(*l>I9O5eFBY-W|EYwt`VugB5k3+!p%ho
zrG(AeBjoae1E8F*jFAk?10c=LU+j2xq7#D2hVMTcZwf{>e2Y2Q1H<>nB-D*YWsbky
zH++9o0(Nm2zDL2KGa%pbXeAiXB)osux!ylgtL8f}y3fBdH<rUMY;s?`Y^cfIDwbE$
zlQOw$fW?{I-B+SEWvJFk8D3V6Oty9Y_L)a#Za%Z-yfYD#yMT2OncTTUs>vNm037RL
zxmu|p6d5OFYt0gl`XV-&&Fvy6(Tg@Ff=U^uDAxy{-i19Kwq}ZE&Sj7V&V^C$HITll
zWg-Ct(%w)8B{JKlcF$1G<J%2Gc^L3s@8_iUq2T)Zo8GcW_9EYAEM`w{a1)RTWQ>_S
z8&OD72H+z`*~?`D)+^Wa6k#F{57&pPA1-Yb{o#6~8#CfKBY8ex`3<Vl-iV`WJ-Tjz
zY``Wv;)s)M<<2y_$a2;!(ov)chk)1BI8*uJ^4wCeyV~)_8Ot;Ix#hHG%ozJn1LJfV
z8ERnUNxYa0jNGB=GD3MJJTGD*f2&}}$ImP%wLe`(OwR8ori08z(`DovZ5fd^>_$Ne
z%-%b5$}`dUXdB%fm{Y#$MG4-(&FzjkrJS(});Q)A7l1T7t2>^Zq~?_6@unc5IVC&?
zqnH9liX-$JdYXi~(Wp!@r#wXhw)^IkYZA1VJdW^LP8^{U&|GeAjTuikxoGBx!_mz2
zLtHd-vAAevmnthug<{bv7IKT_O1iR?x60Yd(&A#dRL*6Qs<~(u7ngG@*?ca&vQ$C*
zvxPDU>CAG*)JHQn2>Y^8b`PSNebPOP_AjPr<_jt{CR`(uN})IMh<7`hIgH^wkV5Mc
z>c*5pWeHe_LU$pWIf)b+1&2E_>h7R{H;;6hWRwQ_2N8<U8Qgck8OkkQOIIYYPe;-B
z*HMRN*tw~Vw}@kMUnWh)mrHz*>f$<nd$oK}a^`V6DEV*qUhJrPl8mY=A2(DTc;&^8
zs%vCaUG=!3>e?TQM^#vy%=T|2FA`Gu%r`4Yf@GbmHhUe^f1!N%NZEG>j-Ffc89e_L
z3SM?!aTEUGoId-e+-y(Quxv@X%sg^dB75yAd<6cQ6(~J9bOy)Z#V^z|@e7oZ<e7_Z
zxf}H#IJ>ZuwAf8lcp66$y2j~VtyL|dVn+-5om-(K;XBga=-a5n@{!^=tweh+$`R#$
zHlsryS7-S;sj-ppF^{w(PP%31bcRTxYSmlSHf7B;?liaH=%LiE&9aP_5#N>Yb6Dy!
zuN#xW&vP{Rxm9Wm_z9Jc=x?6E@ewgZ%JbDi3Oi0JUD_~PoaB15NxzqSCHziDO)AK9
z(cGl0J(Pb-M^BW-=l)W+Np85sIZ>emIq@Vi3#Al&+<GC+%(8^6v1f+8{+vVR)+93%
z@<;do`N&Q4^Tu}>^pATyJ>#BF&twd7OPrw2WW6KSnJm9Sw`aa<bw1*s)#zLF#_D&?
ze3$ER?{r%8$X-%wHqXu@(Nq2rKn~uc-{$L9x${WqB}cr5pNHHOY`5kd|9IrPjQRPa
zGct#L%Z*-8qBul)Hwdv)j8aQ=2l<nfQS>!bCd%yBAWp@he~Ipg?Qpecp(mVe=P9yQ
z@x;eXtGM%tmndqzB2S}EnnznRquv;DHa#R79{vcnH$zT`7M9Be2<yq54%GmQ3srGn
z86{N3d1oS_DgxF;6sp1<3i%k#V$Cx0tDNO-C4UPovap9$5ni$-^1(wXAvKfMT*oa=
zf4ZsSIebN0Qn@-8mU234CeEAESx}q<^%LtkqL(6Jb}w#)2RmZi%JEEw4nS#6b%vq&
z(G$^!4~}Q)q+9}Eeqe$g7#-d_o=YbK<{yyL1EV<Z<GF;x^v|H_fzcVX<4XyL=^yXX
z1H=8J$CnchbLo&MYH-IPJuuuqdVGaW-zAuU<rrYN4`55lfE8kZ;r`L%kP0EcpnEVm
zOlf{Wc>O?e|LE~b+guO8Lr3|H19jLk%SREpe#8kEA+1b%gjQ-dp&vVUi;NQYoUnjJ
zKw<)*(y27fH}_EVOb^0mHzforDF~m*BoM?~NkRCmC4nH0N(#bfC<z4dQBn{-8%ZFD
zdy<0inMVRaJd+fJ&oUAS;*_Kyd`6K#5Pu{E;WLK>f_Op(;c`Sm;`iwdM65Y9Pf-oo
z#W?DZ3x<=s7z_{d7$`0rE-46=`uWs(Lh9#UsMOCO5>h{dP^q6mIMg3FDjkgrmHHV(
zLh9#UsMOCO5>h{dP^q6mIMknu5oruUrG5sHkop;fO8pFCZ0h%kMNj=iHTgmu^~Z%r
zf^;J?33${W7aW;R<>PS8Ap8NjVuF(q2<m5*Z`caNAXMsS5DxVx>V-=E3_?(URIULT
z7b^8L2#5M3qKRb?D)lo6LH*f?^ZzmkmHHWkL;Zn}WGx#rI#udt5DxVxq6?M!8HAwz
z5%MmGu{i;RAb5YK_0&&OzL<`q{<!QC=~N~kBPQaqOMv<lfl#SGN72*{^~aGe_rk}C
z%RmewA@wr|mHHWkL;Z2GpFyb9&mbJ?k0V_Mp;AACaHu~bINhUu2BA_vgGfmI3__)T
z29c2Z8H7sx3}S5R_oqou{WM>T**NNt%QOP&kK^(9Oe1;PkPQ>u3__)TK9=iHe;flb
z2$lL7L_+Fk5I$O624WBn^(PvLO8pGNq5e2F=3c1O&maW#vw<NNohtP+h=kP7y-=y2
zK_sMp2BA_vgAmjol!_zj{XUNM)KAD>j@A3)vd*MaOL0qeT-KR%Y9&tIF$k6VIdP4k
z{#fOSL8#QvAROwCV`B!PQa^(b)E`TC48oromw_0BL;Z2f2ZK<lpFs%fk2;v-$$kc*
zQa^(b)E}!zG6<FW8HAwzSpADZsMOCO1oa0K8jVQ(K7#brPncR+j+6aMdYjLZn<p)k
zO2?5dgYfs@?u;`C+InZ=H6I3{Qa^(r>d&MKaYVx)RO)9Cg8GBU@3guugHWlTK?v$!
zOw<dN`Wb|v{#d%>UigzMp;J)*N}N1m5GwU^F9h}H;ubLmp;AAC5Y(SbgbS7W83a*(
zMpCL>>c{8MqjFO>*3hGJECDa3qjKD#sT)i04xm%YQ#TfQo&&x=UjplqMxuD?#*%U7
zOKLsNNMujlSe!UG<ZIAs0_+J>RhmFnwq%|#Ri$ANLZMFvLRD!Pgrm?W^2hlM<th^l
zLZ~#!dZDT`48l?96ZJw>X&8i1X_ECqRcRQ6P-&8Z@EJwIg-~gdflyT%?uAh3gCJa$
zhDc1423c%Yd{d@RZ+eBEbm^%Zi=8G3sh|BWD)lo6hx+4`SO%d|KZ8g}{R~2-eg=_{
z`Wb{u{S3mP{y38ogHWlTK_sMp2BA_vgBY9oeNm~Wev+9}Hx@fh9O{poadzFP)XyLU
z^-tYcWae<FKh8GB=v1kH>c%pv<vWn^*R#E`$HQl5cb#RAhtPat>5f6Dnh%3WNc{{#
zrG5tCP=B24XAr9FXAq9;kF$+22vzno2qF7}+4Z%$D1%UCKZ9^&f1DGSL8!8yK_sMp
z2BA_vgAlTR3@5HXO?uf+^EGv2vC||W^-tYczC4<`vB=Ccbz^O^-$ls&sT<4Je5P)!
z@*371_IUVva93?%cLi;|r*5oG#)Z&)rfw`^AkusiyRoEWqdhu4$4BZO%m+`5MP?Oo
zN=i;3?|FOFrnM)ngUP$>-^wG&jr~^2`opz7`GjCIvYqI2Zp#_DwrBDr=;pGOUpCV_
z&)Ve!kS6N;B1aK%)H1gAXaDk=*;wzPChEYx@&HhF04YQ4OK@>exCA5wQiJ$Z!f1U9
zIuuDI@l*Ac(WWY#0YOe~AZIHWp4`hHhJU7%2UH^rduRWnhxQVnMW0zkZuk{=E=Y`#
z4Of#jJmI6NPnD0VUj4WoRh0!##Hrr!(f{{9h&qv6KoY0(>6l?SqlHmvH|z4bea?&B
zXm-W9!fq2a8P8JQY<`)Jb<^3xlyN`RsPs}7Q?6`!1n0diWXo8`Goq$%r&_PpP>K>v
zRGz1bmB>2KHjz`HT}6rK64G@e3pbr$Ov#7CzoB|AiJ(tPbUMKl1I3pHmmWO@gatsK
z(w>O3`12wK1||WS9p=3h81qF+fq~QgoC3p?B}U+Nx4vmOg9g9uX3#KY5hM6|<IQ5}
z)FrPNBe}<ocY}cHCM9ZTB5s*&5ERn4Hz>DDFvZExC#AXjv&qh#pV*}RI(6>;L~2Zv
zxZ_ujRVY7)DNbXyo8Z)PwNt_jfV;p?V6<~pYtubK?D00$e(kt9YmC`quWJxL2Ur*f
zhMm+fhsDnU+=1WANRHnys0KUXm*8(SH}QL8i=N(c(t;R}4V5aof%}$O!XeA9RSzCu
z4zct%{%|B(`Fm;lCdlXAB(xHhV!+;u{0-O3i{g_Ww?*-F?@ho~k1MLaO-9u<j~lAq
z`sr~{6^X;B8zZE;c%3mc)kS7`xwtr~R2Ldxaj7ocS4K&7;k+}ER2Kr)MU?7-JEV&d
zTokD;+;yXDnDu54dB>m|wo07^s2EtyD0LLC79!&X78F-C4X#06;wfj1*~KC(Je)v4
zn_sI$ADlHj3NQ@KH&N-Kk*z8+nMD|w@21lOBY$0FGK(-U-(jZ*M!t*4WENpyzE4OG
zjO@6PQGj7!z7tOmjBHww$t=Rae0QE682R-glUam;`Hnq3F!Jz4CbI|w^Id#;VC3r?
z5(O9r=ezs#;K=$liDVX1yRgLi{GxXUvO5F8Re@X~ZXyZ+ieTu^HE^UBzn{uPguu%n
zd~S0M!VH3#42Hi5_pc1X=P?O{aD^{MoN1Fm_?#tyaGZe=ery?p&rcGF;qDL_gwI71
z2x1-_505yGDTDBNM*<;S;kgJuwhY4O7zu>q3QvSipHCzZ!WAAY5FT{M%f0Y<LjoZT
z!nr^%VuAn#)X{<f>G;Pm+UGbepNZTKa-5b!`*9@0AXM6C5Jdaw)M7-ujE5!$q0&Bs
z5VW5Sph=5q2BFeEgK%g+j_MeMO8X2#(0)1*E>zlQ5Dx7p0-@4AgAlYID~)&{D(y1}
zLHn7AFkE>?RN7|{g7%|Mxyv9_+Gh|%`y-XB4%5C*EPA<5R6`PX80~YEmP-2^r6p)T
zcD@;eO8X2#(0(Bf(+t8Nj>~}z!lC^{AXM6C5Dx9ftv=ifmG&8gp#4l7;W7x7_8Ejj
z`*BRnAXM6C5RTkWgbS7S8H6MEBaXy*gv-59X`ev|+7HGrX{8Z^P-&k*2)UmP3}i&P
z@6WWJ_G!u~;By%5bBvZs`y8X?$o)VEwPR!uD(y1}LHkk1{ya=G2$l93grNOcs$&p7
zMqKt`5Dx7}1i#9?P-&k*B$WHy3zha6ghTsrRL3Ax+Gh}g_S11%D1%UGpFt#)`wT**
zeFovk{Wv+mAXM6C5JK)R21si}+V`hPPx~}qBxQ!tJ_mWJw9hefj@*w^SQvy#`wT+R
zek|cK2$l93grNP{)rUc-v>y!qi<A2d!bhshJ`BR4{W!v95Gw662#59q^Q{#n3__)S
z2I0_t+|t1yRN7|{3FSV6P-&k*2-=U`xG)Hn_8Ekr{op=uMB4XptfzfKHZkWg+UGO_
zD(!Q)n<Mw*_?tnfw9g;}?Fac=JKqdKrF{k=Xg@0G&J)@ULZy8Mkx=e42$l93L_*qU
z5dOTl?86`u(msPwX`ewjw4Z23RN7|{4(%rbq0&Bs5VRjuSfVFYrF{k=Xg>&IMB4We
zq^Ett6fKX#XrH6@RNCiAHHY@&R@nH!zaW2W(ZnEB+UH&f+K;vKFbI|Q8H7Xoar4a}
zRN7|{g7#xMkU^-l&mbJykK1uG2!Co__F)i$_G9fl3__)S2I0_t+|t1yRN7|{g7#zW
zJPbmmeFj0apGl2j=kZ6Ur+peGDJ;Wie_3ziTy}G}EJfz)^&~EXP~|>@Ai1AQ2tuWO
z1|evFDNa@3UZ}LsAO!8l+BO)3O8X2#(0)EqFI3uR5Dx9f?K-#@D(y1}LHn_$0|wz!
zhs!<;f`|eMc@hmorF{lLw4Y4~LZy8MF*fb{UDMM(^^v5^FxoHZX}{poKGH45p@~7L
zw9g=j_A{wiorgiFw9g;}?Z--72BFeEgGfmG3__)S20^qBM@1rBsI<=@9NLfDGH@?c
z+Gh}g_LHGgrF{lLv=8fIqJj7X=CTiiAi7FQ7b@*D2%>$NeO#RfpW(bkZ#VYs-$(xh
zW5*tz1}6+nV8lz)#gxE^J2VYWkma#k|3D}bj{6E;Vqcu<UB)C=r@;vbKMI70_+nR&
zGm^j4;Dj)x`2t#xHImfR-~>&ESb<1rUK}E!DlZ)0Ae5KbO)G;?l@|sfl$Th0CxcLx
z7X~2|_gEE*LHJzcuK5hYQC{LUtqej{UKoT>USc<`3_?|27=%z>(s7$s2B9i13_>U`
zv71%~;q!)s3u1|}Hm$yN*DLO<HOmWy5}3n&Y}H`H9^{0^N(SNg#T_Gqpe{^<6E+za
z4(-R8jToIO?K22L`_tfr=B6(w^|VhCa~hn0wb+sSaZW1srmJ$Fz3D>k$9mfsgevzL
zghTsr5|=@!w9g<MxgWRVWDu&{XAq9ukJ~yk2vzPg2qE{U!3p3xc0#LipPkS`?oWdg
z$o}QfejL>?I#t?dbPC#^1}8K(eG#RX`y{JK$_z7BvIkk!dDw$2be^c<N}jULAXM6C
z5Q6q&#U+FAmoZmuVh}>#k5$$ggsSf|h=g*VLHJ0OdLiU~I*xD|gev#B7Y^;m32g?U
z(msQ5Xg_Z0U=XU@XAlYHK7&x@K7$Z)e;S+su48YyO8e}D7PKF0S!NI_?K22L`?0%B
z2BFeEgK%g+&OO8+RN7|{32C1}sI<=@64E|{P-&k*IJ6(PWnd60?K236_7j0nX`ewj
zI!_!Eb1&4rE`y-GuIw&=jCPXnYP0c5_9YOVk08C=CrnL)6MTI?Zob)@uF^hx(*^Cv
zav+0HX`ewjv>#{ZVG#b*x~mU^5VRj_=V1^k?K236_T!cg2BFeEgAlYIYv*AQD(y3f
zvF$wm==8Kt!<+^uc(fnuU7ZFeta*wo<3gqVX>bB3(e=>8-gH&xVJ9@{Jk#KWO~!>I
z_v5w<)8K?~aDtS1WMLIS3Y;hFU0)9-b%;#HHMwkbbE7sLpW;lLjqY${JG+vNZYgW!
z7mH(Lqw@er6ZOK#QS50pI;Ij%-gY-S6iFrVQ>D#D7d=(sWK?o)DLGY?oD}Z!H)xW=
z$;9sDzak9pb~ZX)!#5{uc*5D}o-SvTdGh0yO-6^3a6YT>^!IOcGlO*IDPz~Xl(8$E
zdCY%Uliq7+o-tjnt#F<(rEj;m8As+jz4ke4Yu?F^HQzC-jV^wywW=j+5bmY-njv0u
z(`q3R9$v$b?rYzNY@071*gwD@a$dAUA3qRGAjypSnygIMb_XvWe(m7V!K~fH*NuV`
zr8aAC%6Iy6r+ENgPwp>un?)pES)4Pn>1<9;_9rJw8|_s|)cv5u4`XM;@-wG>@L2~H
z?0lcpm?m@Ddqw6n&UnUYWjHGwtnKwy4OwW)ob(KtXzHCgXW}}>riDy|rDmhtLv}*s
zuAzi!ZObx>l&uCy<~FO{4JXTCsoF*ELu5AWb|~N3X`buTVy>Och}1MUzzJ`<n@t}M
zwbQn`y>>&%diV|0Z)x`b4{1Wip8WwxS|~UlPBQyZIjEvlg{U`1$XfM_R}RfuRast6
zgUs5ijqb*LX`@;z&syiK#$nDPRWwUy*W1XARG!DSwAo%Y+UrGgHj`VKGnVjw2LDrz
zj>EUlJUVmpnKcctxU5y~E2Ctsa^9Ip)+zz(BFb9D9nuAcE{UvFA^8oqCKeV+s+h|m
z&%wE!u7Tu>VVO!9uBuiEQlbS(%ZaXzEI5NdIzxw$HZ0SL?h4s6OEt68x#Lg~2~y7*
zA~X{l##<Z3PV08rQRPN)@<;*^iN31}#I!~YA;G5u$_=oOE?XIf=I>(l&}cgw850@?
z=G*Y~z{r>%nXoDh%(v$2fst81GGSF1m~Y$E10y46WWuU2FyG3l2S(f8$e7SDFyG#(
z2S$d^$b?m4V7_fo4~%SskqN89z<fK99vB%zha{{DgY)g7dT?YIokUEi)Gkb<KELSg
zrR3x7R@bfeJXC?R^Su7coalzh3CILef4+r70fozWDdIf448mtV*VfG-i05*tr3gc{
z48mtQ350N)MODO>LHLX&fe>!9OoY*12H~@p1VXqDqK-t#Abh5hKsY9(2yc@N!e=E3
z1aVM0wH%SZN(SLGkOYGG1}k*LVO1G~&o&YW;+AwO89IGdkwCEPAT3o}kMWy{o{g5k
z3fr{Od>J{SvBb5ZxFX|n3_HX}jYfIOJ<P>LjpATkg#T6sp|S%<N(y#}N}wczP}zY&
z2zH2y5|%-z?7$!rvIFBnWd{b4kR9TqMx)Yu$pcZ@fqUVwLqrsz3_@iG1|irXSua#}
zU=YL(i_%F#mmBaIwx~*{yr#<h&{JMKffv&$FYeG(na9q8{=x3Tsp=>=Z9)gU!oYk{
zs@K;@rcRZ4Z2JRyGhYMI<7}$T)9x7Yn9lb2h$E*3S!>F0OGG(U=DV6BV**9)u0+*d
zcuO%==1qf8L<W+nGOr1T_NZv8%nSP~RUKqpOqF@Az{t3`NR)ZW8SznaMsRq<V|NFA
zN0E;2$%RM!?5Iu0``oqR5g&?dC)(#RMzOx7T;8gf<Ag`J0HlffOynr`G(3W-guSl6
zj}AprN&Hl4!y}@nD(r(EGdw~jb`c)&0mATZhezld{;6aQPdGf{Mmap<+Q%(CLWh#D
z(>gr;{pW=u51PVpKfgFne*58p2u?6fe=h9C3OWD7VF|i;1f9oSjz_Rx@sxf0?%NN?
z`^6rX@RZww3^2B1+7C<kOf9&y2yVMZYHS*o@OXq%NDItO(u9mX`+iu$=aS5RRFFaR
z5*_u%1j7=_ndQ>N!V*+qv0(|$D<g#^h<7FvmcXzsrmzI+&^L!AlSUFSefe%yz3Gem
zqC>(GLePBAs2<wzu!In>@hq7kV7`Gx-!rnbM297Wfcbk%JuvbZMTaGXfcY*XJuvbe
zMTaGXfQ@I#3<2}qNcx_UMJ75dAq33dgX)2iXK7eiLI|AiT+)LhFVjTA5`yhc){@DP
zT?3%chm!9&CM-b$;WM8EA|@<B0^zfq1cH19NB|UZ9I+yS@EJ`45o5`eK=|w>fgrAe
zH$N(-Kmy@2l>{Qj4=aK2SxEvxzJMWN2@(jOfg}(ymP`qR&o&YW;+7#{2@(jORU{C^
zA(_#_5*X}mg(bLs9>bC;fl%3j-Ot1hL&6dy5Gp$`2*D1KVF?lll^qy_V28-C1PO%7
z4h$k8J1{y`c3=<**?~c*?7$!dJ46NqNCQ#Xfk8Oz5EYgnfl%3jK?rt8)(e##7zDAy
z?t~@K0H(^k+3He3^jE`^SZUH(jq0ncRU?ycoxk1tsk>FfZ`H0@tCr|jX9s|1%lN(6
z>~@=V`n_wN@6O|)^~Ne9Xe(X%t!}p0tBv_?vjwPWg8Jypk%bO{JUVlvYZhyk>wc#R
znJV+Zneg9wVF}D>lL|`+0rN$vUSA`b8XcAp0_F=<Jus54Q)OP>==s7|k28|OQ)NC7
zlP{G0q%p=!p;Kl4jzc&HBjG~TUf7$TP<!E!ZB=_=5DB#x2BB&%3}ULx<G52T%}(<}
zhI7aTR2)8^f}colP99_IlE74%_t}AQp|S&Op9$Gvs?3MbISFN6az@-v&Ik@m`10F=
zzN1Ko^W?%33Zph1@9WlvB`ij^6YcZZd00X*oylj-rJaW*_yDAdIukjHJq=4>D&eq%
z7o$UwR1!Z`+OUM^sS5k0#|%r5iCs8KvxMQ@4olEAypXKn35O*-Qw~dbiY_eS5ghox
zV4Ju;I<QOl=pVfKmRn{99orJWt>a^((6Kl0`SL;ks<u^cp0nnwjaIKaFnc1UfPG>{
zFJ$x%>hM(eFR7L@;T#8Uo{p=5J5!s$K<5h|KVaat2Q8#e=yq0(yF1-#-Nd2%Ic)H8
zXxcFGf2(bkt8`LdPGOMvEs5pdCeg*%j$%Jd;NN~BDC)&5{D9P$CQRU$@9i39t7Vz(
z4h|tB5drKI8+;r&m@$K~KxdTe&9YT9fEPZVEHK4Sn{{9d=anl)3x|xm)e<sknCo?`
z(e0#+2d$D>s|ol7MFP#a5Z0?Wu+D%=y?U=^cJa5DRRXyU=vK!&B0XmaOGqXqPslg=
zU?e*Ezoe-fn@;?Ig8w@SokWEP*l$9<1j-C@0iQ@R@;&@9VIlTxS%^J#PlVWkFDGE1
zn{LpjMzL>=xG`%#FXE0Kllmq0a#%YytL5&-;J&gWeV+@kg2#VdB^3KCB)3oi-@3LR
z3%Y$Qsu%Y}-8d0-<L#L8Kzf+|<@Z$Ad&o1AlbO-~St9E{ReO7idwOa#wZlOJlQnBD
zf2;yl&=8?i^{-@GYzflJYGY063)<G?(Xl^#g^Tt-+<AM$8o1k=*U#=w1JCywNJKan
zBFJFY9-ne<d-Zy)XRSW^h?}gbJkN{nytm+TIN~E7VMR%$Awf$&64C!r*zb~FyE?ER
z0#(@W0XS$)*FF{B>4%Q}KK#;u*}__}hr}xjcCWPsB3iS~TcuvtT3Ae5nRKa8EN1eV
zY%x<_Dp)Ip{8Di-vs^K)B{RRgR45m$O4?k?Wz%IdlUb=0(&b9o%vBbx%yO#LSRXjF
z{!X+cSpJDe@a+xMACJ-R8$)gHUxAf;-C78=#mb%B!ilF|ajDb(4BCfKiJA`kNl%nT
z#7##W8A1LMV=13LpD(02%aM^Wj-9tUN4+V26r<`VcwQ1Jw-G)(B|p(x>FjtP15T|W
z{J8Nkf$`_?h$G~O_Wk}9^=jQ(>u$BIL4Sq>%mP%SYQvq)Bp41W%{$*8MNZ{q66(g3
z!IwzDLKJ#JEJYDG+>s34xAXS2bLKFbFN6OxfefC2AndwJ=&G@H1`2Xu7t$<tEF_5w
zZA8Mlu`YSgoSZByoJeTRWw}|Kd2Yt<!$4xLm#awjR%|<emCWfId)0ln_oDNA*Q|sZ
zYY1v0=zJL6<$z3~wOvP|*5_GPaO8RD6-N;cinjEfYR~<(WEVK~p`Euk3}d5l>JBjW
zW^c_+qAiWmK>r|=`py7H8|=5zN`8yi(kBuKoha)1`i*2ciB@1Y-XaL>S`C5484Di%
zb`&ip{`S-}<D3Zvt|PK$VvFwB2Y5?QJN{Cw3F$=}f3dk&UMz0$rax#9a5wkMDdS$e
z)kGYHky&2IrVWBclF&()X;dsU5lEG|vUCf&)-0OEYK^icauzl8FwkG8y*imO<_v}!
zhO(H}Lzy#<H5%6WRmb*FK=MU7Z(F0;4fn?D0dRvIQnj-xiLEI@CxB2%Apfu`X1uj3
zie;ji#rBORhtjG*R`_NArP5*;NSu0E#2q`lnZEfR$7}{VcPweh8#>EYIdR^qb6BFG
zexf%dB>mKGA?aoflHMmZwj=%WQXo%AEnNfe4mDsW#`V>ARo6{UGG$neaz{pM_@;!x
zPfBej+HVYz$pJEZjs}CjDm6AH26YYW9D~=LX>N6di5#hKw~UH;uGtPDGU6EtpI?-Q
zI6-{gqQU1Eq{ha?r>=o8K1b3DF1H%JI&T{7*Mjc*mtoDURL>6}OkPiX@CIBQjbYzV
zzEGr7Sk&Bm4-#V=6=A%~BPTH;6&pqeX^1zPn_}q}i?i^4Ans92HLdfm!3Mvyt&kOd
zf^a1w`MNZ36C{$`G(@6cFVfbr7Y6Y|vO)a1Ju!%9A4;&~J+5fESw_p#_5>|=e)q+W
zmgmT5xqeU3^5BmrK+DDGK6$|%kgBrnP}vFZh5IBg>mRQBBrh9dzEkb(*a|LN7amdp
zD`<$&pm$`tJG1llhN)7%LEy!^(}3?jNklli=|0K0?vrx0g6(CaWX-$l@<r`Pc?p?2
zf{qmWA<mJqWTi7pRxXpb%%w`9SjrWa3sz<&oq^*dw_GmdmX^v(%bCTM%8FSjR#wuB
zD`nHnFIvmRLKeYWdPmAzh)8@p8->j6fg`2-yO5R4br;b7#pFo&ag}M}#LI||ly~un
zBP5BIvv=Z131fI96?~>qT(fEx1+NV3aCsn^SWfs2y+K0Vj<yxPGyAm?un>jrf_e74
zcix_M&YT^JFO6TFpn(ZEQqDO}jJ)GWX*Xe%bLuN}UfIKDrEEZ2I^q&_Qo5TK0*^c=
zizh$jxUU_$QqT)|_5PxY1&_THSBg!h*1Z{kta|Ka!_p4#D?`vTio|fJ&v&O-ByfGs
zWzj3o#hC7tFQ`4=Rqg5XJ8y4t{5pzIb*993rzFvyMrk10opNjpTqSj<6g32v+=LLh
ziH^E4B;Ms;;YJEXXFXg%D8>;!Kx&Xx>5fAjiBRfvaCQ{sesYV26?0POdNsh}lJvN*
zL>;MZnPn<5gVV5CaT?a|^F)&Li1sg{Bt6_A-MQXnQ9H;yXTd{Y=~l5#ir?Kd;g0hn
zmt|X>vk(ToZM@ETFZ%wuUWX15^6T|hwOvI3uW_fj1z#U34sA5cyH|3E5inYAA9AFk
z>e?NLvWJd3`0=YoxOw?0ce#}0**PdyMKJUEwT4-@L>(hKBGzg4+9k_}5zKoY=wIku
zm~teQ4@FV(6JO<c?1Q9^cxpznCj2B2`X;E$;U>JP^qX)oLBAx;fgKnvAF%T?yyy?u
z(P-67OKuSx0WHA+Q{=XYC}Jan@G&E01tEl_Q`tb(6?g0k6;!#pa(I|NT>UVq0i`mP
zGRhErxLx$fBAd!Z<csh|$sqjRNFb;anbb-kmCT5v^pCUaN2xu|u8cCPFG!Si>w%?H
zQ8nwmQ8Ea1lnjDKiMb5aaUOA${yBU7D7EM8l~LyOqs;lE%mlhfWTpq9j*>x$Q3gxZ
zj5tdFNTz<2bT(7T=B0EouODUJA7wV84v{yP3_=|xgAk+41X3`KI7<HzwSJUznp#OS
zri^k?Kgvaalu-qLyiqa;b(9Rknacock2p&IoVR|Ibl_Vl%chKSNk7UZf0T=XE@~;3
zL8zl-5Mq?sfS4X}lzuJ;{V27$9F$Qm>qoilk1|MZ+EFqHb(9RknaiD1te@*gKT1ma
zqsbVjjFaos`>U_J5OAq`T67^I<2aK+sN-Z1Vw}NjP$SN!e}-8<PRdLaPGzT^jTQZb
zuDBCgNW}_T2B8j=LC`>#Qw0s#V!%TSH%)g^Lkl;tXmpbuMQ!Iq(xkn~ki;FD?xg%w
zNWSz?wh^31gziswQq!H3+4bwyh;?DQlL}=S6MCSZL~^>5q6$aTos_VrQYND5PD*H{
z)18z_<S^YyiIpTh-ARQrR)*J-Z_1sN<mbKlD57pSJyrYPgO1tApoz()r!q!uTI((i
zhNRfq^i<D`Y$y8E^v=^$nTuAgQd-`5dMY1)G*L$)M-kzUj|~RuUtTjC>pgg|2KJQ)
zKn4eJV9mY+7so@qlu;tGPB4|Q(|!dVilmbGsnVvWik_;G{Le$9hBU-30>Ew{413Y1
z(L;L)(4s%r*OwZ81)g&->E~yXxlA;CeX@opoZ018IW+m(_9Qe}H~i$z`MrqmzfDHV
z)As}|ue;$gB`7A0mM{nOZ*dM^Dv_qhljW!F2<P?c-{!ow>bpMm3ARi(1(>c{m@dPW
zocs&1l*!A4&Ag!6DfK!XoNSQ;pn^9fdH4eo(~Nxt#n0XK)??~ie6Q3PMix52^YDMY
zgpcFmU@0HC?QXPjcE>p+2un`ARkJveS$DHZ$8>ORwo<bwjTuhHvTMI>wVLg2$~a|J
z;SuH}Tf*h<CP6bqTCczXUlBV1XM49}h_qZzi{7bR?h8)U_1X=z<mB!G*lN4%Jc^UE
z4Wrg9A<GwXsZ)%B6p_FHIyi&WFs$<?jRH-{M{V&ZAFYKSJ!PB$fLgU)r5=gLoWgV%
zvnfzh#t|y&4JC7<_M8VOR-)8wlzT2xI(0g=yxwm1T1Z<)fSW}dD04$9obDDav$P=~
zcP#Xs^2IUi5+y;ycRc5gPk=${_eQr`K^O&(*}<Iav+q`&pDSM0Gyrjre=_7s)2w%Z
z<2o{kbU65<T0+J;#&5&glrTt5Ry#OtO!M4q2=p4|o`uuYJba9~(`^HigEHhP;YOU{
zAp;x{gLt-Pmd<j>!ugifu2PVB$~b8@aBdrKbqo$2sWz$@Lanytr;=+Twh}OrD$X4`
z=dN#6trC#xXNjXDXJ)C}<G1k&23^9~(Qy-p$w9P;V<=UT`VE+~)|>4uku?T0+i5l!
zWXWoGX((F)(+)DK-BMLhX}M|8$?OdThVbC2-!wQv0{YfA#Bf_p2m(GhUL|^K8=Wdh
z4<kY!dJS`vK3ytoSCOP20Wm#FNhe6I+O_J`>sR79JWX*&J`^|QRV)BgUTqswUcD%J
zRa)i$o3!wby~_JZ1O_`<<v)d_8!T|8MG~S%EM<_7=c>&f4&tt_x2<(vik#)m&65FP
z=LVdy1hgQ^dBqdiJDlYrAW~^@fVADBY#LY`(USYVlO&XvXapi|xyOXXTH(c<xeKh*
z1E+;fZ+#tr92j25L%kJ;kdf%a!0L?E0r7dXY(gTFF5&gv9ULC2H4&<aPg>dC^_s<f
zkz)JZ^#`LUHQQKCx+K-12=D^X>0)8V4~|CELhjO(@e->G?UYVOi#(&tsOCb;X{m-h
zsb~gamd;Scp=c}(yjGc|Qjai)RS^xF)L|$TPQ)Yupjito4AbfTW}99~mi**y$&z;@
zkR{6QZKmw+cuYB&TwlJY$$h!;W?{3_?N!Fug<W}9vr(!c-WW=gybY7?NLc-~$zs*t
zhy9QStB*;Isr#`0YdDbtb~qgtPeM!Pd<s0WGU=TV86=)O@#Q2=BC*3-Y~FyLiv1YG
z8UzvvUZgQXu_xYY%p;u<l1dubM0B8OLqB!I6$C!eCQFoypgYoBeO5x>1Xt7lnq;m<
zum+q$ibezLK`TUtGl3h@$o^`wBlD^7otlyTrPP>)3a>wDo<-`8Dvk%VOB)=pU#B!z
zGEYT5C5`Ogq{b#VXa6n1$W*C?EKw-6#xtWxExPB-+ECk(4yR$xR$9IiI)W#g!cB*6
z4w0BTsWOJdyp$7>$@A*`Ce7kgzCCDL9(xvj`h3@hYOT6PYHTDs+#O_S5xP@p%iT~1
z6)Z@*wpDY?MNMII@Xoo&co-9wgumxVLz*D|KKT7A{%(>Q1OB4UevN)(gwtYQ!|Aah
zr^U)E#XRgC?bSwiV;(}LR-Q%arN&_n_bb9uM5Z$sf)Pg6Y_A&a^`beO$*s&8OZY#7
z|55q2aF~i3;ux0(Slnqb_m!ydLfvUG=bee1789^8qSIpBAzh4PVbyqO11Gf{tFCvz
zne`4ObE3m+Y<PpBfrobQd>40lwDVm@#jXwkx*JE8f{$T%e%!A<%8}v_oTQPIF!F^j
zxHlPGKg3H9mk!G~a4ChP1lNtFrk0YPypqO+2ogVf6Mtw*n{l{}JQO#GT!11N`q*kW
z`qMqRRray02jSz`jYDS;gxWLh9vz&E1>vJp0zp{3$E<Y%FkIwOw77JDPaNF}<H_%v
z9#7OsI;j&NC1sFt2e-u0uVG`1JGT`YV=xlln=OW+;)#!sjgKcEupUp;0-X;ThNrlr
zU!oT3Fg(Sb{7OJh48k9cOHO=vY<x5&IX#w(K~vn>F;V4p7@8P@PucDmy`y6Z(8M5A
zG%<+r(Uj!)Sw03$aUql9_}VZu#hpD%fF=f^qKS{MjgO`z=hrAgZWz<Won8~?--e+n
z?(kXyG%*MjO?>`sd^9CF07s{thM_6$_?tLDHw;a2F`Eg{#2{2O@d3K=(Ujx_9UXKU
zhNiglbE2B^Ff_#-pG$xy2BD&fPv8-nWDppUqX#5X2$Gz@E5u+a?)05|f^Qg};*Q_R
zgVbsS3_`^dpWquCPf6lV=|uf7YKl9&=bZo?hN!sXdr5RBhM{7Lj{p*;LNG=osZ5+Q
zP7fTVgZaadm5ETtGo$F^0*I;_2q2{FCZH<;L`9bXGB#yp{O;*>O?n_+DUZ_1y?hD@
z)bc33oM9xzR+M5sA<aDFPecT|Xh!06^Gt+tp79bh#B1jQhCh3*-YH-tMOTD^E`W?r
zTyYwDhK?o0spy#q9X-SPF>!Oek}hCqur-RBE`azH;Gx`8)Mb7iRdU5C>KRHD5vQqV
zB2@K^mnb4$R~Ile*zz(($OF|bhysWPTNBdPGjR$#J#aKmW6wmW>=`fPM7+)}U}(_g
zrJP8Dt_ZbVbc9%O%yltNanDfdia5<Z6QR0iywnx(y1Rg(L6?`iA_=-8)OXR5@g-NB
z{+^)}7;y@GCPIVHcquUARd@kIgDo!yMiOjAXz`*W<6|pMkIzsljW|U<6QRjxyhIvF
zRCxhKgD)?aMiP8QX!D{g6JW+Tg+4<$IpQ?>OoU3G@e*<*(&+^l4aU5r93jc07xxir
zz39vklwp+|n%iUQ_ZphpgH6&GQ*ICL(A4i$3HZ@`-qQQ0aNqS$P5oYh3>U21XEG6~
zusmlB@6~-AyK4E=@5T8OJv2q_uMurqBMM9;<;hD4VeTa8bWuH_-L(%`zqzJWByMjV
zv9%syXUz~)a`G}BCeR-uw$)R=mrRjUzgHp?;MDJx2u%?i=&9dJX1a)t^VIJpqbXv?
zJoS48Lwm4HN9>fRelI0*DPn^>^?T{<39Qxo8lk6ZvRY4?psa_DYHarvJiV?t^?P|c
zSRiQX_ZlUvf!tco4k?1TrhYF!K_j`fhGT2$_i~L%#EMhD*GRlL^?Qks@k9Yx<klL_
zi&MW>Kypp}UZchPky~pxd3{U!y`&><N9oiVC#QStXM<<bA`{U~E)(PJqc$C%-cOr}
zu@Ko#^hvrgGBGYKX3NFm7?~J705nl=-?tCxKk(0^gISTc@1e-y>}g6yCKpc0cm^Gc
zB$xO()23vMp0n@~T{($?oIFm>j2JHDs-b#;;YGsmZl`3F*-bQ@P1f*)Q!+kJ&OLa;
zp5z|X4SyF;z$WMPBl6Ke%GH}r6&7dYlYQdn+~Q1`YAUW8m0Hv6E`=(%j|WN;(?8@f
z{b&Ac6fyl6j`Lc29^6SDR&Jb`{_VTK^lu$?kotj1=}@&yFXK?~-uEZtJ$tM?th$E#
z$r_$8)6dCFf8(Aoy>9py1=BC7OrKfSu)MMCGCcAPhS`0mKqN;0V~+>EeDDc@?5vRs
z?CvC7=Ej-P{}3IDY+TQPSJaVVag7Ayz}BwrpB;6O`gY<OUB;nc^iL<_xA7QV*YKy3
zH9TQPpO+c^8GFL$y5a94qethrm<{L5?LU`OqjpN|YO8DXS}^z{=|OgBA-%GYO=t6z
zSn1BHRhu*JdZC<HWRw>rmcHTnL3MKMEFyk3!GC*RP(ldmz8;Nfasw5<{3Ad1&p-eD
z#@ZU^Yu#%0DBToNceJ<4=GN-kn(<r{2~D>;T?2`#Hq3h6YL~0+?sHun%-WA0+_$g)
z1P6{>)qZx!2<^YYdx3h?{p++naN7~hL_8y*H9e%!h@FsDj5x{C{~FyC8(|$<X@o#4
z<6yrr!szo?g+{MMb7=JXXQa{JIoZ+Y(9O8fkFxV}keY;6M*$lwyU>3k7c#G#?XzX1
ziXH@$-t)@!R6-GN^5hvEmRcvg@4xlPy$@`m+;t;`)R9&S+4GQ}cq?_%Y1GL!c~qXi
zq%TPmYDV@pf|z$_;b&Aa`d)z!O?u&vo|2KMAb#POXIzNJCrd07J+!ejd|ks=Cu?}Z
z3x7&p_@B8a3%_po6Il4eZ26<dk&l&<*RL8I-EOP1y0Ea04EDVu*tEXjFJJSHBwgq<
zYt`~RQigS{`L1QwQ+Rx4hM*MNW}~#RYEWMFnVCkf-rC~&JgY_q1yxh|nY!6+)tcQ}
zwYX~JQU(0dvCLw#-N0k3unlB#sq73gjhB&tmVe5o@bAowEEB#VdMpW~cX|Tp!0Di#
z5y?1?Kzc0-kWA3zz>Tv&`r%}3G@jxvk5veccO+|g!u-1+^Y63vgnxCz5A$zWRQK;d
zPOEu0ecybuGEaX8()Z0*8}n}ZzWHu*o)kdh#rX>5ic?C35V$e20S-+9sY|>UPF$#r
z?^3gYB$G-%y`P69e$*vO3@3h6+WWRHW!rA7&tpT93nJ3%0=6|*K)HDbE-tI}-M0*S
zE0~@dZ$<a;WVXjU68mfx0GZED(YJv4JKVpa7Wd0K&0f2NjX%SC7dl9eiyy=1ef#Vm
z=Z~JFshuT_`zP?zDf``geGjho`*Cr$3qQ@jQr5{+_RsM55AgNB^Yw##{SdD9hw1VW
zT<+U%|E&1<IeeV5f1a-&<?AodjRW>C(#NIt$Hd1k@vUFx>&J1uVE+oP8xPpOiVyoS
zx_p8zpQOvLdB6QSeftf%{3cy~i!Q&7%f_7jJNP(d|1MuYML!kn-@}JJOQZdL{`u2<
z{R6&!hOeLH>*x6TdA|N3t^$XD#D9N*{{CaS{0S}>>@VVq(f%nuPF{1H{b%?*Wq%1*
zJ4FrsIeq&Jy8I>I`7(XY(4DW~+kKaBRJQHEqTjwsm#^V+!TxLdx=PRd4ZdyLf6Ldu
z!xatvJ^%3!xZ2O9NB)uj{wG{7*#FGmw`rcBTmK9GI%WSWt}h?h|Beq3K>tab&32iK
zqs-GcB-s5r?gY1m2Q!O{8F|eVKZ!+2kmlb&5_gIb3bC`hQ`^$gzx_Ya0iX1H#r~81
zKGv&^9+*(=<^F=)Mf@G?-~UR|KTSKydf2nCpNT@}U!!IH2ymlk-^ef8&lDebEb-*z
z@L_iBXA7YA7x1M0dAi((8}<w7(#he{qRY$kxO^vFE?>muQo4MME+3`KUG(tt>2l2q
zF4TbiB>Hw0U4DlC{7JgJWfhkTbonE?@j1G@p8k9dF8#SsC4gqB+bkl1<>H(WY8@&a
zfzkrCRuv-Vl>I%FrTEQs`8ZuZMwcg&m2HMDm(t|`T|P~N`V?J$lP<r8OV7S3Fzjs}
z@-`25n}@p1!`$W}Zu9WAd1x1SSlc|L3p|`{9?CWkW81#^7_km@Y@0i^%^lk2&TMl>
zwz(7AJ^KRqh=e1foEHT~`45u#Wt2aI@XjbdN8cFbkI)P-%C986Gs-_s-x%em2*-?a
z{>CWp({GIO>pYa-O5X_O_MgzVncH#sKKk=5^z9nDFj~197^9VIQ88LMXELLeGg32J
zc?l)7+N3P>?B@tNyH$M5;sdhax#D9^e5AxjT6|>1M;;##HjDJJ&tAfZUBKnh0gKQ3
z_IKVmcyM4J!B2p9RDApg^v!@EfxK-2vA7?qmgV1ID^B)>uur#Z)y7#QU~jKmUE>f1
z{~~iO3OJqb9-?XuR5l1Tv#d5%Jwn}vAgkYmiH;LRx^>rPn+Pwo&jN@@ZCY!q>R-xX
zL4*7D_YVsD`cpwIeQD9{AH<-n!HL%u_Pd1u|2NeHgxGvOFm}p5Ch&F_|KY9k_6zX$
zqXWpn>z%q&Ybe3hUGFv4HqCMw>d3&Z0kJw%N84ZRy(pfyPu7(8Yc%El<yN`MiS`E<
z`cG(Wl{U<Feemd@f3RWJEqvU3%Plj5PXCGy_K6nN9;2Hx{Fm@#Y!o`cxw+mMynN8V
z3U#=e=PW3;tzLIvx*CmFaPj1|xAD@_Kf18dtXm81=DO8hC|l>0jp#xIvQyR8R--r&
z%iirE6rqvPH>|PAliEM?ff_cw)so>%CO$1xIP<2|;T2|ym}jNk;mf2hjcwHSQj4EF
zbV@AB4^sooCNGhi!stVc-GAQN+A*vOb(jJ<d$`DT%-O<G$g5$z$SfHz`ow$dW@By5
zUA~1qd!rx?%9dJ^2c_7tZ%f#w+oCWYCw@!n*ei#0Y`8Y06+xb@`{Z*JY|A(Rwuv<2
z@nrLSk+t<c5a=jdhOntv)2BEJc=)>g`}Vnn?vOT@>uJ{O%?675aIqwKcIv2y0K<*M
z3n->13gc1zz%t7Ba1FRng&?G*$Lm-yxS|i&z`GZI606oi)ghFU>vc9zhl4A85O6LZ
zSL<<6BG{NnRsc2?G^D+4(L@y@c$iSkqt}LDrQ$-JuDR7QN+|t-)kf43L<x{{RT8`?
zB!us1+<@h&M(x$j^Qd?DDpAkQYFKTQYC_4TMh9yZoLcBfrAm<H!XQ&LMWRXKwhNQx
zHqQxi@>Yf0;wZcSsW4fWP!S78PK)UAoZ05eUqqChIfy_MrGym{9KZz(ODJMF$Ca)?
zbz8{Z(GW!ty{eO_C)25}Q#nbiWueLzNX;c;6bPegl~8|P*{fo;17Z5rHHBW_EG2G9
zO@c+F8(<QHmRS^cMBPYQgF+<{zuCqn(a<|~i-u-Lr=fpBApi(3M-d3f$C_1v0o>X^
zg*C&hP=O%`uO^wEs3d3goG3MfqHCyx$pQ$Xlw4p<sy)}N%#q+CszPm5oI?bGY?>q|
zA)q$lR&N`~xI?vyh(f4Jgj3`bmcI=MDIzs4Ze*d->irO@Bpch72b5YdKsaYv!fv9}
zM6Ft(hfrZ+eFM!<DLE3lR1~h!MN#n@lc_B8`rm4Um#FZ^c8dz18&8GFb<}5_rXs&Y
zbtQZ;St4cANJ%$O+y1PqK*c>QjsGK)9lx)o&MV{ppwyH`OMRm&$zAQkWyB4L>~Nt%
z2zL(7z)Ej}zB^$Ak@P23La4Qn(o_Zv6>Eu&pz>5vEs>?US7(=+SU1C!!Y-0NNptoI
z36ZiAz5`v?Uws$i=WPF_Q5)RLBJL=gk=jWZ5ZYGnym1$bMIxApOGQ7>Zc-U(WA@}-
zcRp}<)i?!>uui5eht7k4FQp8HAq=Cq#TBJ%5O<iz>Z^ErBeTZdHZ4usAMMtpWt2(#
zoYd54_7i8XaVaK~BSTKA;Qt^5-cCI8FFn0k?R1P6iBf$Ja%pvA_VkM$#C#uXwW~Fn
z>}3eGlUOD3wV<14Of&KILl50!09^M~Fi~Oo46SLq+LAP{|0H2!g3Opz=JoHTrpBCC
z75vWU^@s13Yq!7HM2&Z-Mt(8(ig66}u%IEq%+r9aK~R7@f6#tr?|t#HW2avfAcSn%
zBZO>5M+mT1h}cAjA_Q^4I$5!>hh^>$QN=~vPl={3y)$UdnjlT(6q-69H8mzpso-}`
zQxzx!w{^PB(%DtxgxTnk<%)D25XB3ulDjlyvpUKEK^*IJnx(3!hu4C`)u@?RGkWK+
z#J9^ZVmNw1h(I>b=$Bvf!+X%IG~dsVCSii}omb}j=~7c;&bJCaJl~_3xnO}taFH<D
zzZUCH|1v~KRI29(@Jqa&)}uGz;;c{mhOAGDo|#<FzUl4`)t0Toh6Hm{SM14GT@?i6
z7xKR*cwU<5+a>IeJ<-0ly`)TZL23%x_FfcARD#JL{+<2%_HpfBQsd?`nR!HBVE0R?
zq`#02-NfHrAiP;IR`M(1O?bzcec++Ps1%F>;v5V^dVO{=4MQJ_y;C7^*8FLQd<I&9
z^M~_1l_$>?upzIohpNl^A?=7eb2DBcVcG>?C*?m>?=`BWYRjyN&AqVRv@MG^@?E@}
zG9GwHG=NP#QA?$Y%|5!dn7@TaA$7<^0J*tt8K7)ZX2lTLP)QpWltIVVCO2oykV;dB
z2Zn7|*sH_8?g%fuRkz4iK%h4eV@u8}eh-x*A^sjhA=?c+0^24OBgCd}x|qUuDA-*i
zLmlSI@LZ3+yNOct2<~UA0kz9E2DU-KT0tEmuU@YK8yYrBG+S)Fpz`gWxO9Tu2N&bi
z%CYC)A@PCCa!$1R%&2dC??pvCqxOEkZoK4|@FJbaQ{nhE`tSZmp-f584x9B+)+ELC
z;s%5H&bJ3aU>ak_JMV9hSHk1oqS=AJe705UEYwM!Iidgz=86ae%F2w&Y@agzi&^W5
zdgj*ol7;;f1OWsfc$%PR(rF<dU|S?13H2H=gOC@HNi}*JG6ABAB@<0$7bnj=HWmzU
zad%ak*Uk`b9?SF*HLs%(%SdN0?x&IHxGr*?4u^OrJw)L~d$0#P=}QvU`w@MO!1yH3
zU3gAY5>D*w-e!J_Xj&f=5;$(zpW!nxF!fh82V$ZoWh5$yJ$oU^Suv;=Npu~pmXCAt
zLeuQM$(o&T-1Y%E8s&f{8pS?|CFp{E3Ri?SJ%A540L6Y#{B{N(h&Zvo1D{FaO;iSd
zTr_0+M{dv?Q1x*@dV0PDPVs^LGA!BldjJj?y7sB~PCs<)_u-fR%NEv(Jvf9G>|SdN
zi@}<8-YOwrbD_La&ZNuvOgUT5E*8?unM^62DJ|yG=1L`7u@)DX@++lEc_mMerAy1%
zVx>}EOs5O^j9Dr#RZ=a4IXSE1JJFIL-`{Zs1Y*+OK;04=#EzNtifSE7^Fp944jf|s
z|4p~8lXt!|*jV%iCoDK`K5|cWy@$23LjeMrY&v}&t7zJwBkoX^kDa$Vq4R2q-jGD*
zS0j2Efs)-3nLrSu?91p(v`pz^!VnB7MZgD_GW%Why8Tv~*Z66eu&4~qu^7y+5oS3k
zPlS3!V05fQE)r>pW*<w|?1V+-C9<fzBvMrNpWtvhMddwF95GnisFtxo9bD+_RA{Q$
z4-3ukboZYHol}@l=6w?i&S_xx&-N2jJ{-}%$$LK1<f4uJ-gvXno>a@n81|nV?shvL
z>P*<jI_yD74%~WIkXq&KXB6e?7}DWC-{SM&Cw$>2DD-BjDb1E-a4$?JFrm&NJO&;(
zvZ!KnPn!Z5+RkyD4BIXwKl2<vP@w?d4G7G#McWU0r)HiNW(bs`Z#qT~1WA-|44C6&
z02<H;b`w_IW{u)*q_(y!vmFk2xj4Hh&1hai^Vl=$dtcAQ&uHY{VB{Oo0m-Tj?^F9d
z8(ua$pN7>g?bz_L^BMfNjE$~m!^^BBv*E225}WX{LF-(tSz^Q3?wIg$g`Ju3z*9jJ
zo-p%~DGfF{jfswoab{!7Sg#`J$2eE*!0_g<qHp4ZY2Zb~W5*G`c+T`q29jBCF)i)v
zcVxwTn`6bhm?l>?YMmOwb9y6Q{2RMr#M?RfOk})lPALAJzc9E)y!Vmdb<E2bJ8eqB
zcGxtARS#LQko8%`ju*s|SU&FqjcFFmpWlHUFP+sI^3J%EP#5NVJhZS^HokA%VMz2)
z8zKmHpicRVZxlU@LS)jW>4I+4^g`;sj!Prg@9^F=sr_zzqu(1M`Wk`e-PyrnT6hQh
zT4v6Oru9aWfYDFCgN>Suk)}M}*r!s~-4YQ;Z_LLs_NmR@nXK6f?_e*Lcd!Q|cd$F%
zqpAZ9Z-l}V+JCyY=al!T*yV+{r#E<ysyo7=`%-m(Hpag6S$Fm7y&Cl1a|rmhaJ(0h
z<WK`mV;!+?luICZNG<MRNuWL^5yjZM8E=1jqW$Fk0b8Kp;*U#>VX=)AdwX#x@(D6!
zUOH*Y<nyJzE_N}Z;BpxSmqnxCI!qnx%-7=s=A_Bl<xjkIEdiZ`&ollhEE!_QIa_SP
zXbVSZwTUA=2w5m1I--1-EDbR5vPU$R$5xZ0EjmVpLqbsMNyK&(t?s6U9T=IXoLG9i
z3C`L=g2OUAsF@62e&8X*e9Vyc=DKPf->ZnraJG2`-g^ZUZRhuN-gVVFkCT<zBx!>1
zMT$j(=|zNkz_5}|`5{J5jKwSWe5~?b<m(dC$`V4q_lkd`x_8Kwq}{Ndg;$ADwi74b
z^`-<=94YOhZVWThjQ-99T~BM|3kbTN=!ZDhQ>L_HE*FdCf|V}jm-3l(*2<a7R(3g;
z%Py76xpXOA$y7`$y_~l4rRC*(IbFz9Dw)NVN-ncpF6v!RPk#Zr;`y9dxu)~AJ5?3?
z5w0h>g%dwX^Ua#+)6o8~l`O2l-y}Jomh$QI`NA;QQ-bFOiHq*!(4EMn3%jDD2XK*Q
zT<jS2QLgzI+>gSz!|NSHHuMxR$?b!1tv-R`;^5&JyltS%^q}|S_OC3$aCvsE*tX2G
zP%?EUe*3_UAmvMNajX?DMypKFCw^KZUYtIKm&V&kv^vp-SWpn?ASE|&k5u`ANrAOb
z)+5J)B#GUZ(?C3zoxFsMLM>q{&WWFi#7hKG^skv+ZzIoPwQJSqOIUs%jhKx7W!27F
zxq5DJ!D-aXTyf(4nnte?1Twl%ju!C~6xXi+-Adw`euxv-xs`0TkSjp+7K*uixm;Q*
zl+9c=Q_5QflH{3uetBuBXqAhZoMo1+l_ErVAzN8quH?%3a$Ya4w}=#EKHCFv{h|M#
zy*GiA<Erk3t<}<Ku`J6rUa-p+;IT73)BDWGwm_D=jwH*Hyb#-Ts=KRay3`xJXf#gD
z^GAY_@)~ep;7eYT7eW$3NCJi!NX%lw61G6X77`LjVhDsR5HMtY3E%(RTidO=Rn=YH
zJ=Xg&`q?$z)m7)-`#<NNd+xpGoNKA;lfjJAS6E%Y4%Jy<b!}tu7{j8U4(MFr^7W(=
zxqF9Q9>?CNXG&FKU+UT}sKuFl6n}bG(fW(=c;A}&T@qzr6z|r|_mgHW*b{lgiNg&$
z-{B$Jd{fn{xPugSLP5G5wxug-?va)xX!a+8*+?||yM1x>k)L5`_IFAO<(l26&~YS|
zD#maaB>7yh56F&HX~h!D-5t*Fr@XgXRnJq^Vl3%;v4Rwr%Vq*gaZAG<p}ISGmWmuK
z6J$0a+oZdR4Rcg8=lJF7ns2ex;x^V}d{n`BcPAP{J_B%?)S9tUrBg00vzx63QX`y-
zAy&7EVHIhj&c&0}d@LQQ(%V_3t%7>1x_eQ{&8qGdcArC%RknB*LwZ#;W-Ok$m;4;h
zOBdUMmi?s5UIQ%roqxy-Mlq`*_H@bbLjU~d;r35^dGDRS?Va#GBNP@iDO!o;y)EL}
z*16BZ+SZ4@aJGZARRn3%vjEcP{^M*1X`2Yr=4Sz<r>|b?G@IGV!`ao{wu>N*JqsXx
z@Ag4J>VNL$yM5t5sq;8jb+5|hJUZU79-RnD$TxqpzX9e+$oJg9lEjfE<XK^qsRdNR
z$EJ{)`-Z7vCEvSa<4e69r50msktE$?Sh!3aqTritue+7(8mt1~#Di09pOpa5qJykb
zMP8}bTp*uujQ5@+WB*~KX{1n5EZ!Kq6wEK3qBh|*Mp2m7ZpI?p<fy^q<2xP9wFf6I
zh@2b>MS<Vl2>gCI-jUC)dII<i12}>(S(!|v!t^NT+r|xYzIk%j+_j%?97&O%U_rJj
zl7||MqtIb{MrZ6n?NJUPL5+sIb4Tlyifiw71oQ>Y{R-OK?|f}Q&b@JzoO2udL7O)E
z`4l8WkurwFy&Aohudn)dX`ceR+fB`}Kx<!3AKei=N87?wk3qnw6I*6<>97r?1=*0V
za&h$=sv-<X`gg^6r2C!#J~y=5ONdRUR17y>&En+>t=83h$95mjB{Rir9^vDAkj^Dm
zSU`x;I3=#TR{8NUWMEPYC+3lSu12%PO1-&9Y0l@>@kDBNLdoL)1pbFZ?98>-k3H-|
ztX{<Ctw?K+vip`>ZgIWBo+)8U8lxZ{97U6EoDv^da8xnjrfJrXQ&tpeWDF7i^EK4D
zJipKuXcg23Tcn|SdCD|z5oCLi;}28{*W*FsCDgBo``D&#*Q<2jSrnxgq<hHAJC7qk
z+Vuun66Y<sVTy5K@7N72E3;BA-gvcvKUkqCH(;w-Ez&3Y+~gnFZS!dNJe)&LAPD%R
zR*7G&?0rEk-)dZc!&H00`K*I%jz5ZJ1bW^$A0A(FR1gIP@ZYh^&gijF=HAF9LdfCw
zy)W$`y+XOY)EmWQ2u1w9w`OQun<73jpy-YP-VJT!U|f>ID1inGDmFCu;)aI*zV{fV
z;g8)4%<7fKf?Ynb2dN@#PUh$Z5pc?}uF!20=lEoH1|$qt`;)Li7Dy1b$=)c~pb8WS
z%S6hq0zMhy=8`*S!wgwML+pCtiv%#L;J!*lMLwqxq!MzZ5;jtav|UXpQjCOMBeR{1
z1XU!F?1g|AC`N#QijI>_RE`r-zX_>~=3`ndc2GU3c20%hm6YR^bl?@%Tt>o+7b8J<
zIhrfQo4s$h%*30$PYrUEkH+*PRw+vZ$l=28dk?D0aUd2eYOy0)x$;m5UMV?VsXp*x
zB)oVr5=_40juuN1V-&oIF$xT^j4h#kLY5AJ48QL+lQV`um6k)5c0iS|>nUw0BjJUL
zkszp&+38*=c%fnx2&#-jI{Snw69N@}-+K>6R@ZRlQSKQzPMJP%VkEpcF%nFqX5%3^
zF$!Ls7zM&9?a-Qi;*<@+3BMbo;W2(FjWT}EfooBS!wB(!mX(8+wLyz#Lz>J;ctK+%
z2(*-=$x`WL1iY9r0)$y2dN-U7!3@7cwwkSaIZVM%%YmA90OhErw4IEE7br%8fJ%lT
z%?NmbVg#6Q*_`TAwq`<b!tZ+#9QWb3oYX=DYDSLJi~}c!s*vKuNO*B#Bzh7kM!<^`
zBS1JMXCnhO8v+!5-+QF_;orb6okmH)L(rO)qXn;7Zunyg7pB`82`^fV1fdmX(6aZv
zV6pcJtO0soBFuoN2lgJv{I!6j@M@UNknl0z5hL3>T%3p(FHVF23$q$H1utTp0zu{w
z@IL!t!mgOy)S?GqYjs+53}lFKCH#zdhZP?xUYv+sEz_(_*mk_#nWWvBQ;^_g8S+WT
zsM;@JHeDaUh#|L9-r_K{d`$R+!-kJLDk^WQj}gy_^dwzAW;~}rjY&ELv|qHsEcpbP
z@_f-W3@#rFKH)Io!{PF=;W-h4D->`a8=g}jxE%VkU$nxE_yk$;Y-u?REFT*lIXP|3
z71~rEE1nbS2`omz?lD$hw#;}5SZEqww!sHAU(xo8he@xlVy>=Yav5G-#gs3~g&9F)
z1Ff!Nnk(WM#cgB5XGjNNtE-sxMO%@}aiY<0brqBC$<X3|nC-K=ipjSe9X&D309swe
zw4`fw71O;nDjyA3S21Z5xxf9F)m6;iWNUR5lNKce{{(p_TwTTN!wX?`6|-M`wYrMg
zr-Dy}nez0&>MACjtH_Y2MM`6_K|b+WUBz_R@U%!7jMjhCRZQ-!%e_7S7~Y;?!NLCt
z_f5a}KsxkVZ7=KHweWLwCl~l9D|!2;`*zS3!hkn32hoLgwGtGsH)i>;elo;|)g6JI
zyrDsva$1w+`Xp~rYm#|JP97tdOC(ZlEAdm)sZv~>o=FxEgzie-9)*CD4S&}I8$RUE
zhE3S!neQN-{j$DA#)xbJ+;MsQ+Gu@qFy{1_Qo}BfbH~T)SsJv_SB$n@(8q!rW(Q`_
zDt{#B>dnl#n!VnKYqd|q$5~t}QS=FW-2`{=MdU?}FSDw*7Sv*WG1jU^3WHtG3hJrW
zF9|}CM<-()oJS`Y5xA?JV$sTe8pF(aA&V&9Y$eVR`Z@DUzn@jZ*Zti0hkgR3E|mvL
zC6gf$QmI?ezkHI9cp{`Ol0`_llfU~tBt%;52`Dx~7>gYfwL=mUMQxPFM6uSpv<p%2
zjfv9x2=|axCC;ldgh;3ZgGWLoT%l0IAt~_r-Uxgi5aQzu;s`=y$3n?CcNgbe&#_QH
zJB(N;Iu>|oLfO~J*Wo)dq3mzs97Fu+R4Ta5TqGux+cX$5$a6WN9D)}w#{4oqvMufj
z`1hKQI`p|SkE7DW@VB$Knt~kFR$h)yj8cw#MpCH>5fGUr6I8BZd<t06$gJ}$t2V|v
z&nP3aVpj%6X3fm1aJm>$WR`?jSY(#@N<d_m@yJjjvpB7@C^CyxX!wy?jI23x9^9wF
zP0rrd25on64sMYLPjF<Go1(pHB&SG=M#G8B5=zFROD{eR`>M!TQ}+op;slA3+ymC(
z(wXpyO%O@g=$c+lj0Az2bvVp9z4k-`Hkbkd!qDNs9<s3K#>uXg&q@`jV~d`=h1(!4
z@zl2}>F3O8dypl3Jjg^6c9qO_TArL~9|v@ifEOsskuy3_Hc>fH#0KspbD-QRl4TMC
zmyb86)0s0&u6%qst$?g#PXz3inRr_fS<&GNTLERh44rn<CuYWCsE-q;(}&Y1szD^-
z6)HOn%h5_{@AL8Cw4$&a@AujJ!d5<M;qzbzlkG4i<>S8T^xky%d`nyD<Gjg8kdktQ
zB>2DYl_kq_GdfDWcrM(Exx&2GZu<o^Ske$4gcT1%Dl7=gC!j&Bf)^<}1PfAR26G4R
z!*h~$cx^Af3;Qc7B0qfMKCC+S5Ox&?Q&`wlm@W^Cx{5APy|^nJQ%}}w<qyB58K%d3
zh`S0K-oxUq!Zh6Q!miu`)r-TzJ>_DU7VjbEDh#8rn5!^p3JbZ4E=|4oDg=h`S)DF=
zu$4%{JJ?ylR$&%FSg@5txAi&J_2#7z7{h0^a*#kP7ZER3cA!<5h6@k0iY`^XxhMpL
z9oy~nGt8M)OwQf@L3}PE60j`W+!2`}wGYChtOfwf9!=%eIde}44|}wm>tme@u~wli
z_OZ|HSgTM0V-)PhnFhKYYc&97VJ13rQn>k4fsUNie4>wSz<dn#UZSmBL?l9H+3I1V
zM8d~bx1+5F04&T}XVF&1>UGHEFX3ab_Y!Yq!{uYLhsImEC`jaM2v&O{%xtFz5L?TZ
z>BHdivD$G`4_^i&6&AX<;A6LQB9J=2SUwvrMnMAC5KQ+(nC(svgoYy9RrN986VAj5
zp@{jI@SI3bi1`@toC1&>Wa%o*j89PV1h$D3CSE=^JWez2L%e*fcuu4zuzc)zPJzI3
zj2Hb{UtyMff-)!sgo@gd<zvhzoEa2CCCkU0=R|q}%g3PS6b1w<%%o3H76rC1875gi
zCVj%0Kp_+?Mg*W3UUHTdU|IFOQIIGuD~Uq%VKEuD)J_lVWqZ3JU?qK)+LMm8_E0U)
ziFm={M0$}dPQeQnr$CZ509ba#<c4aJYH03phvDU8*e9KaeVAw@84<f$rf_j0J>kVD
zNbnlQs=H0r2QT7BK=uSnZNWE)>vC5oN;((ZL&5T~=sA&|!1A%^IfVg*E6k!#(yF`V
zHW4OWJ{En_x%M6k7$YK)F3Y0tje;!(mV5>+zoTh^DFIfu&z*@)SsyWTl*+g4S2nRJ
ztI+E9dBv9c)$Mby4q4qkH?qfCW1P=WZY|NRZl6=yWD738!JH<2G?uS!pR=q4WH)(x
zpEZE{rP;M$_F0k(8oy})SrR46N!r_;VGDAr+vmi<uyr_EhFje}C#1rb;AjPIb^ClV
zY~78P-B!2HNua_O-Du5ib^F|0*OJfhX{l{>`+RYA``ok$dNK`Gx6cC-NVx5&-lF?g
zx6jk2?>#hCZ!!L>+visPsoui;SGUj291>w>`|9?&&>h2U_touliV1TnurM=zb^F|2
zX`tP4W8+9}rLJzDJHT4qK9`-u#xtF{ZLihs^F9n!+8qz<hO67>f{stxJ4kZ1MGvfQ
zpYyC;v^yRwT>p)?&z(t-ejf4dE0BxoXZub`5Fr=UE-PyP^&wIF1LUGo3+b8Z>;So_
zECNn8ysHN`3^^B-jn+E{V@{8`sO<7McYN|ZNE1o)m5a(Q=(Rx&Td`bJ?qm`^4IkGp
zM0NFxaOn;+?Ua56p`gEZJ&4OrA-1b`T@YO3`qfmu-MB=^GNoVZs)QrGlrJ8iKL9AU
zAp;l2J38366-z94cR0VF^4@AyJx^7Ov83z8$~<mGX~$PlrvNb5S}N$izzkmc)1ae&
zjV@ouB}z^HuGgA8L#0@Wvb+hRy60CrwQ`}{P%E*f*6LK+Eo5f<>GkKF^B{5zvOkVT
z6#J1^^G6<Ie>f-$ujB`Bzw@`(IFsKoZohM1NIfoR=lbGs-B>}bHdGwi+=?aRi3~1C
z)#a|z73S0Mb~2t;=xHT}KkRw``W=cLcBJNGwR^Fvc6tlVy7vEBet3CYujAvwjNV`k
z9oHAdU%ESvYV*iFp;jzxj7Rl{@ucKuAwkf^w>n{A)jG^TJlx4g$OToQT!gPcxp(aR
zSsX8JrwC)M+$9u-)MCDgZ5{;)YWr#Yg&c5k7}t-EQH$E@e6Fcg>nF8Xxz^~k{kqav
zEuYgWT2-qdUFCiB>R3UmRC487Q9HFfcYb$FJEaxil+eKgb6dLG*soQst&(dX!~PKX
za$3J|Kh;LR7=KQ;^rN_kZ^!XxVWy?ujlT~fL7z|~wd3rj43Mjz8UzqOr25Hq_sWCn
z2~9y<q;^tO$}Oc>K8aJraZYBfU02!*O-)l8YO~!^@>&7Mu4ziWgp<eVxl)PF_-nJX
z+go&-r_6-dDdR1zSSE;7I?Q|m2ay-r2zM^vkqRB}J)z83)Iu5JsWs~@JaX+GF_YF=
zQ!Alg>=Q(F;C`_TIp+Oh<{Mry*o(r@8-|eGE`OWaX)6cSf--*1-HitFm=e#gxfXm`
z&=gH=wY6rAaak!f>s5C5=)#AesNu&}yQ4Oj6ebIrQYqseIBhxkKK;n+j+RfV4~g6>
z*#$oR$j{nEKK;ng4Yg2#Id_kWIeR3`Im(z5K^NM2@nmH0<UH>=FW%kcSW`4udr)o8
zYXWPLiUCJ(wiSA&sA&!QoL5`rnzC4KFEBn=ND^9#`Q&1`*j^BsdB39!aMLcu=BD{}
zNI7`HU6R1T%BVPay@Z41!8s@++b;)CAJN)nvvVG+s+Ees!D<~WYt=jLh1epvH=)$j
zCQMICMGT%+v=$UG80+Y~FFsi>H#PLjBk0P|zzg-xDW#^JYAZ)5he^5CGCQ+&3I#(J
zxb7F3-gQ(9Ot&j$GkpcCCP>Loj!H^ykVwfRgG-5wESD0WS%!4F8IZS7rbvvz<MkL}
z90p_eWw+EJIZ7T`ElUubR-svL&<IUBoyLNBtv=sW8w*Qxg9eO)AN~!b!&F+Dwnw@D
z-tr0PkYZV7B5KIZgX0VBcB8dtYD%k3E|yP}*%OoX=KK_Wo1&p6$3^T~Q^v-*6?(%U
zwOJN~;uiyiLVuSFg$tz(F)PRG=JSkE=<7G0v*sN7$FryZT0rUjj1l@rP}A<UJp*cH
zM}ERGB=$;Vn6U9qvBcSwE}59<wtXTa%SFsbhWXT-&5Vs)(3mWDs<q|rW=xjxIhMfu
zcdPN4=FE<-G+%an#a!9>74u|#jWRuTPx$SL2(!hrgdLlbT+a~mpNRBtcl*-vH`R4_
z=T-J0O&*fFD@X2C$cV$71Xp{0nGhv7{BfZNeJO$r_mN!qR*7JKfx+z4K~^-m>dhAG
zKRbNZe-{b+9ZL8<6}|NacB}xKI^B3RJJq1jY9S<P_wigdlSPJwAthIp5DQDLYQ7?m
z)Oy%a#i1lu<;9&v$yHf}!lJ|YW-EKt^m%|%vqP2fMUvr^B9)tLVMYv&TreVS-1O}2
zNI5-<B54#_Q&pQBKC#FKx}&Kq&D#w|up-V~6XPB*$uCmG3NIFBrB8sg6(7xK0+_jj
zx{*Q7nTtoHV^`jcsk9=hkWC{z)qtmVKH<n#G%}lXhF2~uiYY$nOt@;|83vtS_^+Aa
zf!ovJwF?Ux0(6cfHD>MbH!vV|RpmGXQkk5dO#!K_LaQpLb>r27svvc_s&YteOSSA-
zr*gPG$xY~gg&nm5oA^HnG9jfC=?I(ncUacp_d=}00XFfc6NTB*^Z=Xq76B(4cHS1w
zh9Pg_+i0DK!u#7W5}4EDCca%B=Z?>eR4xp{ZqOHDs5^IPT=PS_pzj1p-HL7EyC*F^
z4S%*a@$Kq;CI~LaCO-2qptXVYa(9cpG~oD#l>x^$EDSilVO=0Slw|?71n{Ylp6<5<
z;5*UxOy_@i91CuIHehelD%CR9cbjZ6&e+vf^4NaCW*YWp)G7|6X)oXuI&9Qo<#rys
zc1^szh##?EX)Fk1c>urBhBG}|W3(Dg?PR&$X(>yZ+H6gZ-G((}tR_q-iwhbi3Qc9H
z-ci`@HQV~*Z=)WdlHl7!s<HTRQmx?J8x+~pl!fv<y^GRl@sJPIv@UI0;);rW!A7Hw
z-9U5Enc2Z(u!ASf)e2)V@W-D;IK;KYABEboofE`eKE61(W~|>gUiRz)-fwlS2J*q2
z5NYLk+t)MR2}?&ofcYq;evbY+B3U}RH)v>CF%5j!G7OFf)#usLz;^ZS3a*~zM)m&(
z4cy0y>Loras_s+x0-h5(!kYlIpXTsc=Io~<+$-q_zZAsT6<tHU+v*Iz!0O~b68epu
z0i5e|4Yiokuz5A4HB<?)ur*Zkm4G!=<B_4Pp>kSh(HbhNP;Uzw?9m~vp}OhW%a9{o
zL*>N|zJ@B&u`4eujL^DoUu&oq)xp+KMKa#XS(%`sRc^oq4XbuNtf4w`s}E@nm6g7#
za>@_EQy`IUoVp${YNdLu9b-FPd*CyuR>}psYv`$13x0-slzhG2u2<<kZG*+|(0pwV
zJX=a_x>tn<Q@Ivv*BhW3C#nyR-7v*S?j5_Kt>!D5v5CR(UsX8~)=;f}!?u6Cy*k>q
zjYV};<#27?o62!6-hCK$)C#PjelW;{lrNiYu3|wV*IsI9aOhy$*9+}x#dJrJg>>9+
zS%>cru?{1zp(c{E*^D}yh`fgCAmC)fS9)N>kk?Rcw7xtTb9!7uwaeq&@td{t&<oL7
zsINdMyPzk78n$9Hc=x2mr{T}m4BoEZ&jrDCR<EJ@Lh6mBO1VO!;1}k;g%x1;Ei41O
zZ(%JMw>Dx88O~zd=WIU4BeTf=Y(B<AviN86FEgJZ=dwtP$RR;k`z-bM@!-Yqkq2Sf
zHQ`=veXu8TsGIvmhVt3Oo}|T|nP-_jc1=8SQN2fhU4Ac?<u!!p6xr4QLYvqEJ@eRp
zp}FqPmve(36;`*7-QNG|mTbT<w%F{bu$#86^F)Om5eh>bjN2RX&9q-Iok17_d?9g&
zRJ)9+0KAsTgPwLH_+|#SNm>eKqgjRdNh#RU$ddmgLX{NS09nGUB3_+Th*(u^Ajqjw
zUsPHP^+mYJ<6fm+U?EJ{@L-VAJ##0d)~V*P`(e9cYB<bFqu43CKx>zSqy2wNr3JpL
z0xQJ*5WiK;0KVH^#Rq!fyWe8rP?r~fQFPI?0xNZC$f4XOUe{@sm-YL}75gn9hhV^+
zyYQKAwDh;)PWOSST)tDT6sPn~V+p>yIf^vww6&>xT1(}%>~tcf7UPLRIx#&{Ohb^S
z3&m1#Hm+(j*<w*k%ob9aLMf|G$F<CKLd&EJ2+7NqGO5W%ZQeA#e*q=&U7J(HH}Y(r
zbM&t0`|<i;-z092vwhNzS;!qn)6QNT6vyed@OR&EOL@Knh1J69fs#nZ<EPLo<2*<y
zq3k=Qwf2fytEV>vA^sWPdisd)xc;`yz;DQgJp+jW_i9vV0A{?YKW6xh@^VQIbc$fE
z@*=OfxHSo3M@+X5uKJ4;=bWSVQ1DCeoYNb_x8Qnj1rIq;c$XL`ymiEZ!ZO6&W2BqO
z-Amb^6@wjs=&@J{c0ddRSd8odPwe{Te1P+@8B}r3$N6GL*2~6kxAo$w+YZz9!8gF)
zdculf53GeOwtRpH`dvqw2z4q@bX1F(3vh+Vh+0Vgh@f`<RFKVq$4=X3%HQwQw!8;^
zQ7Fu7Gu`*62wK`#DAb!2gKc_bsI|&civqvvi0vg`6PP%;eXUj<@!2dktWobY5g@7@
zQ#&WMd9_)DW!W(z!*a^~a4oTLB8=>SFx4i~vfiy|2q>GJNBn6gKUuC%H7bZdt`|;B
zIl|F$s7p=LCTUS=w~8zVOD!#?wGr6QLe2}?wPe?7ry2+=XZ1BrGK49YYlS94nqj6D
z5L(`1_8=Fv)`SAPj;ucRPL(3rY6|mbAuExS<DM#cAfdGvHLXUrT#^M_(w>HBI<f#9
zvK_fYj-yI-g*uyp`xOeWRtQ?b>TE9}xE{fGRxl<^&Zb7;)!Y_ko;7&U@V3E`>hAg(
zPB*5jjb&&W?ljNuiO-^6$TtM}5rtJxZxy0gy5qfyh}dU(e@*B|-wvpn-#`;!gQn0J
z9(iAs^dk`m^dputV~x@WTJDg;9qwKtqT>BoX#F{NIEPk|G5xfj#~0?!_`=ckPtzEE
zf~;XSaQBS!eLJC~R=c;SdkX>~N~kCh?vb{yKu;N)!iJUZ>EjqO3;~D!ES6hPZTSux
zJfK)rWxk1(2({5@)=!nId{ChYIE^$d?WG;9R$x<iL)kG0#{v?$H2EBy!qzn<&XVXD
zlXmFh1kL5EP?}V7q1@6cORgLuXHT^R-d!@J&TQDm_H?==QDq+9z5fbPjqg2`D=Rkw
z-5;TmE}=Y7DAwU#syy)0j#^Y6puL?RCtf{_dw6U@fjek&LU{mBVLUx7s<A<dah$j@
za}8kf-TabIA2!zNi-=xdKGWUE*JhRv>uWEA23m)U0oVJ`ey))gdV$Ne>U5t1<#aoD
zcP)^S!HwqU9lkLce;%_Epi?{W)rBnpcasX)Cz#6Gi&4xkH^U^~vNsGv1U<zxHK=2-
zr7he8SJK=jz={^E8r~=N9XqHXHA``c|73SQ(-ML=Ftc+&p;|9$6=NMNJ>g8;V|oYk
zCy?BS(*Cf@S@f;6KkNrk<IRTeFG@l_m}<FACKD=LRZp>w?zTjBdhrqm(&>N>p?~~*
zQC`;*)S}e!TS6auVF1Z~224X}K88wgq0uEmBi7$A7w+3c!x%Y3uS&#Z@BAKU@RBjd
zqX2tfMISp*ZWTH$N>3#Uobv}k?0$5(VrS3xDiX1~S13#}+q(d1*U<OOAOZAIT4F;!
zm`V}7S}AFiMh5yFIm+NfQ!Bt7r`B#wDweA{>(yo+K64VTv^w)FsSq2cIZ>LP;D7S=
zFPT9Bg*ry{TD!@H`$^>(GzHQGmD^<m4^-796bv)Lnq`3ww5h$?&WJB)l?Ez?*`?an
zn2u@Gk(P||;b6soQgJF46nv!KY%BMu6%|^FI^HoA565n;*XHY$212Y^)I_INK^Bt=
zO>;3jqZa0|V-Q0<8wxixpy;@vQf@Di)}&`pVukMJnZuD;{&D(+=B{dmHUSDWQ&pNB
z%CNK0tas)YoK>2j96cxss@O=TWu(|*shH}BPo>m6DEttdrWUj%9(Ca%zW|UiYb{qB
zXsrq`O0;1Cl)(YC8Fj$CQmwV<XQiIkF#<8J(6$IIueL1p%w{$BtqRGikjR8Y&}$2V
zsu8Cf5r$LSWUWQfYd2zKJ%lApM<+14DRfRttF;j3gp@|qZ%a)+y<qu_>V*O}8ECFC
zPQUT)T&_?zhxVWa8(I}}uGw4*rPuBtHy)y+kT<E_rfo(dUFXV0xfO3P<wAYWp?_HC
zT_T+bGcd-~8muHUyAt$S1saInp`H$7krXpBhE})%W~WwU(OL?oQmi#*Kp2s2aec~^
z;F0Ese*?264bvp9`RL3y_69Q<TV>?%WA$bTxHZ5koP)wC^p%sN>MM<2`ik#vsdOWA
z$Xg;8iCZGu{I^6RW=n0p+`H)QF@v5}2rd>O*gkX!Uj7?{K;Vl_-#-Mz>iE$Lcx8C|
z?+?27-|0r!{(F2jS%|0AOd_GqYVql;nu=#<v&90ONweCFnx9RkX42C|Ei;2X`O<7U
zl~FTUEmed$s3oV>jC}w7Nzw#j4EfvuTfW`RSUa27rW||yGDq7t{4oTC?J&Ow<zrgl
z#}3`S4S$ue4WCWNPo-yqHsO1Co@+*4oiCs|z6&~|*=@J6_$<SsA6q3#DgwJaj(tC~
z*}mLp?Sh^NYS@ao(Jos;_l^*ub1kTKUv-?BVmvy1LV<<Ga!QkJWG#>tI@L}E77P}g
zgtcW@ZDhz*%e8W~Q&kLqEZk*#ipVyN$!>eTgKW2Ik=b^JRmk?*tX#&9{MX{#=xnQ-
zU}pRfINRP9y_w{Fr0e@%#86vzF@5rX0!3{*C2YXvaI93X!?y|k1+x9O?#6N}hZN(>
zr@K3_;fq)wWLn2uwg$@@Ngtd9jI}qJj&qBfPd|IMyteJ?y)6hbhu8KnvRN`7{bo>s
z`sWY$y50owMGtXqey!E}-x5^(_~=iVuxsKr3*92p9fK+{SNGiKIEcT!8WseO8+eTU
z;ZkXOzR1?)+$)Zrl6N`wg3()=be2TM<B#Kf%Jx4A^nj81g!JqI<2gcN%TdknwrIIF
z)`VXKt#oj%f2|}_6Gq>+7eL?iFJ66gyHJ?dm##b3v|8YScZ>bo9{d=<V_DHXqv}1G
zWA}cnfj$Jsl2)P279(h=W6{0FhLLBvxu-V-HfRDey$udMvEf%GY{(0R!Qi}lr?_Ra
zsajdgAx&+{T1A&mMy2D09s{v1QJ`a2Ql?+QRk+JHWZv9Mja){@eJQLU<#M-n%0-oJ
zJ+npEavO`VSO9|ka0m<4@Yp$6#)=P1Z*y~}S#M}qTRnzF?p$s{xmB&qtF^MCA-R5~
zGNC9p-+fd`W)q3jq;jxxN~`9vVl=Oe+n=x9ql_Kt<PihQ)?!-9ouyKl?|YLGW0i1s
z4FYgIrS%1=JC5$3NzKk=l>1GejfR87q~0t{YWR<8r%sM(ovEgVY&+DFr73Lg6)W15
zNy2u^3Lp_k!Ii#yVMdU-mkDAZ%AEeU(4CGHxZRnk*jpmRTymn55vu-*fU5U1WiYhX
zH_=!woWCv+P7x<#x3HUyCQ{<Ynn>Ek0`9})N?a8F#-8Xh+ehWz<&uwm1B<&UD26-S
z?j8t=_5Gy)p)ef6TwsR3@!Y`v)qDAFlOo8)hx>fJsE76kSI!V_+oP)&;r3MYVW8@^
zw(RjiIu1M1(94PxhaWw60Smo&lDOBxrKPL<4wcOB_zzLZfrltiFo3d$sNa-m0kPJo
zk$Z@Gk7tOYQ388|Jr7gLzM9f$z_P&BDcoYK*zdpuny4(O%_<0yy9fQX$GtJ6TcCjt
zdm=ROnLZ>am)}1|+qv5Ol5z{BqFbytPbdd)*a)1YPiizOx`xHc2{tUI5}DMja`WK{
zrDt6-;TS~WZxm0aCX}(;kKJ@wnVp`A%_d_?b|w~2$7fTq3_M!u<voe`WD;j!PGx2j
zsp$zCI1{N<W;Sh)oM;r1<zYK#60XNcoL8GHYE#AXe7=kW!A{|~+ElR?&rYYZ>B&a1
zWRI79z8E}Aev-t{ijr{YX!kJrR_8D|dj1c>ewV(jt!&Lj)%n>VjHTmX_#4*`&^3Cm
zokw2^M;^*%DY|WK{FX$|h~j2i8!s7cR~6eUR>39lQf`F5k&UJc`ly)OBAGS^&_1<+
z*)O=s5SfZ#uRaqX-~HID+%$+>CyzzYivW5g{1a%5k41pNG|VE96)BFbrbV#vAQbOY
zD9o}5sAPUeVi9cBIypN15NpMiqQ%61C$6A^h%1wd$1-?a(qqNiODu!Cm}Rifo-tYl
z7_lt0pa7>soDD|je<_GkS*RD;5>l07V$9JUi{XVjf>S8ygw1IKM&~hcdO86&tD17K
zPDeZP8L%>853~{Hmx*LzIzDX=xsgfWctNLXn9jzMiF7(0gV(ZPC8Sf?S#Bk;lC6b*
zK3#B4Z7(9x>2=J$bI6>rWRI!Jp;H$W%X0%7+K*x}1l=B*-XRfm5mj?&x;)5A6!o`A
zpqGIq{Egi`2znp2aE~Ir%xnFoVZ4us;xGhyf&fepNdWlBGKAWB#+cqE3A2D`sz5*_
zNMt-?*@b}5J(h_BN!WNMYo0hFnB&=DV$~L0tnrLW=XWII*|tKfkmHj;EOJ^>)bD^s
zWMVcM&xrPfq@#=VmyBptHlp3mW~j6Rn=j8R1=lJ$t&s1*{P!e#KwGL~kXyh>h3Z4t
zbL7r*_=P5+xqS#QtxqV&)po11q%t?VgK8DK#5i{N4xEV%&)=GI0PD1q?6+e$TvKaS
zFltUH_m(S_vRYN{0G%TT>&KLv%JoWp9?rN}kHs1tjUfo=n8X}2F{NXP7aqTpjeNO2
zi71a`I)Q0wr&+;KiKew^Jky$NRO&5uC?b8p3q*Aa=PH*A743yMhAD`sJuVJ~+_k}@
z-AhP}dL8W!41;TyG_oOXI3$HmtOYb_pmFV85^)#tGsm^H6Rz-4@iEuvmEJ0@mme60
zOuJwn3P}Ox#o@wi2kG_>^WMSwtvIv?vdBHO9~x?x7kM>g+5*$g42fxc$RBb|J;Q(R
zlCZ`Vbri%*&p`elKyeS`t`RhBB$w4x90|>l{EftcW4Kr&ITg?ENJjEaX2t|dM*1DZ
zZ3>?8`#lncCf3?Jes@2d%N?nx*RWU>Wsh<ck-ijta!VPbBaO(GI~K*tFyDNK&((x-
z3=uF7@ez13Jo5y$W!ag;pnJcGggroF-fQNq=pp3<T>iCFEXzdjqV40vk6wqwOMJ1g
z7{<oA%kUhXh)$rmQ4{shdjg6dX!!bF3Ae?zn!^{C^84YUSbvdZ$WRxWAi@*?5zXFT
z6SUtah6}AdWc3cM$1(_n%RTJaeOYfX2PMAHXx|o^`{zSyu4_{<YOgc*%Ir<WUSRWR
z>$js-Zf$J?5T>YQMT#oVRMg)l^nMK&OHotF{EkFXufOw_oA0rtv|lB?zFyK!ngH3G
ziSLzkS+TYf1^tm+?sf|9EW_i3d7n%u2=8}%XA>cwXa}KG@PMi3TUzrZi+03wh-Pfm
z5l0G_T4QTatstzDG&eHrRB*z((pqY@wJKXjq-IaDlcOe;`)|K%A7aUE1-*con1=jA
zO{99q@PM}*xq$e?v73>nDqe~mqlhTX+Q>gHF%_(#|BD#WtA?ImAuuf7Gkw2er3yWM
z!y$iQ1{yowClN%E3+C9deL``Hgg7>cueinrx3b&F1w_QvyeTyM;vqHLwU8BAdd-e(
zYr0<W^Ju#NgqXWE9aj`#T25A+s5eY4cO60Zj8n@|sr-&a%dI<h@TkR*ewEz1R;6h|
zW9zsNNJLAlt3=1a0fDQdgWP%HC_LesZSJd=Z<aMgUQZ}<orTKv$`Q4N2+RrPrizNa
znI?0#o4H=O{}_&$KomG4(bZ;Qf$OY2Q#fq`w;OEnCRhpW2@pDu3)}^g+FCd=g&}=H
zkn(*21rF4?pOSDuY@OM;uOr8`-tZMWzDO>l<8K#PBjV)#QGn>!kRalUU?)xTMUgPY
z*Y4T9famGiv#6)LXS3cB*0E)!iJisl*d>Bu3Kz?Kp+fncPTpOk?rviVHfA^~W4tcL
zXc;!<a8!0z*?cL`yII;K)1_YKVmyGm^(FfeUV>Cq6xod>V`QINKmtN6yS79j3V2SC
zr;`MkkD(Ev%h?|8ACh#rmQa{P`ECGj8cSA7`c=Qi>z-ABkMvTP*SmZ+UzN+T+U!wo
zf#Vqb!)iG3N7+}Ihg)@fp~{nJ9wVoBW``;^W03UX$PzZGYi#-c9@vH|+_U)3GN$>5
z$!QBdXlx%FNvB{AA`g|d6dzB`OtsR947|ePiP=~@JA+N%;3e+Y2)Md*kJ}0BMT54=
zVh_{mgOd~F@eKh@i6D>mmhDF+G9cn+4gsDCtoWD<UiZ@Wc9GvASneN%roUylO}FRn
zy*C|ujM1c1Xh;xVZndnx8m)F~U85gM^{T^tR@N?2#h63I2MF4q!o?aYs91hSqJ}m$
zpj%a2qxP$Z%=bNt=wlKg6l;vyxE0a6ayecfrcRE-;gx??ipc$1sW+HcOj}c{w8_Wx
z4)Xhy+KWi5;Z`o0<V<1;!8-L~eKM7a!?zR()WjV==pkkrVgpa|v_0_+elBEB?lXkG
z&#2?EEKM|p1tIgMAb4L4AUlxq__%~`VjFywhxk~C^0+L3yP_rud{O}Ao5KagRx7=O
za{T~;DO%ZqXu7A@FEF>Tf@M_%w%3;gjQ?#&7;~$<*D82+lX~Zfdp9WvSC7j6G+OIc
z*=BzX)7i2riW<<=**gwHM|>DXSvs4_<#!}HdlQbJAd_o=kOxiyCoOsO_9rF%U#zu6
zZ<n!+#MN<1v0_gVdQj`|Z6p@3S7)w=N0HeZ5&vY---7hx<jQfNiDgJ=^!>;~*Vc|T
z)B@Ay@!1I^am(XKN%#RK(urhtb~@NNR0zjjb?qg-H5PkGz;i;!xF(?Rfi&``BpeZ2
z>Z_5($3isn)#Uge%p?(+US1F&njJ1gwtns%q8IciW<tG#VDzYrE73@|%CLKEn9`87
zMC^X1(zuhrybu>lX;8`hjzno}&8tgr7M|BC@UgP^*sr<Asl*H_9_8_AiKvRTmne@v
z$>naMx=~9116ZU$^b_qaU^gR%1pQ_Bh#}oSB|&3G;l5h2sVyqEvUZTts8?{9Q&~mG
z6GEAqh@f3!rXbvgnJX8Td=?iMCtGc`J&Dy1_Uxoq>`c9kH)1MZub-H@>A*f5#bbsJ
z_4f`Om#rBse9flviEKPE6RfFn#HwC3)eCxq$6_j*toHhnAn2ulY7L~rJ|htf5d&Wx
zCO#IT!?p?HAtK`XO=$S3;WpgXOuaY!xq-4Q+J=FcxNXCvvGUnRHxPk~LO?+Gr-y_t
zw;7{U$74VC&X<dPy0_56AclBGh?f8k_Xr`X=de*iR(ny;nxn)o6ZFS%u|^3ho!^m+
z5?k5}<=TlH8!Id!=y#CdL}HwXXN>q`i7F85E*T?!CYQrdP&=V8Rj4GjA|DLk`>PzN
zFV?gr3<b9~>C~6wnyMVZP7q&ibPNNO!M9dq4?8xl8Cga(Ic4n|g+Cg+o%9aExL5Ul
zo~vaR?o5w+eih{IcLNF<NMV0g!X>d)z6x7>EJR^%*=Ms*Y`E}?(CAMNx6!t;?!D2M
z_)43or~|QZE9z?vMIA1EB2s<4C*b%OL&A}(<vwcR(Z;<1?@^<Vqxx<&D(J5;Eh;Nj
z)I_Eh{SG1ZW?U>SN`><~5-qx|me1kfDpEqultBIJQINq2YZe)gCjGpmkBaq|Xwsj|
z<&Ii3F%36NZ8#1U>K()!(l#MnfG|Bbb?l_FA6r6A1Rc_({YX<qAcu0i32VDphSoi<
z6&7lBgeo?%GlxS)W@j;Pw+!NVVtQ)-O?M*pKaL!oGYLfRWr9uP9}=>?>dtF>Zi}nS
z^!}dEWj5aFU%7$w?H44x6p`@Nx8h?V`u4f|g4ij76!NS9%yWhdjIEP<2L|aRqR67q
zj36vM3h2Kescr@2>iS_SNY*;B3!5rvk^ug`Qw34+{EkEgZ8Z<7rRlB3)_ygRNhQXp
zcofi|NQ73by+i@kbGbYCA-c*<s2j86gd4*2y@k2Bv5Ql0&Lc?{9f3HNMp}|=HfwLu
z_&yS{JF_=HY(2X(Tb<RkFlAPn_>&+~HwP3kkjnUy1bwkRzA8g}EJS69Z4<Vp#Giy_
z-#gr9+X|ugW^XbjNwmoV8}GKst}-`Pd?id2gdUz3U@8v@CT@fEP`bzV>K#w_PD&7v
z9%XqW8tPV-rh3US^%ABlWfc{*jj1aiAy8AeSmqj)&hJQc<u*1`%`K>f6IejB_}Q<r
z<YZzd8IQL7Gf96H>+jW;_hngtEt{Xx`l#Va!%{-r#_P)zsA-`cfN@rA)oZaMWw?36
zI@^cz$@KkRtyRH!6-S!zO=ngqc~O#gwj=w4akA?e()vz;ph=67n!=mNnT|6zTJXS%
z;oCeCNl|1jb1pM07&9u!lA{_Gw6(NRz>w)*J27UOn;HC@O3uL2Ojrm0O7lWIM)J_B
zk$Jh<IvM<yxUg{`_)($f|GxoM7-(GhvP90r_WF(s;$tD>!bNhS69MsiNPyxuh6{x~
zR`d?V^Ly$l;y@CJmU|${nFGm)dYK8kku~u=S8-y^-x~n9JVRpm8+Q)5TlZdL&sY<X
zdW(;fFL9wW?5cYP+1>?l&4k$SKp|r~XN@bFW%wJrr210ml0if~c)teX<R05ygKF5|
zE(1s$9L>S~X_DPn;9?E#R6M^U8QjO%;NI+1wCE$dlZIzl|EfgYiZ%BR>)o#!d!EWs
zs@PSO@bPw>xK}TB*s=AL_HkbWAyjaXum>MH3={*dvGQHUA@4|vu~5VCPWzxpsezqc
zwnlRsOKi+X_c1G>1?~UXV35g$4bkdU0WTtjVl2U;Y3;$fr^m7P$z3#PfhU!nPG&GO
z3)%bp9<i&}v3Hg=KMG8yLge~v06Idy__u({4>W53r9_NGq<lwh@v)Fmd;31*v9={g
zM9KZ5(DW@w{P`B4>Gmkyd(*M(?jz@-(hNjIsx$-NaF69NbNJ|~kBAWW`L4i$tA@k@
zJ_z<%6VI5|JKL~@D%BD~<AONg8F9XgZs;CyoLV|;xRKReRNCfnGeekv6UAA>4VBIB
zNQRrO2st=WZpSJJL>s`(Mxf#ua-Npx3bFQ*A?KAW$iu1|GBT+JY^fq9pQ=hxHgtTd
z9n5h=gQLxSy`@^w9Cz@nNj%NI>)oS9=p9We6GqBDmToB#pPf3i|Jcow$#{HvG83}+
ze_Mcrd)DK|ohSvhN9=*Uzb44%odH#gp#JP|jju_#DdOO(`NhXVH2--nj*6&weia(8
z4!7~P?(e<vw^0f(mbPn90Tfym1ffUm+zJ@nYDetxVTwoAUa{+%if54^zY!Np@lfgf
zjzsYw19Te+%8(N@Z!xyt6)YzWkJ9-YiI|EtmnfY_a=AlRz4j>kl;i=NG>_zO*eg`D
z+Q~Au6)C8L*|fJ||50m#&2R~xB$L*P|AS^aW}Lb50_El!&Rf<rI`M<FO&pOt=6oj6
zpSF1=0oto2`uv_6Vqwp$j2_<+1oG7Zl^RITd_%%O5dmL4BR&?QXSNA^6ajJlCN%tw
z!)>^&V|s7+EkhDIp<O}Xc{I$U0Ku(coZT`^zsTAu_EJ;7yqn<u30y4wLS^$i68&P#
z=j*LSwNk8GT<urI7>nd48IP9vTZxd0^_OTFOo^>ovgJI?4re!f{9`!%2PaGym75)&
z#5frN!Ntm*yhYGAN3fuNoUMw-9R_P+dS*72PGmD7k*R+`==G{hCi|<e1vk?w{k|+n
z<EI0vIgon!mV|R6Ccf%Ld@Mx0Y!~?^LgW5XX!>6cx9PTm>AmT@dyz7s(m~jGw8ux$
zLbvvCb=)uoB5RA-0Zj$+1A_CtxL68=isyGE3dHbm)zu{=Ew{MVul_Is5DY3F_3`%-
zArxybQ6I>3XYFp`M0o@z;t;Mq^jATyS7c6ta}=f;bmSYeQ*JIULT}u`8UnR(uiC;q
zYQ7BzDVzZ2h(U-Wr!1fM#xqHZa-U9w=#UL}^`S$?d#$tuHq#!xzb44x)_|%Fq&NOS
z!ZHyDU%eqd7NR${I@u;dBK{;a`-<T<+twMqHyeXdpCTr-AP6Ln0$Gpdx)q4nal`b7
ztX*OcH1$WCp#68J{-DzN9f|(Hk&rDTt(e8Vezk{_hDUdNTOx>J%_X|ywd77|){AL}
zd&?)Z23#Xms0P;tI}R>d#Oe_Hl|`P@w<*W_;}oXEcGz3j+AHyWy%yr|bRa;UJqs*j
zcGWD%nGSLOAPC!B0QrHm#CIgj5!>RcCB(-<w8UnMePW9p_k{*OINS!?`l0s*`?xs;
zHru_ToiSIm`;s*gqKGsEIO{`#ldo_`tdXG^?6gq5^TO>S6~qLO^4*WdyOpm~V}+?+
zSv5rkW~$yt3FcW`EYpq3=659dq%OfeA<x9boPDs;WMyJ<*VlfO?L>-?1{~EZ%b_$t
z?x+p>YBlYYD4)hXLEhd#&GwnJMbKAvPN;WYvEFkE`|E_lps(h}gk13pGp2K;bX*(P
zkK+06j<!0F=z=Pa1dNqyV9T=45#(ctLeMH2Ew3%>_tC3k1?1ApvDC@SbC-3;v{PCE
zhqz<eZF%mz?l$%-9Qjp>0a$)`d0aoV@0@c^>ql{Ycv(M=KMON0{cikyaJjoxsDs)u
zdJQ}D{S`<sb;pNpKHDL<T!di9&>{F-<!p!GxgrGT4;_N1UpEK@em!K|zwbnN<@K(7
zXczCRRQSOpT8s9xGKfTnDVG%WiSJW_hWVDz=|$_qPs6<YW*P_rj`dzfh50$f|NNvE
z-fy5t@0sexNweMUtzxWzlUHI3np)JFIHyfkP<Lawl`ED{E}!o1C?Yn0z6M26ZPbz7
zt-ajc;w0eg_&-GzyAKM2*Y5jNyO-0wudzD$bL}-a>eX?~w51Bi^^F_kzj%^IU0g$O
zKh8d-**Z-Wz`H$4Dm~-kn%`3b*T#;b&V7yxeQ@nRBwRZeMf!40$|D2#4FHJ4EhD?0
zk?kGDT{b?HMN(@4!&wnR`6B{;SFJpLSDYRAIi#>sHx7*7qh#$|J!}Hy`;>s<%*vyf
zIXh6ipk1dFl=ZxhBZ?t{iG;f!OP>(XyL08yJ9u`Wx4op6D+(R>yhlN9JF)k=e-tn)
ztvqIhvjekjDpqdQd4^crHD<Ve6A*iN<q>=6>_BWwl~%cso+~~X7e!3?ML=tL<<a_?
zQKIFU!w0#ZpT7$O^-f%jf&104dHe_NH9__6ZZ)mAe7(37$%fm^Y&iCM9~PWXgU9s?
zZ$V=&!lk<jRa=bVR6WcQ@v*g_BI!n~RrQ;v23eZ=6`<Ht_5Lcz=pEOurt0m+#b>e{
zScz+0m0%X_S3)e>A<RS8dnX<Ime8j@KiWRE=Dpq-#vcdD=1R^merU}wKF#Vh(iz4@
zwry<BFlJqYh2KL0&%Qreo^6ou?7Klc>ur7^Bl~R*d(X2p$>brK7Kab{BLaR~j-fk`
zZhj_f=q407;QUNRwqN|@Gl!(h$n$+lK=JC8NAb$D1I3;0`Ngbjjw^dWz;1TsvCEzv
z*qtZLF5HU)o?ivjj;uUtht3YvggJz3CDHYpfY|)XBUU^+5EEt*=FSLPJrRBp(0bX*
zqxIvXM9atAmJZjt|NKHW@cey{J+NZ)3%C8|)8J=oeqmSdlR<F(Upl|oV()DvL=#N-
zMd)GgA8ilYBC%Yb4C-Mkx}UL`YR6`O?_qWFoo$SJb|)?^U8l&V56O&c@g(R$ffIi^
zT27oN;lvkttB0^zBeC)AlpQ=|SN@0q!9T1#1m9v1`0d=uw$eP?G%{qr!IABG8YMUI
zQ?9wF?^6Pb>yD3fG9_#7IVf_#$&`$2zbLw`{MmHKG=Lruu)B2SvAg)}z;1^y4am6n
zXS_cPxFuE|x5={vH^)XpBA&>)y6g_m&jN0@tvqfwpB=bub!<1d=1<~J0$#b5$LoPn
z;^ku>_d6kwDNjDQ`xLNZ69Tu1<x`($YeHaG?};EoV004#A3XHWAMo=T3UuYszl!$)
zHdwxAt*?JMc!T9>(9yp}m#^azWtZjedaX(Cew2QDFadVE-z#2={yOAsZy_+KS#GqI
zP6JMp$kvn0P9fm|_HELXPT?jTUW|~^+r-ILKQ9W(>>Ux5S%5`qdy%bu+PlZ|Hm1fr
z^O%{ZfALqp^SiH6a=FC?wXH1GJBYqka6Dggsi-dP$>o&mcv9)Mf}ibEx34oXFcOrV
zYtRwRsiy*3=m}4_P+9}C96pKgc}9TsV*!OmF!b%r4l-D&g=VP28l{icyHDS|PztlF
z_3~$g*8kaXTW?1&__y9qhYcvJ{gCZ$u9mA>uD#UImi5y&i8_$Y@PCtVVUEmVLxTLa
zrxSv&V)q3%+|DDAk!h=`O(GR%qoOWNB7*e<9YkUHH|-Uf*6T|G7yre#wmuR(uD@+F
z8u+10eU<eloXjxaflJJ?zGW>QU3(cW>u@oKi!2(;{8=3ipA0Gn-}jlE`xGuUR|J;4
zsXvzV#d@b>{OiB+^>f%i{fj`tIS@)%&zFAQB6Jx4S?r5}kB@V$vj+N0@LW#?|5|Sa
z4>?ZYO3_1nr@x2zVIC)N1b@2gcR&C6W6Q0mu>)e4<G8zreK*g$8&nqb;SNc$ZU=;)
z$ig+;;U}K*o{P@Rvf;KC>h1YX4X!STuZS(G$hljahf@xB27={4J?#y+m}XJed{r@C
z#b3Ot*suE6_0ZLa9lehAwd={@+S(2G2Jjdak@vcdEo9Xxpp!GV?Kh#86#4P1_&axw
z{%h=y8QXDUJ<54AZXMQton7C8tNxp~7_Qr-QV#1B1#?(`JNx`NyS{^6-^s4OgRA}o
zUEYPu+#3De{Lg#v=dk{}?D~7``Xv3ZR(~)3*`U9V|9L<A=>zQg6t1WB58}FTME`yK
z(LY3&57Xr%bor=t?+@tH$LR8Lx_p8zpTuQhLjM&09M=DkT|Z5?X7tbCk3LSV{Udh!
zkJ<IJ?D{!&{XDyVfnC4Iu783n$M8$+`=8SHKcmZ+aXGF3Ij(5!U*ON79oOhz!QaFB
zS8>%Rsi424Pk%+1zh=KYO&=5V%h&K}Zqq{PjQ(}H_cwI;1}>-dZ_>v-^vvJl(;59+
z?D}`OqM*NLU;Y7C{W^N&AKCYB<9b^E4*PtD_=Mr?pYZLl{#{%jT-Kk#9|%DAyhSA1
zXR$#s`h<x6f59&f7ya(~L@MK2yx_O^z{ET4?RO){EFU}!c*~MUy8SaMV2gey-#y>1
zBQjBU+LTwoUCTAo;^>O+&icK$m-<P{>8*wx{bIyj$>F>WB}-dyAAacQm$4W1=koXU
zhvyh~TKJ>tpWt7fVqY#i$bQ*^KdSy9|8k6dc{~5|YwXK^@-NS@FS9sa7QCKfr`x`o
zf1xwORh<r=#V>Rit*T#%6DIJ54w+PSIyVeo=qxc+r{iz%g^t8gbvlRwU+8cORi{kr
z_(Iv&Rh=@k;tOSKRdvdnhcA>%Pt|Wl+&8{Zek%wE|3b-VRGpGY;1^0Pq3Y}JVqYjq
zT-7N?5x-E}qT11~G?1AETzZx+=iiFUcDgA0ad|FX-ba_;qsu=Xz~vw5vY8&)NSDvu
zj>{j><&$*z7+r1ws``Gq?4`@~bji`>0lG8*j9#V7lk}C?qHhGIj3@eG`a}%T-$)nY
zhW>535G(ZS=r!VlUZPLL1pP5IMt>Du*um|@3!NPYOpMUk8K1-jot@)GEYR6mMC|w>
zb|eUaud{^rEXO^|j>{6_vc!cfS0T$JMu6)q=MSN+v*aBtUk3}rC!BQ_70LoZ69nfZ
zlf$bVFrQ%%pJDKxVbGpou%2O%o?&pFVNjl7FrHx$o?-BvVbGmnu$^X*on~;IW>B4G
zFr8))oo4WyX3(5ru$*R)oMv#GW>7$dq1~r-g5Wf3{%M_>ep;typVq0#r&)7Pv!<Tb
zshOu)6Hn{ZyfYpBG}I!Ebxe5JXwQV_oiv&<;hBLE%7te)Ne~mBr|1(Co@YpwnDFc(
zSz^L-gd~Uw&ll+v6P|nTz$Yd=x0AFm;mKRV^D_EG9a{e+U6}A(L^8sJ=Ovc#JWijO
z@cb8jV#2eBWP}M13-e{d^BTIxgohn;&4h=YU(19iN7BNChn-Bugy)BJj|mSu(18gL
zOaIJ-ho$9Y!oxD<G2vkut(fqz>@-YxSegkYJS^s!ghwZft)oAWNs#^m{%0J2(21|(
ze<t{!N&Y9!|0MaJH2z>5%g`V6aQx9{aCsQ|`{=TM13rSzUiN2P|Br+)I9c&y?)3}%
z2j)pKc^f8xO=ML*p|sWJyw+B(u2vRf*cVS-jod9tt=?9eT1jhC@|WVIFm${gO$-~_
zbcr3Ovvn6{xV@ITSjgxolIU)zV6COHJh!I1o=;wPB{7Z&MqGD28l)}X@n+;qFeVoN
z4tOxq4;!UqI7)9H9HrkHDN4UNER>R7S<*VO_5$*jEYvH-P<i^q;7I+!NRfJcSV*P3
zNEKRzSh?D0)^WJpd?-|38yu>?8Yxsy3=1lWf?~7Idf`MUO8+@HO8-7ml-@Hel&<p%
z6wbLh8H&)w_YADUcY(y{RQP*`h0wKLgj$tmC_st90h$~sKpz+uKtCb@s8DV!g+eqp
zI7GLN6rzs|3!(`xL=7AXs<uKg(gw#UKT?c7HY|)}`kLibkA<5`|6_2Jeqy93eR5bR
zNlYbnGD&P+tKblmP<i^f!I65yNRj&Vu#if4`&^q2LXR=LLV^07!GU^wq(ISW@I#rS
zNNh^s_~cNiK0P>8pByPvblme$ppx`H<Fr_I&TA-A-y9sNua6WdI+u1RNJ)f>>!}5P
z_F^bhYwjJ`!2GX~LPdvC4h5>XS5Yyj*vVU=I9)b4PR{{}(HY`&%GXeEl5{@jF(#o%
zWd=toIZ~wPaGIeYC6Oqk6Ex1a2*v5n!Erh`Qk>{KjiKP=tE7x1`=L;k2ZyROQmE)q
zfT2Jo>3m$D^L*l=Nd4sCNIf!Aq$vOSP>_;zKCELJ`Ikd+`o+O<`d=f(iE=#)IBEKe
zu#<3D-^aHV_OmaROND*_-ydGamh<Lzxn0p3%qyyb{UgVQxV^Q|^7&z0Ulf1oUP?*k
zTlGr02;YxZTT`@C*pFbT=EZI6pa%s<u=fKu?hEoB`a}u&4l_44?DPk3!;2dY20B(o
zQ|!bLt!`{;p<dOdaQ?H_oGNN3r&#Ub^n%*Q+L~IOvJjfA7MHmfz>`9yuo2<PxOm?W
z*PL_Cv3943?1C*gjh@t$yr$KZLcLN!0x&EI<2#NkQ!3>)jtH{y`_Z{TYPr@{j&&-H
zazUF=kc1z}Y00gosZl1tgX#%QxmBxaCsn0Y#wHHsbIeX6xj%My@E<+g#MvOtqB4fZ
z+vL+~^MIby%1wn5qM}+YR0yYZmh*5mDAF07B@G!Ak*5r+AfPf|uGjFTsWs|NG=tHC
zTTer&qm*V#sZw2vTA|#+gDv(_xmKz-tE?7{P97&SPL82O1xZ*J>ctj2=38yG=)`V7
zz#2tcJ0=WN8x@`p$Qh1yFJhNUDV3Y8wgOKGsv$c9g<9A$q0MV3kH95*fTIG)i{z<%
z`(69?9Xm*M8aq-^uW7Zhz&xqk*=eE<g${$tfR<q~4@8k)jHqDEzJLm{<}B0~Q4OVl
zb4XFQRvGB9wy}3m3e|-wt(|HUa~ML#`;(@;8~(xn<5?C5(KGiC1pyX&mHfcu@Hbvz
zBJixr+X&jJe~Qo||H(PpbYvT?k38FAy+Z9=LhpI{k)L}u`j0RS1c{&9kuk_U&=>}+
zP=UF1+yjfTnC)SEbbIfk-(@5eKKjH|2V8stpA;JYgMgko(D=8>-SF=TC3y$6?zisM
z6cySQnJiC`rd0Fw4s>%9=fzCYiO)Q{B`LyMU8y3qE?f|nl#^<ugLh~kq7kP_;~tGR
zfJ(zKgQv?FTskeS)Tv+~C~0hvGSx7W-XbOV81@J;)M11om-Bjy4TWVQXpXEDWr!hy
zziU*4`8zDqXuu1zPUo9cjFvEeKsI!s3iU#v(`1ejZr#1~tTkNh<?HVAw}s?dJN%9M
zN<%A1cToKX>egd@OZVHT^KvlQKt>}wGRZSRhn&LPT7nUR89NS8D%VcJvcsuLeAGv`
zXd7k}#E9$wm?)4XyicCf&VwOInr)K-LQ4;ip|9XCJ-W!P4f4}rwpqQhN6FnwooBIJ
zfkQP}M5xURbEZBq%!`Mfz1oX1dP(0h8ve!=!T9u10e8^R1rlgYWO<L0J|W2PwE-=T
zprNgRqq%Kv85WW1&oACH@Oh|*>Hqr@nAGgY06>b`G>5sVE|YmYQLmz}I8H@{@;|Am
z71-7o6=2q5gn-BM3F<PW?~5JeMrL+*OKYCQ^rwZ{1*K}|lasLqy^hI|kwsZ4HS1N7
z#{`Oc4s|+5S;mxzcUqbmQM&hvc8c5e7>J7H67z#=Bi^ryNmmPl59TvQA(((npt^;n
z0wyRpmvu}-?O0<cP>OY6E2D-Usa7gWcpQgV7_%onPN^05Q1Z~T2cXzZZVZrG`B)PE
z#*aUX92!CEWOn~dWH}IYMi7<*je9%XIwP!CcmMS6O1q3<O{*+Tuuf!HPi*u<cce);
z(r<ULTxN}JY$PPZij9|(%5C*UikO{HZZEM2+BU5Ws2J;-po-Z#It~REQQv5wqtnXA
z*f>qDu{pk^6w31`1q&f9g*;YU)%pqac<QgX&DJHTZyU*mj1ll!SdG-HRb>(9pz>i9
zHDxAW8^$N16HPsCjF6pYrJbT!-rskp3x7i$J&=Ov2GwXF(cKj$x^C*-%ODpqns33+
z!d$<J8S5`rxSA0q#vb;aoVmhZ^g9tsq;H}1!L9sQk(}YCyq1rn3$Nts0iH?J0JFzk
zw_qHp70T!(7(EJ=I!s7}u{BT&IEJ%T2l*ocdmauDu?W_Py<U2;n>`N+B}wLsSmQ;1
zq)8u^E73*S5@-oFv4(Y2XS0GH6dLzGg(6vn23ZVV2DF@ym-OAZD{{Gg9jt0LTa+W<
zC@mjPD2K2X2-^iKiDm=2@>!S>n(=c1&G2Le*kl%ClH{Ub-xf%}F@SUg_FJ+4bC<gj
z5*uNzi|v#^AyiO&O=O|FgZH(N<Edb%eBOOay@^4LR;;-hizROyBxD+sY+;wy@0oQA
zNiJgLm`)#KGc&b-gb=X%FciMX&I&PESTNaS3_C9xv=DIw`P~5i>hFR)J2r5-W=aKl
z1-TsgJR|Vzg8_y1BUJnp!^>f9SK9SGa`cRO$`e-CyuvMbA_N1@f;`mSQsb7%?k+O-
znVOC{)U+8KZH_kfQ%+^>JIv@yfOu}5IJkH;u4iy*0;TRIc90d+>hkNB9o)CK?{s?V
zT<n0fo0{hLko1T?X@oW30%L>Yx#$hp-D@pBxIBKiyIng~(3;o|(sGnAX8F<O!`-p@
zX1Um+?<w~EVpxo13g(PJ@theVP7m*-hjYwCJVhocCSiC<>uxo6c1mR&f<<NN-yw<o
zE?u6X%MWnT^aTvscl;3l^b$n^cgLFQVnJ;%G7B@^_4Ac_e))_(j~`EWw;41S%0=wb
z;dU9f4}Ei;eu92Br0{7X&dva{w*c1g_Wvb*^4)>#o@byPTWq2^zNeDeb_TDqQS4W!
zSjl2^u(s@8O6HJr`_kTsv8*9k@IJlgw`m(9v1>$$<$J1p-o)z9_H5a<Gkx;KODbn}
z5Eui0HIjdzNPdRlf0Ic5b;+zN|1Z14$28utp7Y{xN5=l+_zC1*<M>@QT$3;cdS1Wr
zUg{Sij-S^sD31SPlq`+ozXm_J;`ptg^-cIq-$0j>q`O*l`7&L;giA*^gRbeZGwhKw
z>}N;NGJBZ~aO`EaY(X#UG$5}?(5<h>3{zsJ$4sZY$vRS2KR{Lrj)g^jm}0rm#@I@+
zyyN;N+<JJqyV=U;K&Q`kH}J$0hjy;*o@?fJz?k3CH?zmbyJIJ`W=*TK8d`z9u$5L3
zkzgrTQ>)r?cNfpSq@<K_1oH4_uU+oid5yXo8!R?sS^qKk_jJ$Y-%`t+?lv>`5l+i3
z)fw^g3iYB^En}CWnXBR>J0O?82kMyF)Rw#FV%kQ|9m}X@cRLNgIk-A#@PwdW*G)E-
zP&_4`Vxha;ZR7|sbt)#*!mLwwXDttt8Wh_gLM|m37Ofh0w>OsN$+&J|rhSTj*<{oL
zCk<*4o9@Qc<m_Z(cDbV;$5)DTzXyL0?bxN?i@$T1BB{$5$5DSVf1n#3zXAmz+xY1}
zW>A!Z#vdLQXpGtrK>G<)*$=eyHgeE50km_61{zD0)GKKG;bDQss0{(M*9CxfcmoIR
zT!2Q_@54wQ!o`A1;)XT+_cfhXr@N7PjkQ>(B5mOIl(VgKwy<*{R!}iffa_A5t%1TK
zYichPMucBMS^b6QcQ?1R0$(<T(LA>XNk(2vRiQN<%-2clgjDN!H&+|wCR@0@NnN6|
zQ^`W-i@2tR-V$p0&c17@KaN*Wz4fl@QD+XR-gAz_FN~(^G`*mm8&bkhO=6Wk7`aMo
zT~(s45>ln-9^vyFpF~(r6XY|I>$T2RFOtTPdSQvp*T#2N>M#1Plps`{?pUQ>n|BL8
z$u5^Sk`Jb*bz%!sJ~{!xdX!G3caR98UU2jrzwG?JX8@1uY{q*&+d(L_bJ#{u=P?gk
z@SFR()=m2FoBxV>_t`f$!Oat+y;@m5-Q7rgs?G8;vm3f&SY5!nA{+Bj73v=PI|vxw
zd)dken_T^XZbor}eTGOf692?V=zb6foL2pPyeVC62nO@~Lv?KYf-~?Bg0j=9Vqd-Z
zM@Ix?cjxXZN{;c8W4vTT^^DK0nOmcI;N69~3<&S}QAw~fuo;K8GZF!^9+43{ZegCa
z$OA)OE->>1HGcib_;CJi=F%H;6zpKbS}z-BqGD)Ed4^-Sa#FtIxSH=&u%`;2fL5o{
z7QuaBgy6P~f@5aEPH<&X{^G&my(cOOTgs1d4sFEI?^2}_QOL&*U?Z&qZ*xpnoTJ<$
zBjdo9-Lxod6e(aY5$%Vg0%wc%Ls3b%v3IX?_ptZE&iiFbig&OGB<xy@O3z(-Osi7#
zK$AR-==AkHN<(cgEUHUlr+j>5B5~>NmQe-To2DwntQt5ZWSv*_{dQF5+Vb&MM#6W1
z_Z?UCh&}GgqZ-e@%7Z;<W%(q+Ch8{oLO1;E$S_xSL;tZnu&o&O_mH(pi?Mo`ELe6T
zFVl;k865jhMI~YPijPMnVfRfg0Ym7U5lGmz;D%-d5;hk97}eaRTA1@)KO4ZeBaBDw
z3H{HVFS>s?#xG6mrL%~q2toHO;sTU9pqaaak?>VA!=FX$gqG3NCfvwg+My)?_mn>~
zDkQrXkYZs)$LyjlU9w)LNs@yDJQbCM-FqfDkA`hwU38=gPYBbs4*`E{*H#=_Upz8y
zT)ews79Ybtt6jW<BNDsoo~Urz<La@fBu37WE&I_M5R`-U1(6L8kBkjlcVl7SD${|z
z#HM*DDsVRTi&0689{U3tyhF-fh4jlK#J=b#(}DeZuRZy{qXK7R|MO8vj2`=atyZVX
zygfv@|L6#@M=-NhrUUy8UhF><6*wFFr=pVR8T-h_PMlWanRhLG$VvCmsyvH?q)>7*
zU;~bHY}FIb3iE((jf_L_-4r^`eT2<=@o%VC%&1qaUW!@ua&U2@my6$s$^x5<Ut=Uz
z&{#U3mj2DgGo}dOk3BFVs}oDEH0?4=X0Y4SuJv;pWyaFEsLg=Z==!K6>~6A#k?@@p
zM4b|BW1KL1iok`*k#S)==YrV{L=H%dqaTS1pDp6!QAv!P0~Zqq!qm~xk@4a=j2B^Q
zXHH@^-5C{9n=1#Sk{CHxt~l1IRw-7Tlr;;fGnIx{U7Z{mbFSQtv7D-bv@aMlXn-)Q
zA<<nD^QsjUV4Fvcs3hDxim=jRFV^rODgp_+79rEk$cDzbhj=O(L3zG;WHPa7w~@NW
zsW#8`+6BK7m2Wod-^fU;pk1)@R`TW8M*(@JFNc8Y$3}+g1-r?Ogl6oHq8*0UxiZV(
zBZEWy`%y{Qa{U3$rC~3lT#QM3k<A+s{RLF=YQBuzP)h<s{(fW(c@9nB&GKo9+$vw-
zio{y@+o+J*g8w&BN%YK>$l8V_uWB^Qi1HFRao&TYvYEFq3&AK-0AFGhY(+H&G?q6r
z5-X{7$O7X*SBULp4Hck`j||!i7_?^5kaDn9Q0sH+WO^qyILOyUC1FeWHJnew);qh1
z8y(EnDF{x=kK-fb$Ayd^cHwf4NOaC!QQ@?8&f%yeM$Qq+(1(0^Dh2-*6}W8|W5|u<
zNH8PxmQy3+&Q**%W<_FVMPhcQ8+YH4D5y?Um~BoqqmpoQDuOv{Tf|&VMj&C=f?Ey|
zNZ7UDCSn8<b}dF_mtTM#IdXJzCa4r7^@)*5>Mq)nqp~5SCp4A{;H2sl&P`r>{T)%I
z$`;JGF%l~{a_&BY{5Rz~l2_82D#i8{C@Cfs#YqiQ=Q`4|iB`%NM+W)xu<yp}!lub)
zU1Gd0F{3UH^JSB4Wc}RWO!%XyB<vpXhn$aoBWq;a@%lh^86r!u<zdTF|28r<-Vn@2
zvs+<#JY>mg)0||O{^zK?vHRFFoHu?>8^d=jc;3xsw=x-2g6}xRC6RH&UHipOcIit-
zH5GXNZmVCJoUkhsvnnI>vbC~)b}_0r;51=ZR1$VSJD-sl`kMOlJsd;0b&Dk~rcG&M
zcTO0J_Ku8YFYvO=tPMQR?b^6_Ch0uaM+MyOJTp;AjGSka=6Wx*pDE+!IA-=cN1|(i
zdHInsZ^~N#g~BtdWe#a(5A-uJ=GMwq?Q>CCU~}<-s3hE6j9@m}mM2%l5lGmz;Nxrr
z5_T=P$rXWwU5gO=H|oxwpQHKz9+|Yt9nIIzZT1?wKOa?uY$^QNs3dwuKC+!f{!YmI
z&T`NTn&Lwv!=Cv&S!Ftu`Ir~{r=lWfga1B8!gr=I^dWWZFy*s{&wN8Pb-p$-K)39!
zp~x67(ut?cocXK45&cS361F&hIVuTTopHVnL7hb)Vb_8???xbDW3er&R}9qxp4lwa
z*U!lJ74OIzqqnf(@!W6>dup828~f8TZ|vuz)B$bvs~HJjb>Tm0iVSG4!Ns?Z3exUn
zY_-xS_mQPgq_d*~gCo8#D&kSi4du=}rAX$!)@(V5`LAJ7hElC!q9F`~3nPR5s@-)*
zMc7)9yCP2TW!hXD9R7S%61E1*aSr+|0!8K13-;0G3IYY#o^C~}GG3|XO~`A9*d=hQ
zJ2Gxvvs;bv>aZ<dREKfQx@lEM;F)A{dL}C1woUVBR1zcSS?nmKcxL{qNNmGW-Kew`
zzlUeuZ`1aS9m6iL?(vbaE`~L3UMnOWbk-^ce{=XL!OzkW-fk~`L*vQjrN12&eVc)A
zjY?wV47>!6;Km74#4JZnc!6187#XuJ-EEz5#W>@vfzY)iK4hPb3aibT&qO6La?b2<
z$KnbM`PY##<a|#AuGm8)?)pE73Zl)2??oly=0gPA+&1sIZ4!ZmU5mY}A-;Ba)WPvG
z$10$?og~edF#cmBvc$WWJD2>-I(Snjtd(tVJRh|h)KZU1qG#SjHtFqUbz^_gT$dHj
zClvbc!I81av8-<FFq+G;EednP8ZA35(b=gb&Iq?hMceMuw=fbBrdCn=NDP~Zl++5l
zPwX5mIw*@w6HUy^WgM_5u%kLMc1+T?A+J@8*9tBws8!6WRg9lP%YA1Bw#cRc`rwS2
zk4nPsNkz`vVNU@ryBYDxbi4)<BG7p?NJfQl*>Xd5hiCrG$oO^nZuqnFI>e|BNI&7I
zgTo?OC)0DUjtZ^aZT@Fe5^nB97{=_8kayk)B<xy@Xe69C#(g+U9eZb?UC$$9NoIm)
zw)5AyzdtgenZVFUjwR-37(@DSs#Gi!qilOIU(G8qYCjN_|F#IdH!6v<n0bFQGUlz{
zT`nTOFwd+wj=f2Vh5K|=L~W-0WmFO)XUa84xl7m{#Z<q=37q_kB>8Lw#u~qb5p%OT
zDm(K9mW!IHiHk@}gW9kK7`rwOj!A+~H==$6TAb^mk{CJ1{B}@dBV&qu2X*b7B)sRk
zsIb|6<(jA@dPY97t?#>ode_LX_t`;RJ16ngJRB7{8~iy&!q;ve`qb8M2emmeK;=8A
zz*A;$*9S+m5|xB4&gG~iY?F@jb(AJu<W99=Uk!WO!uay0k#T?HZk3hh7(XO_Aioq9
zaJwV@0wb|<9qC4jhEVBXX0>1)wrh-+w9iFn5aNtMw&_L3Loc$Ea&h7q8(jtTKRhz@
z_p;4LvzC-ig4W|5wM2Fan9;nJaE^{qEn|x+rKY1}dz@U8b=MCL&bRkRC1H2hC!><E
zyDOKTA#~RWB<x!7{qYDSY%H#fy0lBRfWrezB))PE4}Byh-;^JY4NNVRdOiHP%<EwT
zN*&O$UCT)LYNio*JzQ~2#fieS8dtyv73UPUFkMe%lo-w0lY;WOW>m0tpS!zdR3m0p
z12gmlo2Dmi-6D-`eBR)=UlkSis7s<(-Hh!$oXd_tY3pEF986#%FCL_G+sKf=63c2v
zP2jnPAqb0Xg_ecAWBv{7WqSSQ!O_1dDhXScy^u3-*z2B``mxE?Gb$tF&!v9+K@F@S
zmslh5a41K`)i#w%QAv!PHCOEKR4F@o`J|Pf9Py<%N_iepo&`-%T#t>6Jy-6=X_`hg
ztVKrHML5itS3}^DWIyLsQ31Aj^wUvEjGRa3AA+Y2Z4*?aTcS^lj4e1P!7SP2ir8Bu
z>$~rW3Zu=5w?!r4=0pU$&NdDCU>1RdU5hJNLwr{hBF`sx9M$GA<MEM)ua8U~&d1Uv
zFIXlH64m+FQ8{S~!&f<meH+M8O^VC!rQ?>^`Af#}@(OtlF*h&q5T*@<5t+yEU|pn2
zz`d&&Thv6iE@uan`mnA=wFb1Ge;Ac*w&?$#s3hzT$T@#jcEDXn_@*~oc0jreGV(LR
zSeY4_a9n8axKrUQp*<_yF+xhl$K>EbF~vyuPO5yhT-1)}w+V31$dHw90<4p#f;l!g
zqDP{Vu)Eozs3h!e#`!wRZWdJnwj9+;P=hc-TYH4g_2>vi0LO0`WjZyj#L)T4sL<PE
z+apm)*a8q@Vnl_0_kJWGdq}G(twNa?z;;Sm4&Oq(QbDo_C?A0(Zygy+p0~Te>k>2S
z!uCn2E(oKx>f%s;lKt&pj|#NSt6z;uV&uHKWPiQdK<oe(pC}m!{EHSeIxrpQ<~h$f
z`pn2UbSW~%88u+Man``W7s)R6r=o&t^X21FNsOE?l3kzgjf@ALU7vNbz3cBp1<S_!
zAEJ_Q;~indu?H=_!W)5vU5g(MvWJ0n`z=`2?%x`UJm>2*uI@*Q!<m&(^IVJep5tQ1
zQPzM{jps8GzBu|X)khuKE~8yUHj>S2HLVFf3B8FdmoPF!eR;>IfP|+x?Fq6G%&r54
zVX-=RP`-6=ln+EDVRx5(oKeGG8s2qFxrT*CTEVBo@+x(B8j7oq)sgYxLL5J76ppF3
zRk()%dQ|jmtvMf+gogoNyU#inv9X>GOV;c7gR^1Tan4WUSN&1kpfk}=^WT4(|LO8S
zujYRq<A2zReN2=6Bfa@;y8H`W{*^8ZYtK37jvwNmUc#rt`oG~OO8R&FIit_x)@l7e
z*yl1nANuAx{RG|X=&u0rxi$Jv;g9~QdvRgKa0!Z_vu(A{wM7IHHjGynBkC-wMJM0s
zo`(~Ob2v#mhmEIZS+fr(o;#NvYdm)ui(#L;fbHzgZD#|;+`3M8JH2R~!p+|6Zr4r~
zv}U2)(sG!^r|F3Bg_*fEuUOWv!D(-_RrKhxKF2?<#m9>Aac<2km-WZYFKhATgZ#@n
zJoMMbM|uc{FjIcz7LiXG<ky1yz1X#eFDQ{eWqf2bf5H61XqsQvp@6TOU)JNxCU|?&
z>vJ3MWrlyD`aQruQY{`fJ~FbuY<?lKpXFcH<Dnn$j~npu5{$<nxe*_4<R8z)N0oov
zgpV&bJ~D#u<X<-9{^yO4ytx+}$*^**g?f9wQ_C%?#UgaP(e`y{`*a>9VY3JC-e-Jd
zG=IYULX~`@`Gwm45%UYR{rmh2HTOaoL!bm8aQ|lhh1y;+KC=67;9sb@Px6n{+^_PF
z)ZDcYNl-y^JKdect(=$*n+wHy)cj^7SD3@WVtA>{KT<7T#XnNP@8BP)tS|D9RMx-o
zk5tyBNU#hFIBx?r-fMoL2ItK$)Zj<WFVx_7^Do4XFBu=%>;GYXq1UfOdNvR~caC0v
z5x$J`Z*yzf%X-oAeJ#G9c6?ul?;qhW6PN$S_{d7wjKmrsgOqY0dL6zHQG8=W4?DgS
z(Wc`&5q%qfnMCAs{NortK4W|&`W>TFmat#nsluV1I;E?_ES$lu9Tl|@LyWXqi_v5h
zou2CO=yI#o>h3_dZZ|b8SEkf6MWzr~pMMZ4_&cOVze|^A=<)+xG`vzOSF~2HUC%YO
ze5YI~l5nzTUxUA-jvr$$+281G`x}w5zID3W<}39)sIh9amS3~nJ)bv6D?0BQl)Gca
zdKIBkMa-b7-0qqJ`?IB4ueWoprE0!jS?)fk)mSLkPEGP>Ta$%J>!*#!_%p9tHjd{d
z?S8nswN=iO2gJU7{iL>Rf4@nq)EDu61CIWzweev~Q7cq%3_DvxIIQ2fmWCD@G7fjo
zE4Pkn&Y#b8H|GiqKnTk~%MUJhx8>AYy|&-J)5&+wH4+k{75arBGlyg2Hy0Mv+B{C@
zYqPeUYkYM+vI(5zbs+Hhi+Int$s}Q$`3-z3(Vb3rU7^t+lKNH+_VJ}|lo|~SCw)7f
z5HZqs;?`mP0=jlLGd%8W-q`>q+j06i6jxh20$^|sI^Z+!>}$^ByM7^i)d7}%5$>GP
zFUA!{z$NSt(AYp{#Zz4^EH;4G@IG|3@?7`O1p;(XB>qr_68s^T9sD6te2}`yTAfIa
z>zAPz^oMh+^<oDi>?~$IP5Ye>ZCg-VIqjt#1~Pwr6X=~`MV)3PonZx?X62meST$bT
zSaJ~3U&IQveqGnZkx_PK?E9@Y>qy-#Fs0|~#_3-VFPoL#SW)vD(xT$k?j{)C92Wg<
zP+yqoZZlX}sTb6WhAxyl-c)NX?x=SJXA>+fGiG)-@&^F|H{Q`%Hr&n-e&urhmCM~t
zz=o4XMV1hXZ+wH{bRUXBpV5C5fA#xu>25v5fK;3WHu5timvxQRO!C&2WBkC&BkH`i
z%u5xDau?ja;K)*Yp<Yv5rRhHkn})GNpWKPsY;hi&295iQOU$1?av^^9JunB4uDRTN
z^ksOd8+M8d-q<mVH(0ix8?$&LFaj8lza0<p$A60+AIA<1Pk_rqlgyoQ9$4p07|3iO
z(i%4V8P5&IV@SvmJARCTjc<gy0X@Fy^zDTCn}`>F77@Y?5eM85n~57@LvZ8CITXRX
z03XID+}L=~yzvQs<FIw(LVUs#Z?tYa$Zvexy76{?<GMp8jsN5~O4f~8d;*ORST|nH
zZ|pd1zVc~)<4)_wmH32Le%ZS55`N=5){V#cjmbMr8vn&_JYwCr5uZTgY3s&o_>Gw(
z<}2UjHx{iMx8f6CdAD`rQGVkG){T$y8|k}D8td^1uRLnq*w1d5x~01Tr+-7gk}6-X
zAz&4sxB^+z>aL%!bTr3}PIn_BB{7ODcefbY0n4oD?>lb6_)U8DZX|R$fRJ3S8picG
z=r<aeNtr&@J&>4=Cug<k*?d;jX0@4QN}W#QPJDJYS;(g{#cZh%FDCN&WTBWU<!7do
znL;{??`k}*X{wr>Y`|_sYmSIyOW9;5na#|UrnA{%VOlMy$y7d-QWN=1W;UIfEoC!_
zQgOO~f73JSbhfCev$L5@Vm7ZOv$MsLN%o*fHc`;>*^HLSXHt1BF`LY%r&Fm!DL<W0
z&!qEeDnFY@X=-t1Ix(F^F~vkCnaLMZs+LNmO6fwzBzx3FHl3WolQXDpBCqAsnN%^a
z7Sf4gra(7~r6Q_7gOb&BDv?Z0r>66zLI&lfGHGo#lQPNPDUvPCCe(r!R|{D+siBtH
zxHg+j#N)+eGLc4g6RAWYkyJG;Kb=jdW(t|YOje7hQ(3KuN426!_OM8{Sj1b}bbO{b
zqs<m)64_EBUQiS1d@5VW0v2s1ky7KuSuky;kSr$BYCf%IXQxZ0(o8auNSkEu63NaK
z<H_lCG8-?>BvJZIW>!^8$y6zun8h~;NhX<2W;8XW<!1p%5fYQlOrs5n?2MY4u~>FU
zBwLtGXoXZVkt|FX3#c+A0~JdqAV7swcD9gDr?o5uFo_5Apsy9CQ4KAbpNZ#7`GQ6E
zxIvcG@nhXfEo(Oi186D773ZYh(3mvdBRqT{i6UpSsd&5;&qB_US+$f0CyUzbOi_zZ
z7t`u&F<*@5<Jm$c33ihlB#QBLadtKi8P`n2?i0!8^BFanEzM?U@{pPt^p;Y*luc{J
zB*Z&YM2|^M&m?g+O=dbZn@p$Tv)K|VqD`YFiRpxDlD$_Xn~7^+C}<|qiDW)e%!17`
z>1;lem@cVWR!vW5iS?zpnoT9+MKzI_EzQJ9NK>VZmY6olzE~s+(Mn{|5z?BPEzRT$
zshQ~+^r3hHWKz?`nG||zb~=H+ISY77v+>MqQB~6!Z8{IJNn1Vr0fQ_J2T&lz*<vDI
zL|;i3(Szaut`JWYGO4&aTS}I+OeUM2EtHD0X?iRU=H^SKVkRD+NuzT>y_mJliDVOn
zS#>&}M?2&BbT*xcCpD-hEs6e~%odBOcp+X&0FL-{TuT?Gr_;swOrlhx>ZcOZ#k@)O
zB_dhyAvu$p!6P&IR2n@AP^ys5LRy=l645WAvGQ6m&lHI^3+)k~NtULkOQ~YIX!V`@
zMY8#{289IlQfd*cPlG(3)}Y|P7RZn`gE|B3LMl@zWmVJ}Jx9x=3t9opuocLIBH1{4
zMLex$5(#w{EzPQ_cy<>0RGkGUXVm;Gv{HJysAXnQRB1My%BUHz7|IK3bXqmlU5E7j
z?~#@8KDs<kmk-h9<8=7~UA{z@-=WK|(&bZh`3zm2qRU(9@>#n4I$eI7E+3`KyK#98
z)0<+2O&6E-U&4*<wgdIWTBWWQX$)%dfk(gFXd3Ik`hg6MfvxV&db2!_70ybI4P&`Z
zvy9QLyP0MdIb-_Q-GZr24*96tNV-YC?!pokou-cIEM^V4cDc>%{O-l#4^$^}s?ohr
z{H==h3%=yiy-fUtk;^%Le~$ROTB$gSbiK@LWY1l?7l|)p9@t)Luvv-ZC#$kss!Odl
zH5t?X<?hAo8?qoEiQXi?IZ4yw<?i-FMa;%<8%bs9QFAWWJrCQR)p`xb1D?pitXx_?
zgZV_MYJNT+xa2EZ4uJBMVKgNl*WbSeJpBM&-b<JF(d8*z9_wz$;xl`rwNz`Xr<V2K
z$L;P;!U7ZO6PQGSQWJbcL0dY_O0HGF4lirxxc*T*dszPicKsM#JDjD)#2quqoh91A
z&tWoFEH`QE9@BHI5$xn^1OTF_<?@*JoM<iUe@G>t$GL>%i3N=JS`)>dN1wn_Ouq{Y
zbOP4gIo<Qkd#y@mK3D403Mg#zLc3bYA=w8`-S{jKyP$++g<8F><#2!^GN`dx|LN|I
z#d;H~lE{djtCnk>wzfR?am>Lwc{t9uSt2~t=8HsNJ8tHRTBTeq0|nguGe(w>DVLT|
z?n4h@h$5VpPj`0~X%?CTboE7J+``@Sop)Oe*bVMSi|8mgBK>st0{&>R-XRv2Yapzl
z{o6YYbQlei+g{MYqSM{;jE_02Wx(|x^_rx5nal@=3McaQQ~2S`LIW!o7cP|N7b^Il
zM9)V2bazX+b`mm;zREa?Df~7P$y(kL(F>S}*76X~re??}#Pe`oE}q*9omRVE&CxMV
zDjJ1OJ=O&KNCK)wG-fNYhx&i+gtmkgH&*Y0262=8u=4~&Ppjmb^QQo7S!GTAJ9_0j
zvY-FI#?Gd-Z6FB4hf-)`JBj0bQph<yD5f8@f1uDqp_JaslGq#DYs+%vxWPZ52ZN6K
znWdLPDTP9xceRq0xX@l~G&9<rot>T4zS8a(4J+W00SJTpDl(9^?fD)wtbJ|nzKOcO
zruHr{j+qH9$X<1aNo>2U*KOME+t1y3GSNqm7aadf>dlL|Ydk>KJ$H-QlKwaTZa`QH
zb>H>#gP(V&?k9gM_e;Oo@wzhdPlK%|Q)APV6kjX%+e@@!n+~iYPd#<eMOh1g30F5W
ze3`*N9A|r}jX|=C-kK+i6t7ujojNsH-0<OrZr}BN3hqGCaUsvQxqASvb(cN_@yXpo
z(K})A73Io(<tSOxHx@Ny)!bzgJ&HNx&-e^wdKg2c6o?q{r&+5|fM%dN`O6+lz8zYk
zfNmyO0!Bj&8swYkEm3k>;_L@bF-?@niQ5tHAn=HQyqPl<vn}RfU@8>$nU{jk<*p-c
zYcyNlj`{<8GdJKz?!Xg+&R5Aqp(T6$zaCIJK+(4#G+WFvw8-@48o1k)?-IAJ;(WzG
zYWo97i=|s|90tQdomvh)0Z!SII!9g5Cju0M)ALV4QCJ_uSQP_K3TM=)+GWH}?JdFD
z_KMkcMKlPJ+YtB^J!ZLkD=Rb*E)~w*8>Vmffz5DV@{eKlh&IJ?^b=@RLxYu*t>QSk
zX2w!VTE*frBP~j#$uwc^-r)3;Wu7&w+ev6kD>tOpn=c3}Om3Gt*5zeH`&s%nJwcWG
zyW9SfPMjpk*vsYFp{IpSt{BblLc>F|)?!-7gt8jCu8KMyD2K_s+#OrLu@hK#>uJt<
zb<MW8tP0!b;x8KPK)zeZZfa+fWyC?OSTUJK&w=cGCWrL;MQ-OFV*(U-e<kSitY*9j
zes;2HJa2qMF^3yG%rC}vy#quzy?^varMcQiHD~=%_zW@nhbS6ru~5_a2shKl<8Wq=
z08KTN?r6}_Ym03cAM^7xK^`{^MIHt9b-%GZSWDQy>5xLtfIPGkjF`d4cpe+uAk_qD
z(tQDu{Hr(~EZ8leg5?lCj;*gBsji6Wx?)uwx;Gh(ne~TB(qHS`2yA}~$GR*o&;I~J
C*=Q~R

diff --git a/_build/.doctrees/excercise_2024.doctree b/_build/.doctrees/excercise_2024.doctree
index 7d87d2b1dd72d9f7e8627b48891678dfa07a86d3..3daf1f84f790fa2f806b523d83c17c17ca8e19c8 100644
GIT binary patch
literal 43519
zcmeHQ3y>T~dDg=^=}vFIAeJ9v;m1kV?%tgqmSxLA7Jdj>LXqs);Fx80w|8guW_Q-}
zxV<xRFc4EHo;-jhlnDd^sY;QMP_8(Egj60?4&Xp2QdFo)ii7}pRi%oA3KasFIN#qh
z-95W|v)3bEPNE75pLS;Y@BY8P|Ni^``}yR$_kQPNtN8z-t$xR{+w(=UR%^R8=J%ov
zHMbhJSUc#wr?=~^y(fB;(YR-JeK+)~tQW09imGKhHIKD>kM^Q1lsvE<znIXk_gOWt
z-L@pR)>&iL`bT?{)_AloumgvsK1EmD=XQ;nT{G;!Xt2NtEatHzJt9E*OCDhJ#7I`M
zr+P7mV;vLx1U+keG+vefthLct!uP4@631?{-l?!+MiXWbcy=WWfS2&CwQD|MSzmQb
z-^WY*Ue`8T@vjZFu%jL-W_8wMbxIRP>jSevpL*6->)I2mt!tv0lI6Bo$#WabE7jOs
z$#)&QR_L03zzP8~TO~GMWnR_xS$Sq^W?!*Y>sdRjP1e=c+OPt|<3M6IJhNk^rPO}F
zt(gmZj4u1elh1g}a9nrRZZ`}wFf7Qg1HJ>h>hCekw!r|Q9oVL0AgjP|>qZMT>$MHX
zuCqM`Yu9`u>=<sFWNlQKS+yw9{pKt)?qzK@XBK1eUm2}*u}O78ASDurb<HX3TB<SY
zI#iQ&JyhaV`0qyicQgLmg(|Rau?i49l3IIGaxBK0Ypr|uJF8c%I^H&Ftjbyy<{1$B
z3<rMH_uZ;(lBybY*W>TbnswF)O|Lc}5M%P_+52}HRkzh~SiowAX)G|)D>yFdpyRns
zs63I_HIjUNfmcntHt|?!%ICl{eF!=wb><Hi^T=t(yx9-j>g=PFRuFXjL!}ZlQt;`U
z;T&s#J?5~M*)BHhzzQox+bwYg09nay*Vuf~3R=#tqA~G+W&4sp=pYB_n9%#cu-ic4
zGtZ9Mu-i6tCa~x57+9oN<{W7UYlG*8ONe~CU1bp9^!}ppfW>@fc&y`k0WV?>*pVkB
z*@|U4VOHFbw`U_3L$CnttQo;VhY@bKLQ?Y~`><Ur8ZZNFj(K~C#Ra408f`Zq)`#+q
zvn8!3^%c1^kUDVrE3VP83Qt;BM)Mb{_Ipa352v*mJguG>@o_4z)@0@dYXVaRdy0BX
zTa$6AW}=~Q#2Z)^u6n8LUYF)OyA?)bC?@pmUi9jhtF^pEpG1pZm$YauI#@;st(f9W
zN20I@*Pd9#Y2SPSTf+Hs{j(Ri31uiSThbhh$`jq1G{@29<udQee8aC=tQI=#P`S*t
z5N*{OQzb5>RS*5*m>+mBL}@kNHkgyp=HU-2-?ydn%~omZSe}IXOeAW^*&$V0gh!!g
zOUp&%Cgd_6ZDnmZTOLeut?byoa=Ox9(>Q%8+W~8(;Kxptr9`{wcpD<Bg|YX=9jGg#
z{+CJ&AJrEF^{<-}F?^WFmg<myEk*FFF@g0V(IF49eZy;PzZ&{J^~2~Ey43e{nZf2e
z)TzRz*U_hmn$=6JVE$1)n41%rpVWmZ2sB{cV>745VWG=~K|UnC1>P-I(G9|XCAas=
z=mxFC3g%zugSjPv`9)orf?#Qw#u*lb@HJ6yj#)7ZMqpM#@;Klt_@NW{0^-sM6}*4T
z2XAWv@1J$y34*2JUD2<s1DG<tDj+ZA1F|gv@}e#fL688+Hb~J1vODC8^`bEZ92L8Y
zA02e#_I%G8gS8Fo^piSWGKJ5inzS%p8~dB|q_s`Fh_;_};bFpEZlO_=-ICS5$QLP|
z=JoK^^(90h*QK$9n%5?ju+Y*VKKvhec@!KpxLep7WGVJMg-7ln{PE*x2>-%4=79pD
zN=_X5A>t`N^vNjshm5KXH=G4fYebQ7Vkf7kZzStQE@|Kfrn7602+E9#8zAO2s%8iA
z+2p=~bjAcZ#eN%MrO`#$*I^#AJ2;T4XgtKYAv8?Kccs_M9d+W7oMjOxAUx?JFfdGX
z1aole0S6|PIEy`F;~qpiY~G|;W{*)vv`NuEsCW>8C=yH#qM3jV4$%Yis4@;VjSh1V
z3?cP_0cQ80=7Rt=?|01#<u>qL6oh1L<QaEZ2EqmeBY<a2?j0oHBC_0|5w;;m4}8=b
zfHgVDrt<oK{i3gU<rX$e1A0FYAuRU&H+~ef=DZ*ZZwf;A%^wx5QzmS%Dzi<n7`nK8
zlnMJHnJ~xUtrymL&UQl>Co-r8HCp&gG#CK`z@um~TfW`09n+)GnPPLK;MR<qf6MeR
z1cm{iIUBAt(GvlEVIfj8j2-zMvkIf|$lZ4zHEL#H8gn-5GEa?0bi3UmV`h<4&_5;C
zE}3o9S@3PY)PjvGKr;(f3$2u%sl<X~!%})(GpJex%C!*ZS{VI#R}teEK*lh51>+l!
zHIR{oWu69)$A9uDMr9Ohmf3<QU9-IaED%FMYJen8T(}#&P1Or$$@pPNqd-}eV5>2*
z;e<8Fvc+n46{W#61txg+V6$PPF#gHCG>o!&9$9E=eu2AyAHL}4#8AZW5D)b&eM4(B
zF5zE*dQCORlY=(rl<d8?4%EJI*@oULwSRCRx9q^mdNlIIAi)YMlN?ugWzyUP{-L3T
zruZU89|x`RBHynbrKoyBAB#0q$XYxq5qI*4_^1%^c{hsD0&`Zh$tWQV%6@6{D(YK#
zh>9lKPEKJV_EQV7pK6LB=J=y%+~Q+u+<8LzpK|<ugipNf9@~RcjL?rFJ=hRY)x#eY
z-kx@)Q+Glh@s32l-<43NJ>uy8-Me4Mhg~tuYajrPt$&?Iref?`MWg5qSk<oE)nt+&
zHsf*kQ{26q^WQ&e)BMN)zt&r&Rk?4uN)~ckz6_PTKQ_RBwjC1#MAszp7RU$2h*A;}
zj*Zekp=yJ(86wX`>+rJOXG3oeW8{uo<s<F>p|~nANVb8sI+lr^I5kcbZ68W6B)G^I
zC5q4F5k>QPN`38#>k?`FSwg(jP!WwS37Qnz@n|i&+!Tn1FI%%})g3m1l@>F6uX=c=
zFmP}=iVfys0<&eei&d-isuE4~)Q&i2yK%Vg-BhLE#ydQ-fA8MC`wkZO9oREHy?^?)
z+ioq+?7!*p!}#a6>6<Ez`^^QUs#-<AYx@`n@3_T|J<pt3I5MnIH@ynG32*J{VOF(n
zawxUmpZsxV2OhI6)_yfj4jrC8cwpb2`t8WFQuo1Q#bj_X%3arLhwX-6_E-bMdYJNv
z)0lHb%XDaJhT^Jr!DVyt7sXKg%W3VU2}MlwcwN?DaU#tBd1f(w3*@x|+OFrJ9M&#}
zEeEXe-$;Do<o!3^dQ6C~6IL9%+Al$~W0z)IPN{A?%r8COId$LNr*A#>06TH|!N(T%
zA9(Cox6`<(&P)vSu;ZBVIZP3*+d6HwnX?n#(t^Vd@2t3(rt%IMQ@3~RT3{VA4oppT
z=5M!{-LQf~#=iaZ)H3G_$>-^*sT=vTNWow1M7-;`-NQRk#X{eA-g!qU)`UAJ5>5WG
zdXT>USUo7*=~Iu`oLM`XUxh*PM@%F~WAV&oFS>*#PkYh$e9Jk+!yznqK<I^;(m6&>
zQS<M}w$XI+wI{Ae&MC7sqW9l^oCj@)UTiW)Xywuf4}Vcc_}hsc6~5@`{)qbjS0xts
zThaojM#N6xCAq4NkY;OX)*HiPcHkmPYxH&U2(M1w|B!JnrBe}BY%JnVr`YtWMTY-V
z=*R;>3ebGYY@uYq0y(Vo+B3%v?!E2cegs%FgW)4`n@XZrK5|t>#90xsYdUP=^UKET
z&YnJc#+V@Y3?`Z82hg|Cq;(SFQl1nKPVX1FKEg>9!xUh+s6?;mdX17;7vdk8JG^h-
z^vn#V$oUi!%{NdG9Zz%9lmphZU~(Q~m;Dp^@CM<#k+5!!aU9~cNa5VgnsQA=11}9!
zuBAe-aVdSFCaE_{J=UXF)Eh8G*d^y?&$k+7NN{7KV*&t=p>BT}l{`u){j=pwQKo1S
z5dAGVG-OmsO8o1%9tqJWPfF}N^N9Us(bX=YjH9J{*D|Q80x&4VrCm}{<telBe&O1S
z<z3lxd{<$40WDBkWOzjgc~la`_)%@ii{Z7&L|5-jD3|g`Y4TFg+%9QG%wKLgmKy99
zX!>6&{vXcG|E`4p2PH3~`vBr!&}i|0_1WQp^^(!Wf<V|gfoF6gh0o26Z+C*v$$?MM
zXyLo!SbCO0%y9@{8DABmcjQKNOM>X_IS>gNEku_dPff<elQ06#VxJV259Y?QC&BXm
z99RU67MANyV!+kJ)D|Ki46BxmitV;AlZ9oC4&nznNU~%)h4Q)FC<_V7XLFzwG+HPx
zJ3BmtEUIkLZwk%lbE7FHXg-$%ji6Czvb%)T+;Q_NxG<@C<L1?PZeD{wWPWMVSeVjO
zzab}RqdE<Ny8%}G${EeBjaTpqt1g1zDqm`ek@gyvh|sb}tP{MOmaEceoSe8NFEDlt
zkqpimR*i&Mn+WF?er*GT0z%R&Rh+84f6ZNaQ%U71d8vwsw)0WQf?F@hAR;wf$v=`m
zoccI0Tq%MBy_jX&0~u>KhCe9CtJdneq@*GgvCJfpe<<};MJ!SI469-!fzMK5#R9G1
z1wy`NnJYm&@5N_h5ZBOJZ2AtBO2U~gEhmS*phJ^OP0z48=@w0m#r`{d$p80pl!UhA
zk`RrM?HiU*4(DsnYp}Y0!42c}11%TwK-<934qxco=AYu#Rv0xCZ6zO(0=F|axC05e
z>k>*G2TjmiEonwLXt(hl2Jzb9WWf%N>eG$^TBbz0viKaM6voTQK}qJe+>*I9k<0;!
za%tC3&}d2K&WEURko~15LX*loEXRazDk#SkbJCWmmGOlp_yZa#o|l`AlF{khGCG*Z
z=wuEV2^u9MWn%}2<a2d)LM@dgQyE9w#7ek=ST&|>xBMno$(iXn0h(zNR#MM&PpEZj
zqD7})DT#M;Nu12}p+w?=l(?0{82Q2&L5FPYCNSFzhK+f9IDuG96>rwz+ajo0#yZJO
z{1M}L9iK5$6KkyPand>4w<}m&<=YLcbAaWiMH2DC2*jGEj}dBL>gfe3TZ#JVT%sns
ze@7zfcS=z&Z2$z#Q<7$cX*>*}lAvR`8`vzu+joa-V>`fhBU+5h?IaRmbT1J$-wLMW
z`Z9A-68cDP2^~%(^dX6MX$c7$EeRccXi*V#%)siJSpGp{s3gI7@dx!M9(PXY9baxI
zwQm`6Qj+?^+>*L8k<=gLkd&a&lGN@DNsVZbc}NuYFXhI5B*FeyIj{>Fg<aY5m(@v#
z2CD3*$~c;!NGDzl-&5T~|JwndUf5&RF{JX_R;NV=h18-0m23Phy&z$z(@7Q+=qzto
zf2MzZw|rI=_foEkqrT>7QgJWJic5tCPnYk<^e23hLuJ~IW?<JUtu&{l4Z_V6ri(Ah
zHIn!t4jC}GPn`!QB@!Pn=(=%>#llj#)9nE5luQy}111un!OIXsZsknYoi_ghk*^pP
zjW!7OL=UW9D4A@(BuBU;X4#J=V%eM!^YQn$UU(rWSb{S#O0QIMu<eL(T7fB5)wEsM
zMDLzj2axO@!FHga;kjXF=o4)+UXQ^8TDmgyF>~J%wlupApNQ_AxE>re_mX6HG^b?k
zh{YSteRw6RIN>I1bLxf86{1*&e#op13xXC{xakEJVhkT7==r^cVG=cLGZuGtLaoK4
zs{M)-o8JE29nG?&5Q6US$D{E88^H?>s|T=){TqOrj}q~Y<{O6cXuc7z1}aOzm{0~o
zKuNz+a2}T#>%!?uiVQdt91e!3tmVVADK>0A>liZ!1fu?z3e&qKhq{=4Nm48;rjeGR
z`7jl_qxs+xWe;k^*_dp&`SK=Facjf+J=uIci29Xfa<l?%xvOuiT8Mn`wG#TDNEo_8
z|FopY5V}UY_|#AyqhYO?-Y1~YPsRRMWJbE|e_2vwu&>h&^76lWMzD`xiu-R#UUa$t
zcS*6V+-qt4?+=xoUq7!*W+p3PtwdXKur$lA&dMp3tj|hhTi4}qPH+yxj^-vwks&e-
zeH|alW3;}m-Fx7msB!*V0k~OarCaAWNQw*qIvSf7!D`7rektycNM3Zgze7?iEB7m=
zu~!ezY#Nj8(8FRPf0wA^(TSA!-Xw*gE51i1MTYn^wD%1|d5qTHH8av&(ND$xyv#_K
z{ZLY5u&<-LdHG*`o2VE3Qr!Qt<VBbJUyu~b%KeJz?hQ1PjjcnsV{$?49V!K31xsjg
z5Knd1#8hNM$VxA<66dp0IJ)BeT}hE4P7PiD?V&tI>+;&^y?X^h{#yZfL1v{3;4_jU
z1AvY;=S8skR>41hDek{6dC}$mA0)-Ha=&8QESF>T?a}4OSP2P@N}@!!W-PA{@zPSF
z)6m=(hw@lTbEl^SuC>$ntpHq=8^9|h#mlJsya?7z?-u~*r{aG`a-*xeB}uWY{I8hq
z?mcT_QM2hS!0zI#vr-3#aACU)-_2PHu=SJn#L{FYcH3j~gNY@}(kVVKS|#kWQgph)
zJ}oISgsq|NCx`MFt?g^}PD@?EPsRSM%t)7gOHyR8uVbZi^56VV3XbBFQu;!?w@YSp
z*?&?}EGzpfrs|gtFWwY2yVxgH(;t<<bw%}INs%Ec4MqLnP##Mt>WuU!*5IdN|I;!f
zUG_gEDKgmCQPjNrua=z(ektz1EP2u8{!5Z#S-D>^JzaE>W732d{icNV9SL1mSl^Zu
z8N$-g)Nc*tv6QCDIB3mGIuP2lKCk~XE-5nD*U{9R{AZff8zeKj(!X9(EGzrxsj8#N
zevdkm#in_($)ZbWcByw_Elm>@WBOZ$2I~f9FSdy3C7g~C2JY|_#xBa?+7tH-&v%a4
zQ)Zm@+zO6v!oKVUTKhr=rP1Cb?5Z+b>EpzfPN<sOgR=T`Dx4;1&m>HrNhtevod5j5
zBrOgkrR`>P#0E|%Nw}vYiY7arO=~IWytnwEwB(rFU477u2IhC$sS`z0CmYekE#DfA
zb37)+6fjo$Rp9y6b|qW2&SQ?Ykw+wAj`o2>Dpe(wE2Ag*9PNdafvRZ1nEn*4fTSwA
zxf^=hKWEY`4ZWH?-$~PLsj1kv$x0Ar<;S`HNJ-#<A-%{yqami66VE|BDy9BQsU<qr
zi)Ji7D=CCt4cKlCXW{vwJVrYUIDZ`LudyS}ka1Z0m4fpPnXxXMuStpwI6BV5`Qwpe
z*$Pj3O#AziJ6$~Al@u2Qj|@K)o^%*;>4v<{-Bw9)LGZ|#U4<t-!@FB@r&~WaONtf5
zvr)Al8DRCjQ!VH&$)7HwBa&iS5oLRn)X6359R7R>ZO>Teut?wd+>o_hi3JXhl%1}$
zZAp<KZ4L8VAIf92`CU6zlw+m*w^Em%lUeBkc&nty0H9-V^CGxps<>Cq8OIL_!v`cs
zx)`336c-DI=OjnE7@n0BD~F-^H#AC+3`C{}c)lQ+(PjSyNpTUd|4qq^F8lu|DVCLe
zEu&c-Dm%YpnY9)ssobp3s?n_-&+7@Sk`x&t)3AI$9ELt}$s<g~!L;4LgMzR_GNfDU
zuap!S5Oi$cvSQdPInu>2B`Gcz3@0Q<x)|=06c-DIs^mx)!<!_<#e(6@k|SLV^O9m&
zF|3#s9KEtCv4x`(DRc4xDGXilJtHYH#HV2qe`P3-(Y_!o;*4|#;|B%dIhmO*gl8p1
z1_T|8xU3kyAUV>-@PeecSTOvP<VY98*CoZpg5gEUkuHYsNs5)lFf9jh&>rxh+Qa1&
zd7Yf?l44mgte8dATc?*;M!m#JocpD4bX8(TQe=oz!$OvZ@>tSBX8VjMWoEh%UMndw
zAm~`gWyQcGN4gj)l44~s+?wvG@Ss%b3CWQzhQ}qv#e(6zk|SLV@0JuRi{U`pLgGQy
z!|zCrbTRyvq*zuAD`p`_tpZK#;;1A_bYGN$&=uY1B}InlG_2w0hVoe28p_Re6iy#V
z)&9T8%yc1qQ&MC=(6NTgis64HN4gk(ASo^u3|DT<>!(~MDOMK4t#Seox`YSS9Ey@7
z-Fmo1Qmib7eR7fv81SGl+#@;C#c)hgEGvc;vxeujd^j<a=S8c8-H@Ww6?RQhWC&Zs
zewsshENMTpd(XGX%yc3AjHJkbpkqJtVi+-h^ghXtE`pw<xHu4eLh_@F;Ny~F1rfm1
zWY2(oR&u0^;dx21au_makG>|E(PjUul44oeUoo?}*jn|(DlYa(8NHVza9vToC@C^T
zrD62GH<ZVcMlU;bd&Q=_&dTMIA_Ibs(K`<e*$u8FInu3$J(A*L!EmqSNEgFvB*n^N
z$R4mROOA9g{IsN4ISiSGuPd3+Wj~M<%gX+W8NNmLJ|vcJ(QnH1y-z~d6;@ADWC%;c
z^u22+k0niCw!ilYnVBwxk4uUS2s)-OFNP8R-e)C0x(J?^6c-1AuStG%5qwortRRAs
z{@!;bN4glkBPmuEL-yRt*3Eg{fK8HOSuvca?Hf&&Y_u6(sF+PAHrkA(Hrl*piS?1q
zQ%Ep$K3KB3=Aof|Dyr}(wHsxD4p>k2(%>f9Lb8`e9h{g>+qXGI?z<T}NKx#OQK#Fb
z%3h!BRY{%rn0hsE++%ViqRx?wSDj@ox=xN?2HeDn=ZCN%IzG2lY!V%nM0GW%rKah$
zFWM7SO=NvCp-k@ydYG=_d_B%1r|X}pmh0lMer)?`(IvS!rrg81j5X$xkcnq;%zwuX
z=v-ggH<Vxy=Q8qRR;eCvGnBZn(#C1lMFWKl=H^>&=wRnJ-J+gc`a40l98-z-<^{%N
zVA<_iBd})!ca}~{Z@6xQju@t|{;v3l?BwPuAJ-gXvk}gc^xZ1)#t$;)d&_B`5;&@O
zHme)%9BvQ8P0GY2oeWD`pB!9aK%3ANFyD1Tek#4X#{B7vNKUDNy*Cah#NZXVi+q3g
zMJQ#Z;e!mT)|qu)B^%c85nJ`H!|AB;smb!h;65!E?QzL;iskM=9rSNo8CWUKFIun?
zmV-qaW%T&*<X$@Hb8;^%zwQzTZ(}#1ffe_>ZQ^`doC6I_r-P5_@b1S#m>7P`I9dVe
zHm5pd+(!p>)A_5ui#r)$;S%_0=?%s+!*OJEw`NV=!Ehm2P;z}Lmt5(X?&c`DzOr1t
zm*F09h|I=anO=)upLeKS=2bp$eeQb(%1&LMd--Cy2(?-Kqr&w5fqX~n%9Ft4B$xz8
zbi}MRrg9YTd9rIytim}*nWw9w1IOWTD$kVu<v2P1wnylYU$;uv)K{^4svUOJMSoB{
z{w4WP#IDa$*uh=%IDIKOI85E{wtXlgA;(3&D9E4I79uX&yFuLgHi|QO<y$+E_9v4f
zmbwFjq$y~g)1;w`!352-l4iu=@b7qJ;2wA-?iIYaeW><^ZlO=Y<)Qbg=KelU&0Wyj
z>D@#T{#I7d=%z}FAZWg#NkfVtXtWgJ<g(rc8n-po8dDcrCN-IQqw4UbJaxEyS6z0J
z3i*MiaH&EB&Hrf9P=yE@tqPgSd(Y{h%$K;|^7<{hu_!EE?)xntOGJ82Qi_hT6Es(8
z(vV06jh0AHK7uPMZ^qdK)mdfca1R~1_1wKN!#UQVJILU-o9$x54y>?JwA~WFQ4nM$
zoW8*3i*$SNkj)yGnTwugBi?-D$!B<hDaZO)9?45BKVLp&|KlZ9azs<Sq~(I<4ow=W
z5<#O?CH5o7Q@8I5{}B;X%fx-f3<r7zh;3DEoyWDd(^LDV_8uInt{Zd;7B#7tSQ#>w
zr;3jXH{!g($vXCvIyN=yi|Sa=yit>e>R8Zd)$w6|Rwkl+&uuX8)s~5?fV`UR1x4KQ
zM<Irc=v4%PIKzyi3|<9v`7)00$B~=JCe@VQJ|O4R?aG%eQktmFMZc-qdwL+(?Cu$+
z@v4@IdoA5Vixo#s@kxj)NUBA!%kOg7sexVbBuMp7@(_hSnWJ6>jjGpdk3ZL~S;8q*
zVS&mxx=z-60qRhIH(lU?b0HZXN{yMRq!}^x(5RdUh}9@ns^p*WlhHF#R6z_prOLcY
zBof0_sUfzZ;*vozF?5$I>vGHO7HW2_U<U<6#{|=3aWRw87Tgsu(=_MHxZ?_!kMyD~
zh#{@i3r4|ybOrLjMVW}+10G@XJdPlffdRzTvBFtv>EiHFeQz`t+uWYDC%PQ>m$rSn
zUBzveA^HZY#qT}Qo5T$hZeTjS6RV;Lk%raq7?Ogoj<!@okM5ExCwZNUHi<WMAY<=T
zw83WqU8(N(qV04;dtf_$vF@Qk<8GH;H1<=bgCPcaA4N3ghCwF`dZ(<dr=oFO0E5^X
zM+zaQaUSo{0grgt7#CPZDYJN-NFGDa!P92+^W_Q-<)yEFkKZ5>U0QeD0QX<9)Rz;h
zqs=}>A#rs~d7h&89^P#61JCZ1>DF-|^O4_<_zn36^rqZ}cTle4&TAi>qqu}XzS!ik
z4n`Bp4lXN$?AAmRmg&gHb<uV<Z$o5(8HBz_v@Tj#W0kOh{I+yWuMLqQ1#X*a;mtT?
zUuA@-_s(dG-G+e5bm<Sj!#NrcgL>g$0hgrpqO1EqmYL_dUfIG(q{BRjn^>&|y=ZGJ
z=2R~0crLx@nt?9^Sv3C(MkU%3=c{-S)K~X^7$A<e5e6ulZ$U&3F!iF%j@fR6W`jZE
zH9W6j?Ot@5$L|F#*H{N?f?{xn6yz|5j-U>hkceG_qO!U@-?PS|Ep+TwS-pzZ*wC%b
zwXoGGOZ|gj`3ru3Y8yku$Yv{l!!?_#U%l%1EUdZZ`4;KZHr$_yVeE36l50sdDDzu}
zxPEReWAuzJv;mNW%k`pNpp9(;7`nffH!@_pIZ0N=<;VbsCVnOTLLol$ctd1u%B_Yf
z-{_fLR8{;472Qsa3!2kzKoK3gWe2^J+is4wbXcbhp}@Mdt6X54=uO20@6<A)S4w|_
zb^KyyA+X$b(e)aoUUUVe<P0EX8RP4yo&eRc0q+YpPVIv{w|MpHK=$-TWq*^%9xc@*
zm7Qf?(PlxNmx0z_BKH}EjpO1Uw4z#I^-gSvu7OUr%CdP%0A(KsYqQ?DXq&%){(rt~
z;X)OMU#b#a;<z|&JKE&KTMWvNg=p741a%pIjvvd8i*v|g(Oy%<P(C~e=Edy|QsyEA
z^(?L#ItSHoab;`(`NwwP9JB|)0fzLHVYrk`g&$T1(%CIiUdJ`#)_4gwNzfVGW?MrO
zUH}UgV*v`eqKZ_rWkeXZQ^pPKWMw(q+bL(Vy*_j5u}wP{t!3@G-l?z>ZHUbY+Ama*
z4uM1C2+9~;MPI@dXFHgJY6X0H0cuu{ZTHqLuGX#6NpS`Gg+p-1qgM<jwQ-g%N|pxL
zS{JQ7uutxQ;J;&E1g9xYZ(X&@uM9gy(NIz8eyLdk8Ffp*vR(1ivfClmT5}4Y#VKRa
zYPsAPzhuEjvkG1$zl@^8=+ZvybeV95oSH=xw<xQx#)pt9q%O##F|tAs?i0OeJ-v*7
zPc~nGooqf&e}0i}&3>Bxd=D3$HUFFbd>^+VH@{1N9;3%L{rNWi`4;_oEru4F_tKxc
z=+6=Q^QV;6AJd;t(x2z>Cyd6a#9*NlBjIJ9<K>;>Wu4>Yoa1Gj<N2TCd7tC?p5u9*
z<N2Knt?SX>bB3)=F}F047jsLO&&Ax*#nmylbPH<CEnRgNb4&A|F}HMxT+A(bU!2<}
zd4OTGIo;5?*fv*joHJK{h%$ad_FSZkRXqKMj1Yed!_ca@j<g;8<>dn}W$N+19LGhe
zoaoZN{Q1-c`2trA=9PSbJA~ebw=L>cH{t+DapyGD;25<zynhdr;;G&lSWeuy2^$QB
z^I<FE0%fPu_j;pz&71qiWD*nRr9oZ9M2-5zqzfSrFPdmA`0yp15FXYOJ&alWAFJ0!
A)&Kwi

delta 2207
zcmc(gZERCj7{_-`S8T7qBn=ze>bCB!FZA|hoxoTaU<Px{iGjoz=76rfcw4u2X>VDG
z%z<W@W_5FWDjTptRI(vT2sT^vi_S0j5{)K?Xd)37K0u;~FP{u1c+R=!R1^2zFHi6P
zoZtWdJol~l!MAwyJTe|LzG2vN#W-uh7M#0eaiO7sfdNlX@KDMV4EIH1o{;LL%B#e@
zYP?VJYVrO^DCr#tCN;&I)PkgjgIZ7y#=>$W7LJ61T0D{TE_*1)V=^-`I-w-vsYFOg
zdQ`2i*XgcGDE;vS(qPBB-rP%T6+ASgYFdACv)B9o%;f0JrquOnr&`gmPJL8$tL4#7
zR8XK=RYR&rEzTtQ$Xag4x_MO8ap1u2o~RPiB8QdDRqY^^HN%)`E%cT@3`*IWRc-&-
z{kY7u%<3cMmvVpF#t>SB7fZ_E?HW7&48fAi0XI%|nk)Gvi?FM9FF~qGDoOpQww>eE
zb(Q#*j=xaX_%HlI-9CbJTl_F)wLn|FhA`Z8`K4+e_yEB-;L6Lt5d1b(15epyRLZy-
z&J|<E3CX$Dj!xubTrKBhofDFCzc{v{HpbO)u2tuR<lLgO3GHWGJ?FY~PDsvWTzgT9
zadyrnbWTXljSM%V4CUZ%y$Ppv#=$Lw*>-j}s)ip+t&nyvp$m+B&0zxU=|Ue8C9f(X
zkAa&T7GTPA8-2>C8|zJY0YgiDBi!@$p&!`dv~0rP>rH&za}Bc#de8SN`kgY8pKsjL
zIUzY`ZWzaA1G()!a{~ugz!m>`NhrdRp(PPdMnEGLI2_oD+;Cr(;a0$jeKf$mnvUMc
zLu3OR^=RXL+{)r%)MrB5S@Z_Zv>4c^(uOhIrH`<Y?>tMm0OtGdjgvT`XMEXULUEcg
z5ip7EXEsG}TDLcG`w7-YC=x@@Ky)RO(K9&H6hMveb<+vBGt!PfpaJ?BH1m*oL#{7#
z4dJT>u$5HMpYZ5q`m^8SleXj`c-mGA$+5lo#y=6;`0jN>4!>?i_%0hydOW`j`^LB7
z`v&MPD~0*-E#wvPZ<V2HqEKq(4B7Nd6jR2wQ-)tR8uL5X^((tDaU9hUn-hZImv(Yn
zW#PoME3d4D>>U!DrG@Nz+p}Mw9n3jcd`xQN&h5-8REzEuk~!<3;p8jmdFCX45z-Uf
z8DdVM4(d)JdCyNK527@4l79=SojZq_Q>d49r;yBf5xvX%tpw+(O)$N}EbZd%Ip!AX
zyzUl~_nkZa9r}tT+$>oMP1OOoeWpn2;0d3z1fj0#2}1IOk?Ah{Qz0BJDFrmsjQ(I@
zhi2^3lRSiMPR=w@hCUc#^^P7UBnhL>ptuv{9@1y<y|dktcvj~1rTTMwP;>6cxhZ7I
z7?qfoIFij3zuAuPbH-fottCUnV*y`QeW*K2J`4tWJe)nA9n6w%#%W_gK@zr07D&!k
z+NOx21EzX1YX;(pa44RNX)^iJrZgp)jh-?>Zq{bJnD_iVYr|7UD4J_5pCpURn%*(O
z{yFE6pX^87w2YF^RCI)v_YI_6ro}~zotBHV%rQyfT3RY;v67O?m}9{{MLW_@#u>~y
zqBJ$l64NX#&63hAB^|Z1UFuG^rBoX=&<WI)dix4G18YA{k68N!OpaK4na;r4&(kB?
MK1yEAGZ(_>Zz2-frT_o{

diff --git a/_build/.doctrees/plastic_shotgun_wadding.doctree b/_build/.doctrees/plastic_shotgun_wadding.doctree
index 5ecfb1eef4ae1c3c981802d8860a4f16f97eb912..6756a00dd6fe4727d3d1d2e5e16032ab392a9f27 100644
GIT binary patch
literal 125281
zcmeIb3%DG|bsk6%4+0kt0uU*Q5=k{liMSx|Jn#FGgav|65CkCrB56U?q-UmQx*PM-
zbPw*mlqktkY=LpxlBH2B$&TYskz^@;tfQ4<eTrjwrP$uh+8fF1-E}s$_luIq8^>!o
z-mK;CbG~^0Q`OZ~-P1kOGj~8i_Qgleo$1G^I;YM#b?VePr{1^wV-M`waRdGHZgx7R
z)!NAF)oQC<HJrY;x7x1snnug*f3$!62l_AdXT5!0ecfsIx)r1E-GC=5rq!r+jaL5!
z+&o0jyH>-=`T+J-+AUYNT1Gd3VD2{em^Z!9_hxk0?ONrYi<SuTPOItwig#0`p*s#P
z62x5<qtWPlhh4p1>Ke`V6(eJ{Iz6{<c)MGAlRbrQ_B!%MS+88~8Z`!Mrd2K(4TGWJ
z?IT#F3Q$Ai?7P*f8XNtmZt!M|4WoivJ)rv3>%4>PZqsn}s_yEncYBSh<?7{z(ZA~5
z)Y+_<dbf!i-Y#kwf9`qHn`Zisx6f%<Af4G>r<*hESIOP%7=3e(<Lv?(tX~I0xahr}
zcN1<gQ09!cs{xAjpFVob+apMQB4@UnMy}hg8{J&hxRP_)XehI;JFby&4ZWG`fNHK)
zDWPq*-fNZCF^pELp0zrgt#aSn)6p?XZr|ML?JEVtYVPcn&Ha36#lXx)FPQthgAL0y
zx_YBjZnP_xm9g|5U2k_UmxxT4W`nQUisf!<4?UzEyMV!WGZ%V|j#V+V*=HX)e(d-Q
zSpd;ptKG`>TGl&z#_aJvaRl1gb<x-$W}6n+AM6v?nnm+Lr>vVdgU!q%Xy{e=|26pk
zHvIp3u-x8;-m3TXItFqt=;fO2)_mXFx6y2@IUSu?eQ&30I7au1(eIgAbIr_~1vB^b
z-Dd%M*_<abhQS96M!c$r8Vm8{;eaPg{!kPA84jBoDVhr${=le2hHc>f17cXc59r;l
zzBzm87<izP0efaTmeK7RE=2FxoOTSXQ#WuuQ*C#xdTTRu&2cjhAHHLAGaCPQ%wfYC
zT-T1d78o;A?Nu&k%7$JskG(LbRf+E(YL{)J;`$?e^7`ltXNy@7w;WJ9I)by_o_5cr
z;qzu(aAgTpvRZv3G?ohE>}zg<RC>#?`sP{lnE^H_MH>hK+Sjz223HikIg)2I$GM?s
zzCE#@Auu7{+RtE?d#x(8)&N_5e=OVXXZ+|Ro{n$*hX)$)`PK-F-L1($%{v3BVQP6t
zSS`PPP%RI%xih7#NZB|=^MSLWJ)~Va_V{w1SpV_WCHALKD6+pRtNiLB|5IRp=J~He
zK7R~KgtXU5Zz`|?mGx68RhId5l;4UyaQ08cjjwrO2>G8E<iz`2^?W=Q#u!6*V|WN}
zPaeXc&GCouJuXHsn0wS|D41s~$7-d}e~PZtUO0aIUUfzTn`9Xn&M?O@jaAy6O)+<!
z^uF8O2pH$rCuW?7e-e!I)!0E##W;AMGtO6HVT{2zJHw2#lFT?kn+c3FXwC$}|NJAc
zeA#e<fjZS}*U+n_igRW57$$pW<2pIAY;rwjH9A?`J9d1Ay^(bcx5Vtn*<*A8N&$vx
z1IEHb7rQ;<_>6n$7@zu%y#VMgm<0^f)H|~cy;-j6+Qyp30f9*`Z9wfn4OO~UhwP$b
zFR=G(ut%%x^*q1@@bK(AdwR=-jYX=6KZP%j-t07tl7&}Z$kw~<UZ=b{D>^Z!=??Gj
zLyzeV$2gwV>-E`pNl0tQoL*DH3w}zdYsXsLUOV>E@vPe}HTCZ0YJ0sEh`=^Ir$x^|
zmj7g8Sw8<Y$nt-TmBUoBjQ6=Le~ZHyurE{FpU?l{&Kqtx_HHsA->q?(@a@Qyf9O@g
z@c^M|jOE$4fIGE!zrFSDOeVAT?lpXl{f}N1|JH&Z@*CY-qb4*hkA@$%+D$A{HM8BQ
z8r^hgFaoeg3k$68^qqjoe=7_NO)KE)skZC3TUxnS%{l9OS);|>Wk)_6_bq@mzXVYJ
z6Y)(HasSCywdY_Bt~ay}md1wbXtS+e7v`dKJPtfv6Hqm+NFeyX_$KCY|7k3nD|+Jr
z=sMpK;N;w1*>G|i7FL(_I+mzDkl>Gisuku5#IPoakmvZqms$Way$UH%jV+7=hyz~)
zRIN~ueV5<p`DK4B7SY57y@kbpcN2ZCI$Ev+<-4iTBE1W2pmou*rnjn^-sv=euG{W9
zLB}<1o`#eE3pXK#dx@Ih%XY1zcQGQ>x-nv?37&w8u^2@tV541d$#=s#3TDFk54{}q
zPibN`Xm0?EW4;BvE$NJ&l4#qKzAfp*5`TjvJ@B2_`(Zu9Ex`?isCQ%5Y?`ekXNl=V
zm#k#1*n0sm3Mb^=P`o7OyZCCgXzw1@jnM0=cf|aFSnUc!$G(vO#rX2f4-Q#0dr>f^
zZ!b;m_t+I)`<zc+`-rZa6Rdsy`lcIhV2cE!%GM`h!4NDnum-sYbB58;ifgb&;2PJs
zwdKHC=xSnZ&E^wY$zWZCXB+_Y!Db!nMfi5HtdeUba&bR&%x$~yCHv5@q7n_wuW2VS
zg>KSZ4tF~yaz0%#$S}6nwWi+M)Li(=9BC1r&<b-}aZa1Z8V8f`0y+}BO)D=LYVc~#
zGUsI-Ydm<eORlN6N`;58NE3!7)>#B-@Tua!Q^lC4<_Dgdk9lfg;Hia~<H1_((lJ3)
zT8FV!<qLeBHrT7eL$k-i$k02qggYM7ZZY~a^K2zOJs*8~ei-b9=+g_q)4)v~d<^t9
z$9?xXE`~n}`2of(<U^b(d>P-<{1}gURFIexn90T<{|ZgDu!f~gw{B>ziT_ER`N|Qh
zi!|lB<(llC)I~E*dV!QJTutozEZ3NGin^QA+O3CTRPZ8Hu->Tj8qi)0ZkIODw02FS
z-4+P|eNnp9>NU$y)p*L+wSFHi3DtpT^_Es(J|^D1;Fhl<aVw{ZTVcKZLOir$GBmn1
zCbaovXmo2#XbZ{E=+>Cf3h@17I0bdW>X_~&!xN+nh8oJ-e_xDA^a@kip=X#{4qaiY
zH*|&i_(B%Wz*cp(nBcbCHU+j#fds>0+Z6B>`rl0BGk!uGu!^@$f#chz09gsi6Ix^v
z<dfL8DZrMQ-wURI*m1Jo3@^yUn@;6Fh8yRhBtJ^3eJ6lm`%d;+0A>qYPjh>=zV#Hg
zr<fN!bcyeSgf4M+eCQJ2^9fy|y@#poTJhbh@QxL`Hu0tDZFrFjG@o5mcP#j&dAUtR
z7wD<MOLSej)ae(t&G3(J$8CA9j6k8?mBFq|c*zIGHVe1D&Bl9Iq-`kmUp_nGCG@U<
zUa{U0n{H``j`b)l?Un~|7`TMqEs5T3d2>(nj`r8of9P<kOUrWO&VN0hT>#A(?Y6!z
zNH96NYUgk%Mo?ld4G4-V6<gm@<h>ghpf~}Ik=a4+RC~Ae-N@<Fj!DHav5~nwZ$SI=
zDMk5AcWHaxm~1M6<kO6^J#R$RVT=wMxU@ZQY|k4Zwh8@+PXA<LgdW(!oa@gUa$CGa
z>z3Tpd>s?r&K`4HoUNzc4uDZOp?&SxZSn6P){W5X@!R6TI_%kC9TrY;Nw+N?fRW3&
z$#=$ghj+%GPTm<8%?3N;`@EYR<e^|oS;=1FnP{^}Jlc(DT4YIxG&gg%cZY~8^AoBx
z$3%=A0?Sxhl?eGC@s#9>kNH$I^JmT6*<r(pfCBrYZ17HZkL<X?Uk!ga7zOlp9};==
zdROn5YLD+Pl}>8dw?bU*ChhsO%apOi60IC;D`{u+igxB}pT`z@sl@s}Yo0Xs$S!^+
z(nU112N8AcR$Xo7Sjsj8g;GB+JMs&WjzsuQ$=o7Z{T!#2D`_PVL2g?Df|R}W6oe|m
ziV?{FXaKSt1^d&uDKe~{zZE|OzxW)YSq@ys&1SoWc!r*XjX$fUH4!J#ZGn|ojvi+z
zN2~T|4^guaJW=g+^|FO*yG=i?0{KKp@oQB!>2<_i)Y@GPV8zI4Pr4d7vg6RJm7Zf#
z*dy&m5^$~E)tpAJj-YRVMYC5BFhQ}}?1?h+!HmY7X0)7MmjW>Hh~w&;=rB?QjV}61
zffSu?`-(+5gqlv@Dd@v7u+fS3n)-&-M05uOXCMx;j;M?-lAmgLsE2q+t!5GAtgxrI
z36w-2$@afa?1uQGbSlDU&MT7b6PVNc?I>qfu;&ZbG>E0H=v}Mba}ZM9Z8~#MAJ|O>
z(}0PgGrC}`4z3b6fVB{pgEvk6ilJ4l8ipF&q9JVo(KX;MqhlcK2HYa}uwzuLnpM%d
z#yfi!5?=8%VAcXAMV6|sRDJji7IB}#=Ne_&>J@M$<iM&pf}{SXVI|q%f1QL4Hb%3-
zpFU?AP$7P_w4$XNM$Ofr3X#pC=`~QAR7l%pf{z*V3Ieg9J-`fBldAzJw5sKF+N9Ll
zH6*^cj4^5ifRxy}PTC4;Vx3~Gv~s&j0BDenD`0}2-T(wdXq!+K#4Rji)Nr!eGf-^A
z9$g~<O08%ZdxX9dKqQ+ttQtLpE$zCAW)LaOBEHc-z(yV~PxlV^<Zm0=l9B%HB#iW8
zEF*mgpu}Y78%=g!x#rz@fs&7iWh(fhGmTKp7Z$aQR?HWR!WbC!nC$$YkJWkKUV2G(
z{@echy>e)#_I^+(Loo*nK`^29$_69^`TNMNs#$!-2FJphYU(!4s8JkAfzp)Attu$G
zI!(gJH3S=D;<u0pz!YLlh#fUi*INN|UMIbgWWV9Y3Fe^p#*rP?<IM&FkWe<jHL9fs
z)VE?rO3Qm6-6^5GKy%=Bc;p&SBZZ`E^ft6p4FmJg!z}XYT(?d6<=X7iryf3cd`&wG
zQ-=jT`P`@eUdkeqBf_SdRz@lZ>Jc=c;V?ATi_Bma4ExG9D#ziqlZ?X;$Z@#Ue}B|M
z<5l!r?zHme;owdC7JLm$eRxDJU0An}1a-zjA%U)T-srTu7>EmJ&SM--cDhyrvR_z+
z3V0e50=}-q(I4a|5qj>q$25R*Uo^TX#!w9;<eIi2>7Dbj9?SN6zohqEK(*nE6`$V9
zn`6-X6Hof8iC53i-l8Ma5VJFkEXK5CT%Byu)Yw6tkQP>Zd}IV&F#*p$`IeI>FPu>Z
zsF)81s91;_AS^eK1Pg8Gj}#wt#5L9oEM{24!DwB_J(Oep*d$~90Xf#E#v5zp%`wKh
zhI#6k<D%Nins!=m^=M5`Gbsk^5u+khT(KB8Vi>5Cj?=DKoGUs=W!4%xbYJfZW}j{q
zt4x2&3I@(ZbKiX5CtiUD<v6@B$vFI7ISy|dZyc02<v1ie0KC04d$H0z-X1JL%2tJ{
z=%BKYwSi(jaE<h8^wryurQ#a)A?i&?lPV_2Nc-uoM^W+!!c1|*E{2V*b=F8}`X*FC
z%t$Golq7!dSS0qXs2`Ffes@6PabqwB((Y$NbI0@lGwid+y6q-IF;ggHkirN9A1q#=
zUr3zO@tfkRq109vR)qycD^pr!B31R=bH}xHtQGupVAx{C#XMXT<Qzkkv>)=E)h?1#
zgywxLLiqF4F1AnQB39&GICC>ygO&QhSiqPC_2olNWWQIejt=jPSkFM$8U`(XkgALI
z%em)x15_74u^|^1-b7f0I)p_uTzH1&hiLPRX69mHJ*DLlCA7@Y+}K1CEnBi<ebcmB
zzEoq%MTIJS5@@pxj}8)2*?akH9(v(9)52Q52~!D6CsRjEx}X%k!-8^=W{eJF;ZMsl
zs26t~vE!&fz*bt+E?bwebsJWA)S(tUOT8BNYSC!16<-rgb3FooqSwD32emIH;u8^x
zK$myS48Q*)*A+_)@9Q8gxzq1o;a+5Nhk8Hry~0q*Lzb+wNe}yeF@ZGV(f&S$Jh}}0
z$!A*R)eK~)ti#W$&2}nIu1Q+O*C|-d2|-2JOjul)@MX1U^+peh1=`2hs2DJZA&yW(
zkSv0Z`aoPteboc2jPgU6j}`ieNoGr1Wcq<dhEm&tN%{Kjq#U4Mj>yz-6F6yrl84n(
zHn_ZlRE#SpYLAElS@uV%4<TNU)~5){zIgXO_~bcO<PAkxpu5PI)zCMyPy6*u{2CP}
z#EhHvaY>M`M>`Xy$atH8Tz-r8Z!<OyLkjKVDO8f#u>*7&Lgv_wz(9RKl0NJY^uVez
zO@^!r=tmL&&6>By)p`t}8R})EWY|sN4Z<4-Hwb6Vd#;*qe5r5VD{3~Hv-ou%$}^hx
zqZHskWkz0(Pwo5^jUw84w3<|SQ0_c(*GRZ(nzAwF?Zlo<-@8;Q_uvf8**(-NL_#YS
zutX`%Ty?ct$X6E%)nc`{xRPHk6e{^bWpO^Quhxn+V{vh5VYO1Lt}f7H`O0#!T&q<V
z^ZAv9f?laE)v_II_n{6O7JU{i`=~ajx8uIPeFuuTINkxO5C{{bQDVJ#d+u6xgVgyE
zGz-o<M1QblN4uc|+^14U5dv=?BW;c_0w`2fEZX}SoYNn{COro=VAo1DanFN~S@j<5
zOUh%`3dMYW1L{1_bNdR~$qmB^bVRCWrGm&tyAc-aF%<;ErfA;}plN9%6~q8V##Ru5
zm>}<7!fVnL`e0N5Xm<jjttyDUVFj@>K|!Qa2@2j)B}nRdcVd3$Yr2eF(`9H$hmT?b
zWkLNqq~2Y@lZmT8T@))Nq4-g9Zs$%b3$=09ny-6Q^efVu^wSS}L~?P%AEb0nGk<mY
zsUHer8mwTDLu*5?|0I@j@O7}nSZpiP+JvXIVrh1TZCA3jRA{?lj=2$Q*ptMn$AJ@{
z3^6jP8v13vEJE3{w!a9&Mpp%MKijSZXh1V)iyQ8ic7wJ*>Aj$>O+)X>eaGvwb8=8#
z9BWW~W9-v$gEF8RqZU=<_oyZRZ_6crv6#tYk)QXM{KZTG|1E3ElE1K;Zppv8l6u9D
zfO)x?zqTv>`IX65{9t)?#m~J0wDQK1K4wKvYj-M$QMa(Ks$D^ON>@mV^ax-LbB09V
zal~m{(dF7E<ONvFhn65?F8V*}FZ!>iVO7@2{fJ0J*ZeW}uf>{wa;6v;m)z+u{Cr^G
zob>*&vgW_uSxPFh=%~n<Rm_{}l;|rmfj3NuAH%3em;GOwVA-E9#;*G>Vv1mnxhD6y
z;i25McL{v&A|MC$3lVV)+rH{rPx0pr3~VwxsO|#$w`kSu8~;B_4ToeSGJ~1Y_)oj&
z_e(#geOyxEUq(9<Cc~IZ07jmo{hN&E!;n;hs-%%ifC0J;p>1gOEox{5>IP!>!~W<F
ztVB}z2$W&IngD34OMsd15@6R>mH<k3r7<h1=iL?<_TeP}ENyB1zb<%a&>oL7`xOg%
z9JBw<Q@tkDkAba#NEOuXN2C^P09~tN!yRWF_?$fIG0DMuck#vESmys%e>X7ycl+-T
z9zhXuer$ET4}`~i_g2RHcmC>??)|}V@At&_-n+^71Ch7pAg^6rGOa4Mq54;yN&H>k
zy!%EGdM?K)yiEIjEYtWF-E6sya!2rYTWy4mVt=TNt*Gj8T1LTr!uH(e7htISn{YL@
z|F){(ln~lTD;w@Q1zyR`&LZ9fYi?Qw%Ij89q!llpdk!0HGc@Z8kG$_<=bK=@k-Wkz
zSH<4(ujdzpN8W$jLWgydHv~7(jyTqpd|wT#M&#D=?N-{*dgm*SrDE-UUqr;BmTSy?
z>y;ysR0Yv~NEJB5R{QfOV_0m|qH}PO8GU2m3HvB!l5iYTNWp|A$l>1ALS<E7E|;q-
zM!vkTv{1+wjd^|9C@#;>7niEl`Ftf`E7Wu&znnJ~D$C0Y)%;4KRx2#7*5(V#)iU$0
z+IONqFZFE=f9w`U*s<@zS1-|-I+a$*mhzpcI&l>hSztL3>8yo8XDS15`oGd37VUQc
zWQ-n{_S9V=XX?^Ieq&)J-j$l-NzQm^_T5Ci$k97vT24L!n+$=Jv|tCqgidIQAx5$c
zcyUHl2*M>!P9!bSW;>jS!}kZg{p?((QW@1PFNcpC@(Zonp9DnMzW+_i9B(76(jOq@
zA*;q=TZ{rxSV{>+>x)=fxo@iIY+*ob35HZDpQR3un+@^TQS`!t;2oZ=qqug4qD?cX
zv|W8EOe}AY<&>({mHt(}WXPTVD+%y<J|>YR!+^FKxG+WaGrw9auFS7Mm8_KK7pm3D
z(n?jIFBU2b#tLbs!otGx(o)%|mJ9PZ%feVKLnW;gYs<^E`RYP-VNm`2D<CyW{Y<4*
zMg4r0Ms`Z-XXk0Ae!dbrHp+4?g;MeD-xN;<>gNxLdRtRJJ_7$ILtu;QCq#@e=ZEIF
zWcA}i_!ZV0`zP>c$h>KP3im^$kt51xHw_LAbkX)9s!4O+B~msxUr;Pcun*4<1f(E(
z-+4c%i-zf-f`)_f*w%qiM%T0rsjPPGo<LdciIOKgWaBHV8zn%ltik|sqM1|8ba6Bx
zmI&-i2HPD@rhxMm)!!R~mz?InQ_X6o7<sW#$E9%1??9n?hk2qHPST<C5@<^E_A+Hm
z9pdViPl12QEsD3sNW`pn6dgtAF+Wo>Q)~3BYM))?XIEwr{ojR#$BBJ6;mKw>voKDF
z4zUge@Z-8A7ekV`-kp+*Gyc*#qvJ5RjK8#&YklR(*hP5UdS6*GkF(xC^0bIo6fFs%
zh`A$K`ORaovcIW!<2wUMf5?A7#u`-5U)<`d{&09*d{g|o*j@$~!PH*GpUKw2M?d~b
zV|FBr+1_h~+1+1xr7=4i#tg@b4xF=!=$x&OS@B!1G-j^~V>WZGFnjpmPBEhnk+V@I
z>c|yyI9A)ct5h1$C5pGE5MNH<pF|XijV-Cbobc`#3Q=gP5l>02^`%H-$(9ruqJGJM
zXBPr$QfDbXR;`D?5a4qXJsGVQ;2og32#W}uzl%d_LxvDF;_pZ)jr;;{WFMAmJvweF
zAt`QT-qoqIDDvPJ_V#^fyxuqhxUnNl0oj4CZJoK`T9|RUACB$+t!a5d;i<rq<M4Y!
z$HD$B+)hEL|BVr9_!#<`R0?^2hrKnDdT%+!-Hx%8nPc(rNKh8eN%#kq1+nkJMDced
z3mV9bKi|ec3R+$R$da<(o(g6EWDAs)22a$f=k4JP&3#(L{9mWu=1wc4!<jz}!#gBI
z$fV_JH!MVQH6CX??q{Oszo*)dZzZWN+CR%MjjFon?}61iA~JX4m@LKL^86QXx#5Nf
z9e1;V@N7EK_-+<~TydPcPt4qNu~b~FE|rluv4+gM3_A{emeSmhYwyCT9dsBuoq5qB
zv$fIgu4&zRS)VP;ug+;p_`iVv5!<nH{DGO55`eX<@T7-ft!ei>_Sj>QSJ*Q(*v1)(
zS6tHy3!RPdBc{^DLKLRxABU`Igk%P}F7+1rY}HLS1goO6gDT_Oqyze>8$_}-R0IH&
z$^#&V{}TFF#dYi%xa}rgSDT_@1au7n-iR~Jxa|%w$#YB|%rTHBW*%fGu_IIap}T$h
zV<<H3LHPakDt)8xUH*k#*4UZy58YkHR@Y@Dzg#gI`Mb3f_qNJT=Ya=vuBkq&fGzPy
zv1p;^eIWQzqJ}8^jNiwW2ZP7b2hxEni~xuGC&bY-=^z$IK*aqMEnk62i1@|`MOS>{
zJ?Nrh!)7cQV@QMLn<Nc>L`lQ%pWp|<KMtC;8y!=&Ps4+%5ppC;^g@{6bOx(Nmj#_s
zHFE_Z{Gm<;A&DFUL9{KVgCL0-f<Uw^%*!s|o6l|$zEctNc?pQfe&I(9!Ki~L8#pLd
zZ;hZ-A)ZnNNvXnu>}D*b7zo)TfhPk&9Vryk02m|`13-kDoK6yGJe>&o!^m!}XN*?n
zjDAJ$ZH%B-F`iyUg<hl3WgrIW#Xu0f6m(<h&EA)o33{{l2_dC@ATthI%?BDFo?N(p
z;*73c1jRB{BXiEM8ZVBZ*L*y^=EtBH12IT127>WdUcoq)Vhq9{#TW!eu|>(DW0GuP
z1j%s!gs3|)f>aCfq*_o&RgnFRMU;UUBozZeq$(~gr-3j?Dh7c_wWx6Cn50@9K`Puo
z@hoQ6%@K53jHlD$7<6JF2I<5=FqT@)kDwESFi0l`f#|fLXw5O{v^0WFxbM$~7kZ73
zg;FuI&pvW|1ksk_iMAw(mR}lyG6OM4GzNl*Hm{%@%bg6sAk7#6qFG^bF<c%&Gu#Jn
zb)B{~O2IG36KYu@l+w*uJQ;{VLNO3TsNyI}GXR5xVgML($&nh9w^l~b3HMJR&iiYh
zyJC!BsFip+ttfO-R7EVE7>GeSF%YR3iUAm;69YhWDy~jUsMQgK!u=EHx?lS|whIg@
zAvS_qtMSxA2opE_v4k6?+Zl*KYB3N*tx*Oodw-Bv?0q8E7NoB*%7CW_PF%$LwSp3I
z`Y4;BkYK(e-6K7@IFLblaUevnQC0(oFi0^Dfk>t>_?U87kR6LRwdeuZT0KW^wML0z
zA<2kWtoV`a#ev9f3A3^w?RY6nvEs}j#Lz1+<crFzIxfK^+ysKrfILp6pGJscA;E;l
zp%#+6l#a&Znqb6pAgQ=3!Hnk+2$`b7pyN_&lqFvvQ=a=EN0BSRf-fj0e10Uk5^Q)5
zgvgZ+f@Fe#Jp&_N(Vyc|Ym^aRAS<4EYDW<(!G=dQnlX4Q!HVZVQW1+mh#^*B#>Wr~
zsByOqzUbwKabm`IOK<xxxBZu#d$;|U@$R@$<_}pv+x|=83&;E|&5VS}90c3;U$)n!
z3Xi7~nF-teOST(BZvRnM&$j=PZ#F8DILh?d_Fo3vwe7!*Zi>dwhTHy2+CCm{=VjY}
znU1%%{g>p92t_8u3*ol^a*X(cZU5!C`fA&MIi`Xyj56ivfo=aK!m7xSC-<c9Y=~d@
zZ2K=28=l;g!>RSR)PKo?UlGgs2Atv^lV|7cqsYOM={6hDEFU_~N=J&(E_PGorQHEI
z0QWll87NPZSVWRVdonO;l<C`el<8|2sAyEFl6Y8rutOyVoUGN(@=iHf7R8voK;e<7
z-{orgjpg}TUSD1*R*<h5)Rdg$)qrFV#FNZyh4ZuaV#lT4qXML+<5S68<H?z)eH2&5
zp;l66bckHxAmEg#i9Uo|VtOMZ@yP=|P7v`v7DUY6QU^B_LLBbxEK4k-*Anv1_9CQt
z9i{E^s3nW9j;Z6^y^Pb0a;V5Oj*D&H#o)*E=yNgQ+dQog9$uc-S4CEwvBA>(!b3eY
z6>ndV7af#J{mf(m)REkg*Tv_K6pQgmBYzjet7d(NlSW=0moy@)Rwmt+LG(Wy0Y5y&
zz)utTJ0$8njg`6=O%q{V=4m4IWHe1=XwHKI`Ue<j`x~HoIOleDWJbdyTh9k61PLM2
z0VYZQxuGOaOP$X!>I@$)KO;n;>8ChNN1bEz@o8j)(7`*KbK1#Xxs5IVIqei3hlxMP
z^ucAevpuIhVer#C=d`C0d<pe$;YqeLIft-J5nn;ydv#Qm7l|d;ZwKW#e`PA;{3}}+
z=dhwyrxkl2z_NNP(5WIfMd1@Jd*S!5Np4DsTMh4FSPobXqw@CbJMo@S4$o)aFf=V?
zWmU(H^OVw3Vt|cGOA)Wcr--m*7ypr|q@{3J*HKyu>(KPmQW#jVc-Z>3ZWNr{*#qoo
zW&$oz_`>kClqf{GaE^ya>*ndCrG#3>x--qT?#X6{4o-$QKuG}-`6wJ9L5dImQ{veQ
z34z&R5R$qg{)K@cqAn@XLTboT7=R>Z2msMgiQXOI+lbOh_9|hq4(QmWq)<tB1fh~5
z*<|=kAt6#Iz;jeO%0fc)Z5Y5Hp@Jy3$q6Na#uJK$fyW6vVmVcs-$#%uA(TyxWE;g-
z34v@uHcBxS0EwC4s~{a^a&nDw0<rDfp4&}G7zhS5A%aZ}U`q(;4ug<<E|6p(NcxhJ
zq{09OsT4%7O-`jz&L8sqoateCHcCk)#IC8KYf8Xttd2>DTw@@JOiDa<^815S3c}VV
zr_$mG7a8uKcpMgY-N0F-3DMlaV2;i}$&aGcs0@^ZXzp+q1}P=;PoOzOChPF6NDflw
z7N*(0J=M?=_CAVCDRNFmk!e)U$tYbuD&=HyhDx(zdqKZ~L!7_%x$Y=Eo+9aF)bu_o
z>133Kn_kXIl%dk>**<GkM``gC2`8gyG%Dd_6gQ2^H<_H9(rnib&0h)>!{nJJVGx6p
zU65%q$|4w*X`<-1aV^bJCOJzq8JfTpV7ZknlL(MOTFESvQ5tS^mdWH?m2Q`INY16i
zGs!Sdkzx`75<{#}DJBsJgVP>QQo;4DtYReCc<Y?)(2maelATSk&O?bNN+5o$MZ~jJ
zVrUi^=pz|yWTMFy7;Kb@&h}{^#krO^I>tyyy_5t?Fx1nennZxa5G=6ON6iui)(y!G
z!r15C*dmjSvesFuiSGj*vG^+_80=}1O(eMzO!kq<CJ_iR<eGxjUKnMz(*sB>WX|qU
z<VvvGaYQqBgPlMU=1Av4g5A!6fa{VHnIyRwgcx#7!E`T-vfb%{k$IT1s|f~tLCqQ;
zNwEYIo&!lmu>>QYL)fA`jxys5lsV3}Vn(r7f(?&T$;M!>1S_5cNkyy#JDx)zVkz^*
zxYpMwOTIwq<3sY~BxfZU^9411d?aTjnDZP+Dq<xV^c=z#i8ackFHj0O+ua+*SqUb6
zLCqc?Nh}5gMDYWKf=Ml~>eE4pQCvX=`Q&y)ag<$851e2-q$7w`OmMXq6<_;EEzf}r
z5{m;#!&w}{Ah9?E;;bzYOLi>YP%Tmq#ZK`kdL<b4Mb)q$#Tvx~pF0PVie3yt485k|
zb(dfh=tbi(By~JcTL?Pgx;!F8Mb+Uxl2}O|_rRi02SH*bWSMt^kl6xrjk4&A<aG~%
z4@PlUf<<3ceeWaDWk4j;2j~VCeL4s+1RLgl2WkoV(Ayj5YCT6L9ilX2{AT?tThEbo
zXnW(lA^ClK<9twiY;T<VMKgohEnyN5oO9b7=Tt2=AXm~fPRl(qdA2vsSxPopOoP%F
zOx@cX=L<xp1TWn7#`!=fRe}SKdCy4fl+C4BhkAnhZ3^DEQO-B=y=`xtuaEM$k;83!
z<D8VjD0drq+qO5(g-0uXZBI_N?Tz#GbQ#Xu8|NbbR9Y<YY{kkmZf~6PWL>$?OduAy
zq_#KC7ev%OsFW_jd3)nLD87>}$9a3>Tqv;Zjq_m#AMi!IjCtMOI3HC2WPoC$%=qn%
zbA`P|S@PQ(=L)g5H_qb@pyFkoqGGtcaXzHX(*UtXS@qi+=ZGnkl2{yN*wX{s8|S=a
z5$%inVFB^0puf!<=RsAOKS2U|Od%foK3tDf8}Tdf*g4#a)Zh7!xU|*!JJkht%Hy{f
zsDVuS2Sk><H%1X1y|S>fyfjh$o#54gQhRQSrPMg}cYG9g0#a&fCDq>vkt<y2KrNKu
z&9urTqhU1Ze0K8#Y6Th}!oQ0dyQ$aT36)6*_jcB<p$B#yAKny7?bvO?$IO~De$gYp
z>37ATIcq!Aw2O}juMer^W4{<QP_%hTohU+gpyZ2p5VeA!c<2;PCsXKqht=O3gO{A<
zz*Eg?rWkp#QOBh*Iy*}>e-vt*=Ti15RthLweP!03!&N&&A6a~i(aHjW8*D|MXe}w^
z9chYF>@!`%=`~yj^_^bzLZ7%+xfvXBuba2w=IdXeGDh}~;>2m3LaUrk|82T5Z|+p9
z^mw<kQ!#NgC604$c61zh>ST)f!XiFUTu3%|r+5zGGX8VQG1&CvVB0Sp*&&JteK=^_
z{*ZDMwz<c=>4pBR-B+%8htC^z)Fsdx0b=x!c{1jPEWu(zQ>ew0!ULwtIT7ch)ScYv
z@};1<k>S6O3P+JrB<9U8^=Hi^=mAJSYu@S|cJ+FxYc$(ejEvRl^xO!Sh4jds-V8hF
z-D*{hjs8=w4j-1jKh<IBvoH0{`^-I#c|XSeK&WNC$C)X2y8He#xI}OpI086Q!Rmu&
z^vi|@-@0){*DOb?T32v>EjBh=Zd-HBu3=~$z3Vz!*{I;aA46-`aON#NSF6$KQZ73+
z*rCgOPQ<usvyM@<NXzOje$L?t+=`1_(+VDG(802ETD_rHER4U=Z9916_?jpNblvnv
zGTukVVm$v~^sAo_2J1s?ikqnRRrv|M=W1v4iZ*-ft(^`E>d|l=I}VbXhGyuFYjj&|
zfV5h--DFqKn_v4P&O<jGx2JbEH8zZf*0695gA@cue)D}FJ#SsnUlfF|$)>*fzK_es
zzWKgSOtm>l*UwHu*S{y}`i~f0hpPd<YL@cWPxH|jRW<9aly6`4Nq+{%H5(z)BgGu&
zs<|3HQ#FhZeJ|^d)zbJ`^%$K7jg*5w{K<8z>Y9SsmlWurwuCRKE#4c^0$zx=Au0UN
zC!z2UOA3EEJ%yFGQd0QpIm5LCb6;rEsq`vyH`^eo)9&He@pVvlPHX91m=IJ`5;SiZ
z4s;L*uQ31jUuj!i1AKiBq5$P%wtE{|3pF&gb5uLQYB@p}j14r5vEph^42q|82!kTK
zBnRac?35hE-<@O>JvoZsNI#0oTYMCyts=}4VFkoi9aH4Y*Lt5;=l%CQ*2eH@WfX?1
zVf36z*Ww4QLoty;s~hclSMQjcq^U^jo%!15aZ0r27&uY=(sR~j2wK(B8K3xr_rk2{
zx*caNmor+~b?dUlp2)Vl^&I`m5lfZ$I3H&NJqt7A!L9V8FGuE2BO_z(^Y(QOHZN9;
z{zv=4I_=ijz6-`nxGUTF%Sb!PI?vmK_Iq8c?;TG~7iLWU1vQa7{iBj?2szb|j4}XO
zS^i|Fyv2t-%r<;!!Hj;tekaxey=JTL?ZY|%-!lc6_Eb-lzSD9*`AJIw<tLT_>Q5{I
z@N*37TrOC6QOh49gp0PvkR31#M;TMm7Y3{?JH-FmNtBsFIa=-9a~e(NO#}0{Vq_Nt
zM~r?@GROUUhuOtLOHlr}9PL>^iLS%1Ns+*hae}{zwHKvd^!Fe=Lq!7hT|<imE-fx0
zQ+P^60%L%UDiSDOiO)M=MFRatrcxx3!@7=&1hNi|%5~sd2kcSd-GvsADR=l0Q>l+K
z?z(Id8BX#s{kZWcJn3AIheyGgor;rdN^tnbc4_H~p|f&D5Bf<rI6_4W9dscAL3y(<
zQxX#Wf;>NN|6vgX=zb+6H6Sz$M|NIh7X|qN$O<2wGCR<_gtWRKtBx%NMt5#hOnyGA
z77i5j97VdMG&Yf`%&oN1y&Dw*57H^c7DVsxH=0=Wv7`Ut2KJ9TDW2cfI%<X$W7X>^
z!-{oiTkALv-5t^vq%pU(4r%UKMSI<89d6*kG(7`LY3sXEPsZ4Hs?XHh*M!He<ZgBh
znC0=OLVS{&ZjZ&AZWHZFEf*@QwdIL+rGi%jO4Z^iHO{V-k78vUY9;MTg~%0N5rrrp
z@+OCNrF;mdVtO<6U8#^=9`5b6-j(v3zB>j@Wmk%Ah|vOZq3`XNYenT3mWs+RtQ3`B
zSST(`wob$WEv#eFwaKX8;icbSUxa^yTdZ>1Lu*>_X?2<J!{7hW%5d3265-F)n<$^}
znm9rQetCGS>TuF`@$x!uwtK<}hNUF#(OwQc+hVXfUE_+??m60~p?96^%oFgNVdXie
zt(yjn*{-(P?rChhhk5$>+vo?N6u4_y_ZO;H^ad*RqsgwJnO2?NMQh}%;d2T3;)J!R
z>DUJ7blPzK3r8EX)n;I;Wdq;KyS|HrP+T{^fH75fli(HFF*E%Bd%nA59NxL0^O!LR
zH>V7Yb}`CJS3wl%u$T{Z75ubx75r?BoK9UG{S=>TJ{Qy0wN^)d)1QfLI@lz?-qq2d
z>m=lgx-G#KCC{4~@`U85zW|X`F$#MohjP@<NRIk{V@Q2XoKK(OT=i$Hy-^B$kb>hl
zpQ`f)9N1HGKE(hV<$Mya3~@gBk4(k+#9>`W&L`HPbjv{Y=oFn#QFzjSb4{I3yxFZg
zpTclt=R?a$a+r<fd<vj$&G{4tGuXMHAjD*y+u|}X=v@lulTuuDi1R6(&xy6Wt!%6p
zu}@f7=xjWIAoW_i<!0DnglmXc(HmBUuKF4(;~>gqO)Ixux80=cwBpU+p?Yf#o69wq
zt~IfBZ?!URy920sg8I_TgE<EB#LR=PUTzq^yP45{TiHzDa|$GedCUjpc`{FT0Cij0
za6O$)*#w@H*X)~y&*>IGiS8+eJRd21PCv^nwj&JGfW<a}&#6#cU0T#v3lsR9lve{v
z72+v1j?c+QF*^>ml6+1fa)p<7A<8HFoO}p}VtO<6MPA4p5BK(3FY^4R|DTwZ$93d$
ziqd2-n0h`E6OHJJ=q0$tqL<(si(Z0*443x6v4)Te9+^>Ru^8ezkIANpje3TnFvN8V
z!5GK07LCIGF)rb^$Bx9*qOko|c$~**vQ8YM9(|Ef=et4H_j9to%mQ1&%kn7(xBIQg
z*y_>2-?u*pFQS0};wtlGB5a!Z6Ip28_lW?Q;SWjw!_PoXCHo&#m8S%Sf8^^yZ0@K1
z_j~2AyY{o>rCeTgO^VaO0RgTBTMt2L6s1VsPwqU0Th`IA&{)z~?0^Or>Jr8FAQD<5
zhwCQH#(XoY5wND-K@4@Hy{<WCdmW*OxP~K9S%fqktc)gfO?X~gy=EESRv9K_;GhD7
zLbGLq+^Y&l-}g#)<-q;YSOe$Bnf2oaZonvr1Z_p{54v@Z?vw|Q@_dC*Mu5si-cA-=
zcd1nFS&eGW?sYa1!c{Uhj7rZna^(eMzHBTl7v}Y9zED{xEU#1-FlNh@YOT7O*Nv5>
zYSk#LR^}HgwIzKyZ!9hsjKzftg6o%Ri}Tq|tKPToM1NlDvlCtIe+@c0_FcH*y*+m=
zTP688f@a`9{w*4t+*2&GBdz^r--ma3rb5yFpBRACpZX4$vzUwvX}I0<;A2+32Zi8Z
z^`;ey`TPciCeP!j3);yI!wJrePxY+iv2R7Y5mAF?a~v~`VN<mK9e}1KiutZYiiD@2
z5R1jxX1Rcv7@yxDyjYq~7$Nh6dNLr7cO?YqYYBk1ngerNI0xpy^m1SXOMwbfbxT@$
zuVacdgUJO^<Cz*Jmkg9@h9(y!)#-MwZWE@UxI`yq%8+xN((YlgwHK4e72FH5o#I+h
zGL^<jrMl%@7a`FV%Cm9Uyn{WwMKO!U-;@H9nVDer{KB2PM9$ZJ{`-;H^ZDOH(D%to
zrQM}uAF&sxw;G!cWf--Qi9)-anCwa?9jA>%AnLx>Y4^HFm(VWgIE}TgcdIZGdVUCa
zNxOti%>YqCQbvC35{MJL+b|G0o~>K1*(+zQcCOPvwoJQnIj6*(m(Z7%VPs9W*|<kX
zKH8>ZWDFNMUw#btaWYYijSljcSbxRjjHDW?Rp}xD2NQM$IZO_-3^)_uTy)IvH2<@A
zniR6$(%4Qa*$W&T-y<!95{A2O7%iIBi!8N)9G77uf`ti_6~VWHl`ge4VsQ=E8<Y&B
z5otsAhr5m}E=1V}sShwdx&|c!ajS&w>EcCypBD!wM*HV)_liwkxsm&(R3ohHT0Rir
zHbl$sHE=>P(q<erSbjDwQwTOs|AJ)wM<bnyXj0@~ibMyR7*EmDxzk^itS^wk+=iWF
zZ3vq7cVL1CnE;2QY%Gu%ydgXLT<Xr+d$5f1$|Cmv+DV3*G>|}+=Z``SYzxqU0LgI`
zOl0QInz^$nlPwf#C+J`A>P6^QpV6Rbs+I#CQ0_4;3k{@eIB*wQqtofOH>@VtzO-f`
zmFyVr>=~^JTkZH-fyJOykPO@9%NBMLt(Mm^2pI9#IZ#>!TK+VlU8v=X<rt04AglBG
z>5wFTC$&(K2JlxP|5R!KNqi`>8BozIm9e0^tg5mT8zoD72&B57^m{>jd!^b&IFI&r
zoHAe4-cFki?;^s#gll+gPDA)jaZY<Xp2940R_KPUg5gNRW_llRj>Zy(OvXK}_Bt}K
z`Y(HX_yV+lR+P7R57&WTilabi@%+37xqp&J2~}u@<kr?3&puSlzmZLGP)j|8IAJ2g
zhG>H(SD5^AP0hlY78y4Nlchh4f_ue0NzBSt=(q;rF7OEr3v*1#oKH_)IHMs8wz|o0
zNr4d4ID)9yBn=47cGYP3%lU;lHN9B`Rq-c~0!_)$taAbUAUT@d05py^LZ;9XQg54<
zOY=QC+|)Oi@X2ZP=pdz($>hTkCIzeQB34tGY!?w$unPYnx%`t60K@0GkMlA9vK(X4
z0h;HY-%AReLcX>KFgs+B<ho!;&YVJHsYynA&t@L6oJ!B3q<Jyq>Loewzckjs`{fdT
zMGpKI{P&}_J!MpbWkoO|n3~q^$hB=$AqHB_pcGx`H54(x?r5umeb$!iWVIl8j){RN
zdm)xYn$xSZglaa|aG+$2;(v-Ntcl>mN*hyC%k8o`E2~|AXdzMBaxDZYHuX(3jJYnb
zsR0M-M|#;9aMNgX&@rqfbk|@)*=eKN0p%LQ)0fp$c|^nK+Fe(BR&VGKYhwKiIv&nE
z-fq>~jSkX{SafEu)j)D;gBCTg#R<bQJcSwbv!n6Z5}JX}wwAj|YKERciw(M3W;@BE
z{fl&mRw{afoPQNsmuTG{WiOju942Y1U7Dl(XEX)f<tO_4>HjPZy^TZ-N_$4*Ph&US
zG&Xs3=Ky%v;6P5ZnjK)PgBUe(RD#MF0pN^2U=^Xa9J;Nw%QjRt8x?YglHbPR`V1;!
zn?1JKBaS_!V*1)xipjUTes#2BdI*!#)9~{sT<pskl!jxp9K=Jz%Rqux>vAKP<(aoD
z6}TVC;+>^?Tpq0k$tlF2*4O03P?y-pp|#u|3U45c8u{$5OZx)^y3MtN_Bh^P+JS^e
zQ6NnEHc6?$@X0W}1iL_Fy+a{2phD;!5>=Q-q*+mmr@>7QS#pJib!#x_88#wvoWMF<
zAu=td7PV$jsT@ChgBeMVg#sb0-;4rMgtrN~RYFQ;|HdTD{%di}9^J+WZBcC1Vf*^9
z!}egj!`4hyrs%7W2L3^5LtN9|-yZJ$p{?}(cN%GWKVpk1itWIb)5r(x>Fr77SBsVW
zg1%TN=&MG4c}btoFRd<BD~N$vGFJ5RYH@yLVYzB7u3(?4wz@FCs4p%V^Ho?SMsZnR
z9Nd$-d;jP?sj0L|3vYi<>Q=PLi`YGtdi%xO2j@oJ$kC=6-~He<AHMZbjB(LE3Xns$
zrtS)DO)V|tHx^dnH>OfN$#nvn%@g&?;dR*Tcw13E0vU!t7*c38uf|s;MGS?Ak-Tyl
zQajOyaC1y=rXDf$@A=Rjh#k6+7sC6Ii)=RMnNV{YCV5t_jHcJXt5E4Rdksv2Sfz)Y
zWSIEL7HC>6tJ!O6{$4z;vRwoeGQ)z$t@lvvNv|^Vz&9+IcRi@JMYU)AGBv_JzTSEz
zXR1peX>ugR&`gd$ra>XmD%#J-F~K3q*28{Irq*s_w;UUBihJGLGo-$xw_klvmEjO0
zgxU65hmQG8?~6fI2_2iLCQZ@a69d(zu&?w)v!fAK-{eBGGY0e&LxKEO<eV=@#hZb2
z39p5$I2pb=SY1-_Mo1Tl0`(SUF9p2SrHYn|$~LchU+#^@ZN4gdnnO2V!(}Y@pBJ^B
zoWRo^x+bOTbD({)bgA+{bDr;w`SULaa`hSieKqpHn+a-7sbxd=%d2a#MLQL+Ly?UX
z?Y!p{+$=9*r_!ldY`H|5l;wo@PF%$$mFihZo&RAH>iic;onH;81OMnAmn!bLs)uxM
zv$0-6&C_}AGE>Was-*XJgLGE4@6q#ABXyqba{ViUo;&>)aqWesoag7U1TB>w?^#uy
z?VvEXi{-)%gB2uZkEh|P!Vc{j3rj|pNc(87+wK_fu3Uhdt5llP9@iUny=7?zN((j`
zbDH+(ThD97r9xpotDWg>7|k-4oONwhem}mZ&7A9%k>0=-bB^{*t!DA<8=As`7T(&z
z_&k6e8v=Fu{Hc}s)s;o<lGrKiC?K+Sw~{sRAN5Yp&KSL1*Fat`VX~QnKfKy7asq_h
zh93fAD1@Lco4H4_#2-Xh!v1;CHrPd7nUu!DXF53m*~Nb!>0+`WMl$_#=s&pVJCch8
zifjvcX|l0bywC!i*i4LOG{@Xuo1AfmG#uXWKDlKMV`D~T`|e2rO6k{si;Pc{ATjsv
z7|N(aV9Qx4>hkA1@^4Pj_2F$35BWv<VtGjR!2W$8E@xS({6aII?^sh{2`%c~#_eNN
zK=#96s-^N~sfC@jKEe`jJAj(l-#`<N_nO!Tp+WH&b%H;J9fYsrM<Bd@hl(S#vHfrG
zl2FBXm<Zsj;=htYBsv}4rugLnRZQ9tUhvfFSUcI$dL2w~*d#!>PZN$oEE5Qdsdt+I
zL_2}>SL%1{0y6~<=OHP0vAu|P`SlC5abeUqwa2Kq!+N`WS$hN}OA)<w#USk;QUBRF
zrvB#(i}S16qi5%|)Z#j)OcvNt&KKwBw3#O_JbYGLU0%to7Bkw?N+!RMU!Bh^VzaYt
ztrhawB8~^hEv^>km*;4LD9q0<t}e(K0!X3!1pJ;^gjAsvMJro1a#gEdwop`m1NU0F
zYAe6AJioM%?Nn=WUKsPm*y-SYFr8{Yg{OmmtWF2lew?>5%z-j%y|R5)bXPG#%cx$A
zx&Ocx7<)*|QfEcArZQvxS1Ig*3)qbLj%zC~O1DL`Ni%EA{iVr-ZAhcxS#?>=Cu0hi
zuzx0gUz$G`BW#px{_rVq;wF`uFP0Z17uolrPXjX_=8m|TPk|*S5&L$$kGZRkKemPs
z$G($aA;A1fbT&I+^h#7GAFiK9m6JDVeZglmynvWw@q#j|-SE$X<(}wJbXI!{o7GNA
zt3Cka$CuKY48a+wj!hM?slcq+uCldnlj2n2nqo5(+*Oq}0!Aqil&w34%q%nECBz&y
z!&};!Hr4g#s}yZcP7)KW0Sd*!a(-D(7ZZa(nR->~mX|Wc!otEr1~FBk8E#>IX_e1#
ztmPmSM_qobW4x2+n`fpx0zxXM4p&O+dm;!WORJ)KcSw#D1YxT8_F<-oqQk^XNs2S(
z{yizUZAc4YEtzKRkz{pqwiF{X1xRu%KAw6kxaOQf<BASV8dO+)lZlT+EIOWwX1)TP
zrDhH*%{c9>^in88p`HIbfU+C-2(&W+=U1ZI`C!GVl(_8<A50qcOmAf58;XA3C8a@h
zDXO2FOg}%#)(YhFDO+`|5^<Z6%WMrRkt^&0W3vsFZKCMC{vurDe7_%eXgN?ii4=zR
zoOV%no!+L-_VCZ>P3%hG1eMb`KL^o9E$tC_hO+G51ss-ObQ_oh=CtRmM#IvZ+G)T!
zccy(od)R6>+I0i~!2<+m18GD=U1nkJ7jib7N{BMbcFI;ei%`tsLIDegUblg&`@+!h
zpK-FCM%!Wa_2~;<AgDPU5o1*v#`mF`^Dv-N%TEQ|@mSsc6>vkc?tWw%qa)P9bbv_#
z`i)4}Q)%hlk}n17OiSN5r=}%{TS6Dxk03N5Sd%|84OR=NG8JHwD!(@tRs39yB&wX)
znmj0T&j3Y3i5^c+Rd57prwmon_>WW5n9oU5?uar!B@NsTHRLu*du68iRbV1#n#cqY
zH`OQ&3cW6-njHr*v3wB#gQ<p~^DEJ*X0OOFOEb&Jhm{HDCMn3GBasQl`&y}VuAv`e
z0i4>Jb{;t#6q5Ov1@%o+MzB9k0i-P6P1%H=(=H$^^hG{JWJf38VW)zfzXG_I1aeY?
zW0@gR_flltA&k!0V2O6I{+%Nrbh6IAEfHrS7q7<?bQBVy9i@vRvagLalS;qtmBS*s
z$@DASbK{U(>4pFkuZu^fvx#vL$ftin%KLp|QNq`$Nt6iBGy~X$^rGZ^|I9ymLH6#!
z)V+(i*C%C4HJvRMOGUvPM(3o0k=>8eEeb3l(n7a912Fa;d<43M0P`zR-LmVM#~yt)
zjb7Q+t{GQUSNVR)yrKh9o$@bAr6(y!-@?8j+e4hwke;OcX2vB?k3~c+_A%RK$LL;R
zQR{dPQR$sF@&OPQ<GUC12EyY>*&r{rK|wIiCQhnrGEW0xk|mdPA*)?_@+~KkL?d;I
z3G3EC)^HcK*r3tymXg8CAI?0AobG%rbAbY5VF}Zwe<2sER7#*{vQnwPLP!fKeZ|_7
zVpNL|AeFj1AUQ@5kg2;vbDBDKiaHaI1?ns$@O${U2{MSEvX>jFdl^{{Ps}Z<w8x^W
zNc%g`J1Om4zTzZZfg=P>Ncs;0gnbbofus{qekCgDJ1?9$pGMGkI*qO>=ZEB|iRPnn
zjx8oGl4rOR@I3bPyDpD9pd;CkMKY&7)iWCpXy<eX!RT|^!wnst$}S5VSb0FZbOE&x
zk<o&z8ogUFx!mIDHB7smPKPZDV+HXifNruNzAC0yf?HzmN!IyP1aK+_zgdz>bc`|h
zeY6Fijt~m-3lQ<le<(~bfmZag#ORBuG2+5-l$IIcAyBzH7FUJ4KZ)ifcQdAnV{QeE
z;4Z=3zX=HThw%|GH^Jmr)Qo2D9^Vm?@#BY};j0;PhR~^RlmtrgL$WX8@uA^Hp}zX(
zAuDk~<AgWecB<XPNx$TjAtyQ|S)zgjyc&)ev>{K(@%ul3yvpjsInodGIx0Excm4OH
zdSN%H*4a#>8T==eb;T{Q;6vrWf234m4XkO8Vb>a)(>S}gp`C2h5xeA?O<r2$0tJ3C
zGeMKYLT=f)P3$tXn8)f_Ox-&6hWXY277k}=#~2&nY$F0W&6ut8iuWl$zmjtn3X9m1
z&KFiQ`K1+j?PI+<e-<HZcnA2+TkX9V<gEjeyzre!mxuF$A0TwA94vuyj5kNz3banh
zn{y~U3<9_4W!ckxhsNPre>ITQQ#g_*8+F;AD0+&<`ZkCvwS>>?AwA$nwkX{bLM3$8
z8-T9;9{?!OSp=0|i3;AH4%C6}D}muVd*V?=^j;%JQ*<IaE&o!f#G7CObP@3-{3i}b
zy@Gmi9k!9@8hR7b#3c=hqcwLO>0VKBS}d*<atP6ESKHb7#XLeekjfr*<HGOD=4p6o
zW1g0l`0(fA9k00v7llPsP{&{PiJx-Nmm;sH5|`IX0*mHj#6{eS7nj!$A-a&Aq0dMh
zo)`-UUyzb;cwh?yu2?7o$cN1Hdxf8J_=pQSq<vhH<ZY=*!Y!J#EhsL-Bm#z9hEXyo
zIwgxPN}VD&Gft@}EeUxRO68pZV!sg|fl?u`{7O`*>_yo?nljUc!10Gso>fsSuakT)
zIucbZ7JP-Q8EsxWFGBeciq`6JUm*)rZnN$D^Qd5jJQp&29z&Te+E99=OD8AKX{V5Z
z?;006dWET*Jhsj)r;IA;*jq0w6pBl$%dzwI4*+@95DF`U+Y);w7;VTClDDo#8cC%x
zUN1=}IvJxf#I1OhaW_S84X2$zB+a7|qfd^7k*`3KFuFJ8@X6+*SSv#EKJ-iqiR9oo
zF;O}sxKoJ9F9M8x1s{Q!5MX{KDkcZY`X=I2>P7<_p`4z>XJGz9#(zN(mpkN`iw;G_
z<$o`g9;W7~Slc65mLUF<JW%j>WweW?g}qr6a-&5Go2O5<s$F9p*<I8%5)(Snx@_qP
z`b02i7qRketCh~vVq2(KqOGs5XB}5}vsmx2XR}7NmwONIY_8mHU(P-J$Vt=y6~U9^
zy@T+VU{e=+yt#5=DPLHLmCauR#gk?8-gIOT{GIl3$z;D7X+D+I-YG{=bU#LF#jSX$
zJs27_fk5P{?B~B8tDn9sCiU}<p**5Y*8?bort6}=-XDXR1fG+;Dv9x*QWJwu<CC<e
zOzBBve02hs%Z^6rr>L;600*hU!rCQHjVYZFT0^L@8*hfv`X#^%)EEKhSE6ccziV2p
z%O$4F(r7XMe1<=-C^1cnfap$CiTzlq1YOm-tT7qZibj=dD+GmTkF?iY#wK*t<6SB^
zdC}0db8zMHMY*D<sGLlz${tp{?+h%1TFeEGztNAz`U8)Gc**+b<_HFYe+RD1F~2PW
zFqKBROOjJ`C`O}*Tk#rY|4B(%(a+E|*~k0G>Z7kslKOaC;wUPbWT5LIO>*4VB%{Yr
zAU4Ju677dlqs{fk7>y|EB9=~y<R3vVq~wPLGEVRna6;0A;GY8|`zCw@f={sdm8jq!
zY?YBjQzsz{k|T#3Fn9wMgo8H};lD?6tLRcx_&-o8oe$oHG4Go%*s!bMyik`VYhvpS
zM!rxBS?v^jeO-hDlj(o1t0O2)yV!*VQ?;NdE*cfH)kY9;7j94#CtO{H^&c1+`NDGU
z)Wgppqa=^w5-SD7)h@=G8-E7`N*4Fysrwx8Vfr^DAJ!wCNTnj)D2XnRh*1&ZR=kS1
z<K!?Z3!FwgCGprC3lCq7B;m0**%-^-L{V2nu7r+Ck&B2zoX{zq6dW#u?n8iOzZD;W
z&=GWgB`S0WL{WaSs5yCu%ba*2!(LEC?p`_iqC-)UYnMu=`56G(!)T68wxJ8mMJFa#
z2Nu2Wo@;mONUEh0*|`OzcP%X~N#9%IBk^vxe+W_}i`N0QJA&K77v*q%HUcV@kQ|d_
z5?zTA5^*bDNWvZRU4-F_vX@^PtCzkAB=vHy7$Ifi9O!Fk;=D_E%o4{*kU7PZ603ii
z8Y@0grU0%?kV)u=Tx3za6>0t{^iE2%5SbDanK)rq+7q%Pg!$hBl-<WiAj|}uUx^Cy
zL1qM(Oucd$i|RDe%-_g}HxzL`F8Ne+DI(6#FR}P-X62F_z~8lE`7=-OE-(ofljb9s
zFRM<wl{sf2;sq1tNmPTO-_IFN0~OrPbrFuk=6>2tr$7}YRmLw(KT~Npa{wq{F;F?Y
ziTX>ZLg!!yGJ{`rWQ<baH`_H89nAP0WW_K14oWrRH!x-R$LD5*1+a*Jx#9{Y{{la9
z07=?v63u_cuqG>}+XWVJWEK)M{2?hke;H{imEyWjGKA=AjN%fv;uY7c<9R{!Kk2sY
z`OM)kk%sr&S7u2)e^V+JR5aZHav@Du5}NKB@hYPdW%l13X-Mhe?GgG!vsGj6KQm>P
zAJQACA)^_rTuHwpg4ncsrfB#ip4c&`^glY@QEJBAza>`OB?CuaktDJI3{oj4jfgIf
zn>7?1go+lk#wqZD{Vf0tW(|VQuS92!88&NldkrJil%YPZ%okay9z<s%^M&_^zRy@Y
zPi@^rB?F#Bb>eol$HG~taKOn9!W6NkBDEb=8iywL9Wxe=KS45&*}}X*eq^Kq!K2L9
zV^6RWFnrpW2@-M0^C$762^bFLX0C!4k%XTqupnzW3#57+zGJ?rLyNijrRCxxY|?n&
z@r8&yhWB+=8Jd%jLukw`K#)B7wn!(3D^)-8A}7aNAQ>|qh+FZ~!J(5V#3Kh(AQinV
zd)gSQr@s16>M6WJ3H+m|fG7e{6%f52PN~cYg_er11pZ^bCCT&t)a2p%cFcwp^_fId
zIGkfeL-sLBFhv2LNB5-yRP{`p_EWkb6pqk-p8z2H348?Fk3jP)QSEmCu~3&SH-jUA
zy6JY!LN6#9uqY)$bSSC;Kga^dg65Fes8`^CMv4NpPSJGmDEYhHP;aGk2KLSBZAT9x
z#7^_%LtY;%^6q&*(v*zn0*q%d6%`8k)!fskE<BpWd2!3x#dyEd=Ru-m`*T*sdRV^&
z6Q_Sc^2RSlx{yi{%}cTi6k-&SxD~I6ZjKOIATe-V_Vue{_0?BJNqv2SGE`Ys=~f3;
zb})*uB50pO-=(01B_K}Jlx_>o7NYih0A>FaJ_1oA;QUHd)ack3q`{(&LYWhIxTi^d
zToJQHIo_f(Q89a8sq}Qv)S7luD?WmAM36NM$E;?wu2}HlQlJ<!DxQF|*XUvZ5XF%t
zn<9v8g)Cn1tM}cjJ=((I0ER)u=}5lvh}#=azW#5}C0V}Sl&ZsmFH=4(nc>@!##2ew
zlBBfge2ip?Tk(>0FhpL_|HxI@&mBj?L>k^tU#gP&`Ph^OQ+6+kt0Gf>1PV);Qh7H{
zqLeNRCKeL)8j!&L13(KTia_%#QHk;w32kRxZ&cf9gvxjLh&L3uT9KnIx)hZwSmA+T
z9>jaFvorhvr3^|l;{1TB_NWs4fpT656xW{NorHv)gLCL2^Y9?JIWQM+`s?caLSbn!
zKBD<pgfqgHbauRc2|gV6HOUFtNOy)as&6x|N)iinVgyRuiWjIuVR8ygqL*b)-#k`N
zeUVD)={;#iPqrOJMUj_#(Jd)25k`&^8Kp~tKZVFV3t0B;_y|OXpz|wHk@4dgY<&~O
ze9}maA0_3#pa{$Zax_JUq5^{~<G?qG6EYAvi<+Qo^cUys)R6*+-9{KzR3MhkMUPh3
zAt|R>-ykT@=?<*Jx{Do06eLvwrSd2^!38J3SfqS_<wCsF)If*iNoO`~=LDCfe?js<
zGtz}rlJcOWtw140QpBxzNjacWQ(zFjD0}(dv3luCNm4JN*2Ww<*^wwtipUt~qZFAi
zBgaXM(mlbTLSjA!Q1&H!1QJ8Q`IV@|pl~ufR|TAyMqbp%6=^vkM^tnsDlH$O9eL3d
zlZWSUPE?0ZgoQ9fHUv;naUBacc9+HI)32QJ{wzfgvK;~ExODK0^;-N6;%7jqWSN?g
zT@XB{UXla-a}hA9<l_4z6-75<<U-tvmy3M?RYeDtE3$vTI#&ODiAd^S+`i#JFGJq+
zMd3ObYs3Ub6TU66|9WcdxhrMD21!8tI<-lp3+*{ZX{Kn0Pou|DJE&3^ryG>kgg6S_
z@J9e-e-a;oZXnS7N+?J1Hh5Bb5+K`W!|E<b0+bz*4>2!o_@Tin_DXW!IQfXXPvU6m
z4Ke!uFFBgu0RpPX4wp4Q&+x`?1{DVXi~l}kEqa)Zx`y5A!9rU2Xr7z5ax~A;eY?dm
z6R%M3?+W++@K$<%cm9>`{oUc-AK6Opi_fL$eT0)HIQA%%l=_;J4ID4X4nT9r0l3Ic
z94;1xP$b@$VsiTEFfkc=s>x&T2~d6<P}GwbXs^!;PBk$N9mmKbb$QHFP5k$uFwGf$
zw9)BDsLi7N2x~7YnD#et42Y=MW$vLMnOXZ59LE{H7CMr^dyPE1Mo@B1n_pN7Xqa?g
z((v-+G<-_Z(2Sv>N->%@=<rB0cUpPNU~i4Y@)n5&Wtkfea9kBA#^03qy?-kBz4uz;
zr;K87n(3Oh<fo6FR7W{{Ut;-*sbKl{uO*hRa@&-3?w>D;46}md)7X0wyI-6Nc0YeD
zu{%`LEga;EWV$t+SIq-vu=f_dEOGkHso?Z4t|d+f{gbo_qkN!KB3C6we>fG4{>`<-
zXg@z_oFOC>Na&ix=Kq@tHh;baY^1F`5Ph<54-8ywC+02a)vsgX2<z2yOsi8rtSvN~
zh5LG~&*<`-J{g1N*3alV!JtN`=jiVN>nA)h@51Uouw?iT$yy7qn%Hc4i=1)`fbxo%
zEzfYXCCl22(qSUA<<)XRmuAaqpkb13OA5YqatgjxQt*5X1rv-G<*jGfTay?q#RZ{r
zVvH8tl=wBKf}eFQ@ryTFa6+3O-ko?~V)=ooVEMjliRIC#(XtvCo^iJ%Zl9bAZa;o4
zal1KWvPg@1;JU=>pG*a-U$~Z7h0K#c1xKz*jQ+=|VD#(P5~GlT;!9WPn#AV+nhG|*
zzXfc<hJdO~?Kq=F(W_@-TAjMl5}M1xeZAI3i{JG9F=$>VM$3Nbg((O%9=awO?ao^!
zHeoKw3HbGZ@`{)+-_K2$*RuAaCd_QubbDRxKIKSYX`d7q^MWYD9+5O!ot#D`Nuwp!
z=ZVa$7%Rh1<-p1`{-*5x(^KjFY1aGU?rYyKq~QEG$9W9zm*N+h5A4Wz69o4qmer|X
zsb5PhqjtvXLZS&mw<K=wnhI_k*AlnGAroX#I)nyqNW4BW6}&!lP4QAZCk33y5wPUp
zfg2L9&rb!f&t6Ns4k-SUz_tosl=%GGRPg!dTfiqg!H+aX6b;0+ZutGF8zZ4vDcshz
zHb(rWZ;c`Dw2YB3LR&rM{9!(WKM?EknS%$+&d^5|A7h-&zJSNo9U8xtAsdj9O|Su5
zV&Fp9xVR71PaK3$b*+x;pFdi~3D7wNyu)L(K;iTcqgFElL7x!D#yGD?;X8WkFau2$
z1#%(!MK#ZVCfF3a8Sh8qT~@yN4?g|vFMUWWmDWw&)i&EbgcNJ2W7*xT>YHn&l6D_2
zOM&C9U7UI(s=eRGP@zn~n|uh$ETu&{8jh2^HMS)|nuNQO3bPU5!wnHX>QSKrb&kcW
z>`)Ke8R&ATJnOBoGzhvJe^+*SZLBW)VJrh(4hvt};ZA<b+t;+3M#<gm7=8P<u#v~5
zrf46a?&7#`pL1dY4jvF2nBKh)KFQ;5k<!*RvPh=J2^*VP1c+Xyf<*q-&<R1Rw2w>L
zJs<5%c)VxLrr8Q>hrKB9Q}5|@qi;IqS@Rh}Yt7%TWjGb>w=y0GLsAK<lE!>jB3*{i
zb_RuHjD|rG{(bWU9D*b%c8vG=JP}<hnI8;qONRh?F@W|Y0NQFG$Q#4K2uBlw5#IPx
z-@Mn`b<dmLG}Cv?S^T=s+~b({W54}C*J$Dd=8V-sgic@Y#dKb3Wl2kKx6T4-Wc*HW
zVK7!l36PPoItr{i`~zPyIPKG|_geUiviX^H9eMwVC1h>PdWT$NqiE|JC9B>78zWSJ
zVuX|njKe$uO!I-^FMw$h*kJ#<M|SujFy>B*{!xRMqFX@T9tR0H74U7ry9EbNx10t$
z-J{f@Y62)rfK$3>z1_@x*?;N=Z$><0RPmFMcZYYV((869uf&IS);l1s(AlB=v)*3E
zaH(p#)Ax>4+Z9w$Z#dZ+(otL#5$k(<p4A&Yge8Bp?+bbJtWD8KXT5zmGK3D4Zg&A?
zADy#}@Wy5bKlby+N@(FSe$MzmQOFp-4&sO(lv1l)rn_i#H+t9I?0ZLR?Y7%$yM}V}
zsU6-y2bJZqnNZrOwY$wet{ieu&ZtvDq!)>k1CX!hS9}3;N)-QJsx;U+s??(YLT~|`
z$WBgZP=V(DQ#X1urrvN%{?Fas5o5yw#SpC7bL7?CRioUi1KuH&Zl=sQJb~J(O<dUr
z(pL;Zs(;lx#2CDU2<kRtDsNxUtz}j+j#ck_w})?*jBdBxMR|-?wSf>63^|o*a{J!R
z?VbxUQK0N*Q2O2-kvkC(_HRG|c!xM#*$46V?cp1dm%YP;1Nh9rsSywrFrRl&=uc3*
zir+UHt-kjvUizj~MJy~1hH4>ToCabKGA(LA6BMzk;8UY!ZS>7O-XXo`woCGocO%Z2
z_YPKj%}yy`KM<B(uqgQnwXX=^&Fl(eY#M%fspA;EYP+=2B$hgiW9-|GQBvPzTvBmM
zS1gqBWGs4f3DXgsc>_fJUfv|c0wQ(*$e>t9i^&*(9`qk8)htRwhXQ*weM2KSJBO7K
zHChC%iXq?M)z>jp{3lrS2+0;W2Z8b?q@ZcJ{ihEf^A2^44(f^33`k^!5$ph6DeLGv
z35WMu5n+nUIH-{o|7DTHeeYI!l63%2mT(vkhR4Nl?8WuWoAL{w=b>(`5&=(FBzRew
z8Rb!lWl@tQYZ-2hwE^MJnQpU@>w};5GNh>Ln*FEtdUt>)o25WJ0|ZJA6&3Ek>>YMC
zaooU0$+YTb1OJ16chLz#(D@Dy9(POc>_M&_5b9OzH~(28kB(2;JCOa3{$Sv_yn)J$
zgn0XMuY)EIp?9w3g8p0&ybSKa>1C}Nct9wIqogXFUODod)x_kF#&j-?yO>r2&os-Z
zqUN}p=z?h&E*iPDf~PK*aBPItC}Bz<CCj>fgdkJpSjTA8xLSMJ+ljQj{@GsH+soAn
z<QJ@nbJ8pbhg)*>Zry--0^=M(r@&e+bSq#~jT%?oH?O056szo(p>Ih2*yp__`l!`n
zHEX5*-R<ov%r6G+2L6K^NU$Szy&6HX<v~-%8)z&Pf_o!gBbx}=9Fe_3y_z14o4pga
z0~>G0vM}H9Eok_bq=sYQB{bdhj)t&rp|o8BrR*JOF1D+$!i^pcNlm=&?IAq`@?yHQ
ze}DfCH@widzkxqGJ8c|4=%8@jrZZ^qgU+SZZ8{|oKj`E@-9C)71@ME8`qJ%p@E;f1
z4>~CYcRtL1&=CaqLB|s4HkA&?4=N|F+wbE)sA#foQ<+iRq0*zeeFP;i@Po<`>UN3$
zpfYK?O(m6ZhsrGJtPTf$Q1uMmro?glc!IL~?9cHZl<unAl$D1&l&PoN_aZ<TKPU%D
zw+;S-(kpbEVyAJ3;;HqXcN5V`kmn~cdDuTrALX0yQKF9;f>7)VecZSUAAe2X)@UWZ
zOdoHfN1mgPV>pl0ej|Onfj(}hk57Tl_CKVLPtwPa)5kxfk1x^3H$W=;f1!`tKxj5L
z{OEReT01)?n4JvFPH|)hH$FoT(|FkIOePu(n;l@o&aC;*z{vhn`d|k{(16&isyi#>
z&I(u4P}nzuj%*xkRt%B`!DbceXasCl-ilSUVkJvhl@gY|&ocH|b}>=iW?7Le5t1c)
z5xs4e#6rZjS;#tzQvV2%^F#RPdHaagw8G-dNYs9rQTk;@<(C<SUuM*OnNjv-M%9-Y
zMPFvre3?=5Wk$u983kWv)Vs<kchx4UUA2i~S8bx!RYs|+j7nE+q7a~g2v-?puG&PE
ztBfL788xmlN?c`BxM~vxuG)nCRhuxs%CNp_6UJ8=wpSUZS8c-b<(_$jgp4r|+25Rj
zzD?g41HBu|O3pwQaS>yn-NaOkfgU1$Vhm&uKQRXS^geuJ40Ipy6Jww+&^N|FpCK+{
z3`D0IaR&MW`o<XOeqt)dKy<D(lWCjI9pwykgt&t-5FLMJGX|owpg03j27=8P=+EdI
zV<0+!fXT8=Rn|EJQL$ns#WoddWg=`-O+_ZZHq~Qe!fR8J9VWRpRhwX9Yg0NrlUbXR
zc$vW3l%B|>)uyZ~CaN}NSTF{%X?@i54ysczaT3;I7G)M;a)GMjSIFWL&+$n}y~3Zv
z)P$+KS#CFi*_}OlOXOnk^u7?peWF$N($Nrn7|&goto2)?u>3n%ufQH;vmY70`{fx@
zSQFfIit3%>`bUA?5BAT)w(00ySV@==9L(mt!N4q3FVA8UJ;aYI6ql8`lSf^L9CrK?
zJXhH#AeddU4m3V@Yj-yr>o}gUFn>2v8#Sy=aB`Y&yj8_vwwQD42~(e`tpAw%t!P(i
zc8Zyv#iQPCe-X07+r>OF-mWLlKK2YP41%>F88Alw^j~~=7mE!nGmv%#f5a3$5thXf
zSiV0!mhT-GOZ(k;BL>I6nheL{;7A(149>ZPrPpp$hmYn@rpNOW)57xx<j}z#VvjkN
z^MiO+oJz(L$JY->^q;0j^uM1LqPr$TG)6R;BL{~C56AKA>2dt+Y2kR&WH{b8IGA)6
z>~Q@4I6Z!UG%ft-MA`|M_4puuI0ADxdb?f|znT&1lDgq*)*X0sEX|svbLb$>3DCPg
z20c3QZ#aT?rbqDg(?XC=6Py6Sxj_W^IcLK$TuG1N;<PZNL)#|6Fiy)b7ffcv)ObEU
zj?YXBM>;=h0vuzeMplc^KXPaIST@q*X-x}HI{0S-JPU)|>e9Iy8HVj}G=C^Pnje@J
znshYC1Zc)s0HFg2h9mmZ=@I=0(?XPvL6`v17{2w(#IvgJ!}0ubdOUx5T6j|J`3dlh
z8Bi{tem(5ri2iPRM87dDM5!wG1c>Gb1(YGmioOoV@=w!a`JbkRCDoFh0LvJ*RjU>b
z$8+y%Q(Hf~@#s{nAF3ER0iH3Vi7ivVvfgkk?@o{98>WRN73`Y;%S7SyYnKg2^uhFq
zu1*V4s-QLjqA_gCwGb~kH5|`p)8lzzT6j|7s|oOoVO#hJs9*uMcZXxyNsnc7T3AxS
zB8jEp?GHR)Z0~8m)v7dlRod&S)3(!0mCh&e_cJNlz?*4qI@s85^sw9iQomQu{{Jl4
By+!~4

literal 110884
zcmeIb3z#IwaUKX@AK00F;Z1=6$Ra?1v*7ehch7qPuCT!3wb)%Ocb5PtfNocJS9euy
zcUQBkdS?ba=%Xb<UVJK^M6r34DABeknj%Hr*(Zx4O^UKCkg|L<ZN83{Z5?SsCw;Oc
zla@|*@|}G4{gGK&nN?lYRXq=AbsBy|@6;<YA~GT}GBP6b-FrUpzg~UyRrEjqu-i4Q
z&f1J#uXmif;ST(Lb*I*E8y#=({=t#IHF#k#<xlkVRoChFYR1673UAa*t5xqAoxwZs
z@DRQ4SuJ-a05DN=I-YKIj9v)A++*%FuYJeBpVU3CXI1+iS|Z51thx&*{<XE1?z*^1
z5O>#%R%_s2=jqK#&uBZBjDpqa_Pv4O@9F4m_7>3WcjZM@uU+gJ4F+qnQ>_>+gOT7*
z5UffKq@i*4x7Dc|YlA1Q@+XZoqlQO)kov^c{z3M%ZFqWJ_jHEcKBI1VdbMQ?F8kMZ
z*K4NUYvX~xn;OPHcinyW<iPbO+?EB_na(OboMcxOZ@p^_%)PF^8)PuN4n%0t`+fgf
zJYt~CNq=_>92=az;Z6Qt!RlkPrqecNdrs5n&DM=ev#x`N3ah&783oVK+p}G8&9iD1
zwCy$foysb@(dsm3tnPZJI`H>)b@Y-qFn9SAm9SgQUHz&#;a}?-HP3Q7L!C5*hkHEB
z1KC0X%su`cXL(y%&=&p$XSJZk0rf7v+kL@UBf-gf{lx*3EVFFhXU>_s%;Fhy_DsL3
zn};D4=JkMeBmR30{<{_b-S&<_-<&a5%-Pd-o-vDN3EwT!cZ`q;P^mY2de>C(eRHL9
zTyy*Fw%%LUoQCF9U88qNCyHIo>1e0)ns(~tPqg(;rNXeEG9NJaO1w_1c!9FLuGe!q
zO|^+P<!pd6=K(+W`x1+%R4hhw=K{F%M!_A1J-CxZ64*EU#8v&OF_PI&sNe*%PjQ1_
z?s?{B*bgBQfedJttJR!#+v&8{wZ3cAHLIhwp?SSdRA^kS-ZwPQ(JYVt?CDjjWqIqG
z-l+pX$F(5eo!UBm-Zgp+r-x3e88h1Bo(7rgy7XzS@0#dJ%`*)KTyuJw+v+zp-33@Q
zd&vN7XO+KE)q6doHLV#Px8H+;&?~N|uLEJ|htUJB)Ofe&T(U@kG@brN<C<&eEo!f=
zuUT#Dd7zC34cNBky5{xtj@!UX{Vp(RSOj?{=<FQ^r7}oLcRRmylQ`ZZq<csl{V&I5
zv8H!O7!4AlOM1_8`mRQj<W9pV)Jzf+h%GEZ52Dn?UFv`I?Yc%^n))R}t6L3pF62Xl
zakrW<8+D^=beMby$?F<5t6|l&p7GAU1^bS-0kaW`C5&=lC<FKm7Rj3;*%}QjdJS?2
z$+v2*kfHy-Q6)S6UE_89RC>pM_i59BnFz)v#S*oQhNr>CVYt`y26#(m!tt1LW8AxB
zc@``Ly5DMZRfo~4TW;4O!{s!l$wZJSGzb70s#TpV5=_CWPSC1Ood8g`8kf-ReZ2(;
z7@JL)0~%nehF&ubcSd^>#)|}^XM{kh6%D<8k=e3UcvCH_K`-^3e$zxVO#_kuAixi>
z^-h!fGofVsbt7Af&P(Ho&b@KbSr9`Q_eiJAqvD4Dy7PLw3pcEZj&FB$rt;-tX+bM!
z<zl%khViV|B(5LIk1P2$1%c}a={t<x;c)A}DD0c?zJ#QkFl1E&DgY0(<G~j3VHY9^
zx2LV!G%UucBAZCV7<YeQyP70wu0?W+(cAJIHb%mX1$sqIH1$p>eOCxJlF=W}&uAJ*
zX5);W@DCduOnQ1y?RupJGpzV|LQp3B33^hoJfl7ISm~?QY0Q6mMt@CvsAa%{JV=H>
zJKJ+?INaLQ>4zRXd*rBg1|CYg3PTb|n0mc9qYa6ord8LqmQ#Z};`GoN*7MAl6+-#y
zHYz#)>*I00Bsl+hF5;tI+Rve{!Y@7(D8;V|edYb4F#g%|tCs6(r!0>Q^f{yJ^uX`)
zr_O=h$GbhNMZ8{uHlKzm$DhkdYzCJ}H=cg_5e?wH=Z#(qHa-;nZEZuc^<R(2*0Nyh
zH}bMI{34sJKlONET53$<w72S*F=P0I-@|XfP#o{j*ww{MwS#FD?*PF*jF3~0zxDX>
z^QV-4C>O(iD3_A@0X{$G;jm^whw#3|^q^s2M!^~mJLL+-P<H8e$LrEL(WQTsw@bq>
zvb(f_;p9!O=hQA9)lTZ2KFyJ7h(n*8FlxdsmCH#TgZ?<~x=zjFo!>=VNNedZSp7>F
zBzkqs=z@_Y>>m@&z4Gp#dKDTB*=_H^1a&-)&j%d0uL(ZQibs%n5+9iX)6*x_{yrLF
zSXjv43xB_A)hI%PsFk&bKoJ5A{RaK%Up>R39lxR)Kj9IK@Lt~VFal^$Obig1+IoB{
zaa0U1=-rYSD{{Ok`S_->_(*QdqTu5jLq3}OV@5mUdMf_Glr;0td<kG5={apiTA@@b
zl;>!MP88BrX&$q8&+%xWY-lU<E5eJR2_H?~Ty5&?(?_&bIOLcT_Q}2PXyt_>=K2&#
z@(@rUkBMCO3lv@87s30~?%c96H>4q%1(l{Jdj@)w^#NQ+xQ%iG+3t6&n$^`2<`9zx
z*h|Bp8HR_5$BcINY2E-uClx<#Vg7ESB7zX+rigbL8l;K*2TlTuRWM9x4x-IXYm+pL
zwGqK&Ghs|3+Eyn}S$u^!Cw>XE=^!+M*dzO{I8%huKW$p@SlV!2Fh4PM52yvr;BWXe
zo>n4+F`uTn4{V3G>L40o@z4yl%O*c;a)fCVA=Gg^t>59{A?htQt!krbZX^(V^9NUA
zrw*hh9FJ)NP`-L{^z-*#Q6e!K*I`;_PnY`?ZKXJ(|MP!U#3{YQ(rq(EmuX_a={3vt
zG4yq00`@acb|@$qYED&0m{ObS*4)`P*^)p%Fpm=IS)7R}2~)Wl?J2$0N8kW9$5^Ww
z@K>RPFh0;Hf?g^Xxo#rhKn4o_6fIET&pI>@Z$lqD+5)o*)FYnN4pazzbY&wcJEjuT
zq|vj0gpNt?Nq?dZj_}nN|DcD}h*_)vT%<@a8&xOKx%W}?qO;M<@xf@qKL|q&BipJ}
zVcst)lRf{Q`yW5M?wL+!rbfn#B1SEJedct~29_CUmUm1HwRvBcym>x~T$D9a{$8i=
z(NdT{NwihaxYZdL>Pm^f4-=MVA0xy7%vg850?fFDzt`HWqi$EHMZA4%pz2*Rh$r?M
zHA$-~j3;HgkLyvsPlU$|4_b%<9;8MI3?9*2k+r)0tm~>6k+Jl|VToQsuPqanEG`n|
ziNBvM+y#8mBdmykzb;$~tOPF)wXu-W#*}$;(sE>KTjuMci;dSr7aOlhSZp-!x@^Aj
zg@JjGSXMNraCI+M5Y0DZfplo`kg-}}&lWmcwEkzcNr2?~UohEDTb}cGVO?e5KU=Bx
z5zL&m``vXYP=!`lvDQ0VU#XXh_4!i0TrV#y7ne$<TCr4Hm@DcljdH_SSXi82sWs{=
z^YmJ=wp6Y*8uf)@ae2O^*XoOnnJ!k|z*5W!Et(b5;<11Ay#xCz=rGqmfPhsK-c75*
zuy}5EJJBGG`2xvF+5V^W57yH7AQ=_Qh-|1vX@aqKmM9YX@@ovv=?8x%7;R$)$zI2E
z;XwO$-T#Qy>|<zfX*sG?E*94?XcRRBD@^!h$JY!uG(WlCmA2<QQ9PmqP1!HvvHc_X
zNwYWhkJ1}H{k#`H#3{wLfV{H(ExJEqomaIj_6Il+W>aE3%4t*V4~HOT1O5Vu&*5g0
zDY1VR57I4&{jnrqpGg6>S(~vdYBP2v+YJBOK-Wkk4)V-_ifPp`ix^yX^VtwCci@Y(
zA(FlR>)>_pd1XP)D+?60#1AHwx>&0B-w?i;Is?_!_568dvS{X*;lB1^fk_O$jLnaF
zMaub|*YN(&pLTHWWi~*T?bipNMx4XJ<Cs7qd@@bT*H{&%84)H#aL+K#USeyHYz7xu
zT9{@pG_b&kxt5FYJvoB(O-sMXCu4fcb%LoM*05@DIM~`FKm!`Vb`ZgFTC|oKX=~lk
zdvX!+%0y0fMscjpAZPGGLTAKG=8#Vpdp<J2@MUOpFc&SC3q^z!ia~&(TqxoHOKO0j
zw308tu(F&xzED;}2iqH8m|Nahd;y}a#us=Dg68=MASA>OC{mzz*0rXErBdyZ<svE&
zXo!qIVD5B^ME_BwS6tHNoGKD?SSUuOK4XR$-hTylt1>G;8B>LLgdySic0?F9E)?U^
zGJCrEhk?)Yfd30*#Daj;l`c@ye8u}jj+|m#REIn=Uz}tNw~wN`Bjd<tHV|YemZPD#
zAj)t-@UqS0dU$De`vVYvbqSCiYQ~f>>IJKAJ-P1*9hxoy5$DzmoyoF&g4z_4F&vSI
zP5|=86j(~;1Gys>k^}FKViRS+rl$cA|FZo86a6S;m9-I0sndWMr$+Evo%=_o0ipgK
z4|+O29~oyF5CS`v0&KI>fIZP^!0zN}Kt4x5L{@sSl7arMq5B?n^x<7gAOE%COT#|+
zkaI7*<~+{*>mKU2`z<U`AoC8ZDE$^vt}ycJS`*<c#H<2o&U#Hs@vj9PlH18Y*}MK~
z9tXn=G3?DDPf`tmY_@Z+jdt#yO?2+bA3}gEn54W)*zb#Czc(3s`+D&5g@Jt|{=tlN
z{215CpFq5Lm@=6h^*fk;@ddxBs)Ha1;^>xx+)k`ERk5&DKSI+Z1WZ^!eQq9(c(A0`
zV5@m6T8%HuRSj>IQmKNB9GcPLO9<h*Wwh!Dz?Vw+`0UeIuA8LsRYdxO&^=#L3!LC(
z=9wxUO>n<BFCzWH>lC%oNtclBK#S*?FY;A7%m#}y!J;iKkG=C%r&96e{*Rb4#XZx6
z=hmyoBB}IoJfwL`@y1Sm1OcsK;fhTc<3=E1`WX9S=neae81F?8Z*$SqQf)<Fs#fdE
zMzK1-IA1E3jX8bEC@;;;l^5&vxnix@C^dAWxKuReYfDS>_2P1=(I_pfH0DZ6^(u>|
z+Fu1eP|L65AN$T-2&3BHz@L6<@N`RBRf4BCqfN$mR*aC(74V0Gr)=5c<S$YumhBq=
zGRu2<LnM5<IA2_wUrr95=6I6}9$GFE17l&$&3a0Lssf`bCxeEUV-h%&t`&ZY*AxMA
zn6nurM6{ld*x=}O0)IbSMXOYMhJF#Qgi_TLjTN5(Tyys1|0FdsXi1v-`^cySi4QQ4
zSaza}c~${JsrDi(R<6@3wp_Rnn}Q)t%?}W^xoej&PdNDx;)F%}!M|>**+YF7<(C#}
z7z|#BGRxm<xs|$gX>ggZ8_b^kqy%_?_equ&+D@}Hw^A-I&n?5mELZ2|>-E~=a$TP*
zmumCIGFhzB{QT15V%4ZuOLK-^H&&`JRm<hZ(o$otK3|_7HcLMYqO#1=mb9vvrAySU
zOx&qPDyP<^n5BQj&61ngH_=I54r3E|z&YLw&C>gbfiWUBZI%M6{(DAMP6nl!r3i<j
z>Y&<*(Pk+C(q#zQPvV~u<E;G@o@X1OPf69{aAg9T|123H)X0kI3X%YLQ7fz1;6eOh
z8#T%{l{6H0vLyszq_(vUX~aGQW{hXVekIPBXs?ZL#C}Nv<VGwC5GfCCz0gB#Eta>~
z9|f#=xP=l5gw^Y{;ahHd=&g3WP>y}rYT{OOMKd(C{&l?c3su5x)cDa*=kH@inh@e<
zm=BE~=c+!zWH71}Q~nJ=G%SiPG+KSDK43R_@pS>E06kcKBxYQTH`~?1{5S|5VhDxs
zlhBeALdjhJby9>2!Hm10BU_{p%(&&GUwJceZXTcbD>LalQ~&Evi}XkVU1&kV6DhlY
zHkRxnGxg*z{g0uq|0lu6!|r0FDt5CI{Qc1>^0nJFMg9%=?!hePRif-bl(K!>McLQ>
z;?<_?V3aasgAMHrfMlJ`hc#ZoGW4t4XNRJcO>P%ufBJYH%Cdab9FuN2F?d6zGGs-R
zKu#&K$lo@0M~6T2ZNhW#?-&VA7^sZ5q_JwnT8a)4s;@(%3TpXJ?tN#-L_!mWN-gH+
zsPnOh-i(*?`v+*u!6X73MPNsUh{HoI(0oK`p~_pBz+A20Y8hTy4P1Kh)k9~n*8=6E
zV_Fu((^y6lrG{hmmr}jMxZ5fV$8|8E@|YZ3?K`R!1y{EOmgK!ZlK1wz@i>b=FERd%
z?lhExs4V>v&eC*_z4aj;c1+~PG|R3>O|f7m;)BY>H;7;!)lQ=r&_Mb6IS1V)__qy^
zB{zR=^W6M<8|9|-UgF_Ae=iqY9?+us+<OSmNRMzKkHYW|2|Y1sPTGrVikxyMd4l_y
zeg)sD&fp$W-LhTb5)iX<nPv^?m%FgxjuKRP=9h1}>Z<!)Z@q<tZ|p1cmOEKubIo<{
zJT`gPg-Us$zF0*8#!*z^71-uHQ&f|FM0?jH%0{s@P7`(I9r8h2PVcDJYgYBC(%j0l
zwut{q_zzhd%SY~;d?5vxQ%4Lv3hStL*CUTS68nU`(?AMTfpQa%YNh$^TJ#lDL9rBv
zDe&WvHI0ZYpk}7o0nS#_^dhiodY6^R6JA4Yid)38qbT18l-hlGG584h)o~xI1)kHU
z`)X6Pa{%2#-Z+v<3!c*jB}Goj{j;nWj!oXr_60)K^;_-?_>Zp8wEGe9*X#5b{oUh#
zu-h8j;pi=QR<WFQ5vlx_j8^eZ?btn?s@uKq{#nmd-&Md?_^X(K(E9-pTvVtbN+{#c
zvDm@jv4Vtr;7S?b@ch_2`zTPt-YoebmNOvY`LRx5x+FyW#TZ3*0_NTCVS9!3L^dX{
z26HjV8eGI#!=E2Jj}&#U@F;lZw7RBjpSlM%V6rDG^g)#2v?Y{Aw*{YzGmFar5p;Dr
z2+8CK2;yxy9|XzN2n6C~X-=YmzXEZK$(>4AAWI-b;)RO@h7p3tTP+=BxEY)(C3C7I
zIaQjMXeM%sfshypIvEH;q*TrWV3<)105NLge3C$u`9#nkL<wxOU~~$n^h<hwErVa>
zWPX(uer1u%Kn(MXfgpY<<R<c)eJ?2!{AS-1K}!1|W*o7a3oSr0yYT$jDP6k&juq-g
z;jCe`p3mUdTr$7r#^4tNG0ZOpg2`7=p*WFa48kzS7zD<#1u3CpvTQzsWq5u}>?o1J
zs`+GA%`2=bNjwt?Wgv!G#Xu0N%8N^RAPlpLK_FHwDAGA5s}?d?h3Chf!pIsMu7-^J
zLNcEg#^4hJG0Z0hf{D~hF@sMG!Z4p01me@YVl~I)(_#jn@H`j|&-Yth3){X-J$2#;
z8d02(A*L-RGi^~at+<#$G6ONpGzNm0Hm8uBD4h(zFwYnO;#q0qYPgiaGdzcE^<2lw
zGVn{uj9O9{rJ$KeCj&9eC<cNURnFox12D`e27n2d?5QzjYdM2Yczz5S+%JFpl93@$
z%gKCNR`{ftibOs!5W{?8AaV&512D`d27vffUfD3CRx%ic=f}?WUj77P{|4>%mBFo*
zWNsmOi97z7!e!ZZ24a|73<Pm2%b{i84>OB>Pt4kc_LZ_6czWU31<YTur&>qP@)=4g
z?mG%O^0SKr8Ri!ULJZ6D8aRYuj&TUYGDX10)WecQEZNnf7vO94UA@!EQpHl56R&vj
znc~HPNVJ4oS(1LdRHj6A<`5G26*}@|WmFxPVG?c%!>B_ZrQMz~RI!xe!j}{uzNjFY
zOlyi0&w=EUt`s+(Lm*<xihz#Gtt?NzM6NuKK4!5i#e**?E_^n-Qhaz0gxHnI@Dv}O
zLm+l3_H$frWjXOB^5R*HHj7y)K0J1{k(Miy)D$nC1IfiK20>~}sLP=npTI1T#=|!F
zgLch6HW>t@cjA{j@k=hfJMqipa9o!AL*CC${8GfiF@8%oBV{lL!*=4A&Z;!w$$X-5
zZzq1qR%0mapXK%J#4q_`qoRpfuFp>VGL){J_+@-iG<h`KiC@z4@pvmQJMqhWvb7Vx
zq;NzeGa*?CcjA|0<R9$BFUPf4JMqgg4SXrfm8TbW;+IIPB1fLWlR>Z{dE&DZzf^p9
z3Qvya)?d^3B~N=rF6Y;g%b8qB=TA`bV8!&>t$5WA9XO?<WN0^g7%g`FDy65E?SIK~
zMAH+C)s0YiOS24^nr=GD(@npWm~I*^Gc4cVrHuyM8OxdB*ts(-qjBaurAlI#E>A12
zEzLEG`qFZ_h62rSFUgI38nW+usqEYMhLR@(y8n0_7N!*<MtB%a5muA)M;9UnKz=I$
zA(@X)A@Xsuj3-!@G5bpG^hl0z6yYgWMn<2dRGIBV&hsjEwJTy@S^VjmI`&5{xb3+7
zihARu<mcTCega0%B~Z_c_z(i-MSOMCz!__-sBetIyNR$mI@~z*?X0bMMs@spsOVWa
zO~8L`a^Xn1oLn)oyeG9{<d&q05xF&G+GCkn|NSx8=~jW*PBkLe$r=$tEM6nRkmWTZ
z^k%$9B)#%MfxE!q+Ao6BqBcexh?HL1aANbtAf>PxWNUy)Ha|C#&AFKJcE*&^{X^v-
z3Ll^1{gckKpWKRa5IToveOf!-uR2)upVl6tBP#I^ih6LHEpAV1j~V<#&1vm4@-Jca
zExgGVC#R8_DN-!x?|u_o)r+c<D;Gi8x9;Zqw!6{3jT&Kf)UZDf?O{8uKygK3iXt0a
z$D-eFOJT}k?kSYHERI{4Vt-9B0?!m)Ke8rec}2%^^A^>lBmm2*NfDons7VQ4*^-(R
z4(kf4Nnr?WeN74jD`pOxU(=0)lgoO59WP73Ey`UOU6T@rC}+*d5NXo9H8m-bmNDtf
zv!;8zjpNsyloAULkRT=J{wc|9rIf7fC<w`2k<Y<E5K|YGR3SBADGER`GXj8ksHE;@
z1UBM)l31n8)Bzn!l$0mw0dzu+a)@MF8k@|WDW&AjL_tWD1f5|H+k8suZ4|&Tqrw!n
zjWbFDO=c8z15Xk-VYzi0*)!OclE<c|v1Q3sN)}sKic-!6KvE|79oC|3oLyNFAhwp<
z_j)PS0%3=yq_3&jYbp8MQ4qsIB@0j#DigIYC3h{XKT*CPQ~R<aKNR>m)yLE;%Sfdp
zuBmxzO15hvl__a!3<Mb|B^f*Y`(arMbJjM_r93OQkHXh(8aR72C6zmrhV1f_Viu>e
z%1=^KxuYlyb4nJUK#D{e>*#ez4pJ5t=2^RasHG$4J&R2_3Qn@vlvQw&Wy`bbO*Sr2
zd6sL>>z8mE^UELaW!do@6(?E4dsf9smWA88f|IyF<yo+O%Bp8s@f_7ASv<<BHp!Bv
ztYVXmOH-b;+L6Uep<&o~nMoAH@L(5~nPhncS!E`QZ5wl}%eP89vU(|`ax*0+F(AXd
zk|ict7B0KQWaCnmZ;5t9!KI`#%`s<QF(tRAmoLSDBrq%V&6S+=ME@YWzGM^3lA~#|
zcg~h)vkSf?xhdXxq{<|d;uQZ}R+(f97=s{*6ArqpGT8*rvRrhwNc%93$;62;MoQhK
zWLS!$o~O<v1|&hqLSH>=lqjY6>axyc6Aa7p)>)lN5dF=V{FPE1_B@p)l3gh-duF9c
z3_^l@ZGqQb%5vN31ymKXFn1QaQoMGY^UT9wWWq9o3n_j(2Lh=}t74MuVh|G8wFRzw
zDa&`K7cz@5C8{Y7d`T@C&*WH&3(tY%;#i6k&mn-5n+aWIx$z|`8)u6!S>l!A!{e~A
zF~lpyi|0UcF)PK7=Macl%6KuZ_m$<zm#B7pM3J17tQ2Ryq}GmSN>++H&w=D(R*FN<
zA#9RaSuTBv>c`o-UY2B~xb!8pbUc$;3<#JKWC?{{K<L%ygOFgj!t(Kr4~yljP&>VF
zjIE7kFsqyrYA-9X_Dn0!febT?1IZ&<9KtZOI0TZcO)yI$mh7mO2}7|)oW-vc$G)sO
z_F1A)W<VrbLby1PT>N4X68N<hQFjS8g<sSkBkIOOvxS@zZp&jzgkxs%+jtHnfmvb5
zJ(Jxj9z926lfsqd(U&Re9;O{+Nmq(TUshx9ndCAc2@DH8`g{<i7=-dUD*O)8Qi`E>
z7S7ep9GP~AeHoJ%>tEf?92r783+F8<?=VgYOYvkVb{5We7S1Wphh^N;;5KY#!{FS`
z!Z~dfE1iL4c7>z(&cZpX$4=%_ICQ6NEgG^pB^Wnq<fhPZLVX+uDHl4kLUB6_=hT5&
z5jYCK?JS%Vr?P@?6nooQIA6_*xKY4uXW^U#Dl6PZ(YBq1a}m)>p4(H9ZD-+pb!XvR
zcm%mzgPn!*5vB8SKPq2c^UlKgyvVwTrOH>`yt8l~?!1$)z<FokTvX3zx$Qd(=Mi<x
z^4)h9&RLX5PM&F9JXi%ucD!~L&J|{5dGb38=L)lS7S5ASpW=Hw#eJ`xh4V2SRazGx
zX|r|~&ao08HL)yLkdkdYy|A-z&i5;#b@9={_1AdeJlsa+@1bx#c^4l0Tc}NsZ6*?I
zzhnO{Rp0wp<LABjp%VOH^PLZ8l=|n{eCH-!QvadElKKsAzN6RXmzNedwE0f>X~?zD
zrgIIamdCiZ4+kJL`+CzD*gr}vi|}m?ci54|vnK<(KRpf$(>C9U@G!a!g1U{u=*@Qm
zARkOXXv;U>iR_~gMR>}7EikZe!;ilO`|Q|v5k1)MWisG<(DZBqnN#+gsOc&E#57^V
zMn3jT*g)Cl`{~39`YO&!_YY#DAeeDFqth*v2L5&G_1f?)w>|V$yIv^AK5R8{YYb$6
z2dJprxQ1)rQ_%2!HM$?ml>P7Vvi%+Uc?CaXwDJeZt^5gYn{(zabsru7`nEW{zR)w=
ze#>*QxzmmB7?9v955tq~b@Ns{yzL!q52JbP5hD+!H$ON8{dRU*CXTGcS<daQj-ycB
zLb+I4zz=p7k`291yoXGh;63H^YkD)<>gmE6e)PDx$lEj*;=B7C6*v6r&KXT?QlPg&
zBFt++!vhHq<W4NN?~QJh6zv>Ut*Jj(z=#`uGCc75*5G4oXcXV1<nRlFDf4<X4<1jM
zH~ZIldb83q+Ri1TV0F5EFD6ctoodBs8EvEE4b0d1lk6;at5Y}D22WfcJr8|<uJh2R
zUKp77ntNUI&FJ6*k(Tv7m(AIecm9(+w8Ur|xlh&KKBZqYG}NXUmvqf?wYqf)XV~JD
zwvOj$p4l@Dt*iGuSF0K|9QtF>IouX5>sF&dCro+l<Y1R>^KlV9s!h2@-6GcLbd>Hi
zj=`;YC^@a+l@=W?JFPWadd))58$HLxD@Trs-GHtbe5A-dGM32E3FyneA9mA2__$vk
zbDyi~V|w4yPU$sm>P>I!cCmjR_0pS;fRm=78M^Bky$<Uat<iJZ?Cv@9<zL3Z=Z5R`
z_1?P1de6{W7Ve>M!qmuD-u?b_)+POU!S9A_>Xmo@q-^Y!cmLFuHYeHn17oxEsAT8U
zjGd#Eo_5GmKDod?G1GU*dK)DQ)B|>(!s*OLgxx4A$1!T2M(@-Oqf38Rb=T@>{2+St
zNQ-*M#XtPbRjclqg2B%!(7|B|UvgM{m(c<~h_@lR`p&VrdY|NKCnr~xPcpfB`K*Bx
zo&&C)Z_|<Ust~swu+eq;I9YrZ9G%uWdJld8Z50VVw+t612FzB3{Oy+<t7kxd&qCy3
zTTG|FrggAKrgoNgNU%Dt5PD+`4Woa!RTCZID+r+@BucU)UPYv2&s`q7=kAw1_hQbT
zQ$FE67j?$eaWipOF-4!aMKe!@<M<Cg;-J^GD)xJ8pwrx1&*Dd@!|ss1Y8p<nr+3YD
zGDKw5PQCmIod2x32F^-<_G#-PbgFLYOgw@<d&iXNd0qGD?5xq5S+y=&?2Q?x*PNxR
zS(2m*@7^P<f2ZI!+`kz-2C_pw66+9i!k_3FY_zKxgZB?Y!f#H*UC3L?Q`ych#@b1@
zYW`ld-|txi|444WkRxdS0yQyv@|YADB2INQg-@wEax{b~pYRTk3JjkUFmFBBbrTMJ
zzug)56L8@1ccBEIoOS`FzsZkRF3E>iF5$ncm+;+jIfh#;XBvD@%0;5KY(Ky#9dh)t
zoTK;$L*A1j`Py;p9)&rrcJ^tFM(MVJfmv~oOF|a1UzB3;?U7=UzK`UivXg&@ksg(&
zZQ1zmVb1D*voTgjH~!Nx*}9)?8q8eEx7<nlAJ5iY7fJJXU8pQBETZ~%i#GmC0G74!
zpZFxXmf!^i#Vy(Rk2iM(ZT!a&%Bo-B%K_|F5wV5-%Q8A#B&7UP6<v?b1*3&Krj`s(
z2F#P;;rX#{&7EyaaQKVm-qIaIXIl{69~9EyOq6J5t~jEalL4nBrFbu_-Qyk}W;B2v
z>~5s)6A^_Ykr(wo;bwWL^v*7W9l|c9R4%NPV-9{caw)}fVV-?)M%@fh@H2~bX{BkR
zGL8FW+1N2S!>kL_+QB+y0|kK{{!J;C+A%h2u@sZgE2&tDA+%#`+_&5rF%o1bcZ>}g
z>_q!|#Tgs!)WH|M>e?+`VETU({5y3DmuG?LBzN8ZpG4Pf!wXDHrP@kkX+sN4;in<j
zUYpLfjV~|-biW3$<Dvaj7N#vQMR*vUAVpxQ!D9Qve6cWGc?p30c|xCV`2thKUymZZ
z-3v@X)89-WQ(0hQYg;sBoFDl6<?K<p!sJo8!rW20!qjnoV>3sb#FD58@!8<ewG4y&
zw+o1Ma5q*iX=rT=VXYpEg9Ph1S{2b*M8^@j)!W!1-!pMI3L@_aSTzxb@8RQBJaqaZ
z4u;7kp3%w-z1v~1x;^8P<@8-`-OzjP%;aMTonbCIt*x2{JlvkP?({Xbc*A1({A=I=
zC?y_6)`O|*CB22s_|as~&`hgI-=Z~&+whTw!g0cd)N};;yIlw2eGzM84%{RhxS22x
z^RB-{MkryNDm0uHq0HhLbM_3KVc}mrIr{kz{^hc9G;$&G7*B{cmnhoJI4^?-aiXI-
zo*q0nD}x7>1k1SPhUg3*eV$8bYr73m(Dd6An+{jHuXIB+DlBztN?1xB8Z+VzDNDZq
z4yg(hjVGnc($i9wem;T8+Y*R+8<(e#vi63IbXLr7tUy$K&Oi)%ivm#zz_J2S;*$}9
zsNj_?2}E&NS5P2|A(U@!$X?yTKvW!_3`lHiAc{A;`9M?@jzm5($HZ;gaxi}&DulYZ
zKvWdWFmg&DY9q*Pa&8!6mm?6RY@WL5Koo0t$JkiUW2vw--(9;8N$3ry;}zIK!BM25
z=q;;8cLNJmaFM=pRI56k=d|fQts)fgQnPau%gPOp?zOQ{Z*>Zu(*@KbL49HJ{#gd{
z*yR15UTqmc=$Y|<$JlHj5EW_+i=Geb^TwjyA=DjX!|ilFV-to{z61wp3p1U6E5W~u
zL_Q|knCVu$^{#=HVYZ+*bj;|p+;#h6qU*N7Kvb!`vbdnHlr|8EQa%m2_Iv4E+jt-<
zp!=0^SeO=witsQx=Zkd5$Usy8<Tnx!+Vc5d#9xmhyxsG^py{7YAoB_eM8$dXRU`>V
zlcnckInPM4h~Gl2EPe|Cv-mAU&2VckqHV~$;0YW}ma-xK<~i4t*wHLdvWB=%nHuAS
z+u~W)$GPTzB{3wpWm(oiD?A+}o2?tpL63jPxbv66)-q@7Teg?2K`Tm1^@vpO+n+{U
z(LmC0oy9hhC(R;^EZ^??MUu?umt<Vx*?ptp5~{ruDc}zt+{Nol%JwtC$A|~Y(Cx=4
zV!5>7nUuwYQvo~+4j_`%C~1)*p*)a^5Us0WYP6`a<N^)h)J4ktLEf`Q!Pj;8lEwCn
zM!?#77a7wnXH|1eXBC-=xQ7!^Sw1v^t&AIVPefrm{dN_RSD8d);B*3m60v22Ji>~g
z-(MAUWtUlFbs6QKok;AmSRiNoK+hMk_#*Q6_<6&on)$B^kH3p$+&x>V_N`WZ*6w%L
zk=<1>){I);GiIyv#$44{Tq@1!^<t?uUs_tO&!fYZYV}5arKlUri}kuuTB*$~)EbNW
zQqfpgDj5s&HRRDRHWub)x}E00{wnZ!VZhFCwciUSx%M}3$A4~iJ6om9z%QT~1d`uP
z9W(m`(~i8$VfO!qZ+S&R*?xfmIC*ZKYuIpQMbv}4>;6ZqW*?@&#gtAfm5aqSC{2;4
zQkS&jYla)144>;=DPtdsV-k&5PT4O4?M)mD&qyrWA4D^`IrV{2oQjS`5z$NW(`G|H
zqwAh0dRf^}lu-L;(Wssd?qeZN5pb(1;5J(fb5pb!=D^k!!w8uJFQiqMO!Z&O%xnRJ
z4pPhu4GcO3nA`#lI!cMt?c5lr3{CL@r<2N1B8NVu(d)ztU_#ke_$(}V8UinimGV?j
z-E_8x%;_2x*|=;N!t&mN7*3NPN`3iG(BWczEGk8+{D@(+`fNCiek+s~IgCE@+mNi|
zwVKnT8XvJhsCQcHE)^Czs6?TqPmFq%<F4zV{)Z6Px=z1`(h2Rnj<Z;sdan*Yp&#Uk
zSF~rb(ixIS<jK@<T>^2#Z(9aZ%V(OFXZEWzmNVOJp<2eNU7S@C(<{KGV;D0u6}?MG
z0ouB26buh_UO|%g5%N-uwJyq*7`|eZMp2E`sr68RgOR(2(j}L<2)xU29y*44as=2n
zZOUoyXl!|v90v}LFPv7v3By}8j1CR&WmfV)G1sU!!Lo_To#5-k3QCSf(yZZri;96X
zVr|3`@m5j1g*5!IBm!PY&!A!;?w+uPUVIoV{^HogIDWwzuvqz(tGjpS>S1Lm^LsHl
zLpuFF1LqT?gvM2~>8J7vg%I%kA4sA9zhlUZ6ngv5>FwE*bt(6P7`~jWjUdzhB>ZpT
zYWUa1#aIwA{6HeRe}Y^1Yz?(Pi^lw_C=S>@%}}cfQrPm$4KM>c3N)lZvR{P|iGG#C
zM_M(8!s;Z;>tDVAs~U(HOibN!q5ai9v#+o{x`u;xVK2Jfp0j4Px!t8{3mIeAcxT_}
z)Yyb4um>z9rH0bi9-q0e6KJ)fRzUtpFx7#%D$xw64ZA`u*DTj)t%qftR}Mmw?QhJj
zPBh@rB%~n~Ut#-%KM59^l`1B57gY;(Y^`ExZvmg)OlG~LJy)wcNbS*{!_o3}?Kuj6
zzKgj20`B3pX$`43<!S9XyoJHzj4%nC1;Z(ZS2PcT<H25aT=(~OoK;k24PL@uYyvts
z6Wy4hOe~u{X(sX^oIgLKLE|6iNkcUn8@WsM#xrjz7vIPRHyEToGM+GmVWG4|!z#Rf
zIjv^dO$$sK!(lQQKOwzhgd|~QlXTnzf9Ls7hPgQgV=kx1&!5sz|5{(?kEB9~0USA1
zY<LEQwo^A+!Hj->TCHamIad4))I3u)G(#?gA67%N2Y|-OMg|pHLeXv8@@S+7!fkzx
zDW4obZy4s3GK`#v2`NU)-6U<Qob4vY3TfdNQp(T70E`~tPVo-5Wd{ocXoP!aADME>
z0Nd%nnGv0oZNL=<E0$zL#BB0}<<|Nx6~~L7R&UAvw#Mmiwjn}Gc6KB9SdE4~bK^Bk
zn?*7rq?qRGD7S6ZA@^FtpekM1GVD=+WztR!3$7i{ozcSNIVSgF`wB7F(cFHM)lsv-
zg##tO6aP_GVM8Pz)*OsQ9k0g*sTu7&bP4s*mS-VJv8}J8VGM4e`wTd+H!`xufSX3E
z3&b#O&^?1`Vb{Ta22^g0=-!N`Dj*s@>-0SBDZQmbk4e_g>v*~FsMBdWtuAViSaxQ=
z(?X$Yi{>wIyNSXoqJstC+12>)2vfj^SIb)`yF%}v#TMPIvL$8F{snqMlM=l}0lyke
zL9||<3Yg6vPK`8Gl%}Z!8co4i1vULar9Z1acTmPbmCtDWG?v9pW1VMr4uOZe4dOJb
z-37Hen9-o%B)E(o0L{Pw69&EG(qql3+OW~AS11HZu^M+~@PYgO!By;ke4CCPIoXku
zL^+YRX>}~yL>^Zs!#2GI1JY>(a1=ofR1J2+H99U*q7hRd-D~u?W6R3Uomvf1NAhx~
z=owc@t3|2`3qZ4J3R$QV>LV~*ULV_RAd?#9?Vd-=0tDLO210ujUoZnf`lHworhw~Y
z*Wm0Fm}!D9Ad28&lUlGM^bKh%Tp}{A*j%T@-3+;}3d`));KVa(MDjR+b-7JshD_bS
znn9(l_t_WBF>)<z2g2}X9Do)F%DcnJ%`#Go`HN$Vc{fqa<EtC$%EV^Fu(w3Rum_XF
zux74Zh<ZO1#sL)vVmq;aO%(e>o5B8vK9L9eI5ip9!|B+u4~AZ_w{9t_xKgea=k<kB
zNnbIFON;tkadBm_UPA)RqOq)3SITqC^GkJOVHwL)jg|Si1$|-Bn5)ApG0IE&!them
zHzCnkOHo_Ws<IUI&q<5e4h~P`USRPj5Y1>Bv$U4RSETqB5dXth(8p!_HvuwhMd}Ta
z6{*Gf;@bRj@_JN`H@Qtf%l|tuaA@baO|C!%RDFk0l|HYFRR5)A3`IDUK7Sd#H(~(f
z<phMbJY#6UyY$x+yHqYh`0u^I#&=#GHLYRTXS<ZqfE&gZYW;S<g<%nM^+>1;t^j!l
zZL4Fo`)w^)l*e7Rih%vgFbndUeeC?C*O|i*xEd_F9`3b8o6`jQ*ofiwO2bNyU56(}
z#hBBJJU&F-LCRLP4**1bMN}4fG#m%Z=2&pU#)V>&8GrAHog@AIH7o)Zg6~wVj)*{1
zX16<OENJ@k36icPjcsVtnzH@b1gJJ8eC21F9nY=$39c@mP5`}yJ6Hy-NH0M4ia!a}
z5)ll!qh$1Mboa=UN@PMtNfeMbDXS<DkREMUxuC4&s?X(m=+GjoT*pjXWHse3mHW?$
zt)JX5x*fSEb?Ld0x}+)qNj2?F`H?>lwdn1^$Eqgzli|Ko>h_=e<=vx0TW~5c)2N$L
z$h+$ygjSx%LZn->*!+kLB`XLCBDG2YD%ZP`9sRM{@lnZ+UdRqaK=*pIv!18MK=-v<
zs}*cnI>#q8s;jIr+TR0SS@nTW??YVhKDit}Oweafek`#)8P}e}Y_n2%v~SgQwm`yy
zES86$3nq&g7EU8Dg{9Y17G{U6Z1&-P&*>V7rJP4lt5TWP9@Se-y<=$x_77~erZw&1
zx1H0<i>1=sjCQKOX0)rAT{g8T`S+2d+T_`O6;%yv-sWmgHX0URouRQQY~gJk^vr!&
zkRebf&pos}x3avTJu8*~y9$UIyH}er@PEQipP4lJvpoY<yhO?REW+LOmVsOl4nnT4
zj{q?eLbxNFxmOCq`(naizAaoEUEU~zMPPK}03?1t8N)B#y&~Pc0O9$0DLjHWwko{1
zv0hig%L1HOAB<NnCp<s8agiC(aC8m(_@-rxbr@~ccUKNj3SPey>zp`45}w~NQbb3<
zmcvbaF_tf~Kad0U(QT6f3O43Tlp%?M{o^29j-ArxMTRtrn<;>V<@9gm{w{Vg4$@lc
zmFjw>gY~ijQVzci(DsY?asAgMz6h&{*9Zgt8g{XL4=zHr4X`O^SYZ3d@R2aTcv&&O
zpOhLTkd7=we0s?Ik_AMZJGTkej(4<v7sDBr0g$`XM%)iRKS43|UK@aDagY9$HXUob
z%%~$aNJd?(7@}Q%|2!>C7|nI<5!$|C)#+W-PGDbBBw<}L$l}LL{>(Hp`E#X(xfSi<
zGt*jbMV(d#2&@wq%X8D(<m2ZbJfp2FEf-eG1#NM;P@FHW%oP@}e(6|8OU0QocK4rM
zSSigdP1B%Inwwi#nU|vih{6UF2y4zDKMI>obY|+tY~5;BE$n8!hG(7GdZ)O!G`BcE
z)2%n;STN>?i9^7*AqZ+cxiSR&f;t3je<yFIk3$>Qd3AACOxEwm85!HzBH{Ucn~>@e
zElX1sH<n_Q{6(qbqW{?_`8T##Qxu#<vuUGg!t=$Aso97|qa*2(7(>QXE8*~L_<QN^
z?Asqz#&my&4|^MKQW@<MWkHIN{VmA#&}fGtV`#Kf0EvOa{t7<Ecy$}-vcG}9UHfbN
z4ngI2;v?7rqhFyd?h(Fe)j4m|<`H}p!v{zq79S`h**}z0E)a^0WN&37*>UN;hfsn9
zQJQrj#{%14)7I9sk*w*|*%Y=-iKd7xvC#<erkaC{Ps-$E^NSIq$z*h@FpVYdj&{nS
z{rLH8M4Ofa!v=i)Qn|ELT#`e?hCyJTc~#$*77OLl{QP_Y*-?>EZGLWXg^y~iWgc6D
zH>plD-W(HaWsG@pi`g%fam(RKB`wFONmo)~ZvST~h=LW&+}=LQ@lfoR_$bX-COp3@
zhn$UQA!-@(%rVluYc7zYTebj_?1)pjJAzxwEofY^n`xa2A8%udBMFQ5r(%uo1<leL
zM{VVhMOIK022fb!8sOL(enN{(koldsMLt+_YZdOMBgB%&B-0lK`GsPWe_5)6Kq+FA
z+sr0E&gKLZ&#78XtriQ0Q6TInW*nE;3&y$wGi_okd;NKYsQI!zo{-yLIgYvmXIi_U
zdv1SSXG`&?^fs0faN5a9oN|M_p^kO}QJ)$1>^x3BFnTx?t3ItgZM9mK-qub6&e>DW
zdF?^VX*o@#@*ui{Z~|FDBuvi0t1r#k2pAz>Xr^1WoEc<Mmgh^D81#EB?4>W<ir^i0
zrrUB{wrf89fe#4kERJ)rYAxgYvAOanpwhB$3AiJP_S%Igq|6CUY(>`yYp^xIq~1Iq
z!#mqDe@cp@Aevd`Yo^sI0`W-LU;96!1R<PqpV$f^3t6%yz$8ojaadvpr4?yhIkq`X
zP{x}fjz;P-PH(Bo2-a>fRLSGNlbgqU9NJ<;lrbr-<E~coWaGS7MwcEak)un@?hg$w
zN^8QFi{a%{0A!o^35OQ~&F{pAmwlodEYHXyUseW{PfINph^T{#|8k{rwxz#`rC(}C
zwR0%BpoGdtESPK>Cc=eeO8;c3YRYQyw00gzozL@OVJ5pu4l57rBo)AYR!}CbHl`Dz
z#x6&B95UdHHC7Rq7`yo*c$#9TZ%rjwsKae|gAOkun&V7SH1%J^+Q_!4pOL*G5M(wL
zLAP-jt>7TQB-`K2iZjt8g7W+yNFD#yIBXDhG>sF{(PfCbh%J-?ADqJ{Z%FL^Q*P{H
z;qr}&qgrv6NTp&_z5wK;QIY5m*%JkjP-9_Fb{&BA_$&a0_JpAFJ8^rm`^iThekzYG
z+3hrpOKRx*b5e2z0uej%g-YddN~^c9_Q%!%r!^E2Dc8)2<h83vfW=y*Q+18rC6;H7
z_mD^4b&$c2oRuJSptq3FP6h@=t1Ze<ao2H-T$@D^h>RHuF_&hvXCHs-an!j;J7U6%
zHBi#q!!~NLV)#laujMZn9!70-u~9frd93hwX<fcFn`lUG1bb5qN%K{rSSaVK)}GX!
z*T$&NHgUfy1x2uqnYcsKn%ZlM2@|h{CM=@ldwGuu9*9ec;&g5lV^iG?%ZaMtiR3C8
zegm+R8qU>fNV^pvLb-%?e?Pvr_u(hhZi2|~#I<|Z`BUfeDEBV6)l+r**JPK8<|Dd|
zWg@PIr+85B9M<A{9?uq_L)1{~F|9q(H(U2<XLT3(;?vrLEgfOU9$W5TzE6AhJhm=G
z-3e-6^j^*6x{AZnFv51bT{huMRK6!cYl`ySn1GTHlEi0HVxEdY%@*o^A~_^bVnTf{
zEuH6Mfg<n%M6$piit<X(6u&LWF>{l{72pP%LPVLbN^~NvibS75b5f$2EDZ^?0z*iY
z5a@T|bNd8-LV+fL{Em9gn}1gj+b9HyJ}~C>0>wAzgf=S4q(mQyh<JTuUQh&4I&@ej
z@Z`xoy7eKajgxgLwnFi5Ds#l{4G2!SqL)UzAv^3xL9i;-qvem%u6{$x-{s)rxbp7-
zo4V_H)IWGrnIwE63A~!3TB$JTN3}<=yo^<39F*JAj<=dfEb`1Y-^$}W<zun&Uz2P?
znb+BMEDdy6$muDJ$vPHsc|0GpfHSnTi<N4&dVrE*48y204#P*qx#d}RzO;a~<6>#0
zP+VL_s68<(^U)Yfl`#4Pn?+sp?dAbV5%^>b-_asK**jm9eI$rwCMfDKi$|epiG*Vg
zMLR$c7QZdg{QNj*3fDdjQ$&9^*54AJIC+X$`Z=H~twA8;5q+n$69qS+NWw6E9RTc~
z!cS<J2qeD~SGK)f=)WFl{pck)@v5S3|4eqJKq4~UeyUR8@R`zFK=KE_#95`6uti&!
zt+;uH-lp&?(=OC)HoR4oTE$gpp}bt0MYg0<cV^}mipaA->3B5u3T<NpFhZ*dZ%em&
z^n1zC(%%IKRZFL+rQl02brYAeum3RiZMKU1mgK8wI6+0kqhuAiZ3Mf8zKncF67XNf
zAwVck8V&btqN^3xV~F^OuYHdQE{^VN!H2xBOO_lu7?p?gKIN`T-WHTNUm61=alSYk
z6g%<?dQI99A(lgiL}^CourMTdgGl?g0VXsg1e4#18<Kt4qmM?%d^u_SWo&+`7?b}+
z3cWxiVoWRq__&Rj)6R*+I^>3R`aHnLvV|SC)_xBAL!pX<T$@L*i50E<oaoWP#nakD
zD0=sd^Ig5hOiU5$+Ll|z4&_+*F3p$9iz`cs<MKkR!xaN?YbshozDB$uMe6=o3+W;S
zrkOO7eo1mnpqF4K#G_<0aVO<cjpmx5BG0RmoHOH)BaB8GMfc?FIN5xhYDF>Tftgec
zDY!$bp<p8<Qm959FzkEr6RHM5<#*z$aiFTNBWI*(w6IXgnK^o-<sTG+4-^&ovg~ky
zP(($(S*bioZPE5;CosW45+;R>5T+_<7fcHar`Q^erW<TLKHjPKj8)W25niMkbdGe@
z(vf+IjLII8)Y&>H9b3iLH!;&%U0t1VJ>8qZ%!R!>W7PYzKgcnitvb%d*#}P?#}1n!
zgK@lXkdG3&%vgY(t(F#xrR79@^uX?v0r{SMJP=}?_jM^-?~1jZt*QS~cAP*wK~u$}
zWKBI7=`VqO?5;%ez2hJ$^e+w1J4Q-}GAs{~5E+)s!GwJbF%ooc<WtFvznhyGe7N37
zYs%1_#>QJx<Xa*d=bvJ>T+krRR@A5rnJxtbVJU>^`W3*jE&PP0iy-qmanrTmGp)|W
z3Nv7NEEj*jz~5I4*H@(c3v?oe>wT39>{I8W##C1;8+C4>kfouWa8^6UI_%S<J=(VM
zf}v|?5r5;8Y{fRwPA#1}dszvSGq4P5c{YsJWxslaQ5#Ef`%UmE#pWE2p)bUC=)Uag
zFUO!|Tam9yE(%l<tcZA&Y(@4Tmpm0nM(#-jzda6u!h)pXcx!6^Db`~M^@#O25?GJy
z-V=n4@r5M&PjZvZZN(UkC?+D2Pl~pG5m-oVkLcl$vMaEJb_r$QeF&=kIlu~)odEMY
zab-W)siI<~NxBu59*%ZY@C7#84Zlzn{_9dy1xgWx|KUpIT=*dz^}tQRYFZ7)Z+ff_
z66<1c;Dsre(H=s)u7^Baa_i6bbYzBU7kcni>K2T{1*2wm9AxkI5X8j(ek&{R>_caw
zSX!EW=)osZzEQ+p4a+4Yv@RsN6*qxjDJp&>H^QO#<^Mv8-)%7rvdzLbB(DYf31&e&
zN;V6393RDBK~Tn9l8C}ML<rN7M#sX&dRJl-CtXpq8-b`)vzP`9DVl<zkZPf54*`%p
zfuB&(2sFPFSF{6SM|*OZId4bnnfRc<K2X%`o3iT#LJ>7{DwUIb_k8U^w8aM1$PE@|
z6N9J=Z#@XHIlU$-RcS-%*?H7YEiNv~_*v>J$)U6J;6sW^9Z+!*LKeL#d+`TiaIzKS
zUrX)?BoY)uJW5uKC^kWiFM3m=*ct~#A@*rl?h}2Z43I;(Mh3_?h^SX;4+$RUcvDjK
zgSn~V17Z%~%0QS#ek9Blr(4nBbHGk&u+WqW)080vRvHufA{6)ofMY*~pHP7bGQSg7
z;DgM;t(bc4BIe0?G?;%;5ML-N{BNX?3Y1h8erAy+OEV9aruD%J6Dv@8jJMCUS`3aS
zFfP_zr&Bm<A?*YM<8kblLf20lZVS7fo$VnZh7Itvx=q<4N-avTdHZC|Y0m<nfW<(~
z;!A8>gq_=5tP>V+)kGO4Wm&WJOo3n_K#*+`5g;f{N6^3)!#^@TDMtDQ{BO3rj6uG{
zx8skw@P8kDnqrJ@7bGO{SSZfum!!`8VyvBPWA$&P90(*6jFotlY^-icmI8r%+GC0K
zuZ@GYFkoqz-<?bN6zeubT*SIngmv2{DP>%u68Xcih7=6H65~(296sUslUpq8Be0QH
zF<ukO4fEfK5w_KsDONpACa#`V@Q?R*oSO;HZ%R~jDZuehBung%qVMED5i{XKBZWeM
zFw0`3_;UcVKZKufq#)4zPJE=8WFtkd-!gIy6YA^A81XG>8w4`y7~y{_i2G{isG&Dd
z?fv7}$k(a&S#k+g;2-ZIKM+eH(#X*++_2t3pvA(WAgGoxI~Xe{7K~aOM1|R0>oK-}
z3Lh#a!%7#5;Ys3XxJ6L7JzK+vsAeyeSVpt7{JCC7{Fg7r&_r!+ajCoj-!nP>d+p&=
zL%zaj+z2m(q1*%nDT;?;7-kOv-<I7h$V(Uk#G~XP;LvgGUn9FxP!zu{(bUF4Q<(fT
zOcCWtksL+s;{?RjKK?vfr&th1ESE$H`p5iAvS%?jd$^4qvmwP~rtuU(<3y#9IK~;K
z7`?qfUm88tybM`9rF~&!gvC1zDE5C*Egr$;cj6ZB0J4-WT3!L?<Mi^ac11o=tlle9
z9RxxVtM|8AGFR9Zss;5Lg2<=@pr$FejW!0CNn2+PtamjXR}ZtcPV$OAzM)j?+jBvR
zCppO_ILTt*DV2&Vv!@?A|L_csP+OW=NRA`DBPKS=a`BW(?<k~&?B@SKibOruezx)X
zUCC{Me1h>2kCKhg;TVer1w;2GqL;=&RG6PMTpy!?PgbP4*)Ej`#wk{m>p9>ql`AUv
zL+YjAETmbemk&7hIsAkU1wrO_;_5{QprE7_`w&z)cSlE#)Ylc&`aRj%0-1<vy}MF5
z9kz2+JFb;a;4BT4-y*oG8J$ZO;;@vw#hi!75U@3RU_G)dX2^F4b4#Ir=Y!4d?$I9Z
zV849BpdH*ur;5m;8&9Wx224qryWO1&TOp1)-<C4)bFr4QwdwaIg9X|N+9Vz&Ytz99
zV+HcDyAsJyjf14nq%=Gq*`jWg=*4MO^ysI7xzr<7WQVj!!B+^b(4sE^iv2$Pgjz&!
z`JK2H1>V2ouIjD2lSh$)0FL-V(WO6-T`f?G=n_2a(CH5IG1w6jLEcaSdlq63{krzB
zlAM7(uaKUtJ;^bIR-Hw#=K_n^Ah9@f2ypi4%G`WuaUnUI_}_s8DJnBF9#TU5#{EnR
zz$-CavX$sRNX`mE5|l_hN>-vnQAP?f;<qK5e>M)9LXFZey(>?@$+qL9C_3_QftJ*f
znEVc@iGq)iNuef_*Fh=10%)O{5NLiUt|mc}fvvA&)0;e65@ap~A1F%lN3tsgLJ=iF
ziEbEQ#K{oIUBw2ON9kW2G1EjX9aaY6H_<++Y|MGMz6$L)$q<8bJgvL%{F)wC2eCV+
zlDt&J4h>vciVJ1Rzh5dPYszcEmK05y%8Qv0uKXX!u75+U{cP>{W64s1e1dj}N6Ff8
zK;@%AKYCN5I5!T8LNn5^gb^FF(<CBsniMs;6*x*YiOTPgmMFLhp%hy3IN;ca@e^tZ
zLFRYjT7s>D*)bvzz&tvlzOHD<cV%}9WFi{!6SQJ3+F?5IG>%2;(pjfafLI_O+Y7E@
z7RH{koOrsLRlc91EIt;=caO**%~+o$ulBtiY)a9iN!h*-HT9P4-@h4yk*y2glgtwc
zB<O;8l&lLAAwLCn${mSZZye-=7Np^qw8l4tWh4r|Ai^JG^_8G#gI`PP-;<kq9uC=H
zgQOS1My+YAi>wdEd8Sx|XMnM^2&(c8*#o61p@PC5{4}80XYdo+1A@!%M2h`xMG%x%
z*0E(V%+|unI*EmRi3M1rFU59dmlbn)3j6jP$N9=@qPv4D*?pe`(yDfj)+{R6`=!_I
z7N-q-Jop%z6+2?ZR41XEJum0B=!r9jH*@05Z#?{JV}E-T`|CD?{nuKrHuiT!vA=#Z
z*uV1rJlMx1Y3Q(?xTp=k5N;apzvg%gN9M5;y<CdgEwE#A%VnVssn4Z?{MV5Rl71-1
z|Ml6B*uMY>^(X;ai<5_Pn1+snP*LtX=Aj(HcQB0RBtNU?<eyQSW&1y~_Tqf9U)(LX
zuQK;i;>wiyt71PZenTmYeT_VEMKJKFHaEW<vM%kpWZmnpA7xw8S@#!`b+-dVoOLRr
zi2BdLC@G)Z%03xE*-a92s>3#1(6u7SN`5G5THHKMbK5|Z(p%vHoJY0Ap!VtkKlQn!
z?DXa-JGl*%-RL<~ksTa^iK?uUl)=PjlA`+NDblxrqC*Yc!Wp9|Iy;K9lX+4KR=nc3
zB^~eDJRNJ>K*z!0Bxj<c7}|x{T}j1HY@UiA+XgE3^TVwf5yA*W?nw$hv3UwUwowYC
z|2mY(@p;&F`|C&wBOm!axQN=rTN0Yw@)N-#BTp39?LH1FX!`$57-Tnp9MqpC4yEy-
zb(9OT8x!%+-{2QgqW)lm5_R?GLg(W5lDhYhTQ9JaySC7|_;1{~c!jkW=fIfG#Vv9O
zmd?dWXhYH-OU6yyurb$Sk7V3lfXL%oD4*<NpN!{Pl;?$2NpLOjP|~Dro~Aptfu>~F
z0cU*$sn4m;C1p#Sr)+*3D7zu<TC9X_VA3N=&za5B^TamLb2#EyNS}7-zNEz1JSEj_
zpd{i%gw`{5S5oocZJvttZJ;9JMg-atxhE-j|K=(9@r_at9j?{cm7U~TDE9EGgeJG#
zwTO&6QCzp%wFsL2cES*QCAb#*WkjPSta0R?l&`OCP`>ud@$z3Kb@p~R8WYrJ+5Q)-
zy||+>rGzM6+qhRb7gjnF<%ObP$Ea5%cmCrBxpP=@=MNdSW4b{J9zjr~fcaqZLy7d&
zH*U-YQjq?y30<n{zlg3VpZo>ym0WQnB@!_g`gY0g0-j6CzHjrC-3$<UoV#%-i~9sC
z^QrCvJ(BdyZl0d$ZJ_76h`X>L!z#lMBrT6@o|cEUgBB$gQNlqDp}1W)^gz<`j?L5Z
z1KU8$0VN_4`aaQ{k_K<{G`w@8G(-nu)o>&_4vMaEYZ?81%N>WvI1+7ZyB&w1>3^PJ
zU$@F}h!V8fBdY(DPwu~$7)1H^IR4uH4*k4>pD_;B{sX+Ou1^H5j94~|E&dFT{;?NS
zci>*^xZxrvsAqM(;H1eq&i9=~b~a)#^OXDjAa?Xc9^+%eJs9T`sdK+MQs-1XAmV9n
z#%o>)<25fcZBx9M<ySuZ(eHic$Fxdi)zm$0-RUC>R>O9Pz4f}jeza22?&Z57;Migh
zC*Fu1!0%;5P<h(50R&~p`9=&yCENVw#AXCXQl3iUe<ucc^nx*MN~RD`Xt6YmtJQ;6
z;>bo1TDduq`VimbrxM@qj)Skr&KN>Ds%^QtIQ<iUqHVQ}inrc12DZlow^+j~+rLh@
zN`?(DtJ~{%TP)f6_uT(DPZ&j=RnM3~RWD9jSf4?D<3-x_CRj5$CRmmCb;-K}H^uOY
zcJ`G0BG9pa1V2%uun#-RH2ZoJ<ozhU;nUB1@k0^nHT)Z_S28x2?Flq9%2|u>>jNB2
zGQURfd=h(^7%hWx)Ccy5Lm-md;Q!|XS&1WK|192*F3?86eJmN=XH&p!HXq{k(KY!S
zQr6_(_`<-v$KQR|-FHt8TyqLn_nLcM^UYX%KF~ATIDNNZb&#1d(EHp-M|dHPv}CHk
zM`y_-GH)fk5zA4LNg^UgMS*fha3Dwlhdp}Deh2?zqxHh7j>2?g%rWRw{vpp;E8F^7
z#cFmS-dHiGtQh46lQ~}i(*j`l7r-<LEQ;CbJI^rTE1SD0?M2Phi7%}9dtH={)Qo{y
z@^8XP!yUK9j(@0hsnQ)K^Ei`v%HP9+h=V7t@+ZYRMje-or&s%jYW-f1>LLPIXZ!==
z4jmjhIOFeg4UhKSb_f3Tb*F|sxLfW_1LYJRHm@4^d!N!<edOA{f57#g>D(D}<%~ap
zGbQK*VW$Tu6LhdLQux|kT<qtKRnWpkTuug;*c=yE2XXWZ_V21)q^D?f53uX45BwV%
zj^lM4&rlvdakYQY#eU=n*H_jWPOm+{okK3R)ah1`)<nwW0_1J{PM}_Hg>u;|wH7->
zlUfWu2ya0A*f#qu+Vpqu#5Mk;skgjJaJk37-dMB1F(f4RU3qs;-Kh4PfOiPn0aG;>
z-oW0SZQPjv>uUxPHMr~_Vp3f}X0XHL$)D(Zjly!lwVDI}_UOZk(d#)q?Ay?(w~&N^
zE~o8+yn%n%>3h%(1<D=<W#HctdlCa-KM!l>AL4K&4&v+EqYq*q`_~Z-kTVxY3_wdD
zeEvaUOu_LwuCFmV1OG<86-%X#d{3Mf)IlONb;Mp&4KzR|IAYZyr$)nC8<>0jLwetH
zD)N?p4NesI57ztbZY2~yFqYl0sCWnaFA>1Q><$xb>VA2v>l*#KQ(0@1NL`0R%N^IK
zs9!QEsd<%47PgIKB6_%j5sD5)0U-gF*9x_OiX8wk*hr$obPPZb2Cr2b7S&3_YTZJA
zp%EOe!nUk5Is~nbF5lnNSJ74c5+Zs%=@ujh3E(EQplx}B)7QPpKh!n4@(6Y!<^bKP
z>cE|p!~Z^!ONrY!v5!>>vTWIbe>1(w5Wt%ioYsQw@z5RnaKCVOaUT3U)N9mY;OUM8
zFZcY#R-7cV*eqnmGQ0+B1Ij;ZdhOQi0P?I?p+$Ai96YhlzXLMau7v6to*`dxY17)l
zOa684I<~D}tC&{PY~er1?`}F`28Q0nVbfmaoqg!F3r5|@uK8t!;xhqj??9C{@Il9O
zeFK*n3-R^Eeiuy~0(PF|f&bhNyaegNkyf1sWIz~(8^~0+{c7wzs|`;8jp<w)cQdO5
znQ2$Clb7qQ0|nDCJT!814R2kn;NStPRl#ULMwX#{Jwc{jN?oJX;AZV5e;3Nm250(J
ze;+p|&|iom4$opoz*juI*EC?BAUM|pDTtN_+X@(Uqrpx0VVoFWXS<6P=r7bWO!%*f
zziQz?dVCeyUvrPYyEL~D1{nAS_nF{Ad<NR@R-=9rxr_c#V`{Rg{VU{Y70nW;xn5$0
zy;S<tZ}zA0ICT52UJ@Q1{t6rZt+a*{;H5O(_iu<$-@*23DV(xDh2|1b{bzX4r!HxT
z&;7k*hrnJ8m-dh21n74R>=*Hm&JLNz1sxHs+jJ5sF6eYp-KKNna6xCu={6nugbO+d
zO1J5Z7+mb5y{v6IUjr8>*u~HB3)<&iw`pH$JfXd+b$cE=+~I<D=hbc6+Y%SF-=%KT
z-gmg5{qS`AM$|Log7)mvZQAPx7qtJ6&UT8x1#R)5+f?a{3#xwB?dSLf)oSYYPxA{Z
zIn!+_qQPraSfkswVq%R8svpp8N)*NgB@gR;|61acV9!}_&whe_ZrO{U8|mlvYw&X`
z{d|UgK1Dy@rP=r&(a#}zWk3D=I~-4G|2F-6oqoPTKTm<R_Idg_LqAW@k3&B#`gsxD
zv44nuzD$?YH~i3Uc1|}tES8-Q%g*&<NBQldm)Rj)?DQUXU=KU?gq?Kq_d${U5&B^#
z4p4{KY|C)AOE}vhnYzMe8;-I)M%iwJYy(2JT^jX(&GublTP?ADHP}`ftlpfJn6uJY
z;=0Ys`-tT>t6*Y9ORP$Rm~FHCY?hM!2(j}aCYBS#Ynpd)VI*$9#5nyD<MK<4!!I%J
zzQj2D665MijH53xZob4g`4Z#eON@grG45SvoV#oj*Dl+{vCB4b>#|Lpx@;4dF5AQ*
zKx2OsXD-{smCKAHmu=$4Wt%v0nQ`H=O&qvv6ZMyEqWm(W`ZA;VvQ5-pW|UsGiOQGy
z=JljxBtYgOlOFSfTy)-uDGC>z*OUA((fJ(x#YE>%NRpW7+)9$fMCTcjA0|5AqQ98v
zG$!yD6P>q{tT54`Q*gNGypR53qVsL~i-`^$YRt6RrUNLs=+M!3Opk3kAB!omO$P^Y
z(V;|pn~4q`iNO@v{$2Wui4N`J%~aU-=r1NZv`HvaUYqvyW14Hz{$NaPZQ1~a>8wq=
zA~1!usf3$pt4&3yOjT_vwPSi}Q#BD&Qk$v>nCRFv9qRiB)j^nK2vaYM>Si#kz{v4C
z<ZFrd`0%6N;qPHUz@Xi(I<0VAXRqEAyBWSc5rH@%T4f*I5P=W3x#y9eesdgF@B}jz
zc!F%)BbRr-JaY)MfomV4-8OOm{h;o}!8v#}UA+hY2t$F3ahx|8I)v)&DGZ;7_(^u+
zwlZqQ6O4oF2mG1GppQLr3N$`sYj?I=t2nl<G<PQ|^)yULaJp8*z$~g})Wwme7;103
zIeDlxl^Nd?c<=l0UVKKcMsWN+!NlWge>aQC_`4rJ^T?Al83^Zp<g^%rlOID>5ydcW
zVIb|-;2$w8k56AYgTBR_^v#V+pIyWk3DkXZ1Jsp=d(Y?>aONSLI;T}1-GgUyQh0i+
zDEx;Tpm1)O!pJ%2qe--LlGxlT66vV*Ef7%_qQM!lqp5pOPU`;FR#Erq4N!OQa0k*6
zpra}KJ2@%)>8+xSP9Yt)-;NAZhVu_c6ZV;$gneqO2%{qy$0h8|353xZaHC24T29jb
z)mD*4hs%vi+Vn7K{0OYkwEb~T+Wx~<(MBhEjZ0g?P|jm0g^ZzY?=AU;@?Cgutf4$@
zsH3BW#-%P{sAJpR1;?_C?msOjg?DTfg>*8^xD=L#Wz(ZW7z&Ke(F7jNN#N2}5lAOU
zj7wm`SRUE1el&>}a+3Jgts;^3%paG;1St(R7iW8gkEXDblfsKzMImihJ}!j`oyhet
z*h_gdiI;Pd_~KTPNZUD&OJZ?Y5gCbW+tAVUeIzG+e|M|sqpe8Cr7uB9)jjY=Q~0Yn
zDg4J<MImiFI4*?=J&5JYV4t?p^nEiYeP7=y`e^UBap_A{!eBqF(Ioz-oFx9ots;@O
z<QkX61R>>ihHqvxn!?G~<nw5*#d}-g(a?TM<5HL)q?or;xja@^N7MJlob<h6tLUTM
za3p<(zdwvYv2~yQR;SkL*J+)pNlQMHbvmmeSWBdpet)vP?qX57)yGQv3xj@j=Kllb
C*~n1<

diff --git a/_build/jupyter_execute/plastic_shotgun_wadding.ipynb b/_build/jupyter_execute/plastic_shotgun_wadding.ipynb
index 73e1a11..b50f0f2 100644
--- a/_build/jupyter_execute/plastic_shotgun_wadding.ipynb
+++ b/_build/jupyter_execute/plastic_shotgun_wadding.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 26,
    "id": "60d29688-34ea-4727-8c83-d1e52de7c808",
    "metadata": {
     "editable": true,
@@ -65,6 +65,140 @@
     "shotgun = work_data[work_data.code == 'G70'].copy()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "f2de3eb2-1cc2-43ba-a301-616aee1d9fed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['parc-des-pierrettes', 'plage-de-dorigny', 'plage-de-st-sulpice',\n",
+       "       'saint-sulpice', 'tiger-duck-beach'], dtype=object)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "work_data[(work_data.city == 'Saint-Sulpice (VD)')].location.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "b420f011-d0d6-4b46-8b2a-6caeb8e75e19",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "codesx = ['G70', 'G96', 'G112', 'G89', 'G95', 'G91', 'G35', 'G100']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "aca6f768-f389-4371-ae59-68af51478a53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = work_data[(work_data.location.isin(['parc-des-pierrettes', 'plage-de-st-sulpice' ]))&(work_data.code.isin(codesx))].copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "dca6f010-eee5-41a9-8393-1dd4af9fab3d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'|    | object                                              |   quantity |   found |   sample_id |\\n|---:|:----------------------------------------------------|-----------:|--------:|------------:|\\n|  0 | Biomass holder                                      |         14 |       0 |           8 |\\n|  1 | Cotton bud/swab sticks                              |        368 |       0 |           8 |\\n|  2 | Industrial pellets (nurdles)                        |         22 |       0 |           8 |\\n|  3 | Medical; containers/tubes/ packaging                |        133 |       0 |           8 |\\n|  4 | Plastic construction waste                          |        110 |       0 |           7 |\\n|  5 | Sanitary pads /panty liners/tampons and applicators |         31 |       0 |           8 |\\n|  6 | Shotgun cartridges                                  |         23 |       0 |           8 |\\n|  7 | Straws and stirrers                                 |         29 |       0 |           8 |'"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "codes = pd.read_csv('resources/data/u_codes.csv')\n",
+    "codes.set_index('code', inplace=True)\n",
+    "t['object'] = t.code.map(lambda x: codes.loc[x, 'description'])\n",
+    "t['found'] = 0\n",
+    "t[['object', 'quantity', 'found', 'sample_id']].groupby('object', as_index=False).agg({'quantity':'sum', 'found':'sum', 'sample_id':'nunique'}).to_markdown()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "043bdac8-cf93-4e8a-a76c-11ce617d887e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'|    | object                                              |   greater than 1 |   greater than 2 |   greater than 3 |   greater than 4 |   greater than 10 |\\n|---:|:----------------------------------------------------|-----------------:|-----------------:|-----------------:|-----------------:|------------------:|\\n|  0 | Biomass holder                                      |             0.5  |             0.38 |             0.38 |             0    |              0    |\\n|  1 | Cotton bud/swab sticks                              |             0.88 |             0.88 |             0.88 |             0.88 |              0.88 |\\n|  2 | Industrial pellets (nurdles)                        |             0.25 |             0.25 |             0.25 |             0.25 |              0.12 |\\n|  3 | Medical; containers/tubes/ packaging                |             0.88 |             0.88 |             0.75 |             0.75 |              0.62 |\\n|  4 | Plastic construction waste                          |             0.86 |             0.86 |             0.86 |             0.71 |              0.43 |\\n|  5 | Sanitary pads /panty liners/tampons and applicators |             0.62 |             0.5  |             0.5  |             0.38 |              0    |\\n|  6 | Shotgun cartridges                                  |             0.75 |             0.38 |             0.38 |             0.25 |              0    |\\n|  7 | Straws and stirrers                                 |             0.62 |             0.5  |             0.5  |             0.38 |              0.12 |'"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grouped = t.groupby(['object'])\n",
+    "# Step 2: Count samples per location and code\n",
+    "counts = grouped.size().reset_index(name='total_samples')\n",
+    "\n",
+    "# Step 3: Apply conditions and count how many times quantity > 1, 2, 3, and 4\n",
+    "conditions = t.assign(\n",
+    "    greater_than_1=t['quantity'] > 1,\n",
+    "    greater_than_2=t['quantity'] > 2,\n",
+    "    greater_than_3=t['quantity'] > 3,\n",
+    "    greater_than_4=t['quantity'] > 4\n",
+    ").groupby(['location', 'code']).agg(\n",
+    "    greater_than_1=('greater_than_1', 'sum'),\n",
+    "    greater_than_2=('greater_than_2', 'sum'),\n",
+    "    greater_than_3=('greater_than_3', 'sum'),\n",
+    "    greater_than_4=('greater_than_4', 'sum')\n",
+    ").reset_index()\n",
+    "\n",
+    "grouped = t.groupby(['object'])\n",
+    "# Step 2: Count samples per location and code\n",
+    "counts = grouped.size().reset_index(name='total_samples')\n",
+    "\n",
+    "# Step 3: Apply conditions and count how many times quantity > 1, 2, 3, and 4\n",
+    "conditions = t.assign(\n",
+    "    greater_than_1=t['quantity'] > 1,\n",
+    "    greater_than_2=t['quantity'] > 2,\n",
+    "    greater_than_3=t['quantity'] > 3,\n",
+    "    greater_than_4=t['quantity'] > 4,\n",
+    "    greater_than_10=t['quantity'] > 10\n",
+    ").groupby(['object']).agg(\n",
+    "    greater_than_1=('greater_than_1', 'sum'),\n",
+    "    greater_than_2=('greater_than_2', 'sum'),\n",
+    "    greater_than_3=('greater_than_3', 'sum'),\n",
+    "    greater_than_4=('greater_than_4', 'sum'),\n",
+    "    greater_than_10=('greater_than_10', 'sum')\n",
+    ").reset_index()\n",
+    "\n",
+    "\n",
+    "# Step 4: Merge the total sample count with the conditions\n",
+    "merged = pd.merge(counts, conditions, on=['object'])\n",
+    "# Step 5: Calculate the ratio of each condition to the total number of samples\n",
+    "merged['greater than 1'] = merged['greater_than_1'] / merged['total_samples']\n",
+    "merged['greater than 2'] = merged['greater_than_2'] / merged['total_samples']\n",
+    "merged['greater than 3'] = merged['greater_than_3'] / merged['total_samples']\n",
+    "merged['greater than 4'] = merged['greater_than_4'] / merged['total_samples']\n",
+    "merged['greater than 10'] = merged['greater_than_10'] / merged['total_samples']\n",
+    "\n",
+    "merged[['object', 'greater than 1', 'greater than 2', 'greater than 3', 'greater than 4', 'greater than 10']].round(2).to_markdown()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "39f7bb8a-8472-46b6-a820-7986da6ae8d0",
@@ -174,9 +308,6 @@
    "id": "530dc284-919d-47b4-a2f1-f4fe75ab1f13",
    "metadata": {
     "editable": true,
-    "jupyter": {
-     "source_hidden": true
-    },
     "slideshow": {
      "slide_type": ""
     },
diff --git a/data_processing.ipynb b/data_processing.ipynb
index d4b4716..710d4b3 100644
--- a/data_processing.ipynb
+++ b/data_processing.ipynb
@@ -2044,6 +2044,9 @@
    "execution_count": 23,
    "metadata": {
     "editable": true,
+    "jupyter": {
+     "source_hidden": true
+    },
     "pycharm": {
      "name": "#%%\n"
     },
diff --git a/docs/_sources/excercise_2024.md b/docs/_sources/excercise_2024.md
index a820783..0e60488 100644
--- a/docs/_sources/excercise_2024.md
+++ b/docs/_sources/excercise_2024.md
@@ -22,11 +22,17 @@ and snack wrappers (8% of the total). We find also objects that are not associat
 industrial plastic pellets (6% of the total), cotton swabs (4% of the total) plastic construction materials (3% of the total) and shotgun cartridges (1% of the total).
 
 All the previous items mentioned are found in similar proportions in the marine environment in the european space, [EEA data viewer](https://www.eea.europa.eu/en/analysis/maps-and-charts/marine-litterwatch-data-viewer-marine-litterwatch-data-viewer).
-The federal report of 2021, [IQAASL](https://www.bafu.admin.ch/bafu/en/home/topics/waste/state/data-and-indicators/indicators/indicators-on-waste-and-resources.html), report included medical containers, straws and stirrers and toys as common objects on the beaches of lake Geneva.
+The federal report of 2021, [IQAASL](https://hammerdirt-analyst.github.io/IQAASL-End-0f-Sampling-2021/), included medical containers, straws and stirrers and toys as common objects on the beaches of lake Geneva.
 
 ## First encounters
 
-__Objective: In the field identify and count specific beach litter items.__
+**Objective : in the field identify and count specific beach litter items.**
+
+*Survey locations:*
+
+<iframe src="https://map.geo.admin.ch/#/embed?lang=fr&center=2533348.46,1151997.25&z=7.291&bgLayer=ch.swisstopo.pixelkarte-farbe&topic=ech&layers=ch.swisstopo.zeitreihen@year=1864,f;ch.bfs.gebaeude_wohnungs_register,f;ch.bav.haltestellen-oev,f;ch.swisstopo.swisstlm3d-wanderwege,f;ch.astra.wanderland-sperrungen_umleitungen,f;KML%7Chttps://public.geo.admin.ch/api/kml/files/zpNHEP7CTeKPUqy56qCwpg&featureInfo=bottomPanel" style="border: 0;width: 600px;height: 450px;max-width: 100%;max-height: 100%;" allow="geolocation"></iframe>
+
+### Items of interest
 
 The guide for monitoring beach litter, [MLW Guide](https://publications.jrc.ec.europa.eu/repository/handle/JRC83985), lists 200 items that can be found on the beach. The OSPAR 
 commission has a similar list of 150 items [OSPAR](https://www.ospar.org/documents?v=44122). Today we are going to focus on identifying and counting 7 items:
@@ -56,6 +62,40 @@ Record the number of each item found and the name of the beach where it was foun
 4. What are the possible pathways for the object to reach the beach?
 5. What are the possible prevention measures?
 
+## Results
+
+_Legend :_ The cumulative results are the total number found on visits to the two beaches since 2016 up to the day before of the excercise.
+
+
+| object                                              |   cumulative |   found sep 26 |
+|:----------------------------------------------------|-----------:|--------:|
+| Biomass holder                                      |         14 |       2 |
+| Cotton bud/swab sticks                              |        368 |       8 |
+| Industrial pellets (nurdles)                        |         22 |       9 |
+| Medical; containers/tubes/ packaging                |        133 |       7 |
+| Plastic construction waste                          |        110 |       15|
+| Sanitary pads /panty liners/tampons and applicators |         31 |       2 |
+| Shotgun cartridges                                  |         23 |       0 |
+| Straws and stirrers                                 |         29 |       2 |
+
+
+### Probability of finding an amount
+
+_Legend :_ The historical probabilities (prior to field excercise) of finding a given quantity at the beaches surveyed (results combined):
+
+
+| object                                              |   at least 1 |   at least 2 |  at least 3 |   at least 4 | at least 10|
+|:----------------------------------------------------|-----------------:|-----------------:|-----------------:|-----------------:|------------------:|
+| Biomass holder                                      |             0.5  |             0.38 |             0.38 |             0    |              0    |
+| Cotton bud/swab sticks                              |             0.88 |             0.88 |             0.88 |             0.88 |              0.88 |
+| Industrial pellets (nurdles)                        |             0.25 |             0.25 |             0.25 |             0.25 |              0.12 |
+| Medical; containers/tubes/ packaging                |             0.88 |             0.88 |             0.75 |             0.75 |              0.62 |
+| Plastic construction waste                          |             0.86 |             0.86 |             0.86 |             0.71 |              0.43 |
+| Sanitary pads /panty liners/tampons and applicators |             0.62 |             0.5  |             0.5  |             0.38 |              0    |
+| Shotgun cartridges                                  |             0.75 |             0.38 |             0.38 |             0.25 |              0    |
+| Straws and stirrers                                 |             0.62 |             0.5  |             0.5  |             0.38 |              0.12 |
+
+
 ## Semester project: pathways
 
 You can choose to make your video project on the potential pathways to the beach of a specific item. Your video project should also include
diff --git a/docs/_sources/plastic_shotgun_wadding.ipynb b/docs/_sources/plastic_shotgun_wadding.ipynb
index c4ba82d..bac1b7b 100644
--- a/docs/_sources/plastic_shotgun_wadding.ipynb
+++ b/docs/_sources/plastic_shotgun_wadding.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 26,
    "id": "60d29688-34ea-4727-8c83-d1e52de7c808",
    "metadata": {
     "editable": true,
@@ -65,6 +65,140 @@
     "shotgun = work_data[work_data.code == 'G70'].copy()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "f2de3eb2-1cc2-43ba-a301-616aee1d9fed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['parc-des-pierrettes', 'plage-de-dorigny', 'plage-de-st-sulpice',\n",
+       "       'saint-sulpice', 'tiger-duck-beach'], dtype=object)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "work_data[(work_data.city == 'Saint-Sulpice (VD)')].location.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "b420f011-d0d6-4b46-8b2a-6caeb8e75e19",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "codesx = ['G70', 'G96', 'G112', 'G89', 'G95', 'G91', 'G35', 'G100']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "aca6f768-f389-4371-ae59-68af51478a53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = work_data[(work_data.location.isin(['parc-des-pierrettes', 'plage-de-st-sulpice' ]))&(work_data.code.isin(codesx))].copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "dca6f010-eee5-41a9-8393-1dd4af9fab3d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'|    | object                                              |   quantity |   found |   sample_id |\\n|---:|:----------------------------------------------------|-----------:|--------:|------------:|\\n|  0 | Biomass holder                                      |         14 |       0 |           8 |\\n|  1 | Cotton bud/swab sticks                              |        368 |       0 |           8 |\\n|  2 | Industrial pellets (nurdles)                        |         22 |       0 |           8 |\\n|  3 | Medical; containers/tubes/ packaging                |        133 |       0 |           8 |\\n|  4 | Plastic construction waste                          |        110 |       0 |           7 |\\n|  5 | Sanitary pads /panty liners/tampons and applicators |         31 |       0 |           8 |\\n|  6 | Shotgun cartridges                                  |         23 |       0 |           8 |\\n|  7 | Straws and stirrers                                 |         29 |       0 |           8 |'"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "codes = pd.read_csv('resources/data/u_codes.csv')\n",
+    "codes.set_index('code', inplace=True)\n",
+    "t['object'] = t.code.map(lambda x: codes.loc[x, 'description'])\n",
+    "t['found'] = 0\n",
+    "t[['object', 'quantity', 'found', 'sample_id']].groupby('object', as_index=False).agg({'quantity':'sum', 'found':'sum', 'sample_id':'nunique'}).to_markdown()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "043bdac8-cf93-4e8a-a76c-11ce617d887e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'|    | object                                              |   greater than 1 |   greater than 2 |   greater than 3 |   greater than 4 |   greater than 10 |\\n|---:|:----------------------------------------------------|-----------------:|-----------------:|-----------------:|-----------------:|------------------:|\\n|  0 | Biomass holder                                      |             0.5  |             0.38 |             0.38 |             0    |              0    |\\n|  1 | Cotton bud/swab sticks                              |             0.88 |             0.88 |             0.88 |             0.88 |              0.88 |\\n|  2 | Industrial pellets (nurdles)                        |             0.25 |             0.25 |             0.25 |             0.25 |              0.12 |\\n|  3 | Medical; containers/tubes/ packaging                |             0.88 |             0.88 |             0.75 |             0.75 |              0.62 |\\n|  4 | Plastic construction waste                          |             0.86 |             0.86 |             0.86 |             0.71 |              0.43 |\\n|  5 | Sanitary pads /panty liners/tampons and applicators |             0.62 |             0.5  |             0.5  |             0.38 |              0    |\\n|  6 | Shotgun cartridges                                  |             0.75 |             0.38 |             0.38 |             0.25 |              0    |\\n|  7 | Straws and stirrers                                 |             0.62 |             0.5  |             0.5  |             0.38 |              0.12 |'"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grouped = t.groupby(['object'])\n",
+    "# Step 2: Count samples per location and code\n",
+    "counts = grouped.size().reset_index(name='total_samples')\n",
+    "\n",
+    "# Step 3: Apply conditions and count how many times quantity > 1, 2, 3, and 4\n",
+    "conditions = t.assign(\n",
+    "    greater_than_1=t['quantity'] > 1,\n",
+    "    greater_than_2=t['quantity'] > 2,\n",
+    "    greater_than_3=t['quantity'] > 3,\n",
+    "    greater_than_4=t['quantity'] > 4\n",
+    ").groupby(['location', 'code']).agg(\n",
+    "    greater_than_1=('greater_than_1', 'sum'),\n",
+    "    greater_than_2=('greater_than_2', 'sum'),\n",
+    "    greater_than_3=('greater_than_3', 'sum'),\n",
+    "    greater_than_4=('greater_than_4', 'sum')\n",
+    ").reset_index()\n",
+    "\n",
+    "grouped = t.groupby(['object'])\n",
+    "# Step 2: Count samples per location and code\n",
+    "counts = grouped.size().reset_index(name='total_samples')\n",
+    "\n",
+    "# Step 3: Apply conditions and count how many times quantity > 1, 2, 3, and 4\n",
+    "conditions = t.assign(\n",
+    "    greater_than_1=t['quantity'] > 1,\n",
+    "    greater_than_2=t['quantity'] > 2,\n",
+    "    greater_than_3=t['quantity'] > 3,\n",
+    "    greater_than_4=t['quantity'] > 4,\n",
+    "    greater_than_10=t['quantity'] > 10\n",
+    ").groupby(['object']).agg(\n",
+    "    greater_than_1=('greater_than_1', 'sum'),\n",
+    "    greater_than_2=('greater_than_2', 'sum'),\n",
+    "    greater_than_3=('greater_than_3', 'sum'),\n",
+    "    greater_than_4=('greater_than_4', 'sum'),\n",
+    "    greater_than_10=('greater_than_10', 'sum')\n",
+    ").reset_index()\n",
+    "\n",
+    "\n",
+    "# Step 4: Merge the total sample count with the conditions\n",
+    "merged = pd.merge(counts, conditions, on=['object'])\n",
+    "# Step 5: Calculate the ratio of each condition to the total number of samples\n",
+    "merged['greater than 1'] = merged['greater_than_1'] / merged['total_samples']\n",
+    "merged['greater than 2'] = merged['greater_than_2'] / merged['total_samples']\n",
+    "merged['greater than 3'] = merged['greater_than_3'] / merged['total_samples']\n",
+    "merged['greater than 4'] = merged['greater_than_4'] / merged['total_samples']\n",
+    "merged['greater than 10'] = merged['greater_than_10'] / merged['total_samples']\n",
+    "\n",
+    "merged[['object', 'greater than 1', 'greater than 2', 'greater than 3', 'greater than 4', 'greater than 10']].round(2).to_markdown()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "39f7bb8a-8472-46b6-a820-7986da6ae8d0",
@@ -174,9 +308,6 @@
    "id": "530dc284-919d-47b4-a2f1-f4fe75ab1f13",
    "metadata": {
     "editable": true,
-    "jupyter": {
-     "source_hidden": true
-    },
     "slideshow": {
      "slide_type": ""
     },
diff --git a/docs/excercise_2024.html b/docs/excercise_2024.html
index 39598bd..c82a87f 100644
--- a/docs/excercise_2024.html
+++ b/docs/excercise_2024.html
@@ -317,12 +317,17 @@ <h2> Contents </h2>
                 <ul class="visible nav section-nav flex-column">
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#most-common-items">1.1. Most common items</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#first-encounters">1.2. First encounters</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#tabulate-results">1.2.1. Tabulate results</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#discussion">1.2.2. Discussion</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#items-of-interest">1.2.1. Items of interest</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#tabulate-results">1.2.2. Tabulate results</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#discussion">1.2.3. Discussion</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#semester-project-pathways">1.3. Semester project: pathways</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#resources-for-the-video-project">1.3.1. Resources for the video project</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#results">1.3. Results</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#probability-of-finding-an-amount">1.3.1. Probability of finding an amount</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#semester-project-pathways">1.4. Semester project: pathways</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#resources-for-the-video-project">1.4.1. Resources for the video project</a></li>
 </ul>
 </li>
 </ul>
@@ -357,11 +362,15 @@ <h2><span class="section-number">1.1. </span>Most common items<a class="headerli
 and snack wrappers (8% of the total). We find also objects that are not associated with activities at the beach. For example, fragmented plastics (41% of the total)
 industrial plastic pellets (6% of the total), cotton swabs (4% of the total) plastic construction materials (3% of the total) and shotgun cartridges (1% of the total).</p>
 <p>All the previous items mentioned are found in similar proportions in the marine environment in the european space, <a class="reference external" href="https://www.eea.europa.eu/en/analysis/maps-and-charts/marine-litterwatch-data-viewer-marine-litterwatch-data-viewer">EEA data viewer</a>.
-The federal report of 2021, <a class="reference external" href="https://www.bafu.admin.ch/bafu/en/home/topics/waste/state/data-and-indicators/indicators/indicators-on-waste-and-resources.html">IQAASL</a>, report included medical containers, straws and stirrers and toys as common objects on the beaches of lake Geneva.</p>
+The federal report of 2021, <a class="reference external" href="https://hammerdirt-analyst.github.io/IQAASL-End-0f-Sampling-2021/">IQAASL</a>, included medical containers, straws and stirrers and toys as common objects on the beaches of lake Geneva.</p>
 </section>
 <section id="first-encounters">
 <h2><span class="section-number">1.2. </span>First encounters<a class="headerlink" href="#first-encounters" title="Link to this heading">#</a></h2>
-<p><strong>Objective: In the field identify and count specific beach litter items.</strong></p>
+<p><strong>Objective : in the field identify and count specific beach litter items.</strong></p>
+<p><em>Survey locations:</em></p>
+<iframe src="https://map.geo.admin.ch/#/embed?lang=fr&center=2533348.46,1151997.25&z=7.291&bgLayer=ch.swisstopo.pixelkarte-farbe&topic=ech&layers=ch.swisstopo.zeitreihen@year=1864,f;ch.bfs.gebaeude_wohnungs_register,f;ch.bav.haltestellen-oev,f;ch.swisstopo.swisstlm3d-wanderwege,f;ch.astra.wanderland-sperrungen_umleitungen,f;KML%7Chttps://public.geo.admin.ch/api/kml/files/zpNHEP7CTeKPUqy56qCwpg&featureInfo=bottomPanel" style="border: 0;width: 600px;height: 450px;max-width: 100%;max-height: 100%;" allow="geolocation"></iframe>
+<section id="items-of-interest">
+<h3><span class="section-number">1.2.1. </span>Items of interest<a class="headerlink" href="#items-of-interest" title="Link to this heading">#</a></h3>
 <p>The guide for monitoring beach litter, <a class="reference external" href="https://publications.jrc.ec.europa.eu/repository/handle/JRC83985">MLW Guide</a>, lists 200 items that can be found on the beach. The OSPAR
 commission has a similar list of 150 items <a class="reference external" href="https://www.ospar.org/documents?v=44122">OSPAR</a>. Today we are going to focus on identifying and counting 7 items:</p>
 <ol class="arabic simple">
@@ -374,8 +383,9 @@ <h2><span class="section-number">1.2. </span>First encounters<a class="headerlin
 <li><p>Straws and stirrers</p></li>
 </ol>
 <p>All other objects will be collected and discarded. Each item on the list has a distinct use or origin.</p>
+</section>
 <section id="tabulate-results">
-<h3><span class="section-number">1.2.1. </span>Tabulate results<a class="headerlink" href="#tabulate-results" title="Link to this heading">#</a></h3>
+<h3><span class="section-number">1.2.2. </span>Tabulate results<a class="headerlink" href="#tabulate-results" title="Link to this heading">#</a></h3>
 <p>Record the number of each item found and the name of the beach where it was found. Reflections:</p>
 <ol class="arabic simple">
 <li><p>Did you find more or less than you expected?</p></li>
@@ -384,7 +394,7 @@ <h3><span class="section-number">1.2.1. </span>Tabulate results<a class="headerl
 </ol>
 </section>
 <section id="discussion">
-<h3><span class="section-number">1.2.2. </span>Discussion<a class="headerlink" href="#discussion" title="Link to this heading">#</a></h3>
+<h3><span class="section-number">1.2.3. </span>Discussion<a class="headerlink" href="#discussion" title="Link to this heading">#</a></h3>
 <ol class="arabic simple">
 <li><p>Did you notice any immediate sources of the items found? If so were their any visible signs of prevention measures?</p></li>
 <li><p>If the source is not apparent, what are the possible sources?</p></li>
@@ -393,12 +403,133 @@ <h3><span class="section-number">1.2.2. </span>Discussion<a class="headerlink" h
 </ol>
 </section>
 </section>
+<section id="results">
+<h2><span class="section-number">1.3. </span>Results<a class="headerlink" href="#results" title="Link to this heading">#</a></h2>
+<p><em>Legend :</em> The cumulative results are the total number found on visits to the two beaches since 2016 up to the day before of the excercise.</p>
+<div class="pst-scrollable-table-container"><table class="table">
+<thead>
+<tr class="row-odd"><th class="head text-left"><p>object</p></th>
+<th class="head text-right"><p>cumulative</p></th>
+<th class="head text-right"><p>found sep 26</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td class="text-left"><p>Biomass holder</p></td>
+<td class="text-right"><p>14</p></td>
+<td class="text-right"><p>2</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>Cotton bud/swab sticks</p></td>
+<td class="text-right"><p>368</p></td>
+<td class="text-right"><p>8</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>Industrial pellets (nurdles)</p></td>
+<td class="text-right"><p>22</p></td>
+<td class="text-right"><p>9</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>Medical; containers/tubes/ packaging</p></td>
+<td class="text-right"><p>133</p></td>
+<td class="text-right"><p>7</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>Plastic construction waste</p></td>
+<td class="text-right"><p>110</p></td>
+<td class="text-right"><p>15</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>Sanitary pads /panty liners/tampons and applicators</p></td>
+<td class="text-right"><p>31</p></td>
+<td class="text-right"><p>2</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>Shotgun cartridges</p></td>
+<td class="text-right"><p>23</p></td>
+<td class="text-right"><p>0</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>Straws and stirrers</p></td>
+<td class="text-right"><p>29</p></td>
+<td class="text-right"><p>2</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<section id="probability-of-finding-an-amount">
+<h3><span class="section-number">1.3.1. </span>Probability of finding an amount<a class="headerlink" href="#probability-of-finding-an-amount" title="Link to this heading">#</a></h3>
+<p><em>Legend :</em> The historical probabilities (prior to field excercise) of finding a given quantity at the beaches surveyed (results combined):</p>
+<div class="pst-scrollable-table-container"><table class="table">
+<thead>
+<tr class="row-odd"><th class="head text-left"><p>object</p></th>
+<th class="head text-right"><p>at least 1</p></th>
+<th class="head text-right"><p>at least 2</p></th>
+<th class="head text-right"><p>at least 3</p></th>
+<th class="head text-right"><p>at least 4</p></th>
+<th class="head text-right"><p>at least 10</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td class="text-left"><p>Biomass holder</p></td>
+<td class="text-right"><p>0.5</p></td>
+<td class="text-right"><p>0.38</p></td>
+<td class="text-right"><p>0.38</p></td>
+<td class="text-right"><p>0</p></td>
+<td class="text-right"><p>0</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>Cotton bud/swab sticks</p></td>
+<td class="text-right"><p>0.88</p></td>
+<td class="text-right"><p>0.88</p></td>
+<td class="text-right"><p>0.88</p></td>
+<td class="text-right"><p>0.88</p></td>
+<td class="text-right"><p>0.88</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>Industrial pellets (nurdles)</p></td>
+<td class="text-right"><p>0.25</p></td>
+<td class="text-right"><p>0.25</p></td>
+<td class="text-right"><p>0.25</p></td>
+<td class="text-right"><p>0.25</p></td>
+<td class="text-right"><p>0.12</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>Medical; containers/tubes/ packaging</p></td>
+<td class="text-right"><p>0.88</p></td>
+<td class="text-right"><p>0.88</p></td>
+<td class="text-right"><p>0.75</p></td>
+<td class="text-right"><p>0.75</p></td>
+<td class="text-right"><p>0.62</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>Plastic construction waste</p></td>
+<td class="text-right"><p>0.86</p></td>
+<td class="text-right"><p>0.86</p></td>
+<td class="text-right"><p>0.86</p></td>
+<td class="text-right"><p>0.71</p></td>
+<td class="text-right"><p>0.43</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>Sanitary pads /panty liners/tampons and applicators</p></td>
+<td class="text-right"><p>0.62</p></td>
+<td class="text-right"><p>0.5</p></td>
+<td class="text-right"><p>0.5</p></td>
+<td class="text-right"><p>0.38</p></td>
+<td class="text-right"><p>0</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>Shotgun cartridges</p></td>
+<td class="text-right"><p>0.75</p></td>
+<td class="text-right"><p>0.38</p></td>
+<td class="text-right"><p>0.38</p></td>
+<td class="text-right"><p>0.25</p></td>
+<td class="text-right"><p>0</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>Straws and stirrers</p></td>
+<td class="text-right"><p>0.62</p></td>
+<td class="text-right"><p>0.5</p></td>
+<td class="text-right"><p>0.5</p></td>
+<td class="text-right"><p>0.38</p></td>
+<td class="text-right"><p>0.12</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+</section>
 <section id="semester-project-pathways">
-<h2><span class="section-number">1.3. </span>Semester project: pathways<a class="headerlink" href="#semester-project-pathways" title="Link to this heading">#</a></h2>
+<h2><span class="section-number">1.4. </span>Semester project: pathways<a class="headerlink" href="#semester-project-pathways" title="Link to this heading">#</a></h2>
 <p>You can choose to make your video project on the potential pathways to the beach of a specific item. Your video project should also include
 a video short (think tiktok or google shorts) that can be shared on social media and give a brief overview of the problem and potential solutions.</p>
 <section id="resources-for-the-video-project">
-<h3><span class="section-number">1.3.1. </span>Resources for the video project<a class="headerlink" href="#resources-for-the-video-project" title="Link to this heading">#</a></h3>
+<h3><span class="section-number">1.4.1. </span>Resources for the video project<a class="headerlink" href="#resources-for-the-video-project" title="Link to this heading">#</a></h3>
 <p>Interested in the topic? I am at your disposal for any questions on the topic: Here are some resources to get you started:</p>
 <p><strong>General information:</strong></p>
 <ol class="arabic simple">
@@ -480,12 +611,17 @@ <h3><span class="section-number">1.3.1. </span>Resources for the video project<a
     <ul class="visible nav section-nav flex-column">
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#most-common-items">1.1. Most common items</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#first-encounters">1.2. First encounters</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#tabulate-results">1.2.1. Tabulate results</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#discussion">1.2.2. Discussion</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#items-of-interest">1.2.1. Items of interest</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#tabulate-results">1.2.2. Tabulate results</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#discussion">1.2.3. Discussion</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#results">1.3. Results</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#probability-of-finding-an-amount">1.3.1. Probability of finding an amount</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#semester-project-pathways">1.3. Semester project: pathways</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#resources-for-the-video-project">1.3.1. Resources for the video project</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#semester-project-pathways">1.4. Semester project: pathways</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#resources-for-the-video-project">1.4.1. Resources for the video project</a></li>
 </ul>
 </li>
 </ul>
diff --git a/docs/plastic_shotgun_wadding.html b/docs/plastic_shotgun_wadding.html
index 254a4de..f0fe951 100644
--- a/docs/plastic_shotgun_wadding.html
+++ b/docs/plastic_shotgun_wadding.html
@@ -349,6 +349,107 @@ <h2> Contents </h2>
                   
   <div class="cell tag_remove-input docutils container">
 </div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">work_data</span><span class="p">[(</span><span class="n">work_data</span><span class="o">.</span><span class="n">city</span> <span class="o">==</span> <span class="s1">&#39;Saint-Sulpice (VD)&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">location</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="cell_output docutils container">
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;parc-des-pierrettes&#39;, &#39;plage-de-dorigny&#39;, &#39;plage-de-st-sulpice&#39;,
+       &#39;saint-sulpice&#39;, &#39;tiger-duck-beach&#39;], dtype=object)
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">codesx</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;G70&#39;</span><span class="p">,</span> <span class="s1">&#39;G96&#39;</span><span class="p">,</span> <span class="s1">&#39;G112&#39;</span><span class="p">,</span> <span class="s1">&#39;G89&#39;</span><span class="p">,</span> <span class="s1">&#39;G95&#39;</span><span class="p">,</span> <span class="s1">&#39;G91&#39;</span><span class="p">,</span> <span class="s1">&#39;G35&#39;</span><span class="p">,</span> <span class="s1">&#39;G100&#39;</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">t</span> <span class="o">=</span> <span class="n">work_data</span><span class="p">[(</span><span class="n">work_data</span><span class="o">.</span><span class="n">location</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s1">&#39;parc-des-pierrettes&#39;</span><span class="p">,</span> <span class="s1">&#39;plage-de-st-sulpice&#39;</span> <span class="p">]))</span><span class="o">&amp;</span><span class="p">(</span><span class="n">work_data</span><span class="o">.</span><span class="n">code</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">codesx</span><span class="p">))]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">codes</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;resources/data/u_codes.csv&#39;</span><span class="p">)</span>
+<span class="n">codes</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;code&#39;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">t</span><span class="p">[</span><span class="s1">&#39;object&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">code</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">codes</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">x</span><span class="p">,</span> <span class="s1">&#39;description&#39;</span><span class="p">])</span>
+<span class="n">t</span><span class="p">[</span><span class="s1">&#39;found&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="n">t</span><span class="p">[[</span><span class="s1">&#39;object&#39;</span><span class="p">,</span> <span class="s1">&#39;quantity&#39;</span><span class="p">,</span> <span class="s1">&#39;found&#39;</span><span class="p">,</span> <span class="s1">&#39;sample_id&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;object&#39;</span><span class="p">,</span> <span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;quantity&#39;</span><span class="p">:</span><span class="s1">&#39;sum&#39;</span><span class="p">,</span> <span class="s1">&#39;found&#39;</span><span class="p">:</span><span class="s1">&#39;sum&#39;</span><span class="p">,</span> <span class="s1">&#39;sample_id&#39;</span><span class="p">:</span><span class="s1">&#39;nunique&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">to_markdown</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="cell_output docutils container">
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;|    | object                                              |   quantity |   found |   sample_id |\n|---:|:----------------------------------------------------|-----------:|--------:|------------:|\n|  0 | Biomass holder                                      |         14 |       0 |           8 |\n|  1 | Cotton bud/swab sticks                              |        368 |       0 |           8 |\n|  2 | Industrial pellets (nurdles)                        |         22 |       0 |           8 |\n|  3 | Medical; containers/tubes/ packaging                |        133 |       0 |           8 |\n|  4 | Plastic construction waste                          |        110 |       0 |           7 |\n|  5 | Sanitary pads /panty liners/tampons and applicators |         31 |       0 |           8 |\n|  6 | Shotgun cartridges                                  |         23 |       0 |           8 |\n|  7 | Straws and stirrers                                 |         29 |       0 |           8 |&#39;
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">grouped</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;object&#39;</span><span class="p">])</span>
+<span class="c1"># Step 2: Count samples per location and code</span>
+<span class="n">counts</span> <span class="o">=</span> <span class="n">grouped</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">&#39;total_samples&#39;</span><span class="p">)</span>
+
+<span class="c1"># Step 3: Apply conditions and count how many times quantity &gt; 1, 2, 3, and 4</span>
+<span class="n">conditions</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">assign</span><span class="p">(</span>
+    <span class="n">greater_than_1</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">,</span>
+    <span class="n">greater_than_2</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">,</span>
+    <span class="n">greater_than_3</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">,</span>
+    <span class="n">greater_than_4</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">4</span>
+<span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;location&#39;</span><span class="p">,</span> <span class="s1">&#39;code&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span>
+    <span class="n">greater_than_1</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_1&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">),</span>
+    <span class="n">greater_than_2</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_2&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">),</span>
+    <span class="n">greater_than_3</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_3&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">),</span>
+    <span class="n">greater_than_4</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_4&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">)</span>
+<span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+
+<span class="n">grouped</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;object&#39;</span><span class="p">])</span>
+<span class="c1"># Step 2: Count samples per location and code</span>
+<span class="n">counts</span> <span class="o">=</span> <span class="n">grouped</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">&#39;total_samples&#39;</span><span class="p">)</span>
+
+<span class="c1"># Step 3: Apply conditions and count how many times quantity &gt; 1, 2, 3, and 4</span>
+<span class="n">conditions</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">assign</span><span class="p">(</span>
+    <span class="n">greater_than_1</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">,</span>
+    <span class="n">greater_than_2</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">,</span>
+    <span class="n">greater_than_3</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">,</span>
+    <span class="n">greater_than_4</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">4</span><span class="p">,</span>
+    <span class="n">greater_than_10</span><span class="o">=</span><span class="n">t</span><span class="p">[</span><span class="s1">&#39;quantity&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">10</span>
+<span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;object&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span>
+    <span class="n">greater_than_1</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_1&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">),</span>
+    <span class="n">greater_than_2</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_2&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">),</span>
+    <span class="n">greater_than_3</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_3&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">),</span>
+    <span class="n">greater_than_4</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_4&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">),</span>
+    <span class="n">greater_than_10</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;greater_than_10&#39;</span><span class="p">,</span> <span class="s1">&#39;sum&#39;</span><span class="p">)</span>
+<span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+
+
+<span class="c1"># Step 4: Merge the total sample count with the conditions</span>
+<span class="n">merged</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">counts</span><span class="p">,</span> <span class="n">conditions</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;object&#39;</span><span class="p">])</span>
+<span class="c1"># Step 5: Calculate the ratio of each condition to the total number of samples</span>
+<span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater than 1&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater_than_1&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;total_samples&#39;</span><span class="p">]</span>
+<span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater than 2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater_than_2&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;total_samples&#39;</span><span class="p">]</span>
+<span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater than 3&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater_than_3&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;total_samples&#39;</span><span class="p">]</span>
+<span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater than 4&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater_than_4&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;total_samples&#39;</span><span class="p">]</span>
+<span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater than 10&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;greater_than_10&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">merged</span><span class="p">[</span><span class="s1">&#39;total_samples&#39;</span><span class="p">]</span>
+
+<span class="n">merged</span><span class="p">[[</span><span class="s1">&#39;object&#39;</span><span class="p">,</span> <span class="s1">&#39;greater than 1&#39;</span><span class="p">,</span> <span class="s1">&#39;greater than 2&#39;</span><span class="p">,</span> <span class="s1">&#39;greater than 3&#39;</span><span class="p">,</span> <span class="s1">&#39;greater than 4&#39;</span><span class="p">,</span> <span class="s1">&#39;greater than 10&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">to_markdown</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="cell_output docutils container">
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;|    | object                                              |   greater than 1 |   greater than 2 |   greater than 3 |   greater than 4 |   greater than 10 |\n|---:|:----------------------------------------------------|-----------------:|-----------------:|-----------------:|-----------------:|------------------:|\n|  0 | Biomass holder                                      |             0.5  |             0.38 |             0.38 |             0    |              0    |\n|  1 | Cotton bud/swab sticks                              |             0.88 |             0.88 |             0.88 |             0.88 |              0.88 |\n|  2 | Industrial pellets (nurdles)                        |             0.25 |             0.25 |             0.25 |             0.25 |              0.12 |\n|  3 | Medical; containers/tubes/ packaging                |             0.88 |             0.88 |             0.75 |             0.75 |              0.62 |\n|  4 | Plastic construction waste                          |             0.86 |             0.86 |             0.86 |             0.71 |              0.43 |\n|  5 | Sanitary pads /panty liners/tampons and applicators |             0.62 |             0.5  |             0.5  |             0.38 |              0    |\n|  6 | Shotgun cartridges                                  |             0.75 |             0.38 |             0.38 |             0.25 |              0    |\n|  7 | Straws and stirrers                                 |             0.62 |             0.5  |             0.5  |             0.38 |              0.12 |&#39;
+</pre></div>
+</div>
+</div>
+</div>
 <section class="tex2jax_ignore mathjax_ignore" id="plastic-shotgun-shell-wadding">
 <h1><span class="section-number">3. </span>Plastic shotgun shell wadding<a class="headerlink" href="#plastic-shotgun-shell-wadding" title="Link to this heading">#</a></h1>
 <p><strong>A summary of observations on Lac Léman</strong></p>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 3ce1241..b681efd 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"A unique problem and a unique solution": [[2, "a-unique-problem-and-a-unique-solution"]], "Annex": [[2, "annex"], [3, "annex"]], "Asessing the environment:": [[2, null], [2, null]], "Assessing the environment": [[2, "assessing-the-environment"]], "Assumptions": [[1, "assumptions"]], "Citizen science and data collection": [[3, "citizen-science-and-data-collection"]], "Computing and mathematics": [[3, "computing-and-mathematics"]], "Conclusions": [[1, "conclusions"], [2, "conclusions"]], "Conditional probability": [[1, "conditional-probability"]], "Constraints": [[1, "constraints"]], "Cumulative results at a glance": [[3, "cumulative-results-at-a-glance"]], "Definitions": [[1, "definitions"]], "Discussion": [[0, "discussion"], [1, "discussion"], [2, "discussion"], [3, "discussion"]], "Empirical Bayes: grid approximations": [[1, "empirical-bayes-grid-approximations"]], "Essential statistics: 2015 - 2021": [[3, "essential-statistics-2015-2021"]], "Essential statistics: 2022": [[3, "essential-statistics-2022"]], "Estimates from participants": [[2, "estimates-from-participants"]], "Expected results fragmented plastics": [[1, "expected-results-fragmented-plastics"]], "Expected results personal consumption": [[1, "expected-results-personal-consumption"]], "Expected survey results Saint Sulpice": [[2, "expected-survey-results-saint-sulpice"]], "Financial disclosure": [[4, "financial-disclosure"]], "First encounters": [[0, "first-encounters"]], "Given the data from 2022, Is there an increase, decrease or no change in the expected survey results given the consolidated results from 2015 - 2021?": [[1, null]], "Given the median value for the objects of interest in 2021, what is the chance that a survey in 2022 will exceed this value?": [[1, null]], "Grid Approximation": [[1, "grid-approximation"]], "How did it get there?": [[0, "how-did-it-get-there"]], "How do the results from 2022 change the expected survey results going forward??": [[1, null], [1, null]], "If we are using the data to estimate the environmental condition then the response should answer the question:": [[1, null]], "Methods": [[1, "methods"]], "Most common items": [[0, "most-common-items"]], "Municipal results": [[3, "municipal-results"]], "Next steps": [[1, "next-steps"], [2, "next-steps"]], "Observations and interpretations": [[2, "observations-and-interpretations"]], "Plastic shotgun shell wadding": [[3, "plastic-shotgun-shell-wadding"]], "Practical applications": [[1, "practical-applications"]], "Predicted values using empirical Bayes method": [[2, "predicted-values-using-empirical-bayes-method"]], "Predictions for 2025": [[3, "predictions-for-2025"]], "Previous and expected survey results of objects of interest": [[1, "previous-and-expected-survey-results-of-objects-of-interest"]], "Previous and expected survey totals": [[1, "previous-and-expected-survey-totals"]], "Reducing dimensionality: find the most common": [[2, "reducing-dimensionality-find-the-most-common"]], "References:": [[3, "references"]], "Regional results": [[3, "regional-results"]], "Research questions": [[1, "research-questions"]], "Resources for the video project": [[0, "resources-for-the-video-project"]], "Results Lake Geneva": [[1, "results-lake-geneva"]], "Results: Estimated, found and predicted": [[2, "results-estimated-found-and-predicted"]], "Sampling campaigns 2015 - 2022": [[3, "sampling-campaigns-2015-2022"]], "Semester project": [[2, "semester-project"]], "Semester project: pathways": [[0, "semester-project-pathways"]], "Summary of expected survey results Lake Geneva": [[1, "summary-of-expected-survey-results-lake-geneva"]], "Summary of previous results": [[2, "summary-of-previous-results"]], "Summary test and training data": [[1, "summary-test-and-training-data"]], "Survey results October 5, 2023 Saint Sulpice": [[2, "survey-results-october-5-2023-saint-sulpice"], [2, "id1"]], "Tabulate results": [[0, "tabulate-results"]], "Test data, training data and objects of interest": [[1, "test-data-training-data-and-objects-of-interest"]], "Testing 2023 predictions": [[2, "testing-2023-predictions"]], "The accuracy of the predictions in relation to what was found": [[2, "the-accuracy-of-the-predictions-in-relation-to-what-was-found"]], "The data generating process": [[4, "the-data-generating-process"]], "The informed prior": [[1, "the-informed-prior"]], "The measured land-use attributes": [[1, "the-measured-land-use-attributes"]], "The objects of interest": [[1, "the-objects-of-interest"]], "The priors": [[1, "the-priors"]], "The solid waste experience": [[2, "the-solid-waste-experience"], [4, "the-solid-waste-experience"]], "The test data": [[1, "the-test-data"]], "The training data": [[1, "the-training-data"]], "The uninformed prior": [[1, "the-uninformed-prior"]], "Where did we find the most ?": [[3, "where-did-we-find-the-most"]]}, "docnames": ["excercise_2024", "grid_approximation", "grids_2023", "plastic_shotgun_wadding", "titlepage"], "envversion": {"sphinx": 61, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1}, "filenames": ["excercise_2024.md", "grid_approximation.ipynb", "grids_2023.ipynb", "plastic_shotgun_wadding.ipynb", "titlepage.md"], "indexentries": {}, "objects": {}, "objnames": {}, "objtypes": {}, "terms": {"": [1, 3], "0": [1, 2, 3], "00": [1, 2, 3], "000": 2, "004": 3, "01": [1, 2, 3], "019": 3, "02": [2, 3], "03": [2, 3], "04": [2, 3], "04093": 3, "05": [2, 3], "0521592712": 3, "06": [1, 2, 3], "0686": 3, "07": [2, 3], "08": [1, 2, 3], "09": [1, 2, 3], "1": [0, 1, 2, 3], "10": [1, 2, 3], "100": [1, 2, 3], "1000": 1, "1002413": 3, "100m": [2, 3], "10168": 3, "1017": 3, "102": 3, "1030": 2, "1038": 3, "10pt": 1, "11": [0, 1, 2, 3], "1109": 3, "1148": 3, "11pt": 1, "12": [1, 2, 3], "1201": 3, "12871": 2, "12pt": 1, "13": [1, 2, 3], "1371": 3, "14": [1, 2, 3], "1441412697": 3, "145km": 2, "15": [1, 2, 3], "150": 0, "1500": 1, "1500m": 1, "16": [1, 2], "16458": 2, "17": [2, 3], "17479": 2, "18": [1, 2], "19": [1, 2], "190": 3, "1970": 2, "199": 3, "1999": 3, "2": [1, 2, 3], "20": [1, 2, 3], "200": [0, 2], "2003": 3, "2007": 3, "2009": 3, "2011": 3, "2013": 3, "2015": [0, 2], "2016": [1, 2, 3, 4], "2017": [1, 3], "2018": [1, 3], "2020": [1, 3], "2021": [0, 2], "2022": 0, "2023": 3, "2024": [1, 2, 3], "209": 1, "21": [1, 2, 3], "21444": 3, "22": [1, 2, 3], "228": 2, "23": [1, 2, 3], "230": 1, "24": [1, 2, 3], "245": 1, "246": 1, "25": [1, 2, 3], "250": [1, 3], "25th": [1, 2], "26": [1, 2, 3], "26113": 3, "263": [1, 2], "267": 3, "268": 3, "2686": 2, "27": [1, 2, 3], "2760": 3, "28": 2, "2851115": 3, "29": [1, 2, 3], "2d": 3, "2ed": 3, "2nd": 3, "3": [0, 1, 2, 3], "30": [1, 2], "3000m": 1, "31": [1, 2], "31539": 3, "32": 2, "3356": 2, "336": 2, "34": [1, 2, 3], "348": 3, "35": [1, 2], "3509134": 3, "36": [1, 2], "373": 2, "38": [1, 3], "384": 1, "39": [1, 2, 3], "3953": 2, "4": [0, 1, 2, 3], "40": [1, 2], "41": [0, 1], "42": 1, "43": [1, 2], "430": 1, "44": [2, 3], "45": 1, "4539666": 3, "46": [1, 2, 3], "47": 2, "4777": 2, "48": [1, 2], "49": 1, "5": [1, 3], "50": [1, 2, 3], "500": 1, "51": 2, "52": [1, 2], "5281": 3, "53": [1, 3], "54": [2, 3], "54369": 3, "548": 3, "55": [2, 3], "5555": 3, "56": 1, "57": [1, 2], "58": 1, "59": 1, "59137": 3, "5th": 2, "6": [0, 1, 2, 3], "60": 2, "606": 2, "61": 2, "62": [1, 3], "623": 2, "63": [1, 3], "64": 2, "66": [1, 2], "67": 2, "6767": 2, "68": 3, "69": [1, 2], "7": [0, 1, 2, 3], "703": 2, "72": 1, "73": [1, 2], "74": 2, "75": [1, 2], "75th": [1, 2, 3], "76": 3, "78": [1, 2], "79": 2, "8": [0, 1, 2, 3], "80": [1, 2], "804": 1, "81": 2, "82": 1, "839": 1, "84": 2, "85": [1, 2], "86": [1, 2], "87": [1, 2], "9": [1, 2, 3], "90": [1, 2], "91": [1, 2], "92": [2, 3], "93": 2, "94": [1, 2], "949": 3, "95": 1, "96": 2, "97": 2, "978": 3, "9780367255398": 3, "9781789341652": 3, "98": 3, "99": 1, "999": 1, "A": [1, 3], "AND": [1, 2], "As": 1, "At": 2, "By": 1, "For": [0, 1, 2, 3, 4], "If": [0, 4], "In": [0, 1, 2, 3], "It": [1, 2, 3], "Near": [1, 2], "Not": 1, "OR": 2, "Of": 2, "On": [1, 2, 3], "That": 3, "The": [0, 3], "Their": 4, "There": [1, 2], "These": [0, 1], "To": 1, "With": 1, "__combin": 1, "ab": 1, "abandon": 1, "abil": 1, "about": [0, 1, 2, 4], "abov": 1, "abund": 1, "access": 2, "accid": 2, "accord": 3, "account": [1, 2], "accru": 1, "accumul": 2, "accur": [1, 2], "across": 3, "action": 1, "activ": [0, 1, 3], "actual": [1, 2], "ad": [1, 2], "addison": 3, "addtion": 1, "adjac": 1, "admin": 1, "adopt": 1, "after": [1, 2, 3], "ag": 1, "again": 1, "agglomerm": 1, "aggreg": [1, 2], "agricultur": 1, "al": 3, "alan": 3, "algorithm": 3, "alicia": 3, "align": 1, "all": [0, 1, 2, 3], "allaman": 3, "allendownei": 3, "allow": 2, "along": 3, "alongsid": 1, "also": [0, 1, 3], "although": 2, "am": 0, "amano": 3, "among": [0, 1], "amount": [1, 2], "amphion": 3, "an": [0, 2, 3, 4], "analag": 1, "analysi": [1, 3], "analyst": [1, 2, 3, 4], "analyt": 1, "analyz": 1, "andrew": 3, "angl": 1, "ani": [0, 1, 3], "anlysi": 3, "annaconda": 2, "anoth": [0, 1], "answer": 2, "anthi": 3, "anthropogen": 3, "anthropogenc": 3, "anti": 1, "anticip": 1, "anyth": 1, "anywher": 2, "appar": 0, "appear": [1, 2], "appli": [1, 3], "applic": 2, "approach": 4, "appropri": 1, "approri": 2, "approxim": 3, "april": 3, "ar": [0, 2, 3, 4], "area": [1, 2, 3], "around": 1, "articl": [2, 3], "asl": [0, 1, 3], "assembl": 1, "assess": [1, 3, 4], "assign": 1, "associ": [0, 1, 3], "assum": [1, 3], "attent": 3, "attract": 1, "attribut": [2, 4], "aubonn": 3, "author": 4, "authorit": 1, "avail": 1, "averag": [1, 2, 3], "avert": 4, "awai": 1, "b": 1, "b16018": 3, "backend": 1, "bait": 1, "ball": 3, "ban": 1, "barrel": 3, "barrier": 1, "base": [1, 2], "baselin": 1, "basi": [1, 3], "basic": 1, "basin": [1, 3], "bassin": 1, "bath": 1, "bay": 3, "bayesian": [1, 3], "bayesrulesbook": 3, "bda3": 3, "beach": [0, 1, 2, 3, 4], "becasu": 1, "becaus": [1, 2, 3], "becom": 2, "been": [0, 1, 2, 3, 4], "befor": [1, 2, 4], "began": 3, "begin": 1, "behavior": 2, "behind": 3, "being": [1, 4], "below": 3, "benefit": 1, "benfici": 1, "best": 1, "beta": 1, "better": 1, "between": [1, 2, 3], "beverag": 1, "beyond": 3, "bia": 1, "biel": [1, 2, 3], "big": [1, 3], "binari": 1, "binomi": 1, "biodivers": 2, "biologi": 3, "biologist": [1, 2], "biomass": 0, "bird": 1, "blahrer": 3, "bodi": [1, 3], "book": [1, 3], "border": 1, "botanist": 2, "both": [1, 2, 3], "bottl": [0, 1, 2], "bound": 1, "boundari": 1, "bourg": 3, "bouveret": 3, "branch": [1, 2], "brief": [0, 3], "brush": 1, "bud": 2, "build": 1, "built": 1, "butt": 0, "c": 1, "calcul": 1, "calculu": 1, "camdavidsonpilon": 3, "came": 1, "cameron": 3, "campaign": 1, "can": [0, 1, 2, 3, 4], "canal": 3, "candi": 2, "canton": 3, "cap": [0, 1], "captur": 1, "care": 4, "cari": 1, "carri": 1, "cartridg": [0, 2], "case": [1, 3], "categori": [1, 2], "caus": 1, "cbo9780511814365": 3, "cdot": 3, "cemeteri": 1, "center": [1, 3], "certain": 1, "certainli": 1, "certainti": 2, "ch": [0, 1, 2, 3, 4], "challeng": 1, "chanc": 2, "chang": 2, "chapman": 3, "chapter": [2, 3], "characterist": [2, 3], "check": 1, "chemic": 1, "choic": 1, "choos": [0, 1, 2], "cigarett": [0, 1, 2, 4], "cigartett": 1, "circl": 1, "circumcscrib": 1, "citi": [1, 2, 3], "citizen": 1, "claren": 3, "class": 2, "classic": 1, "classifi": 1, "classroom": 2, "clean": 3, "cleanup": 0, "clear": [1, 2], "close": [1, 2], "closer": 2, "closest": 1, "co": 3, "coastlin": [2, 3], "code": [1, 2], "coeffici": [1, 2], "coefici": 1, "colleagu": 1, "collect": [0, 1, 2, 4], "columbia": 3, "column": 1, "com": [1, 2, 3], "combin": [1, 3], "come": [1, 3], "command": 1, "commiss": 0, "common": 1, "commonli": 3, "commun": 1, "compar": [0, 1, 2, 4], "comparison": 1, "complement": 1, "complet": [0, 1, 2], "complex": 4, "compon": 1, "comprehens": 1, "compromis": 1, "concentr": 3, "concern": [1, 2], "conclud": 2, "concret": 1, "condit": 2, "condtion": 1, "conduct": [1, 2], "conduit": 1, "confeder": 3, "configur": 1, "conjug": 1, "connect": 1, "consensu": 3, "conservationist": [1, 2], "consid": [1, 2, 4], "consider": [1, 4], "consist": [1, 2, 3], "constraint": 2, "construct": [0, 1, 2], "consult": 2, "contact": [0, 2, 4], "contain": [0, 1], "contamin": [3, 4], "content": 4, "context": [1, 4], "contrari": 3, "contribut": [1, 4], "control": [1, 4], "correct": 1, "correctli": 2, "correl": 2, "correspond": 1, "cotton": [0, 1, 2], "could": [1, 2], "count": [0, 1, 2, 3, 4], "cours": 2, "covarainc": 1, "covari": 1, "cover": [1, 3], "cran": 3, "creat": 2, "createspac": 3, "creativ": 2, "criteria": 1, "culli": 3, "cumul": 2, "cup": 3, "current": [2, 3], "curv": 1, "cushion": 3, "d": [1, 3], "dai": 1, "daili": 1, "data": [0, 2], "date": 1, "davidson": [1, 3], "de": [1, 2, 3], "decad": 2, "decemb": [0, 1, 3], "decis": 4, "declin": 1, "decomposit": 1, "dedic": 2, "deep": 3, "deepest": 3, "defin": [1, 2], "degrad": 1, "delimit": 1, "demand": 1, "demonstr": [1, 2], "denomin": 1, "densiti": [1, 2], "depend": 3, "deposit": 1, "depth": 1, "deriv": [1, 2], "describ": [1, 2], "descript": [1, 3], "design": [3, 4], "desir": 3, "detail": [1, 2], "detect": 1, "determin": [1, 2], "develop": [1, 2, 3], "deviat": 3, "did": 1, "differ": [1, 2, 3, 4], "difference\u00b2": 2, "differenti": [1, 2], "difficult": [1, 2], "diffus": 1, "digbib_extern": 3, "dimens": 1, "diminsh": 2, "direct": 3, "directli": 1, "discard": [0, 1, 2], "discharg": 1, "discourag": 1, "discus": 2, "disdil": 3, "disolv": 1, "dispos": [0, 1, 3, 4], "disregard": 1, "distanc": 1, "distinct": [0, 2], "distribut": [1, 2, 3], "divid": [1, 3], "dn067364": 3, "do": [0, 2, 3], "document": [2, 4], "doe": 1, "doi": [1, 3], "domain": [1, 4], "done": [1, 2, 3], "dot": 3, "doubl": 1, "down": 3, "downei": 3, "download": 2, "drake": 3, "drink": 1, "dry": 1, "dtype": 2, "du": [1, 3], "duck": 2, "due": [1, 2, 3], "dur": 1, "durabl": 3, "each": [0, 1, 2], "earli": 1, "easi": [1, 2], "easili": 1, "eastern": 3, "ec": 3, "econom": 4, "ed": 3, "edit": 3, "edu": 3, "educ": 4, "edwin": 3, "eea": 0, "effect": [1, 2], "effort": 1, "either": [1, 2], "elimin": 1, "elsewher": 1, "emploi": 2, "en": 3, "encount": [1, 3], "encourag": 1, "end": [0, 1, 2, 4], "energi": 3, "engin": [3, 4], "enough": 1, "ensur": [1, 3], "entangl": 3, "enter": [1, 4], "entir": 1, "entri": 1, "environ": [0, 1, 3, 4], "environment": 2, "epfl": 2, "equal": 1, "erod": 1, "eros": 3, "error": 1, "essenti": 0, "establish": [1, 2], "estuari": 3, "et": 3, "eu": [1, 2, 3], "eur": 3, "europa": 3, "european": [0, 1, 2, 3], "evad": 2, "evalu": 1, "even": 1, "event": 1, "eventu": 3, "everi": [1, 3], "everydai": [1, 2, 3], "evid": 1, "exactli": 1, "exampl": [0, 1, 2], "exceed": [1, 3], "excenevex": 3, "except": [1, 2], "excercis": 2, "excess": 3, "exchang": 1, "exclus": 1, "execut": 1, "exist": [1, 3], "exit": 3, "expand": [1, 2], "expect": [0, 3], "experi": [0, 1], "expert": 1, "explain": [1, 2], "explicit": 1, "explor": 1, "extend": 1, "extract": 1, "extrem": 3, "f": 3, "facil": 1, "fact": 1, "fail": [2, 3], "failur": 4, "fairli": 2, "fals": 2, "far": [1, 2], "favor": [1, 2], "featur": 1, "feder": [0, 1, 4], "fell": 2, "fewer": 3, "field": [0, 1], "figur": [1, 2], "filter": [0, 1, 2], "final": [1, 3, 4], "find": [0, 1, 4], "fire": 3, "firearm": 1, "first": [1, 2, 4], "fish": 1, "fit": 1, "fix": 1, "flat": 1, "float": 1, "float64": 2, "flow": [2, 3], "foam": 2, "focu": [0, 1, 4], "focuss": 1, "fold": 3, "follow": [1, 2], "food": [1, 2], "form": [1, 2, 3], "formal": [1, 2], "format": [1, 3], "formul": 1, "found": [0, 1, 3], "four": [1, 2], "frac": 1, "fragment": [0, 2], "frame": 3, "framework": [1, 3], "franc": 1, "fred": 3, "freizeitar": 1, "french": [1, 3], "frequenc": [1, 3], "from": [3, 4], "full": 1, "function": 1, "fund": 4, "fundament": 3, "further": [1, 2], "furthermor": 1, "g10": 1, "g112": 2, "g166": 1, "g21": 1, "g23": 1, "g24": 1, "g25": 1, "g27": [1, 2], "g30": [1, 2], "g31": 1, "g32": [1, 2], "g33": 1, "g35": 1, "g67": [1, 2], "g70": [1, 2], "g75": 1, "g76": 1, "g77": 1, "g78": 1, "g79": 1, "g80": 1, "g81": 1, "g82": 1, "g83": 1, "g89": [1, 2], "g95": [1, 2], "g96": 2, "gabriel": 3, "galgani": 3, "gamma": 1, "gather": [1, 2], "gcap": [1, 2], "ge": 1, "gear": 1, "gelman": [1, 3], "gener": [0, 1, 2, 3], "geneva": [0, 2, 3, 4], "gen\u00e8v": 3, "geo": 1, "geograph": [1, 3], "geographi": 3, "get": [1, 4], "gfoam": [1, 2], "gfrag": [1, 2], "gingolph": 3, "git": [1, 2], "github": [1, 2, 3], "give": [0, 1], "given": [2, 3], "glacial": 3, "gland": [1, 3], "go": 0, "goal": 2, "gongolph": 3, "good": 2, "googl": 0, "got": 0, "grand": 3, "grangett": 3, "graphic": 3, "greater": 1, "greatest": 1, "green": 3, "grid": 3, "ground": 1, "group": [1, 2], "guag": 1, "guid": [0, 1], "guidanc": [1, 2, 3], "guido": 3, "ha": [0, 1, 2, 3, 4], "hacker": [1, 3], "hall": 3, "hammerdirt": [0, 1, 2, 3, 4], "handl": [1, 3], "haphazard": 3, "hard": 2, "harmonis": 3, "harvest": 1, "haut": [1, 3], "have": [0, 1, 2, 3, 4], "hdi": [1, 2], "health": [1, 2], "heavi": 1, "help": [1, 3, 4], "here": [0, 1, 2], "hermanc": 3, "hex": 1, "hexagon": 1, "hierarch": [1, 2], "high": 1, "higher": 3, "highest": 3, "highli": 1, "hisotr": 1, "histor": 1, "histori": 1, "holder": 0, "honest": [1, 2], "hospit": 1, "how": [2, 4], "howev": [0, 1, 2, 3, 4], "html": 3, "http": [1, 2, 3], "hunter": 3, "hydrolog": 1, "hygien": 1, "hypothesi": 1, "hypothesis": 1, "i": [0, 2, 3, 4], "id": 3, "idea": 1, "ident": 1, "identif": [1, 2, 3], "identifi": [0, 1, 2, 3], "illeg": 1, "illustr": 1, "immedi": [0, 1], "immediatlei": 1, "import": [1, 3], "impos": 1, "improperli": 3, "improv": [1, 2, 3], "inaccuraci": 1, "inappropri": 2, "incid": 3, "inciner": 1, "includ": [0, 1, 4], "increas": [2, 3], "inculd": 1, "indentifi": [1, 3], "indic": [1, 2, 3], "indiffer": 2, "individu": [1, 2], "industri": [0, 1, 2], "inexperienc": 1, "infer": 1, "inform": [0, 2, 4], "infrastructur": 1, "infrastrutur": 1, "ingest": 3, "initi": [0, 1, 2], "inject": 1, "ink": 2, "inquir": 1, "inscrib": 1, "insight": 1, "instead": 1, "int64": 2, "int_": 1, "integr": 1, "intend": 1, "intent": 1, "interest": [0, 2], "interpret": 1, "interv": [1, 2], "introduc": 1, "introduct": [0, 1, 3], "inventori": 4, "invest": 1, "io": 3, "ip": 1, "iqaasl": [0, 1, 3, 4], "iqr": 1, "isbn": 3, "issu": 1, "item": [1, 2], "its": [3, 4], "itself": 1, "j": 3, "januari": [1, 3], "jayn": 3, "johnson": 3, "joint": 1, "jonathan": 3, "journal": 3, "jrc": [1, 3], "jrc121707": 3, "jrc133594": 3, "jrc83985": 3, "jupyt": 3, "k": 1, "know": [1, 2], "kuhl": 3, "l": 3, "la": [1, 3], "lab": 0, "label": 1, "labl": 1, "lac": [1, 3], "lack": [1, 2], "lake": [0, 2, 3, 4], "lakeshor": 1, "lam": 3, "land": 2, "landcov": 1, "larg": 3, "largest": 3, "last": 1, "latest": 0, "lausann": [1, 3], "lavaux": 3, "layer": 1, "learn": [1, 3], "least": [1, 2, 3], "leat": 3, "left": 3, "legend": 1, "lend": 1, "length": 1, "less": [0, 1, 3], "let": 1, "level": 1, "leverag": 1, "lid": [1, 2], "lifcycl": 2, "life": [0, 4], "lifecycl": 2, "like": [1, 2, 4], "likelihood": 1, "limit": [1, 2, 3], "line": [1, 2, 3], "liner": 2, "list": [0, 1], "liter": 1, "literatur": 3, "litter": [0, 1, 2, 3, 4], "loc_dat": 1, "local": [1, 3], "locat": [1, 2, 3], "logic": 3, "lollypop": 1, "long": [0, 1, 2], "longer": 1, "look": [0, 1, 2], "loon": 3, "low": 1, "lower": 1, "lowest": 1, "lt": 1, "ludwig": 2, "lugrin": 3, "lutri": 3, "luxembourg": 3, "l\u00e9man": [1, 3], "m": [1, 2, 3], "machin": [1, 3], "macro": 3, "made": [1, 2], "magnitud": 1, "mai": [1, 2, 3], "main": [1, 2], "major": [1, 3], "make": [0, 1, 2, 4], "manag": 1, "mandat": 3, "mani": [1, 2, 4], "manner": 1, "manual": 3, "map": [1, 2, 3], "marin": [0, 1, 2, 3], "maritim": 2, "mark": 1, "martin": 3, "materi": [0, 1], "math": 1, "matplotlib": [1, 2, 3], "maturit\u00e9": 1, "max": 3, "maxim": 3, "maximum": 1, "mcbp": [1, 3], "mcse": 3, "mean": [1, 3], "measur": [0, 2], "mechan": 1, "media": 0, "mediam": 3, "median": [2, 3], "medic": 0, "meilleri": 3, "mention": 0, "merg": 1, "met": 1, "meter": [1, 2, 3], "meters\u00b2": 1, "method": [3, 4], "might": [1, 2], "minim": 1, "minimum": [1, 3], "mirror": 3, "misidentifi": 1, "mistaken": 1, "mix": 1, "ml": 1, "mlw": 0, "model": [1, 2, 3], "modern": [0, 3], "mold": 1, "moment": 1, "monetari": 4, "monitor": [0, 1, 2, 3], "monthei": 3, "monthli": 1, "montreux": [1, 3], "montserrat": 4, "more": [0, 1, 2, 3, 4], "morg": 3, "most": 1, "move": 3, "much": [1, 2], "multipl": 1, "municip": 1, "municipalitit": [1, 2], "municp": 1, "must": 1, "m\u00b2": 1, "n": [1, 3], "n_": 1, "name": [0, 2], "narrat": 2, "narrow": 3, "nation": 1, "natur": 3, "nbsp": [1, 2, 3], "necessari": 1, "need": [1, 2], "neg": 1, "neither": 2, "net": 1, "network": 4, "never": 4, "new": [1, 2], "newest": 1, "next": 3, "none": 3, "nor": 1, "notabl": 1, "notat": 1, "note": [1, 2], "noth": 1, "notic": [0, 1], "novemb": 3, "now": 4, "nsampl": 3, "number": [0, 1, 2, 3, 4], "numer": 2, "nummber": 3, "numpi": [1, 2], "nurdl": [1, 2], "nutzungsar": 1, "object": [0, 2, 3, 4], "objest": 1, "observ": [1, 3], "obviou": 2, "occupi": 1, "occur": [1, 2, 3], "occurr": 4, "ocean": [0, 2], "ofev": 3, "off": 1, "offic": 3, "often": 1, "omit": 1, "onc": [1, 3], "one": [0, 1, 2, 3, 4], "ongo": 0, "onli": [1, 2], "op": 1, "oper": 1, "opinion": 2, "oppos": 3, "orchard": 1, "org": 3, "organ": [1, 3], "orgin": 1, "origin": [0, 1, 2, 3], "orntithologist": 2, "oserv": 2, "ospar": 0, "oswaldo": 3, "other": [0, 1, 2, 4], "otherwis": 1, "our": [1, 2, 4], "out": 1, "output": 1, "over": [1, 4], "overhead": 1, "overlai": [1, 2], "overview": 0, "own": 1, "p": 1, "packt": 3, "pad": 2, "paint": 1, "pallett": 1, "panda": [1, 2, 3], "pandem": 1, "panti": 2, "parallel": 3, "paramet": 1, "parc": 2, "paritcip": 2, "park": 1, "part": [0, 1, 2, 3], "parti": [1, 2], "particp": 2, "particular": [1, 2], "particularli": 1, "partnership": 1, "pascal": 3, "past": 2, "path": 1, "pathwai": 1, "pbio": 3, "pc": [1, 2, 3], "pdf": 3, "pedregosa": 3, "peilz": [1, 3], "pellet": [0, 1, 2], "peopl": [1, 2], "per": [1, 2, 3], "percent": 1, "percentil": [1, 2, 3], "perform": [1, 3], "period": [1, 2, 3], "petit": 3, "ph": 1, "pheromon": 1, "philosoph": 2, "physic": 1, "pick": 1, "pictur": 1, "piec": [1, 2], "pierrett": 2, "pillon": 1, "pilon": 3, "pla": [0, 3, 4], "place": [1, 2, 4], "plage": 2, "plant": 1, "plastic": [0, 2], "plastock": [1, 3], "plo": 3, "plosbiologi": 3, "point": [1, 3], "polygon": 1, "polyin": 1, "polylin": 1, "polystyren": [1, 2], "port": 3, "portion": [1, 2], "pose": 3, "posit": 1, "possibl": [0, 1, 2], "posterior": 1, "potenti": [0, 1], "pour": 3, "powerpl": 1, "pr": 1, "prangin": 3, "pravin": 3, "precaut": [1, 2], "precis": [2, 3], "predefin": 1, "predict": 1, "prefer": 1, "presenc": [1, 2], "present": [1, 2], "press": 3, "prevent": [0, 1, 2, 4], "previou": [0, 3], "previous": [1, 2], "primarili": 1, "prime": 1, "principl": [1, 2], "proababl": 1, "probabilist": [1, 3], "probabl": [2, 3], "problem": [0, 1], "process": [1, 2], "produc": [1, 2], "product": [1, 4], "prof": 2, "profesion": 1, "profession": [1, 3], "program": [1, 3], "project": [1, 3], "promenthoux": 3, "proper": 3, "proport": 0, "propos": [1, 2], "protocol": [1, 2, 3], "provid": [0, 1, 2, 3], "proxim": 3, "prudent": 2, "pr\u00e9vereng": 3, "public": [1, 2, 3, 4], "puplic": 1, "pure": 4, "purpos": [1, 2], "put": [1, 2, 4], "pvc": 1, "pw": 3, "python": [2, 3], "p\u00e9lican": 2, "qauntitif": 3, "qgi": [1, 2], "quad": 3, "qualiti": 1, "quantif": 3, "quantifi": [0, 1], "quantiti": [0, 2, 3], "question": [0, 2], "quickli": 2, "r": [1, 2], "rais": 2, "rang": [1, 3], "rank": [1, 2], "rapport": 3, "rare": 1, "rate": [2, 3], "ratio": 1, "rc": 1, "re": 0, "reach": [0, 4], "readili": 1, "real": 1, "realiti": 2, "realiz": 2, "realtionship": 1, "reason": [1, 2], "recal": 2, "recogn": 1, "recogniz": 1, "record": [0, 1, 2, 3, 4], "recov": 1, "recoveri": 2, "recreat": 1, "recycl": 4, "red": 2, "reduc": 1, "reduct": 1, "refer": [1, 2], "reflect": [0, 2], "regard": 4, "region": [1, 2, 4], "regress": 3, "rel": 1, "relat": 1, "relationship": 1, "relativelei": 1, "reli": 1, "reliant": 2, "remain": [1, 2], "remark": [1, 2], "remov": [1, 4], "repo": [1, 2], "report": [0, 1, 2, 3, 4], "repositori": 3, "repres": [1, 2, 3], "request": 1, "requir": [1, 3], "resampl": 3, "resampling_": 3, "research": 3, "resid": 1, "resourc": 2, "respect": 1, "rest": 1, "restrict": 1, "return": [0, 1, 2, 3], "reult": 2, "reveal": 4, "review": 2, "rho": 1, "rh\u00f4ne": 3, "rich": 1, "rigor": 1, "ring": 1, "risk": 3, "rivaz": 3, "river": [1, 2], "riviera": 1, "road": 1, "roger": [0, 4], "roi": 1, "roll": 3, "root": 2, "rose": 1, "rossum": 3, "rule": [1, 3], "run": [1, 3], "s41592": 3, "safeguard": 0, "saftei": 1, "sai": 1, "saint": [1, 3, 4], "sale": 1, "same": [1, 2, 3], "sampl": [1, 2, 4], "sanitari": 2, "satisfi": 1, "sauvegard": [1, 3], "savoni\u00e8r": 3, "scalabl": 1, "scale": 1, "schedul": 0, "school": 1, "scienc": [1, 2], "scientif": 3, "scikit": 3, "scipi": 3, "screencast": 2, "script": [1, 2, 3], "sea": [1, 2, 3], "seaborn": [1, 2], "seal": 3, "search": 2, "second": [1, 3], "section": [1, 2], "sediment": 3, "see": [1, 2, 3], "select": 1, "sens": 1, "separ": [1, 2, 3], "sequenc": 3, "seri": [0, 1], "serv": 2, "server": 1, "servic": [2, 4], "set": 1, "seven": [1, 2], "seventh": 2, "sever": 1, "shape": 1, "share": [0, 1, 2], "sheet": [1, 2], "shell": 1, "shoot": 3, "shore": [2, 3, 4], "shorelin": [1, 2, 3, 4], "short": 0, "shot": 3, "shotgun": [0, 1, 2], "should": [0, 3], "show": [1, 3], "shown": 2, "side": [1, 3], "sign": 0, "sim": 1, "similar": [0, 1, 2, 3], "simpl": [1, 2], "simpli": 2, "sinc": [0, 1, 3, 4], "singl": 1, "site": 1, "situat": 3, "six": [1, 2], "size": [1, 3], "skill": 2, "slight": 1, "slr": [1, 3], "slug": 3, "small": [1, 2, 3], "smilar": 1, "smoke": 4, "smooth": 1, "snack": [0, 1, 2], "so": 0, "social": 0, "softwar": 3, "solid": 1, "solut": [0, 1], "solv": 1, "some": [0, 1, 2], "someth": 2, "soul": 3, "sourc": [0, 1, 2, 3], "south": [1, 3], "space": [0, 1], "spatial": 1, "spearman": [1, 2], "specfic": 2, "specif": [0, 1, 2, 3], "spontan": 1, "sport": 1, "spread": 1, "squar": 2, "stai": 3, "stand": 2, "standard": [1, 2, 3], "start": [0, 1, 2], "stat": 3, "state": 1, "statement": [1, 2], "statist": [1, 4], "stick": [1, 2], "still": 2, "stirrer": [0, 1], "stock": [0, 3, 4], "stockalp": 3, "stop": 1, "stopp": 3, "strass": 1, "strategi": [1, 2, 3], "straw": [0, 1], "street": 1, "stretch": 2, "student": [1, 4], "studi": [1, 3], "subjecitv": 1, "subject": 1, "subset": 1, "suggest": [1, 2, 3], "suitabl": 1, "sulpic": [1, 3, 4], "sum": 1, "summar": 1, "summari": 3, "sup": 1, "superimpos": 1, "support": 1, "surfac": 1, "surround": 4, "surveyor": 1, "surviv": 1, "suspect": 0, "sutherland": 3, "swab": [0, 1, 2], "swe": 1, "swiss": [1, 3], "swisstlmregio": 1, "switzerland": [1, 2, 3], "switzerlnd": 3, "system": [1, 2, 3, 4], "systemat": 4, "tabl": [1, 2], "tag": 1, "take": [1, 4], "taken": 1, "talk": 4, "tampon": [1, 2], "tatsuya": 3, "tea": 3, "team": [1, 2, 3], "techniqu": [1, 2], "technometr": 3, "tecton": 3, "tell": [1, 2], "tend": [1, 2], "term": 2, "test": 4, "testabl": 1, "text": [1, 3], "than": [0, 1, 2, 3], "thei": [0, 1, 2, 3], "them": 1, "themselv": 1, "theorem": 1, "theori": 3, "therefor": [1, 2], "therfor": 1, "theta": 1, "thi": [0, 2, 3, 4], "thing": 4, "think": [0, 1, 2, 3], "thinkbayes2": 3, "third": [2, 3], "those": [1, 2], "though": [1, 2], "three": [1, 2, 3], "threshold": [1, 2, 3], "through": [1, 3], "thu": 1, "thuenen": 3, "tick": 1, "tiger": 2, "tiktok": 0, "time": [1, 2, 3], "tlm": 1, "tobacco": 1, "tobaco": 1, "todai": [0, 2], "toi": [0, 1, 2], "toilet": 1, "tolochenaz": 3, "topic": 0, "topograph": [1, 2], "total": [0, 2, 3], "total__": 1, "tougu": 3, "tour": [1, 3], "train": 2, "transfer": 3, "transport": [1, 3], "trap": 3, "trash": [0, 1, 2, 4], "treat": 1, "treatment": 1, "tree": 1, "trend": 1, "trip": 3, "trivedi": 3, "true": 2, "two": [1, 2, 3], "type": [0, 1, 2, 3], "u": [1, 2], "ultim": 4, "unawar": [1, 2], "uncertainti": 1, "unclear": 1, "uncommon": 3, "undefin": 1, "under": [1, 2, 3], "underestim": 2, "underli": 1, "understand": 2, "understood": 1, "unidentifi": 2, "union": 3, "univers": 3, "unk": 1, "unknown": [1, 2], "unkown": 1, "unlik": 3, "up": [0, 1, 3], "updat": [1, 2, 3], "upon": 3, "upper": 3, "urban": 1, "url": 3, "us": [0, 3, 4], "usual": [0, 1], "v": [1, 3], "valai": 3, "valid": 1, "valu": [3, 4], "van": 3, "varaibl": 1, "variabl": 1, "varianc": 1, "varieti": 1, "variou": [1, 3], "vast": 4, "vd": 3, "vector": 1, "veri": [1, 2], "version": 1, "versoix": 3, "vevei": [1, 3], "vidi": 3, "viewer": 0, "vineyard": 1, "virtanen": 3, "visibl": 0, "visit": 3, "visitor": 1, "volunt": [1, 2], "wa": [0, 1, 3], "wad": 0, "wai": [1, 2, 3], "wash": 3, "washington": 3, "wast": 1, "water": [1, 3], "we": [0, 2, 4], "weight": [1, 2], "well": [1, 2], "were": [0, 1, 2, 3, 4], "weslei": 3, "west": 3, "wether": 1, "what": [0, 3, 4], "whch": 1, "when": [1, 2, 3], "where": [0, 1, 2], "whether": [1, 2, 3], "which": [1, 2, 3], "while": 2, "who": 2, "whole": 1, "why": [1, 2], "wider": 1, "width": [1, 3], "wikepedia": [1, 3], "wiki": 3, "wikipedia": 3, "wildlif": [1, 3], "william": 3, "within": [1, 2], "without": 1, "wonder": 4, "wood": 1, "work": 1, "world": 2, "would": [1, 2], "wrapper": [0, 1, 2], "write": 1, "wrote": 2, "wwf": [1, 3], "www": 3, "x": 1, "x_i": 3, "y": 1, "year": [0, 1, 2, 3], "yet": [1, 2], "yield": [1, 3], "you": [0, 1, 2, 3, 4], "your": [0, 2, 3], "yvoir": 3, "zenodo": 3}, "titles": ["<span class=\"section-number\">1. </span>How did it get there?", "<span class=\"section-number\">4. </span>Empirical Bayes: grid approximations", "<span class=\"section-number\">2. </span>Testing 2023 predictions", "<span class=\"section-number\">3. </span>Plastic shotgun shell wadding", "The solid waste experience"], "titleterms": {"2015": [1, 3], "2021": [1, 3], "2022": [1, 3], "2023": 2, "2025": 3, "5": 2, "A": 2, "If": 1, "The": [1, 2, 4], "accuraci": 2, "an": 1, "annex": [2, 3], "answer": 1, "applic": 1, "approxim": 1, "ar": 1, "asess": 2, "assess": 2, "assumpt": 1, "attribut": 1, "bay": [1, 2], "campaign": 3, "chanc": 1, "chang": 1, "citizen": 3, "collect": 3, "common": [0, 2], "comput": 3, "conclus": [1, 2], "condit": 1, "consolid": 1, "constraint": 1, "consumpt": 1, "cumul": 3, "data": [1, 3, 4], "decreas": 1, "definit": 1, "did": [0, 3], "dimension": 2, "disclosur": 4, "discuss": [0, 1, 2, 3], "do": 1, "empir": [1, 2], "encount": 0, "environ": 2, "environment": 1, "essenti": 3, "estim": [1, 2], "exce": 1, "expect": [1, 2], "experi": [2, 4], "financi": 4, "find": [2, 3], "first": 0, "forward": 1, "found": 2, "fragment": 1, "from": [1, 2], "gener": 4, "geneva": 1, "get": 0, "given": 1, "glanc": 3, "go": 1, "grid": 1, "how": [0, 1], "i": 1, "increas": 1, "inform": 1, "interest": 1, "interpret": 2, "item": 0, "lake": 1, "land": 1, "mathemat": 3, "measur": 1, "median": 1, "method": [1, 2], "most": [0, 2, 3], "municip": 3, "next": [1, 2], "object": 1, "observ": 2, "octob": 2, "particip": 2, "pathwai": 0, "person": 1, "plastic": [1, 3], "practic": 1, "predict": [2, 3], "previou": [1, 2], "prior": 1, "probabl": 1, "problem": 2, "process": 4, "project": [0, 2], "question": 1, "reduc": 2, "refer": 3, "region": 3, "relat": 2, "research": 1, "resourc": 0, "respons": 1, "result": [0, 1, 2, 3], "saint": 2, "sampl": 3, "scienc": 3, "semest": [0, 2], "shell": 3, "shotgun": 3, "should": 1, "solid": [2, 4], "solut": 2, "statist": 3, "step": [1, 2], "sulpic": 2, "summari": [1, 2], "survei": [1, 2], "tabul": 0, "test": [1, 2], "thi": 1, "total": 1, "train": 1, "uninform": 1, "uniqu": 2, "us": [1, 2], "valu": [1, 2], "video": 0, "wa": 2, "wad": 3, "wast": [2, 4], "we": [1, 3], "what": [1, 2], "where": 3}})
\ No newline at end of file
+Search.setIndex({"alltitles": {"A unique problem and a unique solution": [[2, "a-unique-problem-and-a-unique-solution"]], "Annex": [[2, "annex"], [3, "annex"]], "Asessing the environment:": [[2, null], [2, null]], "Assessing the environment": [[2, "assessing-the-environment"]], "Assumptions": [[1, "assumptions"]], "Citizen science and data collection": [[3, "citizen-science-and-data-collection"]], "Computing and mathematics": [[3, "computing-and-mathematics"]], "Conclusions": [[1, "conclusions"], [2, "conclusions"]], "Conditional probability": [[1, "conditional-probability"]], "Constraints": [[1, "constraints"]], "Cumulative results at a glance": [[3, "cumulative-results-at-a-glance"]], "Definitions": [[1, "definitions"]], "Discussion": [[0, "discussion"], [1, "discussion"], [2, "discussion"], [3, "discussion"]], "Empirical Bayes: grid approximations": [[1, "empirical-bayes-grid-approximations"]], "Essential statistics: 2015 - 2021": [[3, "essential-statistics-2015-2021"]], "Essential statistics: 2022": [[3, "essential-statistics-2022"]], "Estimates from participants": [[2, "estimates-from-participants"]], "Expected results fragmented plastics": [[1, "expected-results-fragmented-plastics"]], "Expected results personal consumption": [[1, "expected-results-personal-consumption"]], "Expected survey results Saint Sulpice": [[2, "expected-survey-results-saint-sulpice"]], "Financial disclosure": [[4, "financial-disclosure"]], "First encounters": [[0, "first-encounters"]], "Given the data from 2022, Is there an increase, decrease or no change in the expected survey results given the consolidated results from 2015 - 2021?": [[1, null]], "Given the median value for the objects of interest in 2021, what is the chance that a survey in 2022 will exceed this value?": [[1, null]], "Grid Approximation": [[1, "grid-approximation"]], "How did it get there?": [[0, "how-did-it-get-there"]], "How do the results from 2022 change the expected survey results going forward??": [[1, null], [1, null]], "If we are using the data to estimate the environmental condition then the response should answer the question:": [[1, null]], "Items of interest": [[0, "items-of-interest"]], "Methods": [[1, "methods"]], "Most common items": [[0, "most-common-items"]], "Municipal results": [[3, "municipal-results"]], "Next steps": [[1, "next-steps"], [2, "next-steps"]], "Observations and interpretations": [[2, "observations-and-interpretations"]], "Plastic shotgun shell wadding": [[3, "plastic-shotgun-shell-wadding"]], "Practical applications": [[1, "practical-applications"]], "Predicted values using empirical Bayes method": [[2, "predicted-values-using-empirical-bayes-method"]], "Predictions for 2025": [[3, "predictions-for-2025"]], "Previous and expected survey results of objects of interest": [[1, "previous-and-expected-survey-results-of-objects-of-interest"]], "Previous and expected survey totals": [[1, "previous-and-expected-survey-totals"]], "Probability of finding an amount": [[0, "probability-of-finding-an-amount"]], "Reducing dimensionality: find the most common": [[2, "reducing-dimensionality-find-the-most-common"]], "References:": [[3, "references"]], "Regional results": [[3, "regional-results"]], "Research questions": [[1, "research-questions"]], "Resources for the video project": [[0, "resources-for-the-video-project"]], "Results": [[0, "results"]], "Results Lake Geneva": [[1, "results-lake-geneva"]], "Results: Estimated, found and predicted": [[2, "results-estimated-found-and-predicted"]], "Sampling campaigns 2015 - 2022": [[3, "sampling-campaigns-2015-2022"]], "Semester project": [[2, "semester-project"]], "Semester project: pathways": [[0, "semester-project-pathways"]], "Summary of expected survey results Lake Geneva": [[1, "summary-of-expected-survey-results-lake-geneva"]], "Summary of previous results": [[2, "summary-of-previous-results"]], "Summary test and training data": [[1, "summary-test-and-training-data"]], "Survey results October 5, 2023 Saint Sulpice": [[2, "survey-results-october-5-2023-saint-sulpice"], [2, "id1"]], "Tabulate results": [[0, "tabulate-results"]], "Test data, training data and objects of interest": [[1, "test-data-training-data-and-objects-of-interest"]], "Testing 2023 predictions": [[2, "testing-2023-predictions"]], "The accuracy of the predictions in relation to what was found": [[2, "the-accuracy-of-the-predictions-in-relation-to-what-was-found"]], "The data generating process": [[4, "the-data-generating-process"]], "The informed prior": [[1, "the-informed-prior"]], "The measured land-use attributes": [[1, "the-measured-land-use-attributes"]], "The objects of interest": [[1, "the-objects-of-interest"]], "The priors": [[1, "the-priors"]], "The solid waste experience": [[2, "the-solid-waste-experience"], [4, "the-solid-waste-experience"]], "The test data": [[1, "the-test-data"]], "The training data": [[1, "the-training-data"]], "The uninformed prior": [[1, "the-uninformed-prior"]], "Where did we find the most ?": [[3, "where-did-we-find-the-most"]]}, "docnames": ["excercise_2024", "grid_approximation", "grids_2023", "plastic_shotgun_wadding", "titlepage"], "envversion": {"sphinx": 61, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1}, "filenames": ["excercise_2024.md", "grid_approximation.ipynb", "grids_2023.ipynb", "plastic_shotgun_wadding.ipynb", "titlepage.md"], "indexentries": {}, "objects": {}, "objnames": {}, "objtypes": {}, "terms": {"": [1, 3], "0": [0, 1, 2, 3], "00": [1, 2, 3], "000": 2, "004": 3, "01": [1, 2, 3], "019": 3, "02": [2, 3], "03": [2, 3], "04": [2, 3], "04093": 3, "05": [2, 3], "0521592712": 3, "06": [1, 2, 3], "0686": 3, "07": [2, 3], "08": [1, 2, 3], "09": [1, 2, 3], "1": [0, 1, 2, 3], "10": [0, 1, 2, 3], "100": [1, 2, 3], "1000": 1, "1002413": 3, "100m": [2, 3], "10168": 3, "1017": 3, "102": 3, "1030": 2, "1038": 3, "10pt": 1, "11": [0, 1, 2, 3], "110": [0, 3], "1109": 3, "1148": 3, "11pt": 1, "12": [0, 1, 2, 3], "1201": 3, "12871": 2, "12pt": 1, "13": [1, 2, 3], "133": [0, 3], "1371": 3, "14": [0, 1, 2, 3], "1441412697": 3, "145km": 2, "15": [0, 1, 2, 3], "150": 0, "1500": 1, "1500m": 1, "16": [1, 2], "16458": 2, "17": [2, 3], "17479": 2, "18": [1, 2], "19": [1, 2], "190": 3, "1970": 2, "199": 3, "1999": 3, "2": [0, 1, 2, 3], "20": [1, 2, 3], "200": [0, 2], "2003": 3, "2007": 3, "2009": 3, "2011": 3, "2013": 3, "2015": [0, 2], "2016": [0, 1, 2, 3, 4], "2017": [1, 3], "2018": [1, 3], "2020": [1, 3], "2021": [0, 2], "2022": 0, "2023": 3, "2024": [1, 2, 3], "209": 1, "21": [1, 2, 3], "21444": 3, "22": [0, 1, 2, 3], "228": 2, "23": [0, 1, 2, 3], "230": 1, "24": [1, 2, 3], "245": 1, "246": 1, "25": [0, 1, 2, 3], "250": [1, 3], "25th": [1, 2], "26": [0, 1, 2, 3], "26113": 3, "263": [1, 2], "267": 3, "268": 3, "2686": 2, "27": [1, 2, 3], "2760": 3, "28": 2, "2851115": 3, "29": [0, 1, 2, 3], "2d": 3, "2ed": 3, "2nd": 3, "3": [0, 1, 2, 3], "30": [1, 2], "3000m": 1, "31": [0, 1, 2, 3], "31539": 3, "32": 2, "3356": 2, "336": 2, "34": [1, 2, 3], "348": 3, "35": [1, 2], "3509134": 3, "36": [1, 2], "368": [0, 3], "373": 2, "38": [0, 1, 3], "384": 1, "39": [1, 2, 3], "3953": 2, "4": [0, 1, 2, 3], "40": [1, 2], "41": [0, 1], "42": 1, "43": [0, 1, 2, 3], "430": 1, "44": [2, 3], "45": 1, "4539666": 3, "46": [1, 2, 3], "47": 2, "4777": 2, "48": [1, 2], "49": 1, "5": [0, 1, 3], "50": [1, 2, 3], "500": 1, "51": 2, "52": [1, 2], "5281": 3, "53": [1, 3], "54": [2, 3], "54369": 3, "548": 3, "55": [2, 3], "5555": 3, "56": 1, "57": [1, 2], "58": 1, "59": 1, "59137": 3, "5th": 2, "6": [0, 1, 2, 3], "60": 2, "606": 2, "61": 2, "62": [0, 1, 3], "623": 2, "63": [1, 3], "64": 2, "66": [1, 2], "67": 2, "6767": 2, "68": 3, "69": [1, 2], "7": [0, 1, 2, 3], "703": 2, "71": [0, 3], "72": 1, "73": [1, 2], "74": 2, "75": [0, 1, 2, 3], "75th": [1, 2, 3], "76": 3, "78": [1, 2], "79": 2, "8": [0, 1, 2, 3], "80": [1, 2], "804": 1, "81": 2, "82": 1, "839": 1, "84": 2, "85": [1, 2], "86": [0, 1, 2, 3], "87": [1, 2], "88": [0, 3], "9": [0, 1, 2, 3], "90": [1, 2], "91": [1, 2], "92": [2, 3], "93": 2, "94": [1, 2], "949": 3, "95": 1, "96": 2, "97": 2, "978": 3, "9780367255398": 3, "9781789341652": 3, "98": 3, "99": 1, "999": 1, "A": [1, 3], "AND": [1, 2], "As": 1, "At": 2, "By": 1, "For": [0, 1, 2, 3, 4], "If": [0, 4], "In": [0, 1, 2, 3], "It": [1, 2, 3], "Near": [1, 2], "Not": 1, "OR": 2, "Of": 2, "On": [1, 2, 3], "That": 3, "The": [0, 3], "Their": 4, "There": [1, 2], "These": [0, 1], "To": 1, "With": 1, "__combin": 1, "ab": 1, "abandon": 1, "abil": 1, "about": [0, 1, 2, 4], "abov": 1, "abund": 1, "access": 2, "accid": 2, "accord": 3, "account": [1, 2], "accru": 1, "accumul": 2, "accur": [1, 2], "across": 3, "action": 1, "activ": [0, 1, 3], "actual": [1, 2], "ad": [1, 2], "addison": 3, "addtion": 1, "adjac": 1, "admin": 1, "adopt": 1, "after": [1, 2, 3], "ag": 1, "again": 1, "agg": 3, "agglomerm": 1, "aggreg": [1, 2], "agricultur": 1, "al": 3, "alan": 3, "algorithm": 3, "alicia": 3, "align": 1, "all": [0, 1, 2, 3], "allaman": 3, "allendownei": 3, "allow": 2, "along": 3, "alongsid": 1, "also": [0, 1, 3], "although": 2, "am": 0, "amano": 3, "among": [0, 1], "amount": [1, 2], "amphion": 3, "an": [2, 3, 4], "analag": 1, "analysi": [1, 3], "analyst": [1, 2, 3, 4], "analyt": 1, "analyz": 1, "andrew": 3, "angl": 1, "ani": [0, 1, 3], "anlysi": 3, "annaconda": 2, "anoth": [0, 1], "answer": 2, "anthi": 3, "anthropogen": 3, "anthropogenc": 3, "anti": 1, "anticip": 1, "anyth": 1, "anywher": 2, "appar": 0, "appear": [1, 2], "appli": [1, 3], "applic": [0, 2, 3], "approach": 4, "appropri": 1, "approri": 2, "approxim": 3, "april": 3, "ar": [0, 2, 3, 4], "area": [1, 2, 3], "around": 1, "arrai": 3, "articl": [2, 3], "as_index": 3, "asl": [0, 1, 3], "assembl": 1, "assess": [1, 3, 4], "assign": [1, 3], "associ": [0, 1, 3], "assum": [1, 3], "attent": 3, "attract": 1, "attribut": [2, 4], "aubonn": 3, "author": 4, "authorit": 1, "avail": 1, "averag": [1, 2, 3], "avert": 4, "awai": 1, "b": 1, "b16018": 3, "backend": 1, "bait": 1, "ball": 3, "ban": 1, "barrel": 3, "barrier": 1, "base": [1, 2], "baselin": 1, "basi": [1, 3], "basic": 1, "basin": [1, 3], "bassin": 1, "bath": 1, "bay": 3, "bayesian": [1, 3], "bayesrulesbook": 3, "bda3": 3, "beach": [0, 1, 2, 3, 4], "becasu": 1, "becaus": [1, 2, 3], "becom": 2, "been": [0, 1, 2, 3, 4], "befor": [0, 1, 2, 4], "began": 3, "begin": 1, "behavior": 2, "behind": 3, "being": [1, 4], "below": 3, "benefit": 1, "benfici": 1, "best": 1, "beta": 1, "better": 1, "between": [1, 2, 3], "beverag": 1, "beyond": 3, "bia": 1, "biel": [1, 2, 3], "big": [1, 3], "binari": 1, "binomi": 1, "biodivers": 2, "biologi": 3, "biologist": [1, 2], "biomass": [0, 3], "bird": 1, "blahrer": 3, "bodi": [1, 3], "book": [1, 3], "border": 1, "botanist": 2, "both": [1, 2, 3], "bottl": [0, 1, 2], "bound": 1, "boundari": 1, "bourg": 3, "bouveret": 3, "branch": [1, 2], "brief": [0, 3], "brush": 1, "bud": [0, 2, 3], "build": 1, "built": 1, "butt": 0, "c": 1, "calcul": [1, 3], "calculu": 1, "camdavidsonpilon": 3, "came": 1, "cameron": 3, "campaign": 1, "can": [0, 1, 2, 3, 4], "canal": 3, "candi": 2, "canton": 3, "cap": [0, 1], "captur": 1, "care": 4, "cari": 1, "carri": 1, "cartridg": [0, 2, 3], "case": [1, 3], "categori": [1, 2], "caus": 1, "cbo9780511814365": 3, "cdot": 3, "cemeteri": 1, "center": [1, 3], "certain": 1, "certainli": 1, "certainti": 2, "ch": [0, 1, 2, 3, 4], "challeng": 1, "chanc": 2, "chang": 2, "chapman": 3, "chapter": [2, 3], "characterist": [2, 3], "check": 1, "chemic": 1, "choic": 1, "choos": [0, 1, 2], "cigarett": [0, 1, 2, 4], "cigartett": 1, "circl": 1, "circumcscrib": 1, "citi": [1, 2, 3], "citizen": 1, "claren": 3, "class": 2, "classic": 1, "classifi": 1, "classroom": 2, "clean": 3, "cleanup": 0, "clear": [1, 2], "close": [1, 2], "closer": 2, "closest": 1, "co": 3, "coastlin": [2, 3], "code": [1, 2, 3], "codesx": 3, "coeffici": [1, 2], "coefici": 1, "colleagu": 1, "collect": [0, 1, 2, 4], "columbia": 3, "column": 1, "com": [1, 2, 3], "combin": [0, 1, 3], "come": [1, 3], "command": 1, "commiss": 0, "common": 1, "commonli": 3, "commun": 1, "compar": [0, 1, 2, 4], "comparison": 1, "complement": 1, "complet": [0, 1, 2], "complex": 4, "compon": 1, "comprehens": 1, "compromis": 1, "concentr": 3, "concern": [1, 2], "conclud": 2, "concret": 1, "condit": [2, 3], "condtion": 1, "conduct": [1, 2], "conduit": 1, "confeder": 3, "configur": 1, "conjug": 1, "connect": 1, "consensu": 3, "conservationist": [1, 2], "consid": [1, 2, 4], "consider": [1, 4], "consist": [1, 2, 3], "constraint": 2, "construct": [0, 1, 2, 3], "consult": 2, "contact": [0, 2, 4], "contain": [0, 1, 3], "contamin": [3, 4], "content": 4, "context": [1, 4], "contrari": 3, "contribut": [1, 4], "control": [1, 4], "copi": 3, "correct": 1, "correctli": 2, "correl": 2, "correspond": 1, "cotton": [0, 1, 2, 3], "could": [1, 2], "count": [0, 1, 2, 3, 4], "cours": 2, "covarainc": 1, "covari": 1, "cover": [1, 3], "cran": 3, "creat": 2, "createspac": 3, "creativ": 2, "criteria": 1, "csv": 3, "culli": 3, "cumul": [0, 2], "cup": 3, "current": [2, 3], "curv": 1, "cushion": 3, "d": [1, 3], "dai": [0, 1], "daili": 1, "data": [0, 2], "date": 1, "davidson": [1, 3], "de": [1, 2, 3], "decad": 2, "decemb": [0, 1, 3], "decis": 4, "declin": 1, "decomposit": 1, "dedic": 2, "deep": 3, "deepest": 3, "defin": [1, 2], "degrad": 1, "delimit": 1, "demand": 1, "demonstr": [1, 2], "denomin": 1, "densiti": [1, 2], "depend": 3, "deposit": 1, "depth": 1, "deriv": [1, 2], "describ": [1, 2], "descript": [1, 3], "design": [3, 4], "desir": 3, "detail": [1, 2], "detect": 1, "determin": [1, 2], "develop": [1, 2, 3], "deviat": 3, "did": 1, "differ": [1, 2, 3, 4], "difference\u00b2": 2, "differenti": [1, 2], "difficult": [1, 2], "diffus": 1, "digbib_extern": 3, "dimens": 1, "diminsh": 2, "direct": 3, "directli": 1, "discard": [0, 1, 2], "discharg": 1, "discourag": 1, "discus": 2, "disdil": 3, "disolv": 1, "dispos": [0, 1, 3, 4], "disregard": 1, "distanc": 1, "distinct": [0, 2], "distribut": [1, 2, 3], "divid": [1, 3], "dn067364": 3, "do": [0, 2, 3], "document": [2, 4], "doe": 1, "doi": [1, 3], "domain": [1, 4], "done": [1, 2, 3], "dorigni": 3, "dot": 3, "doubl": 1, "down": 3, "downei": 3, "download": 2, "drake": 3, "drink": 1, "dry": 1, "dtype": [2, 3], "du": [1, 3], "duck": [2, 3], "due": [1, 2, 3], "dur": 1, "durabl": 3, "each": [0, 1, 2, 3], "earli": 1, "easi": [1, 2], "easili": 1, "eastern": 3, "ec": 3, "econom": 4, "ed": 3, "edit": 3, "edu": 3, "educ": 4, "edwin": 3, "eea": 0, "effect": [1, 2], "effort": 1, "either": [1, 2], "elimin": 1, "elsewher": 1, "emploi": 2, "en": 3, "encount": [1, 3], "encourag": 1, "end": [0, 1, 2, 4], "energi": 3, "engin": [3, 4], "enough": 1, "ensur": [1, 3], "entangl": 3, "enter": [1, 4], "entir": 1, "entri": 1, "environ": [0, 1, 3, 4], "environment": 2, "epfl": 2, "equal": 1, "erod": 1, "eros": 3, "error": 1, "essenti": 0, "establish": [1, 2], "estuari": 3, "et": 3, "eu": [1, 2, 3], "eur": 3, "europa": 3, "european": [0, 1, 2, 3], "evad": 2, "evalu": 1, "even": 1, "event": 1, "eventu": 3, "everi": [1, 3], "everydai": [1, 2, 3], "evid": 1, "exactli": 1, "exampl": [0, 1, 2], "exceed": [1, 3], "excenevex": 3, "except": [1, 2], "excercis": [0, 2], "excess": 3, "exchang": 1, "exclus": 1, "execut": 1, "exist": [1, 3], "exit": 3, "expand": [1, 2], "expect": [0, 3], "experi": [0, 1], "expert": 1, "explain": [1, 2], "explicit": 1, "explor": 1, "extend": 1, "extract": 1, "extrem": 3, "f": 3, "facil": 1, "fact": 1, "fail": [2, 3], "failur": 4, "fairli": 2, "fals": [2, 3], "far": [1, 2], "favor": [1, 2], "featur": 1, "feder": [0, 1, 4], "fell": 2, "fewer": 3, "field": [0, 1], "figur": [1, 2], "filter": [0, 1, 2], "final": [1, 3, 4], "find": [1, 4], "fire": 3, "firearm": 1, "first": [1, 2, 4], "fish": 1, "fit": 1, "fix": 1, "flat": 1, "float": 1, "float64": 2, "flow": [2, 3], "foam": 2, "focu": [0, 1, 4], "focuss": 1, "fold": 3, "follow": [1, 2], "food": [1, 2], "form": [1, 2, 3], "formal": [1, 2], "format": [1, 3], "formul": 1, "found": [0, 1, 3], "four": [1, 2], "frac": 1, "fragment": [0, 2], "frame": 3, "framework": [1, 3], "franc": 1, "fred": 3, "freizeitar": 1, "french": [1, 3], "frequenc": [1, 3], "from": [3, 4], "full": 1, "function": 1, "fund": 4, "fundament": 3, "further": [1, 2], "furthermor": 1, "g10": 1, "g100": 3, "g112": [2, 3], "g166": 1, "g21": 1, "g23": 1, "g24": 1, "g25": 1, "g27": [1, 2], "g30": [1, 2], "g31": 1, "g32": [1, 2], "g33": 1, "g35": [1, 3], "g67": [1, 2], "g70": [1, 2, 3], "g75": 1, "g76": 1, "g77": 1, "g78": 1, "g79": 1, "g80": 1, "g81": 1, "g82": 1, "g83": 1, "g89": [1, 2, 3], "g91": 3, "g95": [1, 2, 3], "g96": [2, 3], "gabriel": 3, "galgani": 3, "gamma": 1, "gather": [1, 2], "gcap": [1, 2], "ge": 1, "gear": 1, "gelman": [1, 3], "gener": [0, 1, 2, 3], "geneva": [0, 2, 3, 4], "gen\u00e8v": 3, "geo": 1, "geograph": [1, 3], "geographi": 3, "get": [1, 4], "gfoam": [1, 2], "gfrag": [1, 2], "gingolph": 3, "git": [1, 2], "github": [1, 2, 3], "give": [0, 1], "given": [0, 2, 3], "glacial": 3, "gland": [1, 3], "go": 0, "goal": 2, "gongolph": 3, "good": 2, "googl": 0, "got": 0, "grand": 3, "grangett": 3, "graphic": 3, "greater": [1, 3], "greater_than_1": 3, "greater_than_10": 3, "greater_than_2": 3, "greater_than_3": 3, "greater_than_4": 3, "greatest": 1, "green": 3, "grid": 3, "ground": 1, "group": [1, 2, 3], "groupbi": 3, "guag": 1, "guid": [0, 1], "guidanc": [1, 2, 3], "guido": 3, "ha": [0, 1, 2, 3, 4], "hacker": [1, 3], "hall": 3, "hammerdirt": [0, 1, 2, 3, 4], "handl": [1, 3], "haphazard": 3, "hard": 2, "harmonis": 3, "harvest": 1, "haut": [1, 3], "have": [0, 1, 2, 3, 4], "hdi": [1, 2], "health": [1, 2], "heavi": 1, "help": [1, 3, 4], "here": [0, 1, 2], "hermanc": 3, "hex": 1, "hexagon": 1, "hierarch": [1, 2], "high": 1, "higher": 3, "highest": 3, "highli": 1, "hisotr": 1, "histor": [0, 1], "histori": 1, "holder": [0, 3], "honest": [1, 2], "hospit": 1, "how": [2, 3, 4], "howev": [0, 1, 2, 3, 4], "html": 3, "http": [1, 2, 3], "hunter": 3, "hydrolog": 1, "hygien": 1, "hypothesi": 1, "hypothesis": 1, "i": [0, 2, 3, 4], "id": 3, "idea": 1, "ident": 1, "identif": [1, 2, 3], "identifi": [0, 1, 2, 3], "illeg": 1, "illustr": 1, "immedi": [0, 1], "immediatlei": 1, "import": [1, 3], "impos": 1, "improperli": 3, "improv": [1, 2, 3], "inaccuraci": 1, "inappropri": 2, "incid": 3, "inciner": 1, "includ": [0, 1, 4], "increas": [2, 3], "inculd": 1, "indentifi": [1, 3], "indic": [1, 2, 3], "indiffer": 2, "individu": [1, 2], "industri": [0, 1, 2, 3], "inexperienc": 1, "infer": 1, "inform": [0, 2, 4], "infrastructur": 1, "infrastrutur": 1, "ingest": 3, "initi": [0, 1, 2], "inject": 1, "ink": 2, "inplac": 3, "inquir": 1, "inscrib": 1, "insight": 1, "instead": 1, "int64": 2, "int_": 1, "integr": 1, "intend": 1, "intent": 1, "interest": 2, "interpret": 1, "interv": [1, 2], "introduc": 1, "introduct": [0, 1, 3], "inventori": 4, "invest": 1, "io": 3, "ip": 1, "iqaasl": [0, 1, 3, 4], "iqr": 1, "isbn": 3, "isin": 3, "issu": 1, "item": [1, 2], "its": [3, 4], "itself": 1, "j": 3, "januari": [1, 3], "jayn": 3, "johnson": 3, "joint": 1, "jonathan": 3, "journal": 3, "jrc": [1, 3], "jrc121707": 3, "jrc133594": 3, "jrc83985": 3, "jupyt": 3, "k": 1, "know": [1, 2], "kuhl": 3, "l": 3, "la": [1, 3], "lab": 0, "label": 1, "labl": 1, "lac": [1, 3], "lack": [1, 2], "lake": [0, 2, 3, 4], "lakeshor": 1, "lam": 3, "lambda": 3, "land": 2, "landcov": 1, "larg": 3, "largest": 3, "last": 1, "latest": 0, "lausann": [1, 3], "lavaux": 3, "layer": 1, "learn": [1, 3], "least": [0, 1, 2, 3], "leat": 3, "left": 3, "legend": [0, 1], "lend": 1, "length": 1, "less": [0, 1, 3], "let": 1, "level": 1, "leverag": 1, "lid": [1, 2], "lifcycl": 2, "life": [0, 4], "lifecycl": 2, "like": [1, 2, 4], "likelihood": 1, "limit": [1, 2, 3], "line": [1, 2, 3], "liner": [0, 2, 3], "list": [0, 1], "liter": 1, "literatur": 3, "litter": [0, 1, 2, 3, 4], "loc": 3, "loc_dat": 1, "local": [1, 3], "locat": [0, 1, 2, 3], "logic": 3, "lollypop": 1, "long": [0, 1, 2], "longer": 1, "look": [0, 1, 2], "loon": 3, "low": 1, "lower": 1, "lowest": 1, "lt": 1, "ludwig": 2, "lugrin": 3, "lutri": 3, "luxembourg": 3, "l\u00e9man": [1, 3], "m": [1, 2, 3], "machin": [1, 3], "macro": 3, "made": [1, 2], "magnitud": 1, "mai": [1, 2, 3], "main": [1, 2], "major": [1, 3], "make": [0, 1, 2, 4], "manag": 1, "mandat": 3, "mani": [1, 2, 3, 4], "manner": 1, "manual": 3, "map": [1, 2, 3], "marin": [0, 1, 2, 3], "maritim": 2, "mark": 1, "martin": 3, "materi": [0, 1], "math": 1, "matplotlib": [1, 2, 3], "maturit\u00e9": 1, "max": 3, "maxim": 3, "maximum": 1, "mcbp": [1, 3], "mcse": 3, "mean": [1, 3], "measur": [0, 2], "mechan": 1, "media": 0, "mediam": 3, "median": [2, 3], "medic": [0, 3], "meilleri": 3, "mention": 0, "merg": [1, 3], "met": 1, "meter": [1, 2, 3], "meters\u00b2": 1, "method": [3, 4], "might": [1, 2], "minim": 1, "minimum": [1, 3], "mirror": 3, "misidentifi": 1, "mistaken": 1, "mix": 1, "ml": 1, "mlw": 0, "model": [1, 2, 3], "modern": [0, 3], "mold": 1, "moment": 1, "monetari": 4, "monitor": [0, 1, 2, 3], "monthei": 3, "monthli": 1, "montreux": [1, 3], "montserrat": 4, "more": [0, 1, 2, 3, 4], "morg": 3, "most": 1, "move": 3, "much": [1, 2], "multipl": 1, "municip": 1, "municipalitit": [1, 2], "municp": 1, "must": 1, "m\u00b2": 1, "n": [1, 3], "n_": 1, "name": [0, 2, 3], "narrat": 2, "narrow": 3, "nation": 1, "natur": 3, "nbsp": [1, 2, 3], "necessari": 1, "need": [1, 2], "neg": 1, "neither": 2, "net": 1, "network": 4, "never": 4, "new": [1, 2], "newest": 1, "next": 3, "none": 3, "nor": 1, "notabl": 1, "notat": 1, "note": [1, 2], "noth": 1, "notic": [0, 1], "novemb": 3, "now": 4, "nsampl": 3, "number": [0, 1, 2, 3, 4], "numer": 2, "nummber": 3, "numpi": [1, 2], "nuniqu": 3, "nurdl": [0, 1, 2, 3], "nutzungsar": 1, "object": [0, 2, 3, 4], "objest": 1, "observ": [1, 3], "obviou": 2, "occupi": 1, "occur": [1, 2, 3], "occurr": 4, "ocean": [0, 2], "ofev": 3, "off": 1, "offic": 3, "often": 1, "omit": 1, "onc": [1, 3], "one": [0, 1, 2, 3, 4], "ongo": 0, "onli": [1, 2], "op": 1, "oper": 1, "opinion": 2, "oppos": 3, "orchard": 1, "org": 3, "organ": [1, 3], "orgin": 1, "origin": [0, 1, 2, 3], "orntithologist": 2, "oserv": 2, "ospar": 0, "oswaldo": 3, "other": [0, 1, 2, 4], "otherwis": 1, "our": [1, 2, 4], "out": 1, "output": 1, "over": [1, 4], "overhead": 1, "overlai": [1, 2], "overview": 0, "own": 1, "p": 1, "packag": [0, 3], "packt": 3, "pad": [0, 2, 3], "paint": 1, "pallett": 1, "panda": [1, 2, 3], "pandem": 1, "panti": [0, 2, 3], "parallel": 3, "paramet": 1, "parc": [2, 3], "paritcip": 2, "park": 1, "part": [0, 1, 2, 3], "parti": [1, 2], "particp": 2, "particular": [1, 2], "particularli": 1, "partnership": 1, "pascal": 3, "past": 2, "path": 1, "pathwai": 1, "pbio": 3, "pc": [1, 2, 3], "pd": 3, "pdf": 3, "pedregosa": 3, "peilz": [1, 3], "pellet": [0, 1, 2, 3], "peopl": [1, 2], "per": [1, 2, 3], "percent": 1, "percentil": [1, 2, 3], "perform": [1, 3], "period": [1, 2, 3], "petit": 3, "ph": 1, "pheromon": 1, "philosoph": 2, "physic": 1, "pick": 1, "pictur": 1, "piec": [1, 2], "pierrett": [2, 3], "pillon": 1, "pilon": 3, "pla": [0, 3, 4], "place": [1, 2, 4], "plage": [2, 3], "plant": 1, "plastic": [0, 2], "plastock": [1, 3], "plo": 3, "plosbiologi": 3, "point": [1, 3], "polygon": 1, "polyin": 1, "polylin": 1, "polystyren": [1, 2], "port": 3, "portion": [1, 2], "pose": 3, "posit": 1, "possibl": [0, 1, 2], "posterior": 1, "potenti": [0, 1], "pour": 3, "powerpl": 1, "pr": 1, "prangin": 3, "pravin": 3, "precaut": [1, 2], "precis": [2, 3], "predefin": 1, "predict": 1, "prefer": 1, "presenc": [1, 2], "present": [1, 2], "press": 3, "prevent": [0, 1, 2, 4], "previou": [0, 3], "previous": [1, 2], "primarili": 1, "prime": 1, "principl": [1, 2], "prior": 0, "proababl": 1, "probabilist": [1, 3], "probabl": [2, 3], "problem": [0, 1], "process": [1, 2], "produc": [1, 2], "product": [1, 4], "prof": 2, "profesion": 1, "profession": [1, 3], "program": [1, 3], "project": [1, 3], "promenthoux": 3, "proper": 3, "proport": 0, "propos": [1, 2], "protocol": [1, 2, 3], "provid": [0, 1, 2, 3], "proxim": 3, "prudent": 2, "pr\u00e9vereng": 3, "public": [1, 2, 3, 4], "puplic": 1, "pure": 4, "purpos": [1, 2], "put": [1, 2, 4], "pvc": 1, "pw": 3, "python": [2, 3], "p\u00e9lican": 2, "qauntitif": 3, "qgi": [1, 2], "quad": 3, "qualiti": 1, "quantif": 3, "quantifi": [0, 1], "quantiti": [0, 2, 3], "question": [0, 2], "quickli": 2, "r": [1, 2], "rais": 2, "rang": [1, 3], "rank": [1, 2], "rapport": 3, "rare": 1, "rate": [2, 3], "ratio": [1, 3], "rc": 1, "re": 0, "reach": [0, 4], "read_csv": 3, "readili": 1, "real": 1, "realiti": 2, "realiz": 2, "realtionship": 1, "reason": [1, 2], "recal": 2, "recogn": 1, "recogniz": 1, "record": [0, 1, 2, 3, 4], "recov": 1, "recoveri": 2, "recreat": 1, "recycl": 4, "red": 2, "reduc": 1, "reduct": 1, "refer": [1, 2], "reflect": [0, 2], "regard": 4, "region": [1, 2, 4], "regress": 3, "rel": 1, "relat": 1, "relationship": 1, "relativelei": 1, "reli": 1, "reliant": 2, "remain": [1, 2], "remark": [1, 2], "remov": [1, 4], "repo": [1, 2], "report": [0, 1, 2, 3, 4], "repositori": 3, "repres": [1, 2, 3], "request": 1, "requir": [1, 3], "resampl": 3, "resampling_": 3, "research": 3, "reset_index": 3, "resid": 1, "resourc": [2, 3], "respect": 1, "rest": 1, "restrict": 1, "return": [0, 1, 2, 3], "reult": 2, "reveal": 4, "review": 2, "rho": 1, "rh\u00f4ne": 3, "rich": 1, "rigor": 1, "ring": 1, "risk": 3, "rivaz": 3, "river": [1, 2], "riviera": 1, "road": 1, "roger": [0, 4], "roi": 1, "roll": 3, "root": 2, "rose": 1, "rossum": 3, "round": 3, "rule": [1, 3], "run": [1, 3], "s41592": 3, "safeguard": 0, "saftei": 1, "sai": 1, "saint": [1, 3, 4], "sale": 1, "same": [1, 2, 3], "sampl": [1, 2, 4], "sample_id": 3, "sanitari": [0, 2, 3], "satisfi": 1, "sauvegard": [1, 3], "savoni\u00e8r": 3, "scalabl": 1, "scale": 1, "schedul": 0, "school": 1, "scienc": [1, 2], "scientif": 3, "scikit": 3, "scipi": 3, "screencast": 2, "script": [1, 2, 3], "sea": [1, 2, 3], "seaborn": [1, 2], "seal": 3, "search": 2, "second": [1, 3], "section": [1, 2], "sediment": 3, "see": [1, 2, 3], "select": 1, "sens": 1, "sep": 0, "separ": [1, 2, 3], "sequenc": 3, "seri": [0, 1], "serv": 2, "server": 1, "servic": [2, 4], "set": 1, "set_index": 3, "seven": [1, 2], "seventh": 2, "sever": 1, "shape": 1, "share": [0, 1, 2], "sheet": [1, 2], "shell": 1, "shoot": 3, "shore": [2, 3, 4], "shorelin": [1, 2, 3, 4], "short": 0, "shot": 3, "shotgun": [0, 1, 2], "should": [0, 3], "show": [1, 3], "shown": 2, "side": [1, 3], "sign": 0, "sim": 1, "similar": [0, 1, 2, 3], "simpl": [1, 2], "simpli": 2, "sinc": [0, 1, 3, 4], "singl": 1, "site": 1, "situat": 3, "six": [1, 2], "size": [1, 3], "skill": 2, "slight": 1, "slr": [1, 3], "slug": 3, "small": [1, 2, 3], "smilar": 1, "smoke": 4, "smooth": 1, "snack": [0, 1, 2], "so": 0, "social": 0, "softwar": 3, "solid": 1, "solut": [0, 1], "solv": 1, "some": [0, 1, 2], "someth": 2, "soul": 3, "sourc": [0, 1, 2, 3], "south": [1, 3], "space": [0, 1], "spatial": 1, "spearman": [1, 2], "specfic": 2, "specif": [0, 1, 2, 3], "spontan": 1, "sport": 1, "spread": 1, "squar": 2, "st": 3, "stai": 3, "stand": 2, "standard": [1, 2, 3], "start": [0, 1, 2], "stat": 3, "state": 1, "statement": [1, 2], "statist": [1, 4], "step": 3, "stick": [0, 1, 2, 3], "still": 2, "stirrer": [0, 1, 3], "stock": [0, 3, 4], "stockalp": 3, "stop": 1, "stopp": 3, "strass": 1, "strategi": [1, 2, 3], "straw": [0, 1, 3], "street": 1, "stretch": 2, "student": [1, 4], "studi": [1, 3], "subjecitv": 1, "subject": 1, "subset": 1, "suggest": [1, 2, 3], "suitabl": 1, "sulpic": [1, 3, 4], "sum": [1, 3], "summar": 1, "summari": 3, "sup": 1, "superimpos": 1, "support": 1, "surfac": 1, "surround": 4, "survei": 0, "surveyor": 1, "surviv": 1, "suspect": 0, "sutherland": 3, "swab": [0, 1, 2, 3], "swe": 1, "swiss": [1, 3], "swisstlmregio": 1, "switzerland": [1, 2, 3], "switzerlnd": 3, "system": [1, 2, 3, 4], "systemat": 4, "t": 3, "tabl": [1, 2], "tag": 1, "take": [1, 4], "taken": 1, "talk": 4, "tampon": [0, 1, 2, 3], "tatsuya": 3, "tea": 3, "team": [1, 2, 3], "techniqu": [1, 2], "technometr": 3, "tecton": 3, "tell": [1, 2], "tend": [1, 2], "term": 2, "test": 4, "testabl": 1, "text": [1, 3], "than": [0, 1, 2, 3], "thei": [0, 1, 2, 3], "them": 1, "themselv": 1, "theorem": 1, "theori": 3, "therefor": [1, 2], "therfor": 1, "theta": 1, "thi": [0, 2, 3, 4], "thing": 4, "think": [0, 1, 2, 3], "thinkbayes2": 3, "third": [2, 3], "those": [1, 2], "though": [1, 2], "three": [1, 2, 3], "threshold": [1, 2, 3], "through": [1, 3], "thu": 1, "thuenen": 3, "tick": 1, "tiger": [2, 3], "tiktok": 0, "time": [1, 2, 3], "tlm": 1, "to_markdown": 3, "tobacco": 1, "tobaco": 1, "todai": [0, 2], "toi": [0, 1, 2], "toilet": 1, "tolochenaz": 3, "topic": 0, "topograph": [1, 2], "total": [0, 2, 3], "total__": 1, "total_sampl": 3, "tougu": 3, "tour": [1, 3], "train": 2, "transfer": 3, "transport": [1, 3], "trap": 3, "trash": [0, 1, 2, 4], "treat": 1, "treatment": 1, "tree": 1, "trend": 1, "trip": 3, "trivedi": 3, "true": [2, 3], "tube": [0, 3], "two": [0, 1, 2, 3], "type": [0, 1, 2, 3], "u": [1, 2], "u_cod": 3, "ultim": 4, "unawar": [1, 2], "uncertainti": 1, "unclear": 1, "uncommon": 3, "undefin": 1, "under": [1, 2, 3], "underestim": 2, "underli": 1, "understand": 2, "understood": 1, "unidentifi": 2, "union": 3, "uniqu": 3, "univers": 3, "unk": 1, "unknown": [1, 2], "unkown": 1, "unlik": 3, "up": [0, 1, 3], "updat": [1, 2, 3], "upon": 3, "upper": 3, "urban": 1, "url": 3, "us": [0, 3, 4], "usual": [0, 1], "v": [1, 3], "valai": 3, "valid": 1, "valu": [3, 4], "van": 3, "varaibl": 1, "variabl": 1, "varianc": 1, "varieti": 1, "variou": [1, 3], "vast": 4, "vd": 3, "vector": 1, "veri": [1, 2], "version": 1, "versoix": 3, "vevei": [1, 3], "vidi": 3, "viewer": 0, "vineyard": 1, "virtanen": 3, "visibl": 0, "visit": [0, 3], "visitor": 1, "volunt": [1, 2], "wa": [0, 1, 3], "wad": 0, "wai": [1, 2, 3], "wash": 3, "washington": 3, "wast": [0, 1, 3], "water": [1, 3], "we": [0, 2, 4], "weight": [1, 2], "well": [1, 2], "were": [0, 1, 2, 3, 4], "weslei": 3, "west": 3, "wether": 1, "what": [0, 3, 4], "whch": 1, "when": [1, 2, 3], "where": [0, 1, 2], "whether": [1, 2, 3], "which": [1, 2, 3], "while": 2, "who": 2, "whole": 1, "why": [1, 2], "wider": 1, "width": [1, 3], "wikepedia": [1, 3], "wiki": 3, "wikipedia": 3, "wildlif": [1, 3], "william": 3, "within": [1, 2], "without": 1, "wonder": 4, "wood": 1, "work": 1, "work_data": 3, "world": 2, "would": [1, 2], "wrapper": [0, 1, 2], "write": 1, "wrote": 2, "wwf": [1, 3], "www": 3, "x": [1, 3], "x_i": 3, "y": 1, "year": [0, 1, 2, 3], "yet": [1, 2], "yield": [1, 3], "you": [0, 1, 2, 3, 4], "your": [0, 2, 3], "yvoir": 3, "zenodo": 3}, "titles": ["<span class=\"section-number\">1. </span>How did it get there?", "<span class=\"section-number\">4. </span>Empirical Bayes: grid approximations", "<span class=\"section-number\">2. </span>Testing 2023 predictions", "<span class=\"section-number\">3. </span>Plastic shotgun shell wadding", "The solid waste experience"], "titleterms": {"2015": [1, 3], "2021": [1, 3], "2022": [1, 3], "2023": 2, "2025": 3, "5": 2, "A": 2, "If": 1, "The": [1, 2, 4], "accuraci": 2, "amount": 0, "an": [0, 1], "annex": [2, 3], "answer": 1, "applic": 1, "approxim": 1, "ar": 1, "asess": 2, "assess": 2, "assumpt": 1, "attribut": 1, "bay": [1, 2], "campaign": 3, "chanc": 1, "chang": 1, "citizen": 3, "collect": 3, "common": [0, 2], "comput": 3, "conclus": [1, 2], "condit": 1, "consolid": 1, "constraint": 1, "consumpt": 1, "cumul": 3, "data": [1, 3, 4], "decreas": 1, "definit": 1, "did": [0, 3], "dimension": 2, "disclosur": 4, "discuss": [0, 1, 2, 3], "do": 1, "empir": [1, 2], "encount": 0, "environ": 2, "environment": 1, "essenti": 3, "estim": [1, 2], "exce": 1, "expect": [1, 2], "experi": [2, 4], "financi": 4, "find": [0, 2, 3], "first": 0, "forward": 1, "found": 2, "fragment": 1, "from": [1, 2], "gener": 4, "geneva": 1, "get": 0, "given": 1, "glanc": 3, "go": 1, "grid": 1, "how": [0, 1], "i": 1, "increas": 1, "inform": 1, "interest": [0, 1], "interpret": 2, "item": 0, "lake": 1, "land": 1, "mathemat": 3, "measur": 1, "median": 1, "method": [1, 2], "most": [0, 2, 3], "municip": 3, "next": [1, 2], "object": 1, "observ": 2, "octob": 2, "particip": 2, "pathwai": 0, "person": 1, "plastic": [1, 3], "practic": 1, "predict": [2, 3], "previou": [1, 2], "prior": 1, "probabl": [0, 1], "problem": 2, "process": 4, "project": [0, 2], "question": 1, "reduc": 2, "refer": 3, "region": 3, "relat": 2, "research": 1, "resourc": 0, "respons": 1, "result": [0, 1, 2, 3], "saint": 2, "sampl": 3, "scienc": 3, "semest": [0, 2], "shell": 3, "shotgun": 3, "should": 1, "solid": [2, 4], "solut": 2, "statist": 3, "step": [1, 2], "sulpic": 2, "summari": [1, 2], "survei": [1, 2], "tabul": 0, "test": [1, 2], "thi": 1, "total": 1, "train": 1, "uninform": 1, "uniqu": 2, "us": [1, 2], "valu": [1, 2], "video": 0, "wa": 2, "wad": 3, "wast": [2, 4], "we": [1, 3], "what": [1, 2], "where": 3}})
\ No newline at end of file
diff --git a/excercise_2024.md b/excercise_2024.md
index a820783..0e60488 100644
--- a/excercise_2024.md
+++ b/excercise_2024.md
@@ -22,11 +22,17 @@ and snack wrappers (8% of the total). We find also objects that are not associat
 industrial plastic pellets (6% of the total), cotton swabs (4% of the total) plastic construction materials (3% of the total) and shotgun cartridges (1% of the total).
 
 All the previous items mentioned are found in similar proportions in the marine environment in the european space, [EEA data viewer](https://www.eea.europa.eu/en/analysis/maps-and-charts/marine-litterwatch-data-viewer-marine-litterwatch-data-viewer).
-The federal report of 2021, [IQAASL](https://www.bafu.admin.ch/bafu/en/home/topics/waste/state/data-and-indicators/indicators/indicators-on-waste-and-resources.html), report included medical containers, straws and stirrers and toys as common objects on the beaches of lake Geneva.
+The federal report of 2021, [IQAASL](https://hammerdirt-analyst.github.io/IQAASL-End-0f-Sampling-2021/), included medical containers, straws and stirrers and toys as common objects on the beaches of lake Geneva.
 
 ## First encounters
 
-__Objective: In the field identify and count specific beach litter items.__
+**Objective : in the field identify and count specific beach litter items.**
+
+*Survey locations:*
+
+<iframe src="https://map.geo.admin.ch/#/embed?lang=fr&center=2533348.46,1151997.25&z=7.291&bgLayer=ch.swisstopo.pixelkarte-farbe&topic=ech&layers=ch.swisstopo.zeitreihen@year=1864,f;ch.bfs.gebaeude_wohnungs_register,f;ch.bav.haltestellen-oev,f;ch.swisstopo.swisstlm3d-wanderwege,f;ch.astra.wanderland-sperrungen_umleitungen,f;KML%7Chttps://public.geo.admin.ch/api/kml/files/zpNHEP7CTeKPUqy56qCwpg&featureInfo=bottomPanel" style="border: 0;width: 600px;height: 450px;max-width: 100%;max-height: 100%;" allow="geolocation"></iframe>
+
+### Items of interest
 
 The guide for monitoring beach litter, [MLW Guide](https://publications.jrc.ec.europa.eu/repository/handle/JRC83985), lists 200 items that can be found on the beach. The OSPAR 
 commission has a similar list of 150 items [OSPAR](https://www.ospar.org/documents?v=44122). Today we are going to focus on identifying and counting 7 items:
@@ -56,6 +62,40 @@ Record the number of each item found and the name of the beach where it was foun
 4. What are the possible pathways for the object to reach the beach?
 5. What are the possible prevention measures?
 
+## Results
+
+_Legend :_ The cumulative results are the total number found on visits to the two beaches since 2016 up to the day before of the excercise.
+
+
+| object                                              |   cumulative |   found sep 26 |
+|:----------------------------------------------------|-----------:|--------:|
+| Biomass holder                                      |         14 |       2 |
+| Cotton bud/swab sticks                              |        368 |       8 |
+| Industrial pellets (nurdles)                        |         22 |       9 |
+| Medical; containers/tubes/ packaging                |        133 |       7 |
+| Plastic construction waste                          |        110 |       15|
+| Sanitary pads /panty liners/tampons and applicators |         31 |       2 |
+| Shotgun cartridges                                  |         23 |       0 |
+| Straws and stirrers                                 |         29 |       2 |
+
+
+### Probability of finding an amount
+
+_Legend :_ The historical probabilities (prior to field excercise) of finding a given quantity at the beaches surveyed (results combined):
+
+
+| object                                              |   at least 1 |   at least 2 |  at least 3 |   at least 4 | at least 10|
+|:----------------------------------------------------|-----------------:|-----------------:|-----------------:|-----------------:|------------------:|
+| Biomass holder                                      |             0.5  |             0.38 |             0.38 |             0    |              0    |
+| Cotton bud/swab sticks                              |             0.88 |             0.88 |             0.88 |             0.88 |              0.88 |
+| Industrial pellets (nurdles)                        |             0.25 |             0.25 |             0.25 |             0.25 |              0.12 |
+| Medical; containers/tubes/ packaging                |             0.88 |             0.88 |             0.75 |             0.75 |              0.62 |
+| Plastic construction waste                          |             0.86 |             0.86 |             0.86 |             0.71 |              0.43 |
+| Sanitary pads /panty liners/tampons and applicators |             0.62 |             0.5  |             0.5  |             0.38 |              0    |
+| Shotgun cartridges                                  |             0.75 |             0.38 |             0.38 |             0.25 |              0    |
+| Straws and stirrers                                 |             0.62 |             0.5  |             0.5  |             0.38 |              0.12 |
+
+
 ## Semester project: pathways
 
 You can choose to make your video project on the potential pathways to the beach of a specific item. Your video project should also include
diff --git a/plastic_shotgun_wadding.ipynb b/plastic_shotgun_wadding.ipynb
index c4ba82d..bac1b7b 100644
--- a/plastic_shotgun_wadding.ipynb
+++ b/plastic_shotgun_wadding.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 26,
    "id": "60d29688-34ea-4727-8c83-d1e52de7c808",
    "metadata": {
     "editable": true,
@@ -65,6 +65,140 @@
     "shotgun = work_data[work_data.code == 'G70'].copy()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "f2de3eb2-1cc2-43ba-a301-616aee1d9fed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['parc-des-pierrettes', 'plage-de-dorigny', 'plage-de-st-sulpice',\n",
+       "       'saint-sulpice', 'tiger-duck-beach'], dtype=object)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "work_data[(work_data.city == 'Saint-Sulpice (VD)')].location.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "b420f011-d0d6-4b46-8b2a-6caeb8e75e19",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "codesx = ['G70', 'G96', 'G112', 'G89', 'G95', 'G91', 'G35', 'G100']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "aca6f768-f389-4371-ae59-68af51478a53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = work_data[(work_data.location.isin(['parc-des-pierrettes', 'plage-de-st-sulpice' ]))&(work_data.code.isin(codesx))].copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "dca6f010-eee5-41a9-8393-1dd4af9fab3d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'|    | object                                              |   quantity |   found |   sample_id |\\n|---:|:----------------------------------------------------|-----------:|--------:|------------:|\\n|  0 | Biomass holder                                      |         14 |       0 |           8 |\\n|  1 | Cotton bud/swab sticks                              |        368 |       0 |           8 |\\n|  2 | Industrial pellets (nurdles)                        |         22 |       0 |           8 |\\n|  3 | Medical; containers/tubes/ packaging                |        133 |       0 |           8 |\\n|  4 | Plastic construction waste                          |        110 |       0 |           7 |\\n|  5 | Sanitary pads /panty liners/tampons and applicators |         31 |       0 |           8 |\\n|  6 | Shotgun cartridges                                  |         23 |       0 |           8 |\\n|  7 | Straws and stirrers                                 |         29 |       0 |           8 |'"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "codes = pd.read_csv('resources/data/u_codes.csv')\n",
+    "codes.set_index('code', inplace=True)\n",
+    "t['object'] = t.code.map(lambda x: codes.loc[x, 'description'])\n",
+    "t['found'] = 0\n",
+    "t[['object', 'quantity', 'found', 'sample_id']].groupby('object', as_index=False).agg({'quantity':'sum', 'found':'sum', 'sample_id':'nunique'}).to_markdown()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "043bdac8-cf93-4e8a-a76c-11ce617d887e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'|    | object                                              |   greater than 1 |   greater than 2 |   greater than 3 |   greater than 4 |   greater than 10 |\\n|---:|:----------------------------------------------------|-----------------:|-----------------:|-----------------:|-----------------:|------------------:|\\n|  0 | Biomass holder                                      |             0.5  |             0.38 |             0.38 |             0    |              0    |\\n|  1 | Cotton bud/swab sticks                              |             0.88 |             0.88 |             0.88 |             0.88 |              0.88 |\\n|  2 | Industrial pellets (nurdles)                        |             0.25 |             0.25 |             0.25 |             0.25 |              0.12 |\\n|  3 | Medical; containers/tubes/ packaging                |             0.88 |             0.88 |             0.75 |             0.75 |              0.62 |\\n|  4 | Plastic construction waste                          |             0.86 |             0.86 |             0.86 |             0.71 |              0.43 |\\n|  5 | Sanitary pads /panty liners/tampons and applicators |             0.62 |             0.5  |             0.5  |             0.38 |              0    |\\n|  6 | Shotgun cartridges                                  |             0.75 |             0.38 |             0.38 |             0.25 |              0    |\\n|  7 | Straws and stirrers                                 |             0.62 |             0.5  |             0.5  |             0.38 |              0.12 |'"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grouped = t.groupby(['object'])\n",
+    "# Step 2: Count samples per location and code\n",
+    "counts = grouped.size().reset_index(name='total_samples')\n",
+    "\n",
+    "# Step 3: Apply conditions and count how many times quantity > 1, 2, 3, and 4\n",
+    "conditions = t.assign(\n",
+    "    greater_than_1=t['quantity'] > 1,\n",
+    "    greater_than_2=t['quantity'] > 2,\n",
+    "    greater_than_3=t['quantity'] > 3,\n",
+    "    greater_than_4=t['quantity'] > 4\n",
+    ").groupby(['location', 'code']).agg(\n",
+    "    greater_than_1=('greater_than_1', 'sum'),\n",
+    "    greater_than_2=('greater_than_2', 'sum'),\n",
+    "    greater_than_3=('greater_than_3', 'sum'),\n",
+    "    greater_than_4=('greater_than_4', 'sum')\n",
+    ").reset_index()\n",
+    "\n",
+    "grouped = t.groupby(['object'])\n",
+    "# Step 2: Count samples per location and code\n",
+    "counts = grouped.size().reset_index(name='total_samples')\n",
+    "\n",
+    "# Step 3: Apply conditions and count how many times quantity > 1, 2, 3, and 4\n",
+    "conditions = t.assign(\n",
+    "    greater_than_1=t['quantity'] > 1,\n",
+    "    greater_than_2=t['quantity'] > 2,\n",
+    "    greater_than_3=t['quantity'] > 3,\n",
+    "    greater_than_4=t['quantity'] > 4,\n",
+    "    greater_than_10=t['quantity'] > 10\n",
+    ").groupby(['object']).agg(\n",
+    "    greater_than_1=('greater_than_1', 'sum'),\n",
+    "    greater_than_2=('greater_than_2', 'sum'),\n",
+    "    greater_than_3=('greater_than_3', 'sum'),\n",
+    "    greater_than_4=('greater_than_4', 'sum'),\n",
+    "    greater_than_10=('greater_than_10', 'sum')\n",
+    ").reset_index()\n",
+    "\n",
+    "\n",
+    "# Step 4: Merge the total sample count with the conditions\n",
+    "merged = pd.merge(counts, conditions, on=['object'])\n",
+    "# Step 5: Calculate the ratio of each condition to the total number of samples\n",
+    "merged['greater than 1'] = merged['greater_than_1'] / merged['total_samples']\n",
+    "merged['greater than 2'] = merged['greater_than_2'] / merged['total_samples']\n",
+    "merged['greater than 3'] = merged['greater_than_3'] / merged['total_samples']\n",
+    "merged['greater than 4'] = merged['greater_than_4'] / merged['total_samples']\n",
+    "merged['greater than 10'] = merged['greater_than_10'] / merged['total_samples']\n",
+    "\n",
+    "merged[['object', 'greater than 1', 'greater than 2', 'greater than 3', 'greater than 4', 'greater than 10']].round(2).to_markdown()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "39f7bb8a-8472-46b6-a820-7986da6ae8d0",
@@ -174,9 +308,6 @@
    "id": "530dc284-919d-47b4-a2f1-f4fe75ab1f13",
    "metadata": {
     "editable": true,
-    "jupyter": {
-     "source_hidden": true
-    },
     "slideshow": {
      "slide_type": ""
     },