From e5084010c93a5fb7f179e6b952ba9b0a4d4b9955 Mon Sep 17 00:00:00 2001
From: tgupta6 <tgupta6@illinois.edu>
Date: Wed, 8 Jun 2016 09:58:08 -0500
Subject: [PATCH] test resnet inference

---
 resnet/__init__.py       |    0
 resnet/cat.jpg           |  Bin 0 -> 140391 bytes
 resnet/cat2.jpg          |  Bin 0 -> 4575 bytes
 resnet/config.py         |   82 ++++
 resnet/convert.py        |  333 +++++++++++++
 resnet/dalmatian.jpg     |  Bin 0 -> 88320 bytes
 resnet/inference.py      |  333 +++++++++++++
 resnet/schooner.jpg      |  Bin 0 -> 27436 bytes
 resnet/synset.py         | 1007 ++++++++++++++++++++++++++++++++++++++
 test_resnet_inference.py |   59 +++
 tftools/var_collect.py   |   50 ++
 11 files changed, 1864 insertions(+)
 create mode 100644 resnet/__init__.py
 create mode 100644 resnet/cat.jpg
 create mode 100644 resnet/cat2.jpg
 create mode 100644 resnet/config.py
 create mode 100644 resnet/convert.py
 create mode 100644 resnet/dalmatian.jpg
 create mode 100644 resnet/inference.py
 create mode 100644 resnet/schooner.jpg
 create mode 100644 resnet/synset.py
 create mode 100644 test_resnet_inference.py
 create mode 100644 tftools/var_collect.py

diff --git a/resnet/__init__.py b/resnet/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/resnet/cat.jpg b/resnet/cat.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b4efc6c98b7e7bed698b10f4b7f06031267d52dd
GIT binary patch
literal 140391
zcmb4qbyyt1vhU(S0wD?Ru)*EkJvc1x?y|T`f(CbjySuxFMM4PfL3Rla!C?vTIOm;n
z?)~F__j|8r=KFfOtLj%RHPh2o^Su1L4Iq^9v9ksM6ciW%uK@p*o{s^z(w-I$z5oOO
z@=LKL0PwtxRAcMm;VQ_+=IqXDX6a&X#cJW=#O7n>%ErOU&IS+`^Kmt^aIo^AG`F&`
za~7dK>+Ywfw6heU*5OfRS9X=MvbB@<16yhOsc2dFIaml-Qj3XF3i}B9IJr7md6-f9
zI5|4I3;Kvq|5Lc&Oa33lY}AzhB=K+%p_cduDy6Qn8l{vA*ou;em5arKor8mtmzR};
zn}?T|gPD?(or9B&{pI9k;ouhJ;T7cMqx@H*enA6US_^7O%l-@N<xYh9Uybti_Gb0w
zVs!!AuyF_o2>e3^Cnw7b1&h0{vxk`vi?ch;za>apxm$qkTs`buoGJey(ahY%(?f*%
zMbrP=1SeMwI~!XM_x}k0AA1b^Pnv(U@84X?%Ktlulhc2w-90p{{!97)QNFvDud5ZC
zhLyXEC)mR3g`DQULH+MQ{~-KV8w8cjzz$X~qbO_U=x+7T3T0(M)feUMoXs4iT`WAE
zteia*q(!Ltx!HLo_;>~Qq&a0Ic_jFyWTn`-cxCz6CD}Q-`FN!M&HLYZUSL=)?JNa3
zBxE?)dH5ux1tfSmIApl^IXQS_WhFV-r8r&&l!x=*yb8|l9%jxKR{y~J2d~|K@e2H}
zyn<3-D>Dxlu$GI9<G&}8nyrh6i@U9hE2Wes7p0D!v!#o-`#;9`Me<7<rLDkrURIW}
zU>7IKe|EQ^-T#2j&cXjO1^Kwy`8e5m`8hcFIXNXHWu!QzWhHsIIrzD#|HW(h|I<@!
zFG{feV`lxgnfC9Zm+AYD?0@X$<>o(@XXX4dP~aE4dOihU|I=CkmIE*Li}1V#_zXb!
ze@}@2m5~0E{>6@nfbdfLa{Z^`|26YG0Kk2PV2iMYgn$b`#6>{DMR*<o^a22gNC*I=
z7xDjk0-?P^K}APKM8ZG-U?Kosfc~or06<1TLPbDC1H3|i^HPO~@B)sA@^T;}yhcDo
zLdHdT3!p;fc!wrI{a*c*nHwh!UZ`Xe7Z4x4P@{3sTuPJs1Hqq}Z7^Z7G!HGtiy8<>
zh)AeNs3^#Y0Mr*CL?i$%GSyoS2^4iRH|lq&p`7pkBo#Ie(#&k1OQLC*bK!x3VaY{O
z_^*auL_MzpuwHaW#6`jdhym^cd|=_xgb0nd?1ZE^OQLb1SJSd^%RJCfvFm|Z5YG~c
zf5L6x@Jz-+!i;<Tu!vb|QMxdS9UUU$K~-H%Qh`aq@hc6qee93kOq+A1St_quLGbh{
zoh&^6>bF(c%ccmxkaA?)jiAV@gOA-phJUK&8obuI@tCl}LEuh8vqUtrgOQYdu!xv(
zu|?}ga>POg_qw8v(?eEcWK9<^=#(-wb5$Z<S5C}1Sm_zSng+8T@u2+T14=2|aR#^x
zF5q8(Y_(zkRm)?C*BuSzxHy)lhn$!ti{L1f<<cUTm2c}P@vnWn)7fh(fx<b9fx+E(
zv2fU4iKfbU!H$onwWL=VI?{Qa!W*h%u3G>CkxRYXx@rDWg=m%jFZ#Klf=|w#(^xr{
z$Ff3ODNm<HQFKS^HxTufklGM#GyF;iyvO~t)XG=vBCh~@kG+?%&w%bi`HptM+0VZ~
zg-PF225Mr#Lp<R3kNy^vZb)-;#f`bVCl>9-bm68|?cZ5#Ez5SjEn^gtLg|{>#|eo<
zJ0X9r&}t1)6KgE}B-^X&^2fZ1Z{rq6VDum>?C<Ev7Rk+~L7DJt%1~kv`E?opw1bF0
zn~7&NNx(LnV=YqxKtiSXNY38%^`oFBEhD}#n|d@tU(Rd3JiI+8M(WnY^9sYtM0^<9
zI;sTH9kfvMJ^%Xa9^0tYw&JEba+}>Z26L0qIvK6u7`~jb-gNwQwWCC6uGCj*7py(i
zd;t%3!VgIxn#{`9n+B}+=fEA&O~2bgih5<Yp{h6Xs8{bWNp9x*GW43;-v-ZiF{md`
zOpf^Rf;ny}_GXz^)O9O&=#`Ql*E>L)21R*H3{+_AQ5RAv;f7d{O{8`B-qm4!3Nx64
zw337@u50HRkY>!Xo`;d6;6>%W#;RIKiS#X+!Z@Ym&DaP-TWb@nw?$B`Xgzt#T(72C
zA<qyLt@+It51I59V^ejh?45Z{6<P3{OS`8Ov%%C_xa+d{JB&gdqy{l(#Jy8^I#S~p
znO#DRIf8h%b~X7F8iIx~Tm9;(^8-)1brjzw=cf^T;SlwG-9Xi!9;)ioqeBpCFcKS6
zoPYSCs?MCjrXqvm)on{_;Mgv(#20)FL1yxjg#k>_E<{)ldX0rw!szjZS)5meaA;{M
zUo%)-nh2(m%fHn;jWD%%8RpN3BJw}n){yG5=KO4`5X|biCUOzHsKW&pTibf-89oFK
zNjSQ)<lRrZDu_fbRpU#$K`l18&2;@K*L^g(b{4d2m?lF$;DHp+hp|$^gpk&%XdQYk
za3x@rV8TDuWNUIAv3ZOltz)DL6z&L<z{jbzN<nLMapI4LKMPPCz<BzJ{qv0H17hmw
z{0|1m&ww()mO23$tjOs*tpf(6$)W2XdRn;q#SJj7TN@-~zhu?IBm7FK%G3I@KW(+B
zj!ph0^jL%(JFbMVz`}kF5y5q(3N(1Q?L8t_C5gRu#wVJl2MF6pVsK?=P|b*`&3y3b
zz8<_W&Wq)`;KDCOjv^)8OX0lXtC;tijVn6lN_L)#Ye=w8;q*_N($}Z;%C-I!;guGi
z8POqqt#bWaONSIeA570X%o26F+AS@P)`KaOJc8J|+;)wc4BU1+dhsYaG&CDSHvCPl
ztL35ty8HeZ{E6m1;C5|#2HaZN_%z{5e7b=_^6US=ue4RL$vsR*_xv#r<hr1+0xMI}
zBXbAoAd348NT1Tz^uoZ3Q@w4XafEFbaY9tGIsToXUQNIJkIs4M-Hyj1Ek(Yl98^Dw
zTB~<VR?`#wUmM&&6|9pv_=Bd;irtu-n6T<}E#dHM)ofvE5?A5Q1p}cP*58W<D;u)Y
zLXV9;@y#-nkp?O~V9BS$m@Np^0IYXDe3+teOoY*~cl3rkYA-UF#Vq(V@@A>Lv2jYC
zxSDy6uh$3x89a@9*g*jyeDn*P?HybG{Ca@S461bQ_q}5Tj}lj}_V?!7(*Vbhj3ECj
zrb1f3bNShC<gWVi60kkGPPOGHBair$Q>=hR>>pSeKMmcgMfnWiqdG|u&;c)v%?9YH
zpsemW>{H^y1x_)RO@{MhH+C03*9pj*dc@AY30j>@bW&G5)M0;En{GChajGX-^_V4E
zfb&>@6)YM#F&1;%mu3!eZyq0wB6fNY4(F^e{Y2WgqnEuOC_!@+zoFyKbxke8XpVU=
z5B%CMQ!Ep$3k*>INQyEr1nrafAx}n^z>=q-`{h?tW|eHguWJf2ub2xNEOErG=vTs8
ze5=7-ZZ}A`IMBIFTFDY}-h!rv5ack1=DXxruicpUnP>^o6MSukh(r;pR$@nMRgs23
zRGPSN8eL(0H5PlLc`Q~QVP8iIp#XP1foH(+C|VuDlL-8G&Dk|GsYX$iYL4+d&b|4s
zAGrjXjLPrucYYS!f)p<()(oM@L7mqk2EBcaed1`piyCLC21pjI0`h*YHCQH7fTguf
zzu_5P0MV{cu-$XK&X!#EC-A)1ZBdK_O)tK<7J#I0Be7qVfGH8C<Aty+_e7@M59UTw
zK7RR?Jx+u2A?};rHJrhc;f4#9=G7a4QNXDLX=bd)*MM?!kgo>B446*pAQ^1mk7LwN
z-%C6i`a3pBh&>U1aHx~iXAF%}<o(TI=^~wLWYcCG$gk(O_6m8nzk@VyKknq+>D-6~
zzxvI9!TJx;t*IOVv<9@Fp33k~!Er!NhuSl}jfdzzMqlqg@SA#ZXe!W<Y7wrd5Qibr
zJ1Z8zVMyyK3)RKeGV%5P=_09@rAkyAK`eJ_f^4t4!{hD9LUzb>$?vZR={ji0o&k~0
z@fj7En`&%IyOXP^?MrF?)px}Xy9PX8fJuD{j!B_UKb8k5DXt+0^QxK6(lhN7GLnLy
zs@Glr+IAK-OKis~{$&n!I6f61y>%qtqR`B%H2U}op#^jKaVG(Cq;bj=SiLDd#sunD
z!*Pw5qrwZz(_`)&Lu(-97lTyAt1z)jCYC20XkwT6<}&gbov*Qu3hf3i>af=NU%;d&
zI<Q#Lp8>|1kUX~m-KjkIW;1;D__$s}h+#g@<LgRA?{I~q-<VG4AhI_<=E2{t2W3nO
zj(cTV1?KhyP@VK=Dnm;|g{x!v>*<+z(f-NWOneO%zhQ-`xO(kCgQ`3Tw!w)>9i~|m
zgrDsEui!_)M&9$PJuRQ1cW(ZmDI4jhGD4<DX)m!#V1ml8UbL&JP0*-O57TNkUX1N<
z1$!eBX#>GNVH>AB64?WJcrKB8C^3TOASTy(JX-j>mi|xNqK9b~BeB6JRQ_-;ehQOE
z!D3Ga%cwV7$8_5|qIp&CaW4@-XSCgh14qIRru4^k1<-k~X^&~p@1)TT9;=XdglKX5
zR>&O3q(u}EYx9cXQ{2#fGEP}`(Y#z~>-N-NLz!iNP!G4(?Rmfc0XFJe5K(?eHFj-x
z4ATqRzs$KkTO6kh6j<CUJu5q`p5$Ab?266d%t;5v`oZ7I1wFzU@MNnbdVR|<cnIny
z{H2I)N&{%#(6}$h@10y<4V=NRo1r14YqHcg72gk6_2(V_1jj+rR-$X9n;~L|zG3@+
zasqYci*3j>;nO+^?+MSEuM2;VQ{v)wd#i7{Junsr>pU4~B1zDrEPjwp65%xI^8t%N
z`azB+0g5SDcDnlOK|>jVj!B1XwalV=f1IWXzYetqz16Y4*2ZuZTj$?;S&t1|dk-8!
zS)`M4mlk)*5=556mKG!49F^DewIz+&$cot~7}EimuqQ(TgK`B{G2r3h70YFE8Zr?r
zQs-ogLw(<<lV#(%KGSMOSQD8_2UiLJLd2FTJ{xDwg}+U1vD7^;o0O`mhN(-u&O*4w
zQy^_v;lCOm6U`q!_?a@@u!57_RBo4(?6NCdbxASsL}e%C$ON3sQ{0xIUwNI1jHuV2
zDT3^-iZ9GaeJglgb(VOCngU5HUSefp#fVPiVtXUutOs<nxE>okzz@<$V;Q-bJzk0V
z!qAJ#67y4kdn)L+fEvO>1jtp$+xo>AwPJgo0rGJtt*cc;o!JToD}9@B{#HdP0~b`V
zZ~XOEJDtXdLN<3nz3_OflX^&kAO*#TO{Y5L*7K)Smj1GIgSY`a(6MBKA;&2?8X?8s
zuJ+;7yb#)@e&Pn;H~drQ5l}Zol&-f6)i>Fs_q_yxH*<J{(Gb(ykGuo`SpF4bSENA<
zVAyq4jF{N4%n8?dI2wQMMI*+a^{9^}$1UVEILVpAKBbcl_EpZGZ8x7>y9p6aA6OW*
zYf*L@zn^Mxa##uw9)<h2S9&U~CxE<2O?2!JRfF2L&u7c>OKso^$+~?sWd3qqIhDGP
zLw9?Rm1VssX<y4$Te>kGFmO&PLJx=1&25PYvoe>k<!N3ICnuvHo;~s91stSVYQw`5
zU%tYGx{s9Pb2_jv6kpelJp;O$igp$1P14dnUgnNlTLaTiiBv0|1mIprN5VGjBXS5W
zb~<<@nl85pwI+XqHSczTR{W&C@@NNFWQ}=pk7$a`oW|lV6?i14g5+eWMhn6*Z&*>~
zOl5t7@sY7Y6UygGaEE3Eco#DiSiiPoG=ELt7IU4r{C)DMC=^(QPGKvia(6IFjE7Nw
z5zozJiJ2(+3|K5U9#!AWpp-c7%ZU=nc@zl7{%VL@j$kmfn?MqivN#jnDBJ-ibQSNn
zMTR|=xLJ!qj(&0}Nl?jztNdl0W0o-Gf+J#DMWHX7T4l!G0-)FX5+6nnxSc)v90(dJ
z?*2xaXuE!BAW|i_rqo3Qkg7;Rli;ye*v1^WyaTVCXZ{{pjrb<-I=A{S+>7>Y67Fo}
zZ7XdXth<MhB%S(rU6Cai?p0qMSDb!#EN-gmd=$0PaQ5gmWZ9=$1-&*>&q@e3q^CjY
zMPM$0ioh$S7Azqtjv?#hXt~-1w1&QDm98!WmxUCmJ~)Ic7WKF6qvAwh1yWaEQq;4x
zrMgc)ALlU>cv5Zs<3tZO%r$9$)2UDlW#+HmLKXso-3@G<Q4Hd^-I;_fIdRu7DP~O?
zpno5(Y(PgQ+WMRx(9zxn!O95(gy}dJw1}W>k0+FZT9NKb676s$6Yq`04%>;eNh+~}
z1qIi5Dc^w6Yd!XwCj;MvZAn#u$NRYpCe0%T#Uf@gx^x-cVP08$s@uR3SUikErR9(i
ziTE{CWe%?HdX+_EG*x=%qfrkFa<8})u;M+*_&O(GC>vOjok5LO_<JKE0J}3->yUFW
zSsn=BcWq_<9x{M#W+sWl@`sVH^|DpBciM}V{zq(1G>R_$u~2Xa_A>msU-{N!`In1Y
zl{0|k{7>o3o&qtT<nga(&G@~=4$dDEzGW#rbt^AlWTuf$ASpsfr`XeJU-V6RZ@h;c
z63MdrpSs4AzOF18j^J+R7GQ#Y12?z{ISv)P_XPz$%9V^RfYv`(?XVlhXQEBvQ<oBt
zy@rt*A@jK~*7RNIKuB?)o<BW>8~oAFc#^r#OS3(y9K8V$+*HPV{Pt^9iD~1+gnBlq
zo?=d=n!+GmyX4N$ocy5AC;JcLSggWjMNCF^ZEo6i^;~0HuIl3k{HH-%Afc42AASuo
zG3OQ5UG;V+rMcpxG4c((Pu%ALa_76%jWeAp1E1Lld_Hofk0V!{CD%XY|2eE&Trae}
zYuq!0Rw&M@`iyoRGBh?;X6xv4oG4XQAb1f)FW)eQ<_!};>YY2!C1;JLZ2C%OXPms<
zN{@D(rY1bJ(W__%>DWKR3Tc`;tb|=Bp8@6dLAA!45nPERuCxiG;&A%Tn%#Typ_RYU
zK;0r88}$=PC`m&1*(fO~%rw6O;@ovBZ*B19qT!Koa}EIm0cwvRc^+*NJvdH-p+)*G
zG3Zl<%iXp0lGPMfit{wzq>Kyt>X5T`y)}iWZ&k8Zf+Nm>aFoXKbnw!n;K$@PU`1o;
zz35lEN)i;al^<=BH(Ax;W`&f1VaDR{cv1Tpxz+b?I^{%~4<_fTY_v1eucA8IDf$(Q
zJc&Na%kxq=IViLd2U@7pFiRDik;GaHV}EyFRZ5gQ%2%m8o<JwqQw($)2vK!8(rdr0
z|6*Uhy!n;0np>GV*&q`TxXj225Y4aH{~pk)f;#%uT!@|Ap<Ymf<%m(5Y#Gk5qZHuF
z7>00`G@arXj2%N{F4gkYx@u}bt=ro<&DwJ$-_~5*Fv1XaK6na>44xBFN(e+>Y?yKQ
zZDe0BH|E)&8J(enj113%S-JYd-W|X_EE@^Jb!+EY{C}E@ny_%2kUPxz(0o~Cj1?D-
zKumTO$|1iyi-lInX^eYV6uzElgh(j$s=m?ZdBggF>f?3>S)_UB0FW^y{_bo+-!THG
z<4ekDOP0#yYU8d`NohQ&fpdBML4{pbegI&Bc6WX2_kFC}kwqV_OzcF;_M;!;0(gTN
z3j^?v`NJ&uQT(4GMHHJF4VE3$<=ctR@fbiI`21r;M229pNJnpB@n^tNAu!gtuf3J(
zd(=dUL9WNjDzhR<Hv10X2hLI_JZy6e;U|1{zhOL>=O~Mp&6Lm48*?mu7#lJd4I94m
z=%$sQiD~Dm<^O`|V9O)y@ckZtN#pZu(uTaY&srvi#Mm&7%0_>}Qq@zy8~Lw>F`kil
zn-;c06~X=YBp!9YE-Jn-^Ji{kcZg)>U_*}<G-=AygIObL_|FY7-Fl5g1uqmyvdlkE
zBrZ=}X!v9Ek8Aw;ln`7WRDJ(PIbMFw2I_ohelGaQt)Scja^-P)^qqG*X2Dl8S_dIB
zf-H*vSX}In2qQ|nGnT}AV60jQz1wa-j_of6+9e^)q)vQ^c*bQ|RWT|b#62%z^ao1q
z=+G5uLBuM0fy&yTm*6l}+~T?(sr(l06Efub3QqpW`3z{1qkO}61Fi_k6g}ZZx>KLN
zx!mL77L_nj=(CpBH)WWBc70l@P7few7A$$FFXz=}$RK`rdHqvRA9`bZUJ?C?&xZWX
z*VHSH5javH79-GIAq@S+JN*+CawxdN6rMqAz&#<ZS<0B=?i(ta&qj<Hv@2%s>QpOo
zMqWo1F=%HU1yCD$Wg`!~wtzeXRJw3v(hYT=%n{?s(#oKO>k17e*$xk&Vr`u9dU+{R
z>0bvRm@5L1S3&^U`*4cF!0JA#-MX#j(Z;M57|iH1Pfi28j|HZcGM!e1ywZ?=%I}nb
zzfleFG##G0&hP=Yo9)V(Tej4^o)Y)bneeC*R{oHsuXr3YktOm2Tuh;vaJ_F_oM^5|
z^97&a{V%1&kW)HE*B<ZP6VF3T>V+mls)v&3<#-y=n)lni{@9(P-d!Ap*)uGa4#b*b
zdgv7>J^X6j)51G9+c56lJE%oCC?SMt88`oyHc-`=%$Rhf>2FVu|2}$GNTS_n1#z6r
zgQI0iQewnzY#UPSW5L#AfyMRUVe3N5d@56lsU5c7`e4VAbc~<2eE~lfV&Ehs!OHmf
zm1r@c*mOn128|m5D-S6a=$Nr@)$c+#X+!5=#kC|6TMi*iwY>0bVS<JRdW;s)vTaoI
zF~wp-CGw;hlHu08<iw<zd}QlIynHN2Cf!oVHnu?R?^%M?&IAlk_K_n>Bm78kYmQ<6
zs7mhp8&?MWErceoH}!JuQJ|R%X(&QY0R_Ufakn&wGxDVRVDs2<piDvY=k{`wZ}Y%(
z{_mIVG|vTZeUoVg%Uoby@4)<_OY-OV*gsXnLA>S|{eX5QHYbm~teEj6;&JXO<mgdo
z0=Y4D-{{TK-2=MmrXbMw9X(Kg+XIHPdX*k@7<@kUXXz|kW;Y1*z<Lom^EdS4=>BnC
z&`Q8liKlRkgD6Ww`iQ8+xoRp?t<hFvNiVoG&NCzFy9L(R5I?-Z!^H8b;x~NS3E#Nn
z%kN>&#$<?2n3{N^LCl)#{2|Je=K3=L+R^YkAgfS%L=b((z?3fHZfb+o<8?>v$y)i?
z*%$?yv#7wjQE6*63zJ_zaQ!ZQ4&>F-+NSR`8g7<6CDN*(A#m_3j?OZj4`k^RFQ?sl
z7!9P_q4PR=<4bOO`^nIu%H!V8F%*cRMeax99j^o31|9m@X`ZqRj#exqD4;|hzPe)C
z6nVH}&LS^p1UgKlDkMf_hjtbPf4cK{s5ZG6kHAMc&k0%H>3192+ZR*1W|)vB5NESj
zNaAOfJY<ocnvN+YG{LB#ksQVhk*o`v3qz-=*|GLZHc?h(e6^mtR3Q4jpqUccOyzxr
zXkj<GQB(O+HF7YeNXsNiTF~tBD}uL{4OkeaNpM!c72)6$*=uIL)T+&JGENjV|D&>v
z#qKwt59VWIM20XwELb@IH9Wqd@$=F{IN*B~Eb(=mc0FaN!d8_EVEU?(h7xsLL>|Yv
z{A5K&CZ*>@4S+XXyP>Lo^$N%=aC4G&vX8FD@eF{JZm5<?Fk|0b>K7dn&iG;dJ=svs
z|77UTAv-&sJi%G;m^*NVMrj#5ay`&H8D*At{>8UC{hCK@YfYbt49E-n{9q1#CGzz5
z<p~OL);(-Y$lw+3ar%g0x)w@Zk4N`K3S`_7Pxs2CC5%@NG?BLBi<Pul?V^%ZnkHes
z1oexdbG-p(-^{jN68s>Sy_l>nZ}Q>aMbImmeuG2V;movov}Cw%#LGa)LFzP7)5}&K
z8^QTjrj?ZEyf8oXzP7sEL9g2`50t%{RFW2NKzZ?yO+>>#U9Wd5rwAH#QI<<xtx1-|
zXNhH!?|XkPBu42}F(}VpH_O(|E#9cjZ%zhad!%a<BJXoO+#pw4Pyf}=1l}vv<bra_
z&wyL)HlG0#anlbHd-0-7q~tJ8PIM{x$#fWyNG_?r!lpq)+x@Yci;}|#G5d=*$UG>g
zAgo7DaC~#!WYplbOk5g?7G|q+(3tH5IYS;25<CN~`(21%<AWv}4H^~Am>1%D-=W1%
zP8EFbYAWjWYWkj{w5s%Dai&QEw4@G%G^$=%z%Z5{65R7@>0=(cTd^5+6W)%`Qt<x0
zLsCpl#8w_%oL`T>Letuh)UEKc)NrqX2bx$YY0&3Hjw^xvo|?=8pz*%IEhs5R2Aysf
z32O99Z!6ELwk|ze$J%~|t7!^LNsk(ccp<JehKEz`NM3dz(D7Ea-Bkw))i2i^1=Cn#
z{H<RB)dN<J8GH#IWov76(iVxNhNLQykPFSmnr?rH=v2!}s|C_N1Jn#jo?7ZF6^H~m
zY8CGW2n(x4e6<A^li57@Rs#o$A2(u(ViT4`+*LaEPjv$}!_}L{b=HLr;+J(_s}P!H
z{l*Ai355j?^?fF_z+9k}AuoMUW_j5kb>nXO`{{$;;n$0$)K4V4nV*usWv6h~ul5&^
z>B6b5tPnh*qcKC^sqXM@CV?QmnJMns7`uqX$1T7oqMdJHx6GVEUSg2C=2<J*`>WOt
z5TyM3m};d{Pt=23!3R~0<(^NeV6Zh+rWO0=M4#{<gn9Rr`Q_!>QrXzEDA#4GS%ex|
zhPQu;6T<)cvdD!g_<~_|q_+cx$vBljo4Gq^)o&NI*bU97s#7mDM$cCJXTZtnuw84~
z_jDU+-2vIRuEJmeR1G=Yo0nCxmS}lm4SMHsm8@l7Av1cpr|^WpzO1oy3xDXFbocLO
zuKYRmT$A%befh>!CCNUs-6ZEF(=ewd{qDAO-Bsb1A$C-3Dde#Lv&JxqAA+<3n6Foj
zuO6@^QEE$>)^_#ozaeLmuQA?k8D20;hzyLK<j<A47Mc_J+kcBy=zXAP>D2z*kgF{|
z9O^k}yjA}JfGX~`DKd6YG%EAOkT_2onP73JQteQCbf||r!kV)jr#0(+2J?UzX(Iqm
zKH{O3S3gUlzgg=08jAMVS|J7qa2JJ0>HXGVk^5E}#B_^Ib1Ea|4FHTEyB}R0<$HQt
z(5CmI6LyEnZQRC>msd?cj;&avV21f}!m!YYFcZpM1;x#LUu_hSrS(aoh`apg^DJ0t
zOhi5Tmaq;v86bLazosFJ9`$>0RQf*b*3m1R|HjX&8cPUh2}naDi)4KqKjlcy8V$}b
zS4uoF9Zo9Y960L0M(p0{i7(U<?x;8(>j4YB2~@xm!ZB`1T2b)jPf`5v&8Fk&bhXL;
z`jd5mJb0v#Um#fNZEZXymJLNc$hmU<hhQ>xQOOrHi;dc$=+y*-q#d+SD=Wy=?ic*=
zX;U1kql9uT=6(+@zNy{*(JW?(D17Q`;b#CT_xa<`YJAQ7lOzb?aiCnmBiHQhEzP@K
zLG>h=MtOXwqzl_!V-~Geo!pz<iJKj{AjM*S0sceW#gCKSo*dD<t>dH&PW@10xgCGD
z9}5qe;lqS~6l@<%Lxch|1%9CV*{49Q<C+5?xjb=;GRs?u#foMDn71hQIcoDO{zdYM
z%)Pm~)HhfXudh#oBR_Hqa)>L5JJDWa?o=b9)F=}I@9QD$uAJG8avYk=V=;Gd6s36n
zL9&OdT6mDO>^4pU<NHD4i(VY>ATtda>xdDjl(jENVG=a^ieW;2*P^1rGuaJLHPM&t
z?AP}1G+i#qSgJoKktu;uCyUG1a|d>px4hsUbn4l21}QBF1D9u|zCwvkl#5eAlVYxk
z3`;&izsJH1J|53mQ@Q(fZ80XVyk-{wO_yuM=I|@6MTE>QtX}xJ?2?s-J6gAo_qdFC
zI@I)8IIxne>4{_2yd!mWkJmecdvMPT$MRAk=g}5SNb7zbIHOV2dXmbQfjV{7Rlm<U
zoG?WrQro&bgIA*US4=BBx+ppo8~bUX+9COR5Y#Z;Ps=r3#$ByWfsq~X%Y<iKlc>DR
zEe8iNaLlfqYaZDuVtvrl*V;|=Jwrxs%vnIHXpcS0SU-W+o2#LN)>OTdU|1Hj!e$fc
zb|8Oz;zRa^4C|rn5g8f_i*lJ+3$|C8WO<ZU>H9RAP@VGyoqVgO`0p|73Um}E#vP)v
z4pW(=*@+`x>tOq9-4(uFMb&OaHyzZCyKB)uTv1;^&JXWrX=O$U`uZ2s;bBXSv-Lq#
zg{9OCJ9VWY=2e8%92ApBheBZ-a{}{<lDSSp>piyCNrw2O_v+Rz35;u1#I#yzKf^v_
zg@`{$5UP<JER%<`!|4`{Ue(L;krl`7``hd|G=1OyDS$Qng%zyBuMHX%Ab`Kyq=1Mh
zQ*=^~m?$5cT$Cr~elpupwv{_}8FIX%-J1y5bHHL?OYpgrt4kkCJJ?(|YJN}L!N;@l
z+90(`X*0!m=`Xw)n`PY9uj#=;ki0RQ_G860t}~Hu9vqJLmuJ>|;xK$S!4(8ZS_|Ud
zI^w=i24>V5w0<~R1g7dWtk>`y(D~vo!K#Uf<b&uxH*wxR>FD^<kep(Yi;8SwJg@>A
zaB)tMwq^S9dt1)yKb$`UIDVeg_?)F3@TS!r^@KI!cwZ*VLtF9s-bw%NjT%G+?MzH1
z8=Rtfrlm`#^ZM+@wKK7OFYmtiQwxhBvaoH!vkFg*kh*9P&hE~SlMLQ9xJldD>`I9G
z`{nk_d3ns-e89r_=R6UMTP`U4>o)DB$=eu0o~~y=roBVePR#?0b~pRUFZ%UXdg+o-
z6V~DCU6^OA&XLby<2Ap5vm(olupdIQ*t!D98OaUJXmpe98IUfLxgkd2MNA>(n@q>Y
ztcBpCT)#`4MyG**7JjsQ7Pvj5F25bFp8ExbVVw(|oH+~u3*9imxay6kj`@dP2*$nD
zrPaC@37G_16kkz$n9sal9JnPB7dQblA0tX|OI|USkrkcwTfaujGjOOS!QT5Q&s|kN
zAtVStaZHqz>!qWNJo@xV$$;Pn--1@#$V4xHTK25Xa)IfqJAu<B3sbjpF3v(HJJDXY
z)aR;Uwn`4`^vk&mjy+7xa?oxz$`z@)rJ*zK??`+|pOv=2r(iAK;0$A{Wj>DCQURdd
znoK?I9S#hKsE~XSL(aSIM!Jay>q#1Ygp0YM0c)9}yj+TVCXM<^Ku0i7qy=ReY%H-T
zzacUP)04-l-`}1O84P`Ka;cO`Sna%aieF5wdP}7cfsV|_!;}Nd|1I<qEu-mYIby*(
zuik``<n`68PjEw6`Rzwe%kznXNw<>?-yHwQXMmFDWbeidwbM7PJYmMTCD*ZR9}0$t
zzYKMAo6$uI$RSA(MiPXl%>n@G*fnJSdWh4_I(&k^ZO*>p*i`w!A#$8~Vj+(Quxmgq
zYM6<eM%tVw?rFW>%<NdS1C4WTKye*TDixX(Wxm)LZ*HrsZKoD+ajen!NWxaJ7otZ5
zafG%T)fZmt8jy-ZKzuxo2U!MMCNM!Y2lXd8Nc+rur{V~H33Eg@4H_%SiKVK}0EMbb
ztw51*U5+^AC=d75B>7|~d4`Q3T=5w&iW55C&?<YgLgNSi;E%&KoT%04{<hms0i9xA
z?A~*j>zq=dl&PX0S1YgRP~~e3T>KJ;;9RhevK^oJ+MFjOO|5`PniK|IZtv=S@y-YO
zRVyKp74KH9#}f~LYuFzL0{m+(Oz8S8OprCTQPsz)yu@8W5d7C62#<nF$ieE3@+TGZ
zPPx`%jEj6hyZz24k$4+7@hLOe*}}<-u~Qm@nv<!OpN?S^H#cG`T^Vg%F(p->Npc1B
zyUN?#qnX;peIBp+14zo36q*I6K2!d>)kPej&x|}pA`P|`n>&~bYUFB-u_uT#?ketx
zlK(p5@#nmj?dM;X`U^72?6jREV|Hz8j!V}8v>0|*$q`o(&R@OS?<%I^M@ol(RjiOn
zKoi$8oDc&pZ`x6tU~L79rKad+!fy~x#U8A{#S5LJ`I^^<-#(o>ek0MBl)$IyZYumz
z<Mi|L(H>KEXYq<1gRwd4#bLQlJx-69e``T^=fS3aC|V*D+R-tWPkgmv3rEEG+RWcw
zhcW4FY{Qh3GOp)#TWFqjvRR`3efq;_YS%CSbq6gIx_RSY3CI0S-(&KQ5Tn+?BO%2P
zkr^*>9v<WC>}V2elP7B`9J{Z)oGc2q#aT9o$z{44E_K34EE2r;j+?h`t#ytKt`4um
z=S4oOZlumKm&Llb@2aOgz5V47DWva@V6HTV%mS1~eJV|+76*_*MH1#JAzBv2?{pnA
ztXe&Cx!)U6CrM*<Jk3=ia|S=sA!EY={niDnvE`{FGCV?%M%3$vgoi}5B%6odHif1z
z(62C7H32w5gjf{Dd;LeV*o8=FY;G3v&6Kv^#^0Ma?;Vk0p;N0_oD8bE$YPMt0P?Tk
zSK)<Tt(6|Oh6nc8r#(v-TbW}`A1Bw5yNlU=eUp_{#S;z`dN=P}OVp0Eri~?SMx-Ii
z&DZ(CKT&Cv>V14?+%`W|H_kqJ!K096UTXsT;D=kxyj2(En2e3l3U@oK!A{hG8vz&z
zvYD#r00Ua5h#;9cFV#lPfI*t-wRk|Q?cFexEdFxx@O_xNq5)&dn1yLHBfHP#WD^V#
zfrv<KxVH50PmfY)_;^3Af$-shGip1<PW_j|LyuN%LX5G-^4s@sU@hW#8h(Pw9Pu0Q
zvfn@Sm0wY}*}Xw@$k?sb?lvk*W{{(B^T&@x=R_w(cizi5WcQQdZbDS0(x}ie$iuHs
z)&`T_9&;oEFh2wF5Q6i9m9B5Dh=V6Dy%!pax)K)=7tX#|oJ1HVcZ>n^pa*|ZgRc(S
zgzAnu3Hnm&0z~)_%DIfvZoXj(v6J#6mUmOkqde6-18|>m-?7Kb%zn3X-<I<al?zU|
zX;3ut5*g*>$nSU*+9SFW0oS`jCo!5@?+kGki}~Tc+Vk6Y$7!^6Ie7j>i3%c_Yy~2t
zn*HZTpRO5p<4uVlytO}b-s3QK&}gYuHIB-;bnJbxyrm&~ala)<mYE@aTy6ijTI8ia
z!3X7d;3ymfRz12OjU;p?RG^V{(F%8ZA9R)en!T6&89CO+K@j;Wnfo?c{IA?<tlKo2
z01bJ*p$C+rB0H7YvuMjZPUR@3-AC?3HsTv@aZz(tnz6!nnO}x`N$#<4I1<W&azzsa
ztz%in$$9v*esnEJ{Z3dRS~x0M^I7+5ZBNoyQIEuJHho+3i7=rNh;_9`A+R7bx=R;s
z*)}V1q&L_-;~N=w3|n*@*-l%<&vdt4;krpEmVI?KM#iV-28;W0f-U>0xhuw`oT(!m
zIUY{!<Gi|S`DP{KOet(6=X`9(6`Lb|<QY&8IxUYotWCt6tyxw-)savQK3P(4**v8`
zZRMO`IXoM-FL8T_)sQ!I4Q@Ht0pk8mFof1}46Y*pSF4O9f*q52P}?Ejc-1D$D?5``
zNyMVxFHz=fL99U11%BkS*pNGD=TSDyKX%ls>BQU?y*W^vkZg3_PV>He;&*<qaDL)z
zyKOIHv=h}s)`A-V8rdcM3W6b(X7|qEr!!yTh|{B;&Wz52@h{y*zLqnpo5xvpyw0${
zA*VG1H*hSE;Yy(oHvw&bZKGgU4-hMY@Lbxuo=d#&MM6tTdf1P_kJ!q21AH#fC9cC{
z?quCYY-i=S_m1X2?`tKxA0{qJX2lW5>4Q7Gw(2+Mp8+}uR|oiFis?#mus4zCB~7p~
z!wA%fZnf(7Dc{LuVEkNGR@$P;-jH*MP7Sl{Y6UAk9B25fHi9EqaMNyAtt)}CwX|7p
z;Fj^D5F6Vqsv$e&t;ihNQ?IW1h*cs3e&^!njCZrHatJqzU-L09s)RJr?Si%@2*<uD
z!mvn5t@7u{<mMaJW`331;xQ|VI@rJF>_VA8rmHlz%_&KiG1#o9=zfWh!^Ja0=B}|a
zjX?t&G)^0))R<ZEDx?r{L|r!0L7lZ`X-z<AZ>H@1uJEdlUOZeA=Lb7Wx)(y(ab<Jo
zCqc}7$D<ILT22R8IB@QJ(o(82atzJeWF0_=Q2X6x`P8QqpS2HoVC$su*&k}I8`~3o
zi_ZXb5BKod_<->y8>f&<Q=ShUf1dDY^f_MJYBQ{IS0Tz_U~>+B6PJ}r$udhpG4!*b
zsm{|_VMR^*g>Xsmbory!P1pdnzA?kDy4J;lq-AwY`ALLkMJL$7fz-<;WT_&fjKR(#
z1r?N??1fed4CDO5*dXO37ib^f*r?n+)p4U~@(_4$oDg;&l%v1+(fym_e6|8?H47N?
zo&D~|x8PCdRs+EsnBQ%WkfXEUIB6x#3=8SZJK{0qH`b!~8oS?X%rOs|;`pRJEa%eO
z=@QJg#XW<v3A7L9%=lmT29$g`aWk(GenspmjQx3O`u1$?#@GL*{~`YZC!tl+{~17X
z=E)NzdzS#VAmt-R*(LG6Inqc<c?izlnN45PrFZ+fzxg=0;8ML+t~3U>6e=)PQhq8G
zbw<kU>y1>r<NNhA<s7$Y9azdSxs2&66-Oq=^}9Dd1D_@ikRr!9|KT0Rdss>=y&8XA
zpsSx|coHcX@x-g@OJa;1A_`+awf%?Qpz+iU{bMau;nbVs5{p+b?7PEfz#P0w8rdz$
z`P2h(+M2+j-NuPcNZAqeVQ|23?}V<KG^7Oj=(g~H$?_Z1%s>9U__*5uv4xl;K}(x(
zpBTxi+?&>hliHR;Orj>voavcy$WdN%R<ASW+uqzXSkhZ<77Mbg<J#!Ozitv&?<5-Q
zk|kKcHQ`}n<;XaWZK{<1w@*eOx~Z$2{8Ka)xT_w>D;vR?EG@Rb11GdiP?dGr=%;IQ
zUAw(qV1!1B_;0BVDAHR77fG>uk7=}8Y1AbQJC}Jm%=JWqKYvP__8_7X+C0hntTk05
z?6JE8&g)>eWH8#%oYmp7lGiEUd1X)^@9efiv8ML#ybbSGV_g8_HzIj$tN|<zLY%dq
zUi-#{`@2JdLOe^xGf>6m6}s0I)Y+;SE$I#;zkXuIURa~bSS)Xa4PuiJ9qk3XOHf-j
zYDh*bZluX(>T45p^b!OFD;PL*RB8`Z)zlFXnzST~AWY9aiBJy&)*;O2fq+P^AFk(A
ziB~DY#B7P#n9c<std<HxkBZ&3P@-Lt{1dwpClt=$7FUP2k-7K`$cdP4#0Q#knH|T}
zPO2Qs3|{w}HwaL<ar15yRsHxWmMSUdR*q@mL^oXA6(Hx<&8Z5Sw$2flSFEHKMiU}z
zSJK%y{)SO(t=z?CLzUp9ebDx=R6(SE>ye~=N31fj)owE}TUXLh7Q-9s!9**hz|N;K
zynw9s+Tz~vB^92+n<c|!lrh~8a4$h$;-%ASiqm(u0v0;Z^j6S#1jh9M{^u!-u7`*&
z`S5vn99mFNjRd6|8RY~+JlWX8y+%%abW%dF5fLfo@|Pgb^soKvq~Nofh2=@}?*ycP
z6IvtW@?$ze6!#a;_mjY3au!Ey8H?%2c?l;&RPNr#d7JUI#~=vEv6w#I7Pb??`<3@0
zxD-kkh5bszLo_s9`b&p{KN9?L!FpeBh$zG)rFn;mv}byp*{3~gZAIgoooPpt94VDH
zL#o(%LE%Z#(ZOb2bL4E%R9w4(`t7f7R?>W<u$j)@doPSRlQom6#QV0q_h0vK?Z)4#
z0ua9PB#D!+(0$NL4Re2#s`572zwo#*UqWhc?&>_#9pV@pc;~LlI>_@dC4NJ4!I^^z
zC`SqOB|vTlh~{b#Ylole#(A7AT~}o#CABpQk_2(52Sipyf*Ko!1oE5Hh+ZM4F*nB3
zQH6?@&s~v`W}!-7=F&%9ymKuq;nfb}m{i)r;_A?b0}yD4==h&RRMDNbAQgK`W?<!;
z18sUH2?iN61ZlM)UJxNogL<qRR=-KT4t6#*CexQ%{zxi5%s1stHJGShX)*bBiaEhU
z3Pj@qXUicSqM!PM_ZG@teT!eXND7W*Wd70K+S2Paj-vX_mx1D>#b?B2G9`2~-&`z;
z%%>@|a<LQ(y+QD2^F#oS0ZdId`5V1O1GVTz)K(lx1{gCGvQ8v`L>8$_6o=B5td)ls
zjSf2IuJy%_bl;g9zvt*#_-SP$=~I+8!2I57dhRH6{$lc)xM6m&m2rZFa(UQz^^Gsz
zm=OIl;9$F@fsu~1@%Q&qc`bAB8=I?X=VomD2SZ=BQmMGl$BrRilm0M07+qIXV`4gv
zZKW!?F^?cduyd+joF%A49tQGFTk^_2#EHn4!~ww0>q18|0ccw%&c9<doC|bIEwwc<
zs?VvkE=GOY*ZtW*<9@t5dhJMK@xPu9C#B_^?W9p3ix%28vn6)?MmP{9H8k|PFO<AA
z<CmWSyR*#e%oY5cC+)=VhmOGCo%}=sl>hJ;;g!ZHp7)b8jLL`DfKI_aIW7FK%u`uE
z9emkM=B~ATC&ju#+4k8yvY_O$NQ30+P;y+Y{C<(9cZAw>?Ji5#M|8k&US#bfnr47j
zi0`b-<<m1@WA8l&gt}bpxY3lodYRsNi&o)UG?y{^L!CcEi@}7q&iF$9Pf~nG?ByS-
ztKa&Kp8+FzeJgL-`G5;U#YQXsqAxMNyJPLEoj=~=?7}?)d`-jK|K`{FR5;;a?7dUS
zlZJ|1fDQHu+5&?k=gKezkTmSY6h$YxeVh;WH>B+d=@a=$V;+aQLjnPW)AE9=HFss=
zNb)GH$0z3n7p7WH)qd_hY!jgo%wwWkHQ~{~%0Yo2@At(1Kn&69wlZAB=kp9J9W2tp
zs+co=WIuDI(9o`kG>SW>%fz7x#!wN^C@@Mf+xUugGMUwbhvs$Xv^&)mw*OnM<j$Av
z*(j}4GACmUtvHpk1rfaToNwqFdKfiEO;V^=XpaLF>Q{$8Gsh!$GnVfSB4`&X#M=5P
z7RKu;@2?iMo01-~K-(l<Vhih*LH+eIw5}l`d&b6iC*RdtPb_4`@_J|>#pioG8kEzR
zv4E0bIY;vK;JX(;Ts4966n0^@#J!fCP|DbWiRdQRoork1ht?Avm03J5X(dt)2&I3T
z7#x0eIge6@T^5b~oo!8G&4h5M>z+k2RF8n!!lYNL9bEhfr5J!#lx(ofCkr#8@0xm@
zca)dkgchped}Sy>^vj6V1jc_?`kY846`~U%nqO}*Yg{=?z=%k^+wD<upLiOZR7sa>
zFP469ovpdU`ZKfoBQT(&9(h9Waf-w*p5+;U-HB#!lch0RbU#}3_prka*!T=kwnm!_
zrg3eg51Z}*>QPH;!w#Fs_ZkI+6I`}ujQCz}$B|u;c%B#Q;I+lEI!U?^T~spibB^bG
zwCVEWY__Sg!kEbS#8ftHMD(uo5h9it`9aloyUBzYBFUyAIW!!p79uebSB@_`8sBCD
zeOIQ&ozO6%$N4}|$;Z7MVmpS2;dGRV<O!c$pQd+-J~=Pn0NSxQE-3dAB|pcb^iJF@
zYBj9y@ow-6{WDz6GG#dFA9BqN>)(=Kbx`K-2)!(4X%3hOP$)e4VtB;0-r46YI2Et8
zav5gC?V(3JsJ%tSLn1{11d8BD!lWs|b;9cv!XqS6q_6qKNFD4yexQ^m8c0boSAy9P
zJv8U5ZvTvrfjVHusC}1c*w$y->cd2)j=Q&;Y+QOrvR)TAxK|;5i;s@>x0}8^Re9|#
z{SQ=C<v)+DpJz^eLRh}P#kndo5|z;-m={bZ32;${q_2mS_}O!;*ZO*PO?c9AezaDo
zEn#=pv-BOcYGh6UCv}o@qN4F5uR=#+2xkdp=i?MZA;0I7RZ4Dj_Ji*rq)>l@_hg`j
z^>?G!<K=7GYYrQV>B4%_)o+HXazZ}nPNK*Tj&dZekx2k$LKTqQp4Ng|XXcZ6is-%^
zwfSS*cosbxyk;yLMd_@pcmL&=)Z;#)T)CqMYp(YOT?s_HUGG=m26Co%3e%IOV{Ava
z^#^<UA1T}!bn)DfShs5+;cUgUJm#kN`E-8NSA1s;{wZvg3ZeOkG#c2hQJa_gdl0Ck
zeuu$FY(Y(g63KBpV{nUp?h)Ma3|L*TJJK@frwUrGJN{d(Fxu1P)NX=%PpSD^P(;nc
z*YS`?Q^LeXgU43`$68lw8|+}DEgV~y`HuV~BeJtSPc&s;&N>dvEY|U>lkYxwb#fl=
zaBb-Ja9r&5$<~zH3FY+VJ>mpYA6dk>cWm+esjnLXUH-;KN+piz-}q?*)UUam*LgRQ
z^#PHcB$DJQ?VQ{$51pJrEw0OOmTfOcp|<*7$%t%nVttxILmn8r-4L9wbDENn1gz>`
zbNg$H<zuY6u{V)c{h)eD5ZE<Q()^}4T@ec4%G>MX6jSLYPzrCP)&tJ#m${ykj60=j
z{plyhW1d-+akg~^r87XAlKow<#@0XW%A1DVLY4{y^EDbdvN8X(ll)AXsP_r|BXV8w
zgm$U6W^X&UVq(!40Sp`S#kRazP`f+}(*+EKe#)y5_yKE)9dVdwClYvt*w~HDt(`H%
zZ9>UtT+`4~!Nnw4?4Mk3+6%dQ`AZ4gPl>bibtmD0I85jmXxvkDNAk^i{I2^o2-Glh
z9*aPM?**aOArIM#|DqJV?BcZU`{yscNd?W`Pqnij{WecRR=y4nBR4Q>u~>B}S;=>q
z(L+raqwM}cxxA3Ww^32+jwmiiaqY;PO=-FH!~SAOZA|{0K&jV{^E7LTId8Yj*a4$*
zT6z5h^+ZYN{etSk%$DmtuRZUe=NpGvXnZlNq?GW{L&BR=E!?B!SSXpM+qhCevB{BM
z2p2u(T77sR@M$GTU76z3&(hESuO+k6vq0`7=-MCO$_LWyzNhaP{Ea>^t;6pM{N7sg
zF86Tn1n0cG<MDa{%ZU0dNBWS00Sxqe=@^d%_RIIl!S+Egk45F`d_GCrsU+{wGb$8#
zkvSQ)tLo3JFE!1o&UMvdcD4V`R$6GF4GQ<xSqu8{48ZgkTh%?E<aV=q`R(jTEQ>^0
zaa4BBqIB708-)I(bB_Z;tgJ3?*5|Ra46(C^U~wpB*?S%jV|+BCiS8&w4k@SWAS0t?
zs`@p2inj<o@CnL<#M6&pa2tIw+Z>K#4(@f5i@J{-`6Y01TDYn5#~F6M`C-N}>#KT~
zJ$PD~f%A4*Lw_3<TB;lKxSqQ0u6!#?lz_{XSrOYeEAXq&?HM5SAXFC1eWVfv0GEm*
zxgq6t{;3gebb~H`pQI@+eTi9>j*-~Su!wyzJt*9wPA>&}tsOI$#RTaZO^;Pe&snCM
z*?t^GuGyQRQj0RS%#6yZd*M1$hDJ5nhVT-LlCYmEU8g8R#fObH+~1e6ZLRQrqQ-IH
zS2NP@+#f@I+a<XJHp!A_7?<H232sTtoR4xp;hxvtP58`F@k6@ddq&NxS>?1$osFoA
zq>SD-3m2kCGJ9znY1yc09mZ`#9cjr7_G3qbQOJxvoZctvSHazWUi?FLIlkj}ntk0^
z%JCkT*q-fAM0@Q_>R~)hmxUn4?+VNq4`0&E`+kWZi}>B|Rmz6OtPVW`y!uPQISX3Z
zb4XItxl+DAu3cEXvv6N$twht8)cGeR`+8qLiJ+r$Ib)(Tw+Y)?slDF!tqn0)X2#p)
z<i1FJAL9ECZl;Q``52Td_=#Az=VWO9mjJRYpL?+rTllF{mGE2|#xi})X*~KBwanl{
zWY9hG%|RWnNy)&n<D<P+F2d%I$UKt=--~^RaTitO8(bZR(P0R4fC8j#;IkKzz!=i?
zv^Hr_Gr-_osXSOKcjU4c^$PBi$Zf!(dcjMI6wb{eMF}4J8~pnXQBG{^4O;tL1*hK#
zr>~Br16n2HxFztbsl#0m#72UbeK~dI2knvy$Ol=2R1jtN<mUP@IA4m^ery2Iqj+aZ
z=NXWAzHN{7H=&rRyr;b&4roR1`}pYuIoK|W(C{TRQDA6Hf@e9U99zq8gwUBM`5C|@
z;iB5qaGfQF2V*4og0F2ZtDcmJ0@x!Yd=fE%>q{iE-lDGeGrG^67qyGn(?P|AE-3KV
zK)w15)-eL0%<agVVFqVL3D{Wg;7MNeq>{EN5Z`S8n}V2$`u#;biGx`X<>R=m<9vyi
z4x<!@*8c&wKuEt=idzb-S#ih(Brw50{<!I0UNjQM1Vjb~`q1Jf=dC=xJ@X%r?<p$O
zy$R-^C`Lm3N$z7g0eFGiKkL;is=&UH-C}j&LgYrLP8v~<UFA`&SY)eiF)(GwE-@*`
z+Wdj$9Dqk}(>+lnjRnoMpadqu+$uN8{#cThy3$ExB+;V|KH{)r{CP0qqd!cZpjgzf
z2Zc<UxE=ML{{Sa^oNUW-X{-lU_W{XSF^rZg!z{dU>zp2=n++{=)rqw|$A#qmxcGrz
zK2ty(k6*QcI0O^?Fh_4rzPMbLzna#oQlVkER9x`mIS2Is<#V3o9ONF~PySsM4C>b^
ze8RON#@xk6v|n%}E(UuN*gQ^gkbh5KUZ)c|=U%BwBinT-2qD8S^)MJC3PA*Czy6&C
znJFksYk$x9R;)Dfqd$)M3({1>5Xwhv`VcXZg4j^U>HNB(=iv!t^$*K^NARTi18V`;
ze)=uyyxbN~?gb<w;kbtN#}Wwuf<K4p(n&f}7QLuhIFAY`>HMi@3;o3biZ*h46ZVoa
zNCf(HzFYwwn{8fq3@kfntD(0It2KC!?s7u7EtdPcHV@hd`g-)EF-k7tETW-e3X#sV
zcj4cVE9v!+R+Yp>K#iCZITgVQr1!_@KD}0F%K(&H*qhgyL0~PwRG-ZsC|cR-riP4;
z-rO8;tbX=jNFBR!KSSx!c%4FIYZF?zxYn`9%=Y_H<d&z{$1zutq)tk5NpH9@$Jgi&
zq3Y|>x`<)t<InhtBOHyTdDO){m3gR?98V+}4#1uvdw&oC_5M9Q^&??$c~+CDHgU>|
zUlII?28O+@Ot^_)u=7%RF~wDhGuH(D%Y*l>KaWFwTE?X$H#XupQu){<jecT^KOy|f
zTWR7?R9qs(Vm+d+7m|a58HPaxNBZ?$>NzmTn*ayDpN%J$Rc00kLr7<m`B=Ya+>S?P
zMn2)sVl(Q*u?P5cjwqLLP%cTM((h{xO+!QE%@X8T<AoVf$TuF?;;eIyBdOm2$~F}h
z3*udifnKXWB|w3r=g6vYZe){!a4@6SmUENew^Lzs6L8$9Q-~j1TK@oj4EEk%E#`EN
zNdR74NF=ETBm#SsD}&SIz+7>DR7l550DCGYQ*q~=Qewh0G<=wrIPZ`<9wAtq57+C^
z`2saU0oK*;r;eCyGt9BoT8?6c0=FMk1%IdS$tBsnN9ZxtH>gh>V(qO7D#Nsae>V>5
zJb35Hf8cM^OERi~5;U%-kq4OM!{|WAf3JR_fxS%=QAj1nM{Da^d;4?!!_nE_(Rh+e
zCCT?2Iy(Ag5vFu|wj+x?6O+s%<>&@_y7XBZ%Z@Z8@jNKrje_&$$A+lI<!z(0U&rpI
z{{ZCKuIg|90FRDUOEfIqkxPTZM-I_X1EZX)N+QpHs3>qoOXfl(B}b4N{U7LRxZNuo
z4FMZsKyTcjAI7<UJJ~kcq~k+m*78_c=5HCbJc17;UNXyMc&(>jX*Y0IUTv(Iy~)*C
zsyvPi9apC=j>LBG=4#Oa@@;FF$)i_^Y<y?QqpbU_J&Cg-PZrW>b(*=gHe!(sRu1Or
zjtSw8Makef5tU$jj+$b$SqL|V^$+1f<QIjBg@(~YUGIhXbvnZLh<RmMBqH3EB&Ie`
zUbJ!^8#)qL_L{V-slCK2dnP_EoJc|#V><;D7e+gW0m`7q%$h<~#g(|z7yEko0laH#
zuYIkXJ6WKv+WT=|g;D_9SX!mJ!61?0I&UtdOeRL-5V!%7FwK^!=8198$c#hY)*Qz_
zzfn$RiVXZyhbX*K4SDc48g_$XD-%ERpYRR8fIe!gt?-(=1o+G3%><r%;Wun6N38MB
z8e)}fc;3TcK~M62Kd?&?PZnB6Pi*7v=`@`S5;=sCfBs_Ika7!d1pff4`W{!kd`JFI
z_FTAqWts(HxSjePftQIKNDZM|@lpw_HuC)j#`v=>d8M&f9I=`+9K~~hS{_8itUVV!
zff?`BhaObIbunl=`3mN%julHC4Y+t|tqAMttZM8?NqD(3_rW<(af6%{13y#StClxZ
zS>p)J<P<FM2}O?@AnSbQ4NAzY-;nV~&7+NZE(zeAyPN=j<J6Cb9PUZsYFKcIseKpA
zyQ({_eVFJ<DGMtVqr?KRISA}<NMNC}-?whvA?jT>6Kgmi$a!C16Wv5ZgB)wQzI%Pu
zt{)xwfT5+YdKqK(Y*mU?K<B^M7^n)_Z?v5KaC)yr)3zT_4I5gSag~%mBmF9Y=ij=B
zzBux2G26v4sk4?y;&9x!C<(!iIemjTCqA7t{{X9vu|uzK3R9DXXRsIWqwj(K>wFu^
zZB(s2`q0~TF@5qQ85U89o-vle1oj{P-jdCVV!Eo5d3I9yF=bcaLYkBEJ-&;1X2dgl
zS7NZ~6fnGCuO@IJbSJtVPCw()%$#;BcT-w=7j=w+WMiNe&G3iqa_5|RHH(#4Yjl<7
z{LP;3()+Zv5jZj}dcb4yc9xEPh*aR<vz1ZZMkhv-)?$imP0wf@*RHMpH2(k;^?!P1
z0?Q<QF(w|Ypb=|-V7M2*Gs4xW+HW1!YBbB^J~ghI4Q(K?HMNyq^`%(I6HPG)P0Im$
zu{=>bsKDysi-d@~BP>vJJWYM;(K;7T_UBI>FQrEwJ}MFAMHg!ed7F*T6IXp-iOA~@
zC_^k|TqI`@AdOKV3(p+nPyVob53~;bK8F+~i5gm%77xRKuKPYLlPuCtgyAEp%Jxaf
zZ|?+=NGBb#PC0i2>(IGmNp%_%Ofg2~u%$ca?;fcy?Z@XjF82kW58C)=$O{~Cd#F&~
zwc>YBlvx;wM%ExsR5SYJM^(RaV+@XmkPpm~M8m^TZyMyk=DanN+4)nrxsPj)fIp3V
z`r6gqiqlAAkwnbWJYCrG$#1dT9LA*MKBw2NPmvnI=4Cr;^BXQXcQZfC#^&AnkGj3r
zBY8EhqB$9iB<C1q;s^*;k9HoT^%?0rVl~TKY33iDRa^G+SfB3Jv#;m6b}KxNsKvRG
zrSQ1~{{XWX4h}mUXRoUN0LM9zOK8J^z+0Vme_~CzDqICRcvR=@Gsd55u$yB&cPP@V
zaYzOjyltQDcfekKiTdXqJpTY8X9%&(NW*o&_}hr?t8ck7(i5;7l6h9f_>B~!UMOV|
ztf;Cu;6DP2c_3#{T=xS%PuH)XGQpLv&bg*>5}U|H!LDB@GTXiqARa2CgJ5w5h$V{T
z3=l{e1Nd}C6i>ZRA$l4OST`!2@j6mRVi$%aS&2qs>xcUBDtqLs58y%RtdC|bVnOWg
zqgW8P?Wb?Se3MrkRVr?O9yL&rGD`8rJ=gyL+Dm=Mzt^{Z-71<%0{Xxa7vpiqN?cl0
z7a9s_srapXw4<7xWSS{g2)vR|d4ZM<#Edp@KA&Eo6H3Ym`AGaIY37iP1yOf@59_5b
zc3o1Vl1QE5R^ZHVRasQO76&8KxcUx&n=U~6Vgx6B1NCG+&2K`Re;;c!^0b7;iJ1~q
zkfZy6f>+$*-@ZP*{{T*z<7G@m+mNT2IcyEB#0pS8a`3A5%T2AFc!p3bsP`K!o=Qs|
z;CCNPXZUpQAE+3>)B%15teE*^5!u;U*YXd+n$77}O74~#N0r(<sEh)B)L!e%Gap~6
z>Hh#v_e_|~RGWdNG>54=xdQgRQj_6I8oK3ND@n%<_K-;82t)vV#{(q&8>4^xiza<X
z4$gFF>JrK1H?gWMzmC?m(IiR_1_lzY6C@FZZvOz(#A6vAhohqElH`F4-?#1EQY5AB
zru-?Y_;l^-Fr#*7u2%vUZc3yd>3&U~MRA7iPk+~>`PoWtuk#Hkc?FuDzZYwjV~uQE
zVt$;NxB@`{DI};LcmBOqr)2=#)|{<Wzmd07!wi9>S6n+Zfd2qc0f;;a{{Uxkf$9fX
zf++zAqW3&S6$l-o^_xE}`QpIV0_<KO;p0feZO4fqo*aIoKDp}Ih0!FL1b|(wty}tZ
zYqS?STC=>#k`7O0`+)D<A50P0f;)dcyK`>0n}sk--)Q-3lE4Lhc$OfOj_215NFB<N
z->soyuV8iMQo5<W(XB*2OOeO=OF2K)ka9DDfB+pfvbYC{wLn1}c+{OnRU^JYA&U-6
z$Pd@IU|Y9A&RLSjS_dVX;9p9y!C^x33<3Q?AgIChJ+p@CJh2WtcyXn94nYF?)Qndo
zLJV(=@goGD=h1@pZ{z$rh(-?qLzll3ME?K)wXoXmBdHwciaI-|AjghC<P;CMf5#mv
z>M(`JE_G^!<YX7)dezT~{yEg`wROKX9u{2(8P!L)xgD9uV9Dv&dUeUVv&bYY*Rdx3
z^{BJ?j*Mu9wDE0^i$4J|YP{8Bu@K2@WGEy0gAe{4B~Y>(h1R#&Mw*(Pr==STMp>WV
z3=}wS*d%u12=CkU>pNL>xiuxUrIY3#0I2OHkzd<zhDE?$=e}4Fa90B#$EQ6vCRq62
zZDJ<dA>E>0ldX_Cc63)LRJH&aUdOtH{{U`5?VqoHt#M{<Kt<|V9b19A)E!SJes35B
zSf0$s3yw#yKS7iK03M^u1jVNlOQtBo;>D^^$vxO!Ghw6++{DbRg-3jLB=*V2{Ccm-
zSpnan6s+Uimc6cOqkm50n<BEXC9&TpIrZ(34t;tj5@Zc!v8H&?upn;bL;Zwv)-tV#
z-3~Y>BcA=U{Jw*$9y+6dR>g_e!knZ)rn)ye4fz%3f@YOvVuvx4pHd0?hjE5e)sGeu
ztMYjOsJ@JPms@eJj~`j?D3V2yLlebve)aA5<G49q{)45xP1P3H0qt?&K;|T9Y_=_J
zd#J6d@#~CJf-%ksA3!n4b0@Yy{{Z#$>W7`wq9Kc&hTH+xlw@S2X<_qG+eKPv>LhN#
zOlS)BU>mqr<QE)Df%VT^{{XA?76E-AST{b(K`hcaC2zl%XsG`HBBnV#p)+#;s4<)c
zZ%mF&hU1^*(?4!z%OsmzA4>X;Tq;;TYclS?8fpIk@!hcA?7w!u4(lTynXaki6YMq$
z-*k%xx`nH6G*L;)D-97&MGqc8WE_sVw@!}JMz-4AM|iH6>^v38_hu45l|4(};agks
zt@|)}7Qr@wqz3hi5!ft@XGvz6rB+a?)y;lt<uFHbbL-WN#N!=YvAJz)?R;kJ(1ZM{
zBjbt^-?3u66u&AIn6zxxC#0bat0GGU#Rk8-U4pXZ<8@#NBLMV>;z{)z*-H-JjXO+)
zRKDvA)4!nBPBo3SJ~y?!d`PW+O{Ujex*dbcO;fn4l)uQ-vSgI3cm38*Qm~P@2X39k
z1(cQyTHL_>DRlEjTIGh?ui5hIn(eRsvE;rxSHt!<J&CkFSZ%B7>FitnpHpJ$=zWUt
zc)rvyp<-$YBSRFaB&uVGkS0JOOl3UQ(AFbj$X+(`4NXLNhsc`BzDZg-V%EEF9?i5~
zMdEu)F)P=&wi>nQJ*gSuuqxPI9^#jct2kxuh<d4Kh|76^-NK$>$+V3xPtWc%;%y)9
z>-K5o-Zy@N-tvEl>}tMM@tI+bKh9Xw!0%tlyhSCEL!?_M>V%q6l%7cWk5h&0K<To?
z5AQ?gQ_Lp@9vXx9_SHw;eG4C~<;C?I&Nf;YtblIyP!~Wu+yfcy1P(xtnaF=;{#&_w
z@z<j{JZHbNm1;a?B8|CTDGCBP#VwUYQJ&5S&N^9>ksN?Buw4hoO8L>h#NBfya*C&M
zW-I{tKqo{00En<X<DDg+Eq>m-qfJN1w$*i4j=xbQaat&<$}H@mp49s5GgkXtytTFw
z1ds(GM1wu^(<~f~ge~sJl~a0;vAVV_u2l(%Uue^hhPSHU#y_{|ntPFKs99^;&8kuI
zO0z^nbLy`MRBdXrf?0KzCHCw`-x*dIEJsB3&vZ$Jj=>bM8lMgq`{@=(NSY#JDpE-P
zZNQB`)xz9#)9$7p<UiXgc#USTYKdE5(wJn92^Ai+1z?86amb<Jl0}RjCm2=->(?X9
z_jX)4h9+h*u-4~-optW~X%>DyRwSWxE6jIQQ~vO?;~JfAthtZzqA(TW%6P&8i86b)
z+w1yu)jheN{{Uf(g}_uJPQ#_@7$htX?G**jaP9l)UHR*8d&y3aLgs(Oj@*(M*CsSj
zpL63paHMBHPTg3NWFSWy4Y%Q5W42A)E;!I5QMTM^-&wZP>}^MOA0UTW?0b#DSS4$5
zO3C*~Au>5v>=a`e>4C(CXbhH80OQ$3Ly7fULvi145nHeOANVumFPnCs_m9YvY&?77
z-xt2|OS88Xy0?7SV<yEe)YRybV2l1gU9O0&`wNvq>WWJq)qJ*$NLfG#oLBuvvb#sH
zf5WqNUaFl>Ig0eCQ*#Sy#Ot(oTDEp5b<tLXOXI6wS)ql<t5aQELtfC0-Z`cAqf%AF
zfPzLibA#wQ9bpoX>MSqAvcA5+>DV1N6)`YWCL*P_fopi%kH+SS{yU_SREAqr<a+AC
zSKA3JlFR6>fJhy}5%)+tDagScy0GFyw#CivD-%g~+X?5&ukg`&sUpUxB#fVMWa2e;
z<%CY<WGs8JB;)kxnVpe*hT2xpiyz(KPdfHj*G*z%`$zyhl7((4IsKr@T=H*D%zKhO
zG15s$wa*%B0;-Y*g4DNs!Qr;{pA&rLOG=gCZI-{oe0_b|sAHF3u=7Z#*~$#0tG!mJ
zrFjz0`QzMUrCmfBI(|Z^-MFQPZMgl_$bZhc?TP+B%h(rtZCkesSn=+xO!))iTiS^%
z2Zg=ZQd~&O?6k!J3g{0O!zcs{b<Fyn9K>vUn9jEBugy%Y&PY*m6?GgBmiHapsZiOo
z*GcNgtsBS44#j@uBrps|8~{7_@6|qRc_Wxy62R%*RGgF_Q{^6S(vhE-G?MRatth2i
z4`O~i6p_c7`^aOAcK-l?>*yb1<QzD?M_U^YiLR0D2@D`L>}jL@zW5fuN2=C}oM90n
z27Va=Qh7Tss{zZ@<3C=b_lH(|jE41rAaK1h>zSqIW+!t4q3oxPB3P@|uN3^PNJAqP
z46Bj%2V;)xz!mxv*EtiJ8sV-l!l~mV<V&z!q`%v;t)4gW%k4yenJiJoBMC&Z<j7dD
zC3%d2_jV^9y;w1_6vt~_{@T^Ir}WbB-bMJ)vWI|b{Cc)9vU6TZJfJ$O6Q6B6Ws$zW
zT>k*4MmSx7s{(nB$|ENXM7C3I+NbSe(!phHOwoslxiJjJHBM&^k&;6&<B)!ypH75~
z#IL!)E!uBM%8!@kT6Mk#^P@dTb(2i8Lc9_wobvY6k;OpB{@5e=0(vE(idEeWi6Z0y
z!i1k1LJJ@}Y<oCUo{`n^3NzB+vA!BO*>T4Ja!$^Frv&!(B=+jFn57><YOP8Nkk+*<
zpCb5apk+2|kL`vWj4l<KK`K<R48#xDxIIk+HO0>wVTSL!LV134g8ZWmNKBB5$U>fD
z+z0OD0ppQ^2qfb<Jx!Fh7g1wswX9@->N#<xgMDXJN;xGF26;mOp%|jNcOjWZaM|pB
zy#oN3`>(q6T3u9IM*Dtru6%>$H7cyW#EV_>%B$EFI0i$I4}L=f_3HQ1aAuWNr3%+N
z9)Az#PI2OrL%D%deiR(>+jn<2qm~u-Ye^vvvJy-(0y#!cbpWs=e*@L9!HtTWhzmEy
z{xrbGuqN#bpTeClj<pDa2<KLQ99>Hwa8Q6*hioVHe?Hmjoz$gG$8DLre@YdYvAG0O
z6B9+QsO<dZP>jQw1rsAU0hlTD{RRd)uG!`{u{EgF*m0$k<)1C8wdYPVq}VC#LCCnm
z{{T}Q2-q)v!~Xz}S00Ur>dLEsDLR^CjT~w&K)q+S=T&3Mw}B>(b4c4&61-tJH#5P3
z%L0QxaQ!>=cgV?y1vaT)D(n1yH0g69f;$2abtbCcqZYyMpXc=hvgaP1bY@W8Y2vX{
zabBtB1mI&nzjkr_G4<f5*Z%-swNwhhhY?aMlE7CJ;JUc_;d_yc@*sotWf}B19Ud5{
z)17M}^L#6=CIpZ%%OrOn)5iru`hrRS08d__kokTz6!De-uN%~)a{x~+-IU;DfOFp&
z$jHb!=ocH9fyR^NrM_>NSAV=aWDWx!ov=nm0_Q!)Y<hLCrbitOFLwxRYRBWAMJ|JF
zM`>NimaM^wuWxoXEAB*cardG7e?mGNCmH5}k$~Z+jYP~?Sn#cN_#fwg8rjjO2z6T@
zWOAcqNE;t{VUg{!{{SAjH(u#E5KF#M<-V1bnNq`;rw46oTjbjM?NY>Grxtt=8L&UA
z1p1IVsgO~%79yC$5?%z_)nAhQRQOa;8-)Q54-=js<ww-8`u#uGqr^!19Xu$fjaXZS
z1HMhO4agoPXF=^aQ{3RLODN@>0^j_4o+v^aCCv{kYO7#1Jo(mt`NeB0?6Kl-&GwEg
zl6v5R4nf9$mrW8T2m>1%a;2FfMX`^vs=DtH+Fgvz6b>a-CxKJ?Wl0A)C(wcX$JeRJ
zW5m#rtgLm`yDC%I>89g)CXIO>;Yk@KSmZWNGJBEh(#*6B#B((%OL60RxpA+0pBSRc
z$ea&gzi>Q(Qb6@TL+Q{kEXg6gf(o7~5I7COgq~NSwAJTxo^dI_&m}qTIQPixFnx2?
zqo?K|U>izj9!X+DfCZ^#+t6ujijxAka?B49t%Jyb4`bWZc0FAaDm2I3x`MpwMxHf7
z!0T!-cutBp5Gx|Owll;G6<`Po%s$*4e*=!Whq$_<*|wW&rBidWY{U*`kNT}75xfzv
z5Q+&W86@_}9nL`i0ABrb9;4Ko%t`ZG?(nLvMpJs8Qc0_v^()kX4{SR*3WY%T7a)~#
zdoORV>5lzZv0EcHMG9_&>)lZXb|OMf<E>Ix#rHm8yshJ&INa{oelxQ#I;f7robSYP
zSqFYTpr6yOz0t5!7aT~y77KCT%B{UJGc~LSjciBkTlUU=HTgTo{Gv+H%_V9UOt-C;
zj>T(BP0g9B$ig(4C5A>;RX*Tfxm19_Upf|5nT(1Fy@z*ob}#YYPm(WiK|2euI$wq9
z$ob<_ert(#g-Kmuip*DRAab!wEBlmWXD!LZiyKGDK~hI!^y=8io{&YkMK>4ce%kt*
z9hE^wK5yqiZwC3R&OBQ8<5BTSo2pVG{!M+8?5MLwtOKN0sOsh<vd8^oO1^-p=t&ku
zUC}C$-+$7Xh+%ZGkbrzCs-g4tmT9&B0QWb7?fiO6k+V&1XTPA;JqF^I<BxNo)@y5C
zni{imZ*sJg7ChxbgCZYU-$JEmc3Ux2D%SgJRZo=n&sL>veQ~w&Um3SpZ#-Xr1l2b;
z_PR@kXkwnG(_SEZvc$FItuzuwlC6YwbR1NXvcWO`0J^2dl#msG8tX<6jQm?w@<nY2
zo!hNdcC~5hHJ*EFe`amVMO4iXiFy4fSNpz6sk^F=@b;5?acp(>=!STuuOy^Z`izh)
z20^QXV}HJwVaGe<`fc)^L9JZ<zxfZ2cuu3pblbOr+sWf^;umh)oHoCE7RGBc>n~S~
zxmhY~VU!q^T1C&eIWpk&T71}H^;%U88$`-){_QWPKFVp8({eKX1c=&5auz^GYVtlJ
zmj3`F(`)<^t*wx(kioLQJdxT|h#4$du?%ognk;fxo$LFN43%_G{*pSRfiOi<Y^(Wl
zu7Hr>tjzJE?s0Ado~QA>L~K86A0Bx%NaepiwlRNM9r?_a{{R_b*S^lq;?4MBZ*PFL
zw!I;d*Ce!RqydhZL6tEgJMibus`-A?={ZgeiZnOiKZQ}M{?fi7k88N2S*R_|jRl|E
zr3vAuQFgV<HAt8q65nSt&k*b#mydr*vT{9SG31Xq0BPBK)pIxeVbHUhMcOt#q~7P@
zeJj=TkL^N_l4~f~*9b1lEl3d1y&Nem%QhMfXZbe(!p|kBqGnV@<L)m$_~~9|A56=W
z>SasGvu@w*J|~akRPS+rgSvlFXyw8vr2qtJuWj_K&-t(RA8wAq?y0oWw4N$<8sfqs
za!)8b8R^60wRP7~mc=Whd-(!W?G$RfnU52Y-wPmM<E#jFsNvi@Dv{Mc!K)m%h$qv9
zwZ**O`FwjhP+k83@#z5Zi_=-JYhik|UEaRIgfO0Yj*3ZJV*xyi*G<KUlo5=C2LLeX
zo)=aPAi3lAy#<l}4~M7WlIR)PH9W^><6eKWU;JxnHdlY|PnPKGwq7~o^L};j9iA&p
zcQ;nH%7psoXu^IKXzW7;xaKTNB4DluR*5>fTr#o%G51(;ySHYXzlCq?pYb$!vY9%X
zDYIMyZ!o_BTN&h2>*_AML#NfjLq)9C!4|%iMvkpIdg}FKimn2MioHM~4I%(uX$s&I
z=&59BSjgt<$a1xJ=<(yjA5V$|ajl1xaj$QPP^j|PlGozPG=Ul_i!G>6w8#5W&m1mF
zec9lL9EYd_r<i!#M(3?ES(N%~!kBuxwMmfH5yu>nfRB%{cwxU3uPD+f06mJ4_WcO&
z(-IsDfHu~+u`3<Kn~LMv?V7u)yv)-EXw@6rbYS0W46=rC7#Pk->2&!QCO0-6)ZsDH
zZnX}ZbRp|Jt2pG&VviEJk%tn`?G<Ch3@%6=kMZaUn{tcx)W`u%-0xP;AJQj~{Co1J
z<U&2UH(m(@Ybu2nDnqlkWR;MTiDhR16#(;5fOC`9GB&45cYZh1zP@<>0QOp87x?{@
zk_?#$ns^<2e+?@wKXKj*6?^x;8o5^yOg+IFWKdC*0!DZ+&-@2f8)M53_u_uuHTme1
zAwhm2ZTDy|SkdxFj_kE_UY1BDNSEC##2FzZ{{TrPIWR5sKA)~T^-0W$22Pyq`O-(n
zX2{$?q_*`&eY0Gf+RSzpRxkm6*<+tk+#G#7_v@*2Rx!i1cxY<f(bLjHt&iJ<GJXTR
zqpPp~06a#C5cB}AHUpA?2*_f405UP(r5@nCj2XDG)|d5(OGx2Kwf_K0ENXo4O|*u1
zoJz5KapAC4h#>MH3?EOYRQ1C#y~7(`lHoU}D4UC155}5*AM@R7)rL-f(=QOkc%D)b
zl1j14oP9BY)ZbKbWC4%u>#sWLJwH7LHOL!pRvpL7l;PL3QC4}JD+ZCKNP#QgI02KF
zG6q4$Iuj?ZmC->Xxc+o5XHtxfy!cZ0<o^I5SeO|S8t_OEf%XyrKXLaMazb2p{{T*x
z!`1TgB-(_me~sxpGBdT94m_%p<DWhGSBdT^n)l{3<D3%`yQmQs%!uFA3{8>W)E=!}
zJ101gn@%1gw8&YIw%u1++27me%|pxRP}xVYX(OEyI|ZMSS5OP9IW6~=7#a1z>wK6V
zSuENP>P0L9RnVL1PS2Llr1GB`d7RRYXzPIQI8IK=G8h#<YWDk=)Sj`6beC%YMN5i|
zl5Jt8pPgfO?i$n@DfWvpuLR3QELbW@Vh$t)m=Vlik3rj~Qo*@28WC40N03^xzsh%V
zM5rr!axsarIk{j-&oDEF?0qwXo`sJaX13!+h`~^GpvKR~lgJyDxKPUEmTn*weB_*t
z#h4!W$nDjV9MK915bY_$@}ppp)q>vQuD%=KqgkI~D8fjq?jvC5AJV`KfWtWie!U5u
z*5$}+vvB1`Z#2Vr-ASPKz;h8$j-V9^FiGrtwhteu@6~Eq-cofotX}$>mGVu!iq&S0
zIN70=Jf=$#%;%PJJK+BS>CreU9N6Bns0W){nofQ}P43yJXdZVF9$wK@K=GW0JV-5o
zPafGn@aq2n(%eLw902FCm_R^?mf>DM8u&qGNvwk?By*0(_Z~J<dHu{tAboS3_V3c(
zxs@Zz(MEMEsiEbb`U=VD(+XH%lA{>OzytN~$#|arp1pU<z3Iq<QT8&JB<Ii^Wbsj!
z!0+`PkLmn+*;jJ~97(N|0IW$GijNZaCnO$u3V4uL7y*F#fPdrD4Ro-+m8tnQ^RIMH
z81_B#d$+CzJ7d%y-G_d)ka=&}TDpc7H7^9}ziS_^2lV=kw=Uz;mu`Y&+zbBzX{DJM
z%Xe#eduyp=AJhjTNf<u3^#eKe<@FgIYE&+OTgH=Y3P?>w>#`DXLwCkWI5{AHw<oqi
zKf|G~r3ta0P98OK@P9Rb5%L<gmRX{&B#8{gSm0#fN;|G`+dV7lxI;G{#@ADS<x<6t
zN!`p=miQ0OmEu@qlV+|ZP#L|%B}rbyDLD220OQvl>RmPAcOe?vzWO;LnkNKW#8C|V
zlO4;G$sFX83oL=dE(Un8!OlQE$4g;~X#Do$rMb~T@5M+J6R_UHvZo`<Ip)EOE_ndb
zcFA+xE(fPX#Uz2Ywe>ZU;?@)x-qEWgq^^l7BPn7Ovj%qiit_peARPB6qRZR?uL=%y
zR$xzM7(64xD(v8fRSJmAtQAyq;sya_9)vK+J-=S2g~G8d*;`}Ap~)I)UaylrCUaHq
zqyYPBtRzL@_V*)^1BnU`*VjEw>qPD8uscs06EzokBj&%tmD`f0nHmN>7%@o%fUgo5
zf#0~sPk+~~#t;fxFip=6bQZ?tUV$VV2*FunmNr)8xKINH3yc5?jGPSmXQY$4hI_iO
zAXJFk4%4XyfPWzP%oXQ0V@?@$J&J!(B&Z}0xb`?6omu)<QGAF!DNcoKJE(`93Le{6
z=ZtRS*Vj@+LPa@VM<K93r@78t_5<j8Mbx@O<z?OMQBU9DRh+D8rI3{xQ4*({K*a($
zNpqIVU?2yRat8noMBsXp)ps-7Dx6f9irfLmvVfPRxn3FrSIV2_y%cO4n&G*s=a&Zc
z0efWNXV)K2s((lS09%-6P*x$^Kz$P{ZUaDRo&Bn6X+iSVnp^7#seVyh^B|%-o>8zP
zk&GOijQV!!!2NDG;z*UQTkt*gYw5GJ6R$J_k0W0~ny(n60>`G+v!&bcEjdkigws~7
zdC^YPFE8#xt}pH^iap4(K8$*^`&T-Cp`9O~SR%Hkv{zL2Pu1mnh9!dGLkqCsY9smP
zyW{G<H&a`*+(#zMM_Ki9*sCy)>`p)1w<PL)+WQAlJWC=gM)~4<_1EE*CSaP_>2qIE
zpdpUiopd#bKPv1b(Rsc7MwiKUaK%*nu{7Ham1wO=9hsQ5CZk~f2ySYp+=f{4JE<K<
zmm3x_!uvqu*?N13z{Vtz0}fskaQKJI{z=kFQ)4#OwwhleiamTcHa4P%OK#If(JT;b
zYr|*7?d~Cnvi?1oD_OFmA>$*U*iDUgm5CPnsu{kK+=zfz8vg()(BF#mJ}niwJZH;w
zUO(fjw%A3r@x8iC%i}bBp4vn$OR|DFWIB%=^61t$uSs0vU3xfg6(KBpiZc3~Kv_+$
zHLV^Q_6d|-*XINKlb+u3$6hw8%igQvzEf9Cv!xEEl})D0P31FL;Re^mBQl9L@GHV$
zOM4$0*j0yUCWt#S$03E8WIU-ExgSv>R{06B@b0TFKb928i0+In;Uk#lNIKg07CP0A
zeZKouv6sjH049BHZFI84Y(s4>>!H~swJ++mn(IvI?m;aZi9KRKDPF>sUgxCQ@p^2k
zHxstn+QfE>e~mek&c@1C{s*x4*EgU1wQqm4(Q7wwxA^T`RqpNd%td=2<uyrrT!u9u
zAAKIrz6*evQpAjd(zIJJRu|WWG<nz4EVtoB-J|U`J`($DQ(BRAy8UjpveKK{y+>(0
zwxf$tDzvH%VO#o}2i<TFd}Lx|1%}bITb+9vc6KVndSG1k{3?m1yRz0;JE<i@Ugg?4
z-7$ftiR`thZoCl&kh4iX(mHk|u{(km7}Tx-2d_K`o?dpXqRDf)j{t4)qqT1{t)SWY
z7nJUAOR@YdC3(DcmJqcPr-{~%ZT`Y2$z+bIIQAfuu;M+=`5g>l{jvqchL`6=th<1@
z(DJX_zI3-d4lgqEIyD6QicRD?xTI8FgH5}j)58YNZqrfx9XU_x0h%cW04;%_k+zMu
zu@$&fF@!v{?x8g+Qr*)30E&b0D9yiu2D7}HK5^IB?4(P~{>ouuSfPznBAg^hfwP=-
zoKj(ze=c-3N<`86Xb#b>5N+u6Umti~A0E?fCc3X2n;qWXcZv%;oAv~4dRLAxuMDv;
zUOljp6dl;(t6VuAx&>3^BCBl&?inmWzuiEI>kGDowq^eO%vd2oEKsWd0Lpn$!bI1G
zNJyKK$Nf$@U<Yu)>Wg1dP|EMLqG?1A8`j4hvdtVZ*O}M*vl}lhnO#DLcPta!z#fC^
zoDQuR_<*H>6d4LxcWbR0^qQ+N(`TV9a>(jrnyFL4@Bt3h$aHBH!5)C)(;XD}+ae`C
zYir-(M}rRgGVtJej~Wnsg|OUftIq!bhUqABh8W5Bz>^$JWI2%|C5~6qiOBTn7Dyuf
zlxnD694L3=7ABuyfn5EOnQj=}iV39T5+NgjmIyLOqW9<<Zj$}AxzH9o0HzD&FOcZ`
zGy8h*ji%PZEdF=$t;$tHszmd_pwdZZAgv>#$qZ9mW?mqnA9rGUhukXhbV!P7%`V@K
ze2xDA?G|*;(Xje_fAKuROLI54w~my8`QOUgKO<WcG;p%m1gn--X%K_i!jeeFe_pwi
zlF1W!fwygZLeNVM+>bvh&cB!Zex=&`IknC!89mMlR4h{R9)JOq2RJS3k6x25MABsi
zVm9uzL{Qvt<5^YbX(pF%Eqj{fhr0nXpb0S@gpkU=V<E?<W?!#eJE5nLs*)DmIaP-W
zFH$m3$_BL?tJ=9SSAsQDBF0K*kyVk789+D>^!`Wq^(Rut;p$kS9Jtc_+(7ST8g|ih
zMRBVI_fkliPuh5p0XWV;&RZkXJ-vN8uS<rn@{kv>&=GX<r(0N>F6!<qflA2OlRs#g
zmj$!^ewpqwjQaGKGjbCc`9B&cq>!(qjbYu!u94Xh#;ebs5Ph<wj9ZXy!zB8T^dC;B
znUOJ;<Ane>w7zC0->nY(p7E4OA%T)Ge&g-1jCSl8=hPE|e?ilZfsY}Oc3kWDQ=CX$
zj_zN=fLjN$*W3PQ0DB(mg2zAZIdD#M{6CLf8xjDT5xAbuw+d#;MuwPwfj(mLp90(p
zNoK_Qy9Ere45~!o{{XE!fC~eWp84pu#0t7<X>LX`qu=taHmm!QdFeo@vPpTygrIM>
zRV&52XA&{`kD&~IPKVe5Bnw-OVi-L8mrHj3l&yTZ=R?Sr@pH{&Zc(FQ!!a2uP6!G!
z+aAAOwUaAo^uRh(m2qt;S-lLi*ook(r4|sfBLczWB(jl{mE-jUcj_}Lq6TgziCG1Q
z8uD7g90shB@mB0`NIZcjIM1hk{{T+iOeA+(+!5VI#-vC%RE!%qb?Y24vCO%~bIEW<
zIb;kd{{Z9GjI83rOHmHnMa^Dyn|S1^Ss#n34*59@dy+W}5(pi}dwO*Zh^<4ZuU6Y|
zmns!URUmf@#Nd)cf4K3_&=2+K%tU848WB^hhiI`JC}fod+e~CK60X4u;3EJ?``8X&
zOn#W@%wWcwc(q{2#1MEIw9%~{Oc<AjSPZI!B%iNr09X$A>sd=|H?1xK1Gccs7{M*X
z5(9q>gWQ4N0e+o#-RwK+{{ZDrFw&##s_`k1rG{6xd>+e#>H#Cyq9Aqk7W{8gDN+Hx
zwOpGj$0P2@;t$sciEpNRj+lnH@|`MMSCmo?PsxB#2NJ`VEPV$a<2`K4acfq{Hyw2q
z?)=cF2Z>TaQUE`$Mi0@th(omQ8Uf0qb<~B>)TMdEjD+EV9;^Um$;zC8=sibK%BoJI
zTTnA%u@_BRrdCnFki#q7gUclLB!ECFbJD`34MnMBn8avJjq0zpwIpiiF1Z8%03kc)
z*B#iC)&K<UJSdE456U&}sb3ZIi~8wcj(co<whDlf#3?5PvHqT4srBhjXH1VK=R@61
zX2$)nRBd1>s_`$B7D(cbO91BvM(33TjCKPhatE(e{LY9_mOnKu*lm6^V5#OJ%z27j
ztcl2lIqi@=GBVxzMBP7OC7VwQiIkE+(!1Yy9umd55}>qrJ;=s$-y<XS>^i{1QZzLg
zgp=lL(*f{@kx4wpl#-!LsZdx4P<wZ8>g)$XNfeR%<6GB?BI-q{yz)wrUeQSg1gF~o
z_Rrb?APk>C$0t1r6R)au^IuAWWr^0yZPk^3I_lb#_rD${5=N~j*gKNEfH)oSK+jhG
zoZt{i(zB0`VsG-^l`j_g4&7PawV>exa0+`6K_e#~ozK_Tsd~pjS=ZJ<W&LehWMU#+
z#)7RLLFAC_D~K6`vp0Cu{ltNg`TcNxJNk5wr(qm&M1zNKI#v{xw-8MTZQHY6SB^N?
z9Q}i`gWItOxKp3g_3GCQF-*Jc3Fl4YhB+4I+G$f-eO~)(Vj1IR5r$G&DPfa_Z~p*{
zr+(+x`Sk{Tm?{_>k`};FlL)qHYtuX7x;sF}48`5P&=-l~asX_SIFfxomt4cG#S<uS
zx{Y<>JZVhGEL4H5IzI{LN#r`Iri{n!U9QT_fCC4@cOTMw{e3#-{Z$Ld1Py6H&<@%O
zWk^^=K=g+$&1>kZ_SApN!M5{=?NzrnihXvqHB-+CO@&L95BUXvKX|4^<HMN<SQT!>
z5!Zjlkcj$2=DD^}l=uKNDn2}G=@0P-P7+5hV=x<Kuswp@DS7?bX>DrjY`0!5W@u-<
zxL6@;4Cyo#ZxvV~o;bvS8qUQXSP%{|{5ozto09R1Ux(jcKw}_7X+Q`*->qX`pWfN|
z2JHlbU-IwBy;(9WGODk+Buf3+YmdK%31N}}BOMixz)D#Ul#V_0;~!{SC;UV1r?24;
zFrUV}J6}4(t+je+rLVKpUW&E72bEQg-J+%BI(eQd_PzSyy{mAvcA{Xf6p^?LE8Rj@
zg-Zf#MURCqnlUuHN6ZcWHGZ?@_T<-H+j#NWOXB|Q74{m9mch0X__?|>URRaTEZEn*
zmuks&RSO_xS(#-&+@j^W*p)t0{{Yka{&dqC>H^AcdESWrG4dYE<XQrck>9Z1L!ziO
z^KIm=@=N5t9jAy(2fY%b*w}d&fKn({bPYbkMr5rhl1kCYRjjf}adW1EnIREN>N4os
z-<9}$J_C(38ksHX^gbo6+7_Daq|<4u-H3~H9-f{%1IKp)U?okJnS4e;1eRMY;(|vf
z+@(~PSCbk!CSvjh+jGcqw<;<LPV%fahBxsvvTnB1U-^SCw2#}kw`ojmHh9*u_Lhyv
z=8@PFt)82SLkzKTk&fLbSlDDUJ6Kyz<NYbqX&F(%)bri>4jW!1vFh!@!t}bE$@r)k
z{{Wjy=~7EPTZ|;D-zo+fV9P#oz=?8#2!z)Kdw)uY9NKG3&+@5gx4NkJdOblkSt~ug
z<Lls+ESOqNM4mqdG<FSHS|}oUE5VV$r7Yjo&@B7dT-=jJfEF?agq!{xYu#3<^Mt)#
z$K+S5Vy?5rcJn0CL}S;%y9U!x`^-_%*g>y&6ec;xTe&>I=%!GAZS+y6g$^a!n~C#*
zP+zzYHKQy#Ei`i4mU(5lX6z_}x?Nj=qN%MBs6OgMu-D}&1MLBQ2W7G>Q3eW0Wj`pQ
z@g$Mj#`ZPo_}0$Sl`A66C^it+)(Uql$kN!1TDIZLb*sco(_B=PBCKVkl~;*nT=j?-
za687f)})ofk#lJ;U%pGY*)5penmd6VYSN_yfW@JX0Iej}qKwGD<)(6_i;}f@U}j$G
zWD@!tJu_tFC}~Hkj&ub^r?#Z%Yp-0aE<$U?3{kn3_S8ieHgHLfqz?Y|oH*|7#ZO=X
zCp}*}MBb%?t<6?)kEL=OUNy%{W8{=&jMvx8u$t7ux8&7{t}Hwb1Ira~A&DEgW+Uy$
z?~&EI7;@4(t?%FV<4_WeKn-TTlv|<aLsZbxzo*#O_Z5{Vf(DshMDC9SYz*0QG8nla
zkD=>HGF~IHOK(4M@Try@hi$?@M`8VHJIuVoj>A}@Z^+v0?4NH@4c&E}e#P54m29+2
zDi*8HB*;`Bp(oX3f#;KGQd-<QX|!m_muq}J+-d{Dyk^60{A<S+Gak=(Kjqn;Knyjt
zRmUsS@#m7r7%2xobA37nNQOR)Z{B|@+})Ig?AEgj{{Z?D`QrZo#gl%^ekt)=FJES!
zA@UE(7IpB<(Zv?CbH0nk^;e{Y6O&uEH1cqMN{bR;2F`kIFHKDRD4>{t>UUW3Ci?x=
z@wfi~uv5jG)iLk@ERh|++-({T9PM&`H>^qc{{Z)6@&>{<VAxFYvNC%z37k0x80_D7
zx1Q(!0Mzx*J<HKXEG3lRxP7&+mpYaUlq4HkoDFZCY&_3V1h0FIsgR_w^Xw&L$-?Dw
zt)D~b*D(g!8<&#{_}}<dIpnm#Nz#^YojgxxB{6obq>@;Z{-P;VG!n)KH1_3F&Nt6u
zdxQ1sv2-XBMP^bhVZ-g)S3a4F&5qa6_UlWp#+y3(E!xnYb&kV`%rLVd`=M+}6EGkH
zpFy8ob+5TM;^TVC2~agXl^6<U*uuv4@uxbLmc6=6Vhip^0~H_+PTWWi004FhN&4fi
za~D`<mhxOiS4;Ntrfr27Qg(r%{Hh9@TB%}KM7`sa?Zj=z7!8u&{b#l@>(p5pLP(3~
zTKsCOl?x=d2gz5;x9xCM<YZPDKG9V_RqV~&eaE=|9VFWmKb#dEy|n~5!bi|+`Pb&x
zTW-a5;;$A10E>{S_{qRg%0fqO{aSinF4M6t6l-JO&*M+=v0f`E(SF*{vt{G6z+Iju
z4J#8Hu<Qu|K=dU*&U<xi#+6iUusp9)<R+l=(_hxCUM8_?<93il-s3!ciYfNwQ^k24
zb{Pi;rf8_krMPjZghE#W-fFzRkVgzk%_=J^dyB!6HjI!M;d8}L1?mYfWP7sTVX1zb
zZxMQ;UGls8TfW=`6qDUJ1hijch03-`2mr{*?di}G^!qmJTz1yqPEQXgt1W5lkreVC
z{BZm-11}J)#YiiReR>tJ)SD4-D|q8ze8b8smu+ri{SiqgFx)-7^1%bX0Y7Kg86CRb
zJaZYkiwY?nzHn}}PMS&Qb&!3MApjvHNWlH2Kwn1AKTlqYRAx4DaZ>uK!_98$vFohM
z!8nN{XHW}clCU3X8O}npdXv;L<N3Uz!qovcH6%oi>{p%~fG`7kE;2`^Mn8u{V?fER
z_TIB*<zD?=j~<_7bti2R*rI#0)~>>HSTMpFoB*iKN2lHE(ejta1UMx2(a|fEyMwxj
ztEGY@PBsg!SL|`cv5bdq#c;p;`cW=xgJxm@`>SvO)ra3$62pii(5O7Vr;8l-^kN2o
z)32mz>dshL+M?!Pw<ozBfyQz>uc;u69{o=ejmq8i;KhfgcpWd!p{&9joFD1I$s;%z
z$prqVwm!M(j9rvcu~oMkk7Xm40AM`{7zY@}GmK+D&!Q@IVy8;<o=1=!&T)?2$Mt`}
zXRlTXxxIDPo7%>B;~*a7@jkf-GIFD~dWFyv&arFMvAyl5t0->AwtlD6_0B(^K$r>n
z_)s#&FSzkFQ`y<(9e><MA?gV1aos`3`t_EJYFfi+9C^_gstS;xZmP+ffXE~;>~L@k
zcRl-k!>E=OBKJ3@{+-YU6==|TEvnN*uQNo03NSLP0l)(}<VSq<4EPG_OAFBNi{-to
zO>czx2joQ>v*WU<CBC@sbDl*`ag2W+s@b?mj-Y^6^txz3001|&6_VNH7oTTdJc9xU
zbBrF#$vr!CrQiiiAQ~DKqu6ZJ$oxXBM&jCXF(8c&NdSF84UYIHq`8V*1yC<qx`cZT
zMK@G@raKc$N#_m5BFuSxql$M`!R_1E)E<R{r|&oZ{$4d5miM-_3iHnvp}Jk5kt1em
z?#m+uW)4xZ3wFpny))ZAI)Vv9ZD0q5O&I`NXsmttAI2`|{FdZ2`G|ej{^EiZ5X694
za1KZ5`gL!`n;+?YIrU{Xt;)tC-zCX4C*wMq<$<Q2W|mYL8976YeWa6>$@=|q-=rN*
zNDQDvp>BCnIZE$fpl!aDIBHXpMicQ43g-X-GxSAeBfs$N(%{TKQb6vl2dVwMDAD4P
z(X9d$3B!O<+<klc;{()wo%*fy6EU2HV}ANqC#a`s;Y|Mk#X8Mq*2q}-NoGJ9L11!8
z&IfS30Qz?C*FX0TM7XNnqZ@LeG9_gi0Bub@e;s{fNo6467~<Tc2xWnzA<T*n70Qqf
z5A}L}y>oQTGUP`s?+)v?Xz>1Yw6T&+Ye+w7-zHJjYPatd`0h2>6*koUwX+(Cki;V~
zPwmSCO2Ck=Lm~BSckAe{WHuP+J0N|`U7P;^nEpb(uKxfNHX`(wF-doMZdCCf%C7$a
zDR~V3U#qnpjcny)mQhl0oNhx{JWjF9#Im&JHD78$%bTtV!OvE>ClDR85--_Zy!n&M
z*;(<r_>ScJxpp@+lg(7Py$h+CZpA7VXlI5-KI~Ej46`OUxnY6Zp>uk=pfR8&{@iJd
z5x&ncvF@&w*PTw1eRTwySYf(nr3|qpYgNY1K=S}qfKwFe2;@NIN%SOjU7x8-By4=A
zPWqUl?%&K+vq9tjOvK5q_aU)Qfri~(hPpRDn996ot0l1wsyAvftgteeq`^iFfC7^g
z=0<4kq0`JRbpHTNukfOk<Jn?7)Xw;BzP_s6J$>5N^xI=B6U7d;wDs=OHJR;?CGZ>5
z6T@MucWABaT*xG+BgYw%AMF9YpV4j1wsLQ@aXtS4r7>9*q6z>jO?6FV8f`2$f?1zk
zHi72W2))!EKeX3Cv(5f5GD#(Sa7QCdYX1OC)#OrBDIqMe)6!RpKsGtO`GeRysu@XD
z4mg8<>q7}XIM(@XgxgS6N#Hw4Z#fYkaye+&t*BbB2rc>ZZ6}UbOsb-i2;wu+<-|$V
zk#0!@3-j@!=gW8qHUw#V)Mv&OpI*D~5#Q}6dHioxtl6jJP3_pCwsv2UZDWmD7S-*H
zdggTZ3Z#%Ku<YFgs|v>0*7G3Y+vEJGwRR;Xj173-^sn7#k!)*Ts9=o8b7|zds&|!-
zyJnC1s}~;QJAmKSON?ylIEP*edvvi7`revrr`<=1fkMxqqQyTx{68dv<DVI!a>Uy8
z)}J6XPv%Di_ASnT2wFT*?9z<ceoR85mLL$l6yb!63i+P*Z}zWg@2C_hjLO<=7uWl|
zDxSK3A@c8+yzbu8DNEAa$EmFhvdu?TPw`Ap&lEFF#h$0SjT*n)5*X!}<J1JW?%9&J
zCFR@WN3`*zBWFEm<zsiP)={u^8%Aoe!AT>(QKy2lu~srqOWTQ>tQU|o(2Nq&K%#jG
zQh|=hfMc%GS8-dLa-f8dETQanU!7Am`_+MsW{dE3f;ck@L>kSC)i|=(sa|RQ`%+jx
ze70qLpLdftt^$Qvg3o0^&AU6Qe1{uCC(eHwJ9t->4XF=fNv=pGi!j;RnB=YPBl|_F
zRjUw=U&Y9U9YBS$*f0HkT)Hk%G6YezKh$_qEYy(~i3HVC<gYZ>X<le!yR`hjYFQ$w
ztRgW4Xu(}AMH4L=(Dng&;!OQI=(xEvIuvtpY7ZV4Yca4r{{U_@v}}G(jVFoXn&fiA
z<v@E@npJm<VT^4&h$N0i2kiuR=uD_yNmYk#l=~hl0$2^BnEfi#@&4y=y^iMlWcEKd
z*|4$8ahl@^(qOUH*YPdQ{m<)RfTy-kUO=!RFaH1~{{RY(Y0*@H!t~sJ-Fzd-cAjvT
zHu6gr(_vN}btjrO{94s^>|pnO(7Ygx7cx0Ll&B>AI#HDwm4c7;56*_k&&L?jWGBfQ
z5^cuz;odtr*UfkSX>|LqKK=fDo8+;X_I@|xzB}R{ANY&R$n8hQJR?||$ZJLrh@-1}
zV%9CD2e~6mUHwN}^=!j|k+5nu3*VN5vc3cV044PS)V<*OBHI=sEH7>3+?{*xS!t@&
z$x2wHF^I~}B0Q8U@ZfuQ`l%kCnCh{cn3*Vdd4+Q>pue?ECx`6Xq%g_uzbNAlyjifU
zj4>l%oU-FT&)2Rs)>cUK3a^z*T-)u!xldRvk2d7wXsPA*;PO2lBBlWOKnA}aOO=@%
zr*#tGiDb`iIdjN%>`z@c+8u5M#U7=!ur<(qx1SD7H*RVxGj^K&&xU!eiBvpNLvT-B
zlaN-+Gc;s?N{3%iGwatv$V?umg6f1?+z)LxmlI^hL>JoE7vOZ~{Hg8u*Ui7k(}Kk4
zaU^JEMkK%90+z`iW=O*isq2UJ{*3U>V~CKtp3ktXw93HW<|FZ<q}qRaadx{Rp-*yR
zpcWt!aDxMeeLsNo>ZsndU$-GUs<E3GFR<T@O;Jjy(V62#Qb6o@;m31?d~rq{jt|qR
zahKJTV-sqV4g`&h3!8z)rmXC$V5%@wP%(lq0l@{bdmi7R>!4sp%J)rFfIjN7$F@Zb
zKnI7wRR@2!sbQJ|03$8izCkOKl_0NgOmx{((`$3RF3A8soG<#&r+c${Y!Zv8ETftd
zQ<RM%QGfs$D8ImT_ZS5raTHuIsW$`7LG8ZxX8R5%#DL2oKGMi@?F=U(pz-h9x9gnr
z-JUq&^8rNqKm)i6D)`Ls{v;B{B<8~{*p>x;&Ml0bmLTB$I#VeUUfL}N#^<t%)Gi5N
zc-e=(6o0u!NdqH@?f%}tbpl3&SdJg1X==6j{;cfLnne=(Y~jaog(nI@9-|$I>1JkZ
zSm5d8?dMbD#-LkUREE>TeYLSPb(;hr4vF1+^7ZaP&JROl^-NhL+DW;oWQ|JSg;gu*
zZ`W}eRe4W!R1q^V8O~EU2PFD>=ciw?04C=8(7|upU8}F1WGK~abC56<%rC^2>{dl8
z8A(6Ow?x7b^aVolq82sUDsN5T+8uR+yE?|Nf7HC5;XvGhAfX(=@0A2&t><YN`bz8R
zwuBCS+R*{X7C$XtiUVG0A&;8y=QrEO7*Ur{SL&zGXQ2m7SzO-zysHJ(g@t_W$v9<F
zd3It(3YH@n!9B6Xf8qSP@6o9ZsM4+5K;x*c7FKR06^S{)VfK(ae+;t&*!42#z?zW=
zTQ?zG%??9-#1L|Lk=(Cy*?}YYW2wDznk9&-)@63E2U?GraKwL4V$Iw>K_mKe=ttB4
z0A7kh9e0iuEKV7S7vWymD0_*`0d^|n<PbCHMlpa}=sJ#B{VyoB>V9?OEq`n$+D2r-
z9DCy)yocNe^6L>z>YE-vg+}~pK5}?4?~D*J>ODp?{^5W-{=H36lWSj@s^diSzqEmm
zB_|3GEN8oC=m&4*)N;rpT}TbejDbqsk1Fn)#@=d*z~R^J9kItgxEMXb`X5~Mgmqs^
zQVG0w*T#zV2>EKMs-tes*=k0|oDvUrmP>nlxSk*rg3Iapblz#<INr19yuXiyOit+c
za=jlY&tu19{GYvJj!4nfvRE|C5M#Q6**#a2CM@#Nb1QK`G7?J)GkB)|0P}5DNl)1z
z1&`Es1Y{iXJ^q;JJgj6?s9y1*b{bQq;nrFx;xL2lAwk)B6)dBdBlN~|o~u*9%-3;m
z8V+De065;P9znR;Xs<zfsga?=w45^747tg2Fi9P-KAjVdjG;j`H>ec}VZx!ee=BQa
zp){{Q_vVbFDR5W<4p4?4Y0BfbOvV<_En*E4s>(QD!jnIdZdBMuF2Mw0C78N~$Mj*D
zurb>h{{W9z3cL0#_f}?&ifP19PN$R8*2K^6s4R>M^7~I>*aPX1-n~fuDqMyN>(4{V
zfqXWYf>e(BhyMV)jhUZ>iV%<h$8w;8!B5vX^&L<D08FW1Yz4j*F~G83!oy0kKbv2t
zUxr;GG5v+Ps4I+iBeP_BeMd@Lqol5EFJo&C-r7|@1>a36fcO*T)2!HWxo3>AOBh3*
zBik7J`5xrp_WoT`{oU<n$bdR7ye+NiE`9?5Y%X~k(wg5U)!fj6C}mk>lq-ltiOJ+)
z#G;&bX8s<(PPq&|*JQ|Kb+Er3ZAsG+owl&Cr#JSW;rl(UFD2hrYn32tNm$Ebsal|_
z=16}r8!`qTW2p!2KgX`G?B1C+KTeU2?|WG3Uqk-@h%xdp;F4(;Pfe!M{{WpmI{j|G
z2pT#S5_v%%l3rGxm1&>s3s6c#l|wkft9DlGr|Hw_97n5h?60IT*J^D%s)glvh6@qL
zUDC|rRcR76kxPM*Cl(1LGXQ`vAS(|40L?~I3wWE;NaG=R@u9N(Yhj=Kp`NL?Jc{1c
zn*RXWiDUs<q_uee0M+ZJEE}9(dgCJmV1~Hnajmx0_Okd<hs8b`oLh9CQ&}nQB=@7C
ze$9I{Y(fgP$^27vvO<<%uQ=wgJh57Y_8hZ=k<-rWDw2D9el?ipj=<mH&Y4gD07N_8
z7QUyEc;!X%DZFxcX5DBS{<D8w=|Zu{*7fw!Yg>kUHI?GE7!g8PD=dj7SFb({@QvGi
zy@!X7Z4#Mq-)^_5ACdgC!1fwc+W0);jFe)l{(Hx5MLak3SFt0-9jaE9ElaM38CoFn
zC%%xkw=W_y)VVQ_B!m$z&3r06S$4Zd>^ScIE1Tf`W}@Y7!o?MsC|cK8`z6UKWg~L+
zqMA%RK}5Vg&`;aMjD_fP35#U*Aiktj)6eQlwNLHP(_!Ng#pE9&d6lV}ZD*F+@qJYa
zQPWr?wNG2E{MLW+Q3r-=H>a-eG$DT4b)%57ERI5{BJ`(|C4pvs1C_h`=*VPOSkZMV
zb)lccx_`;?UoyF3#k+QPRBFSfinSD$m5H{GKG#)KU1nC2I=A&kqQfT=#ztn4wi$;?
z<B!vKPzf#1mxVG(7$(-IKlZWl1y36An>+pcCC?%93R>N!?8zK=W|mo?wPd|%<ifPl
z?52KvyT=qqAcg~?BZJY1u=&Wj@2F&)%tR-Vu<qwo-H1(s*m^q2F5B3}W)-h`0+n_<
zJCaFfXMbcB#hEmgl0a-k+*;bGgtA6u0Bmpy{Yh359s`*1rdcc=+j)=WLVqOIO+pHr
z3%AD0XRw4xF2-_OMAqk+0Y^`-s(&NM?J}fmEb+v&<5>Na=7?Ak^rWBPEYcOY>=Y=-
zLZn6l#tn_Q(7xxq`&pJ-lI^WD#z`RM6&NeEY%G@V?A>OP<0rX<SmRV)MM91}gAg<_
zmzB3zSSa8;d#YuT0@*>^Z79d!d+M}iih1IxG~y`WTQzp}l`7OLBbYVyWRbWsgu}}+
z6Un~S`gLUK>;r%RvF!bCOL9@Ia4smHPL)40yG|{){{WkOZ&Jg1v8`F^O|kN6Df6&(
zpX7Fsq>>I;GJm!*T1LS@I=bR@1qvYq7yKz~jPR(DK6~lhYdk#r%CxEFJBQINJ91mw
z*@IbH#Loq4+}+Ur2@16?dk#<DWg&|H03Mo2I>x?lGak-#>m6hf2uaWzlSS`}{K52A
zYx_$70Fz$4F<EJxyme@~_ijCSLb&&)e2~f*@^0U+OY`L^<xmBOF4~H0W_XL*;`SA<
zo@=bR@jvY&$bMJUy~?lUeg#6Fws@V5inliYLsb%KmP~ssW|3tw2Qo*H0^=vGGLYgy
zA5m2;10{hSzaI+YKja^Af7bhNsYL<XpNycLyu%A~?6|+-UnajfKl$G(+V1w&TVb-d
zGqtNz&MX-iuM)1O2*x3W3>0?iqmk=mF?S=4#e5+)c2xN-JhB#*#fjuW){-A0)K#@?
zyiu%itFPDsl~WtBWh8e8InI8V>Iq7uI~eOw%QKku;d-@r{b3_RSTtzd9hk3th3w1-
z?!XLsdj9|(xqn!IHbVx~TByBV10?zoZg^2=#P$B=n-yhuF(L_yHh2bX0#NqGaoaym
zmBp0!7?(`|ZhY#=?R+MR!AS&>e$V4-U4D7-jcPm>V~h(EY$Ah_f*1kKk7Xb?F1k0f
zdi=8&QGJY@G~-u(s&*j<l}GpumeqT4<CFo^xNMK=?q4|M9D&?tzw_vhv_?<-glSZk
z&QT$VhP^a;jjSzLz~CZ%yiQ3_<3Do{a>LM%P&%OIV=0pAFM6IZvZmmCy`1U`d$Kj8
zd`JXn14ie!xWweKA66qBh|gK+_)OF2r<G3>TUyF3dJTCOo$Qit`a^=8LHn5U<H!ae
zoDvED0FPZC0~^w|;AzBhoxd7^)cG#gVP;9EIgFE;O0uh*g<y;6_XCFY2cz2^S&6oU
z)FuJDfxYXl^4+~6JYqMI1|wXCGU2eS6;Jzdmd|0|qEIwV=|@Jw8GNK`+f<tx>!)PT
zJTgn|GDjJJ0~seg@x*rn_4ELBJk2A-6^F~=Q?T+AN8bzZz0Ihgvn*01GL#a+r-1;d
z0mB?~%JvxUI<02r2(NtyXF5dYLd2!^(eqdFoU_V>8B>^4bYMeA#BxR~FntL0&JIUa
z`F+5{_Q4=7m5~du+(@~m7r{IZj;>aQRbFyN8cA4!iV0FmWS%9yqxfeX`mOteuH||v
z(SyQ^$462WgGVcVE258CGerb)MqqDrBCC^<xhTYafw7!+KD|~tPgj}c7YBatg&DQD
zfmE2ZzA}*VhA7fd!~*CDQGy*X!-!*#U#DF}W#klHyf%u_TX4OtR*eUY_|rt!7Ap2-
zW69cJjLG(K;<3q$pHeX0hp*|>>y<vyayVCupf)F3w`jaS#y0kzI~3~#i1%R{^HH4k
z`#EQqd}RLs>DH^%rHM%v-Q7W%oD1HjwqG82g^(#NWQ|!!4G=_TC5a%iqL8eA<JL!9
z%3G303e)OazP>WyU`Y&neb^`Zh|i(M0|Vdrb@iOUfG^u!6|8vFq-v}I7zJ>kfu6u)
z>*=0>b|9W(vZ5q{M=JDK90L$rIL~kg5udmMM<x&aJ9g^`%v#p4uLmf6qgsks8d*e0
zGF`YYY!AD>Lk{XYeL6X(SfeB#DEumAa=M|WGspffl1(*xLM~Fuf>R+w$v_`^mF}kp
z)7K-ao=;jITF6{9cGF!A7_L1qT<dBXc{h&B6oFPOv=T9Jqyd0RU}FQg8U9^3!p~OK
zbU&SEbZx+cRax{B$hcU}0*ssw?T=Ep^%w`EmpB#!PBjF)2W{%<@mGPa;b*_VJJzu*
z5{XA3P<_gBf21(TIQ=@Td!w$d0NWj|%lLNG(B$m|JzRXJ#Ng0wZED0wiq&h+AJ{vI
zmyz}D$3Ick1$ygGkL#v{aX0+xQ8%b;hu|n9q0z@n<awfK{{XjYCG1DqLlVkPex&*z
z)2o(OQ8^ymSycI>T@S;B6q1t&){5SLqksE)TQF5(iE@wK8gj#OJ-x6p$$|d>r&a#|
zYIQRGNUWLwG$)lpvX4+%yqBn-0cm8pR=+Gt?iatQApZbUdXNvH_3H7}nH4vo9-kvw
z%C&~?`0ZLr;8g&jtf?m$+RCE)vJyz;fLXZ=^BC=qr(DDS=hV%8ZUMI+%9hB$jWyPt
z9|-tPKPc9+O&GHrp5TT;ra(t^B&p7E>-zqkJ51)<HhtB)B9#{TyJ-jg&;HoFpW}_K
zjg@GuHmYeLm)VV6s~M#X;N%=APWbJPjy-)bllSZZ7bNnnB+EEr%zUR?>ETLGmv~OX
z#-)9r;w7mw2f=JPh=5P2KnI}oKD{aF{^o*gz$M|kO?iI`#y)IQ?YISjy)5J6{{S*7
zu9YRT3vu?ODnxCZV+7>^IsX8UZn`r2pQJaCINS#d>rAE1fh<1oIMwgt?}fM9-y)|{
z)p??dIY+-4Mg-vT2)JA}So;2hq<-S}hfl-6X=7u1X~T^HKUl_%b||?$wAgu{!1XnL
zF(mhEBiU0OXkt;xAXZ_>91p%@jPf}Hu5azHcKv>J$?})fUWZA2b`l*Hl-hqD?`ru%
z($NbhB0cHUmMs)Kf-yn%yYc$^;Qs&)y2EE<W#g18rSI_+OGk?$>}{g_>DBndNx0N)
z^^3oke<rL;3}8{ACc;w1g7Nli$sMv+^^CCq`gKq0y)zY5$~FRdj#RYt%vH!kDIzvH
z+kq9np9T4K8vY3%jO&+s5ND3kCy-aOLez;U2)ry9;gZWK@Ao$)7zFe*5^Tl#H4a+$
zEN$V+zKZr=p$;ly!*L%Ky{|^A9&J;?>Bf}oO4sZrZhMRQG0g^ly#?4nVP>qXKH^S6
z?l5pbFX^I?#1g#gs$v+~t)|=6ULP;i-ku%p`|(zw=QW_6-T2I<R(K_m!X9;+P$O^t
z<ZP|~0K1`Ne0`pzrF}8X(`#D5RqZ!EDRm=C8;y53l(bM89=nHZg78n4F)YLGBmV$!
z>~MO5Ec{L4E!=e1zp~Xc;pHgYS5EGAMEN84Pr3LTK$=AV04EQSZsd-?jZ;q@i^%sr
zPij^YLrXzgO7YX0>_L`Clk8YxA*7Tk8NA^8Z>VQR8Y8w7!mAnGPX`J@@`5$jy0Zu6
zf8GB8@6X5fGJKmQFD=#Rb-NWr*g?0|$9GxxacZ}1==9Qf?L#DFERoA*L|{OZJvtxb
zqmZ7YlH|3tJ4L`foGCH)-WD@nD8U_vpM4YlEdB7){mxz1Yd3|wXZJnfHJZgs7b9(4
ze=T^VMA_K*FP+hfS*hBd&b}#5n{!pAi{4LZ!m}!by-V7;I7BvO-EE_e&*AXnO(E+z
zxu|BvZL?cd?*6s3-xqA`Q1IPG{{ZpYy$Q7v-m5(+B=+}G?a(c%=5}65u+=G4kGd6U
zLp~RlLF(NtQXf(g`#@>>{<XhN>Rz@<GMlOSLGA4EtB;z{2jj28Sr$2`)a)s2WU9tG
z=8esH{{SK@@debF9tyMCi2I$#wlR^{KF*Y+WFg#6ztXQ5u(F$tZ}?Xyz}^TpacQR7
z3w3JL-{>|*n>}QqUMi4X($lk1SCO}@T9%0`CR%5#7<!Y?5rgT4zn1sE@upHAL>=1q
zQ;%~&bHV&B<9C{6sa;YdG||_dYjonHvbNJkBvL2KOkeF}DZwxkJvhd}lOj--B~<yl
z^yf*X%n`|PZP(ZRv<vuhm;KqW*ljlvANy%!{{SDWUu?zxXNfWX4S5W6$!0q*h=fq7
zj|YpkId!6A706?@;2zE$)J&P|kcPdFja9yD@NM^*?&D2QkG_{%QW+^dz|qS*l5)(I
zXe>|oTIgW`MU1(Xm>)n@LcXAxa<B-5CF~C&N8!nfj~&^;bHoF4<3L*;0|$qQsx&s1
zbc{_C8K#nZlJR)z!D=BIa7D7^*#fL8IE5_4o`#1R;snfY<bCu&m1S?+7gBiDPUfWQ
z<)MCfB)+VT6w=2CXcofF?AUgAgCp{no&k4}xOd}@wt%iXnI+I)hj(px)Ux_^vz~NF
zkH~j>O>NyqwiT$?s@0?x)n=L~l03+ZB^cu=WlV%KpyH*1f*6C-jDD$(B@G?Nj|vaz
zbiSl^cG7|6{{R}+@on>4oL#fMv9FNQrE`i&0?9I0mus@20-CzCu|0xfflElK_esQn
zy<D(zlPH{!K}1alY5xFFsm#(CjAp{)UfO8B2>5a+lBU|_M!8Fk2%27Mv+k_eky~rX
zupZ{KkyMT-zzY&!u`(W^%9$T^$lgsa$;y@2(?CcXc-D-6<agwn{tf>CjE$tbeU*JC
z+UDy;sPTHWXqn)(?OFFG*T-5=TAFL9^2Eq99EzoVNeyPn68m&RF)YCO8<7^&9>6p_
zE9U<I@~BAT>T@9n)y5mUn6R+>mzQOHG5NR6TMf3(SSU~Vvx(6JaJM-e5?8nwQiJRD
z9aaVt6x>C$<-_4$B*W7fYS*ygUcF=NEdsXVp1iJGlu|^|x4P;FGOoF0W%~Md9U<x~
zvNm7-^}N5!l|`QkhApZ*$6D*v+p|*S6D)y6dB3<FlzoWhCXB9d3kEsC&*|4c%#t}b
zIr+wy@9h0+pJe1DQkEoc8hBGl;9NEvTNNVodYs4CpKeRs1A=*abx!Ki$}s}4J9lw4
z(EYm6I}M<1Hn5>L&H5#qTTxjGNe<a^7?9j!48WHpC@cE<4^H{&&+NICWj>vXY`E;B
zy~gf{+X)ALz80Zoms4d#W+Em`{{Tn(n6Ib@7|G@6d-|W@)t56W7Hw_E^{NE2hI^><
z9wvyiE!wV$69U|S{6beCFZRF*fExoDKTembqc-&bw{1J=yEcuzhNC=#aFRq*-By>-
zBNoYX_JF4ckF}p)uTOe>OS~Pr-(L!Gv9w||<wIMvOr{_eOUWT_IV5*Dag&}s`{O-a
z3qTs`MeHcpzD;=EtyJk0f;bQ(`zWm}pY7nohzpPpWyv1BzP_D!$~Y0npX*X9T-b7}
zUx~r4pJr-VWQs?JjAt1sAncvk^DF+H`c<7Xz`mp3XXp1(2yEiiYt{H3p<$ZTkfU1s
zcQGCf?Tq$k<&3Kl+ZfN&s?+tL=WIuCC$@{7H%Fy`{OZTzGD!rB1ad|aCkyS4?9m+M
z06F4>V<Zg!0Ix&Id6bebd(vp2*a#x+a%lZDu+*U)n(!82fIl`1m(Sb-E^vqVjCHm*
zNI4@#+AT&V42&)i-;GuEpCds}Xkxbvh^`ti1gH835zR<K3omsT_39q4?Ym$XQ@K@j
z9~#|bZQv4bMk)S4o-I<XI)Xtc1tiH{U;tN;^jxR|13mNCGs8&nvJ@2_n0-$wVdx^l
zSnA|y<4K>FeBb06{q6m1F;%L$X91YM5=l`Y11Ikaa(y%Wy6t^G5<I+hXhQJdKRT>r
zwn|D=76PL6e?R$kcwEuhK|HEBy=Q==E!bgNRSpmWJxZVF(=_NwDuM{yc~k;9q&EzA
z8jb$|`Ns3l9N8l5bk?fXnTU?tNQRWExa4E80+{9<v4TMzvIkI2?LewtA#evOh5cpH
zU7%5~P5Z@5iB;ZJ5{?<iH)4k*Mo3S)?*9No`t+86Z_mK)3x3Me)J5ZCrC_I&{A04x
z$onc#%{ID1UPKDdBpi=-1dN!Jp8b6{iPd2!B9~b&T|JG3#Z;q*+e~0&VO*SGb{QiC
z=Lh}=sbqc96WVGQYcT%+b#hp*$hTwn9AlU3*m584^!5Hdc}<S)b(*wzXO39Eu}Q=d
zv{A?bZ)|&EvO9Lq9G|aBdcRUwFysfC*m%~%at`X!{{Rc|b#EDr2xDe6y~F`S63Coc
zaKL9Oex9eVpL4qWkaZx8$4xobcOE>cZrykcw)Xof@<t<ZG2y{-i^!4`r*J=*{{Z3F
zTIsz`HpPxrHzjIRk$~Vh)oA=}dI2z6oY6hTBp>U-F+m%iDoO9#Bfr<TOcSau;d;wC
zVPnFsKMMGBR<W|DBoamLFtQ<$IF)YR;*`hS0q>rvKKscI(aH%s*4E`}*7g_YR!^8b
zK_iN;$Js@hVv4ht3J67fp#c5FmHz;b*Q&oll{QHe4=5G1Qj|M|jV;=b6Kg(g6{uk{
z8j*#N@GcWSc~>N30e{qWVa@7NL($$Au#e+MBb}u=Q$Z(()7xp#!m9GiYB1}=n2nYx
z8IQJbK?k?;{ykAKI=f=#vn!DpTa(Z2dV)f+fPkI#L-D_eFKhShu}A^09h8kC{*tAO
z7IY2u0f{|yOmA~9Qosn!XA8@pjq7h!rH^CU!i+y7?VrSS2JKlMD|F!ehyXkawMhAb
zNFWT&f&8=j^n;~gjLhJSNi8oAzM>Hpkr98nt>LE{(GS>n&RU-^(NnLqVfjCe1G3D@
zJ*$0@$K2WACL}TR#yYt59BD9T5C8zSz1|hPs$u=Ud?};-%hU1CGx1w$k;2v^ja`QY
zX)_T1l~6+huD?#ie-4m!c|!E}L-RL2U{ZdhNrzg>xA?v*T;Y<i_N>J!Ne=<-fLn}Z
zKp$o~e<AhjncyyT^6x|EM$`Dzc#z0q^*A558ZYa=Z<?m@Ss(CV5X6Yk_EkRMP_pu1
zG6a2!pRRg<W@ba2WXq9^glaFLJUDXFwaGI#nT@<E5|722eI43u98e_DAd#4&hx<<w
z{lBZ3Z|8y5zT@f)I$x%wnIDD8<JsX#7B`Yh0#3hmR=oE}8ja|<tH$bORxzxcT><ve
zFxec)?tZ7Ge%0zS;^YQA4!rd6qjDva9Z^t|aeZh(;2#_!?y6t8SUj&F4oU&;MJM&4
zJVq7N`V4pP*HP%+<}&51JIM!)4~?GhmLhYfI%_QW1sk;>g1txqg2a4q&j)ZpMroq^
z(01?Z-{^X<b*`ut7A?f7I@9ci9=vg>J1Ma6i~j)NXvIo+W|?c#!F6d~yo?n_V_6cs
zWO4uw+=&^_Qgp1dDr`0+@jUCh`yO4MlrjSBqvl=*`PZH8)VrG!nfR*1{{Z%F7)z3s
zUSa6Sj#2VY+`rX<>6~>dd9QvI*q~Ji3f|4z#8Bq#&DG71__*S-n)jM6DP^arQY$Nv
zwrolN05&MBq5OF)1z{Spu^2<p1_<(`^yD61>SY|eMcYy<Mn7iXwdx*Wwu{I&H!o}j
zcAsHSQ+5Gjk(Q}>tkj*Pjiidi9Dm#d5|!-0GW9=6=-AWdi6pU9aiHw)y-n1*oY7+g
z8MCncDKY*1`F)taUiq)cF2^z-h`bZTwf+mJtsJ$Ysyxac&a=0W!h&eE%=MiNaVj@7
zM0Y@|kEE~yj-L}^0HJNCAzVkR8DBHgm6*7>Cz&?BysPGm$o~NHG5f^Z{@d+-(`NZ+
zV|(B@en8&*k*)A#*XniG-^i`IyfqH~DzCWz01prJ!BTmqhQGMngC64l0FM!hB#;6n
zDm4b$c4?(iCwG;KxjSxdK0keF*U7)K-Cyl5_S^pek8j<-jDF!XzdTg=lgB&{<=tP9
z>-9R{5#D@xv-4ZtDF*xC-LA5>?{m1j<NCTDV-m-D`&Y3p!iAyjBC4WS`mafYA_?p+
z%c$(PcXj?fwEqC0=g$Pl#J1AbvEkr;>iUTAy=B4sU(ro&j~$w8=u5^5t0;=aqA95m
zKW6u={{Uh}Kz|`)48*G7aQ^^sv4aXiz<E`P_;RkbgAq9^B!4MjK&wUX9E#?P$Lj3s
zrpnbyb#?b?S+r-0)#_`?itL!W!?B-XaSAAh2(ZV@s*EY)-AXq{F|Mc;NI&@t{{Twr
zcwtzT*7{$@)Ykk*@ugTcJ}0V@t$1r)l_e0utz_4F5OKcpO2R3>GCDgcAdOHIRb(tZ
z#&9;n#g<HnahLu%Pn)*FgzA}_aOTL24ar3h-7k{(Kf?b28hIC%`IUP2wYqp@5a}&W
zDM92Ll%+CP)!dS1g(K5du9Muj!H2h2A{mr8BdJ5u?57_cKX%(d9M6q&{Atc~o}pvt
zlX6dI+ST(f=AZcq`KQX}y|eIZb-Y_aM9P%z)34$l9igvKF>15xFZrDD&wh;1u>4tI
zp#?mB)!D%0UPb;p%$5T)Pw7ep*;O|S_nt=FsyV&q(6J@-2=xl+djagLkHh}}`3d=V
zPrvc~U&}hT-)lUAXlZLDy$-%PFHINS9NsJBK0kKXi|;P2cIFXeOBO*qLq0&S^>1bM
zj-8BiF-XaPa?<0S&*e{gU$}ZNR&fp-f-I6gSLfYY?Q?tJe<S$SZzIvcE%`RkB;MhU
ztTweRHGghct;;=evKC@!+b+yha>(wZJpTYX2{qokWb8bRSh2ELF#z5^-e!O^_@#?;
z%USD_47_21>4tW!%EZXa$!kQbFE#9jBvGF1N$R^aUZE=bQ>f&PY{Zgk_u!hy^b?9x
z#$?!WF+yFUia1J>&cTowe#BFS1MhY|zP&+>B1YR^;p2MD*O2ZScMcRr@^6j&bIhqM
zo=2;xB+>9_r>RY1m?GiCPubqrx<C9ujInHT^mzt!@n|fd@wMr5?pX=u55le90pM2m
zenF<x>PkqfcC=>1kxd<1bkam3B#C0niqQ9wPh$T7>CsTia$jg9xik(`%K{k>AJUQ!
z{Nwza@&50}d?Vq>cl)iaKaU=7^1cb;7E@bF&idVP4S)NV(vc;85HOI&70-PAtVdRK
z$`Z)92g(2f!<}#+eJ&<OD?=z}mSSA4m$3%g{{W;53i(OZ_!DaU=6AC~Ds^_KmNgL~
zGQ(A2AAK%TpK~n_aK!R1j1R9)C&!N%THAE;fy++%;O~I3C_8qqXJDrvf8jC7;(Dvl
z#T1hxK*mJi(xhPsek?nMDnFJ-RNk*Nc@VS?HyzqlbFSj6V}PRCQq201UtxYVXJD46
z_R>Wsn{y)p`=)UD>zd|cv})l%K7M``$g+BAY}q3Ok+>RW{uGK^SL?~`pU4pYE3<{<
zeY~Iqsm2*dBR%?|b-2lhgK)y;+^^YP2iuT3fCv{BuFspiYi5v#mses)4Ynp!h1xjT
zp(H!-M&b|a>HK<g?BOhGSO8C_Z^nrCBr<GvKPCSFN(9rd0>c`q5z2Fv$yX`~`-<ng
zDDFKw^<$DS=EmUF4RISr*JmGva9x;3VIx-N(vAf81DE?;k?K#NKd(jO;xXZS3UiJC
zKonQHmyFG_l)tqpBOsOl@-6irZVKga2V>u<^0QN>#2g!%brL%O7h3+a;}KLZ`3R<X
zkTNqLw~-hNAAFYNaC*i!xFgFUW8-RKnCuq9_Nm%>NWa81k|{6#)hq}j2eCNhKqO!v
z{vBzR*9uSQUqRzV!HmaJ1*l5<38?vPNTP|M6|6z-85NL7AHR3T4|9Q!PTf72$&=Fe
zn_F)aT1rASlzeH#*KO8XXwFJ8hp-_)JeMq-a;F7{^Uqv$@??W9%Hgc~j=@C*5+|C1
z6ZwAoN#%}_O5fxE04EbF0IraqSyoJAn)f7U?gJgV>%AWpI+iGS@4DZJtwc!~(_b2K
zd?w_38Vh9E{G^=`SeXQi$FWW-NeY}u?0fg=<~}>&03=a*Z;E0obJ_OqsGl+M6tb<d
zq~6TnFpe}lW0RW&3Z+H~R`u=Dp0hlS43Vf^RO#PC&x><-hwlCz_0wIirmC!VR%l38
zMiTp+QHNvO(+tDZcI)O&sXWl-G*U5HRzhqzTZcNz!d*5Wm<yUfzHz6#i^-z5PA1KX
zj0Q-Vv-fA0e#JogXSNSryZn9D6veW0as~bt6rV2;iADIDEqrmJq-txU-BGa&6MG`W
z>Z!^XI0jB&e{m4~#5OXguAPh5aGA=m0E5bjOjw~iZE`zlysPmaj#{Z5St?T6>UI_5
zkQov=YRp-Jv$C)u8F7MF4y5O+{xo>gLb54BtayJ4X1KW0#K+T99ko2^d-MMQfc5?#
zdG;PX1eG=J%p}%1_alg$pZZBNnBh<Mu1Gohbye%|oKjyOmmdnRW%MYwnV|(#_I6i>
zx8YrW$4e|Xs-)0M8~XjSD`0m8v-%%S#B{?GGeM}^S0Rp1%tdFH&ff;l;n(G#PPwl<
zuOxBtBa)*YQIyBpOAg(;<F{5UKB}fqMp8BdVL{7i<k{b9RJcFn2;_-_1_D^{1LKz$
zMF;LuJwKoD>EpUbAF3EK+WLN8HG(TZz7FsRC#hJ+0?7r4k;A$sBn}R8d*=Z9e!X!2
z0C{_vv8Qw_0-@nVD(>M;Ca+A|(9|PTjMTW~M!DvY;1q~2e{42!+p!&So~@rO?sFqx
zS(lYU;?755sz;M(>r(Pa?Jo%8wxPHv&JV5>l_LR1uh4aJ=pA>~>B^hGaTifp3;@@S
zal*Qf$+1;TVJ$}J%F(YN&DcjG;HDqzj;;7TN>w_WSCfx@5d070*iyxrt5%3K;0Td^
z=zt*q0Lstb7Bk!fgVOJGbtIkyi{{qm-JR98!p)%?)gR~I3E1m3;lvKr+Bn0If<p^}
zq!ZbSu0FqBqUg{D#gc0sye;soG;F5aXczHsi!I9=+fN9025}pJOFtgU#YQklUqhS@
zqW4}yL5Ub$Bw#-4RPpinQQOD-Y)3T`(ecH`nNSR*j3LJv2mahQ{{XY9T1avxc%}0%
zr)@qJvoJT0nW9$bK~G#Fw=7Dk>KQnpP+XP7M<8dh@9EUgOD9f_<4aUbr8v?p`-ib^
zdfO-rZmTk-Xb3IoB!Q&Q0DEyGKU{UwKganoXJtn#uneT!9zO~qCJ$yDDDnF}@t-1t
zK|{-`#Wfm4$wFB0(f&g#aeH6@Kj|gFWj%p)IPKR;>Ji165LN!xBwmh|BR!Rf(}(k?
z$8)&d-n&kP$(cVcxQcM0oMnE};GBP2<G23+R(j_hb02CL)Qg%^mx>*>0mGd}OHvpo
z*K>oq+KwA#uoT4PtGWP5&m14%daCs2Ol+{m`){<=5Dk%fXNW%vIqT^m@q3hNxRcw5
zDjb4AVnAX@<&GqE7rRp)1TreAkb*(ye)`1GBaPg}34g++Ym9BGOp-yI4&=B8nu5b9
zz~{Dl=PjT0_+uTcENx->()jTc)}eoy>!WC@LlO|P+(=Zg&QeeImOg}fWAr1YeLDxp
zRFb-J6{d2RPfd8<u8@3hB2%S3WHC-_wCR98?kU{}`i1lzTDm?u$CglBw%#=kJ`-;e
z>8`(}5@PXNG<B--AyzR*A$&M83@A7t<Yf8*{{SAb*0XZrloO!e!13Wt3}<?_mRhr}
z_8QTxC0Wer&)kARC9#tpRaKcIF(iQghxzq)=`$<BmIqX>`|P}gTzKIGdfT{nP=jma
z>vGG}nslNp*%7QsT2Fq%M$E3h#H^_@AOL6FQb*UfOxe~%wT+E-g^EN4?hA3#?P@4^
zp1WOH1*2xeR4XC;In37~Rd&NPNh{lE;3o{wmSxYTGDlj=COC_0h6c7lBS<&tPN(hP
z_ZhnJ4X@((_Vx$%>H9Z)dSO$Kkm+flH{PrlW;UvBwXsKte;t*qM4<>J0C6$8i(zD`
zxmd5Se|Lp3$io>p{{S!~8;=^`{m%Sfr2WTjCHaHmi7HX~KBtcDJXg&AGV-eO_|-p@
zzCXETZmc@RoLP#8k?A%P$u$dy+^fb%uVadsoqIPx_l`f(K0Kf%HzWR$-`{@9=G|+d
zH1dL$8JDwM8!-O>Z-0$^_xWf3FT8PnK-g`zekb#GvrltkZNG!+yc1)#w`R*ZX+5ht
zRk5auob%-!qPQT#2MgS<SB!6SA%!DJlW1OMsS^8hs650N9>boNI?<5+$39;9f6IIu
zNdEv9NBevIxA+$8NwNO`59K$twSGhM{id4I+lCa-YbCR7*7fvRq_?m&;zd9s1OhrN
zdyAwj2MQd8o_0g2<=x{<u|2odMCmN?6pS}M+WLU_)68maJ|och(?n~u6SZ3tUp5lO
zX|<0%SVU=pZB-7e5=G2>nCI?2aldlpB#of+i`)(s(=c&1HSMhz^?FLXecqQ_3Xj97
zY8y6VLH__+%#kYBk{1djhhn&IaC%JV0k{%6<@uqXB?9v`d%$SMJDC9%9BV=THKDC-
ztqp`PLMS!bD^+UEEOE0X)tMl_Y6Xw`(ZPK|_og`_!XKdo*t#w}CpI})=z~ui@~Vfp
z9%jIJ6mDmb6K>D9F3S1l{{YNy?m{n<K6&_y_Oq@Qrtqz_8=o)pNdEvTdgF1W@!4sQ
z@O7UD-?8L-_kkyf;agciMU@l3UqSm<r7I+v^DWn9$6;>zpmpru`rK6M(I4EAhVILD
zeY@-BTla1M0Fi&)4&T8%$M%bQ*NfBmd&9m!+j(xfwx_{-drR^L+Wb)1o*i$I`FvF7
z-EM0@CwMEtWVCTb#y;y5TzU^nm?j%S5lcuc`ux`6ZbQfK(z!-_QhifIScotEzpZHZ
z#s2`eUoHKiKke({uP6DZNBfNUm-l7+Rrv4sQKGx1)jpE1#-I1(?f!G)U%;1f<eREj
zyi&!zeeHI|o}{x}cR!B{R%HpYv5@8NacK2Y4?gN=hmkCC2_tQ;q!33w>iQM<uXVGZ
z_Mzf_Xf#W?mXubsyZg<-E!n@U*laZozp-MnduAQuYSuujo--FY!Rv+p0F-d?I&M0?
z97?$bjnr~pHS{O4@?`3%Y}T~9M!fuJRi^#HR=Kc?Te8tfK@nk^%~L5$5k>Aaa7}gO
zKHN3rlkQ-C=26S|b@SNjQ%u`TU?J_UohAe^E~j<5(+&Rscj#@cEtZmFZXKYFR!Y!2
z)z_+JUI?7TvdAK3KIG(s-x=tV?H!8q{3uZqc8WdtW%~Q%k5-nCzX}Eq3=u^HZa_Rz
zMPp_~InQ(7)b%pTvI7%bo(HmrnMk=jsqy{0cz&*s+HN<>sc%^oiD7SRKGH`Mmyw<?
za#>f8+y*&z?VnDqKG%jP$d+07Mwedi8t0z)&CSQghaV7M)q5V^JiKe>NB4*E*0*i*
z7oBcpHs4*n@(rU&EVL}O`^!Ctc=r<QwsM0MaY!(sBSIqja_J-WXz)7G$&B4e*TA0o
zqWgoPJjc{?c4fJ@A=uabD>!~Z_^Vr9xQ3~(X5AS-Gya&nEq}i(Ba`~3m$$i`{=ctQ
z%-*H-xJ->8y6gCIt|{(3C~?oH4ZU7qT#NTqzm4h5ofK3WCy}CpMV1`1I)FHWevXfx
z-=|!%UZ<57O1n4g#z-Xb2ea<hsZvI=4XyJE5LWo!UA>LKk`}I3^93PUfREl^y${r}
zA3@mkH&)FOW3f|VRI}5BlCf?Z>5uqp!K>=F(bc&S5gAmZ+51dxFbhfs7_c3%K?GwR
zbN>KxbuEyjdq=1i*XMuZRy-IJ83?wDG_`3IKLNqy+Dgu9MRGQb`%Y7|k+gqSD~<&~
z{;tIJFSL4$ur~QLJ8f=#wGUC2IRLR1wzQr6!}~zj12vizB-d=2S=p(NYZxEY=vRSd
z$8az(dh1x{8!iyCFyEp6UNuq3g-dWG6H6Ae_Va#?m4|0n^P(;S&+V{b#j(kkJky97
zILJ8k$3!b8BZ8o87voIvaijG1^P`P_g|!swKqG_Lk%(uL>%~Xh7zO_TYYzGK$5c;o
z^%y3SNX?Xir+pm^A~*7LrBCL)MPC?s2m!w4c%<Mta#E#OfCmG|CmqH=k4ycdE6+Pc
z85=dw@xO0{I0y*22K7tu3vl@?by66DLp*}4%_rX+6A^_Zu<noOe?WhSS?iM?o7M*6
zE`M4mCzJugizoK^cX@WyybUC;7-;W2M21yRLPmrEERYl2<P3it9=dNwNpregh${};
zUrzyQl;Wd}t6_SYz45l&Q>00n7-x>55j}_rPzYeE9V7vfUq5ik!98$KadiHn(z>~3
zVDazeeFtu|9Js|tmybHGSNP&BmC85asU4cOzR3#(XIYhua@U-Z{{S*DNzZJI5!Zh9
z7gvMm!|q1~NWWpzLqdftcJMS?vGK_8swuS4%zc2ZEc)UcMIs(K_Amg7RBqrL0^Prr
zpFcYs!~tP{!{J-V-%byw^MS98Px#&1-bq>-^TMfMO2-cv40w>Oh2z9`Y?br})2><W
z4Ct`N^kJ}$7uK}H&yqj`-o$X{MB82rwluRT0nB7bxFE1r1ds>xuWr~qy*l}i-G1O)
ze5aJKv1)9l;+8Kl_+|~x#yKoRVi7;MfG$XEf}&B!zv@q*9a{aN?o?=%gu6q30YW}A
zvu*@hrRe-|_>~NN3r2`XFqsU<AG`MCKm#6_#yaagCn>VrhnSICh*)Sysow~PapG3z
zshKY6?mIk{q~$;19AH_algt5}l<YY69d+K9)uidTsS7(WJ{JBp>?E2!#oU!{R6*V9
z*JDy@SEKi0o)a}m3i4N1`;aS<mItxNZrumgI?R$Oh_E}mD5*X}Y7kc6!>7?LdjVG6
zNLC3{o<8dRs}!mmCzrN(pVu9_-~Q23H7r7~7d}76ooQlEWi9^zGHYsieGxTS(n46i
zKdM0L3WM9Y>&fmYi`@te$A~nlU|qLyH>~~gZ;P#6*#@adi$X)fL{Oqd3<f1&IQRPJ
z>DAW{uHPTibGvsg(Ne5z!r&8XcfJPDU8$y}T4>rSqdv;Ua=cm---jR-i68n7zHR>i
zCuU4@q;w}?97hY(!_!_A!C&$9hix6Gm;V6DBgBNB?Ks9%^XwRBx9QbWqfYsKHp#51
zr+p0|yOsv29&4f&YCFjRTNS}5IN+cx31Tn~8@>QNAMM<i#p*{MQdASb{#73Xp}i|x
zO=Zz?VFc4F84E?jI4r++5Eln5nI5_A*IdM$H<m$t55~3^zLe>F4`yXeH~A$l(kZMt
zmM#k@;2m+F>g+-F9aeJZW1qK#H~3z*8^d0kPcHb^S>^gWYU-~T2y8e^m@pTV4i9!D
z4&Sd`JKK=QlZhm0ZMt0d+Kh+Hr*@|FwrYQF2g42fHKCa6u1PDSNf|Ok^8WyF6taRi
zklnI9I<Nl#korzsQ7qAJWL4rh3sj#=vt8D!MxWvPk^47&lHS>tbx^<Ckdmqp1^$qz
zGu1=ec>caLnNosU{761w+4t5x1yj7W?NI(tqFR=vskHw560ap(e?vNx7{)k<j~&K-
zoh|ncTya3qpa&ox2Y~K9^emU$Z%a3kd@EPXZ?2-?&0}Ov?xPOy2?;8X>czmudmMEK
zw*ApRM$K1?LH)zKx9!Tc$7bKO9Vy=Mj}*{&hmTg%I>AbeRUvqjimEDBP9q?NA87CV
zv)9laGu#;2c;;A`7(nu|JbQm$ROi%HH|8tdqpMTN?ah7&OGKAU733sfdnCmu0Dn&+
znN!^QbT(3_Q3R*~SBar=9^-NgeYnu$<TGne`N<l$y;@&!7-KAem0WtB<a++Sa=xLG
z*m<u43%b6V@TIL~0D-MrJUh#5EEU?sT&ip;B9?AB3}OmF@81~j&|c}ymV7W!+aX6j
zV%+L7+qC>E#rE)BwkvQPgv_PggZm|&fZ>7_lL`SpT=mX+I<Y0>U=HqInXNzo+*@^e
z_WD^ZK|&>h76#%w@=#?{%of1L6>>X&4*hftY_$kMw+$)@5V-{CNu!UA>mt}$hN{Bh
zB7yUqEGWSTxIM`jMpT~QXCQa!$3V;ybp#_&ZTZnkgeU;{dnlXcIy!ZHS}PJ*s|0Nq
z<I5n4td&d`AP7R_W9yt}>(l=Lc4J|g&P4JmEx|Wk+`EXiP8J=>ynwg!e>xD+@!u9^
z5>?+_uuusS4OCj_=2=)_VzK!)<+bgwZsque10x-}v~)<iRQOTNiz`T*c&hFEN&GEc
zliCpB#~OV!h)6fm_qF@#trv*u<lGxE-f=B<Xj-n??MS0^Rb`RAsA^A#9n~Zfa>u4S
zo|}wV2mE`xiLS-<bC~v@l#h*BH_+=e)!~m__*QILURA1BN!E1Wp`OR($B`EfKW{u_
zdgrX=;|U_PU>B|N@?9Iv!l;^!zLvj{YD?G@_Y-Vm_TY}3w^F3Ag5RHB%&=E8>?396
z8Lc=dM<S#F)l(uh^)CCC+z9RO?yDX&yHf0LdeDy#^F1e*QG{<O?rm)JaXqMGO*pw>
zYU^iNHXcEwi&wI%Z4d-zyBcAl9G!j0%Wy9eT$q=9Onpw#&){lC^zt08N`ixh`Fuq+
zo*DAD!TMS?Y;AmV<jwM1a5lQF#m(&vB1sboO^_#8Er>0}EJirJ#$~Pxus_w)7`mz<
z^=C&UXl;8Q^ZcqQa2{3k;FSP6_;+xnbLSr~)f*m1Z^a<hYL3do)7Mm>lW^8UCTIM)
zMVR8bE7q*Xk|}J&c?RS{^g{Jny+bA{`eC_gTStnx@!DcocGWlGKReg#rqyWmcJ}rt
zYXxaMiaQGC-qUqtNhx{au*nQs`beTGFxPg9GC$nT$Ec;voP+AAEO?5V40t4Q>2p78
z)`5I|=M!po`yJHU^i;F1t5U^sLHF%fEetkp^FH$OuKD*A7LH-Xfb0T^H>vg98v~&1
zrr{!VFb!1k{uEZX^WAR{@NX}Ub7su4n)E5yt1W->+SI=szlmdt;peLc!4+gGFqu})
zM`?OyZKg+%{@S(8K{rYg$O!U{emYij{^-AFP5YyV!9G;@>vS|<IQ(H=4=&Q|ZLPh(
zius<qVN{PJ@c#fSr&d4mRA9YTR!DEcBzP<z?!xhM1G#jMfAs7~mIPOq7yIshUeYbk
zvz2r1z3mCJS(k8Gqq$rCyXyqMcc1v@Uy?k=4>;Uf+Wal&dkV`ZmB+BtNwo28@vq8D
z+sy|1RRr2Qb=Q)FUUAsx$e8%{7ko~?i6m<$O_^qZi>Pz^o%{G|Ia`%-o}=yVt&2Me
z;d_6nRFFq$BKp%O`#$}PX}&%>Uk~_FhW`M}yz|Lrglu=S>F!dar@LlY{jJT&tVQ|$
zMSd4^HF|OTXs(OM$6T>F$m&pHf9&QuF(YuXxgFjWj-BnC+_{!E4Gt*PnSlTS+1_jG
ze@XF=#~-$z+MkO2L$td_9py?s_QH(rmxV@XMQNb1Gr~3dD=jNKS>pUZDp?*iz#VX}
z@(;K%^UzMjeOr>dPt2>@d2;+~u6tTM*6YOML}KYt!T@4EU^%ak5vK~tACY`3Q?%P}
zH~u}XfgxF-NT_>KN&^C@wr7SQVwO^ilrPVSIZ^ALEQs?sWg9>S`gh*-*XEc;gfZQ7
z`hB?6f5&@SBH0Zek*3NT8F8&xg?YXCKv$7wqK<F0i^v{M7C)-vw?;G@Kjmftg$mPl
z4QcoI#;gd{qpKabURQ=7(Zd(E<o^Itx8unwE8q{c!8z=4)`=R%N2U(j{q!8pNw6vj
zJotQTLN=DJ_$P!a(gqEt=CBf4uM16bIsq`tBgXNnSd;x3N1(=feq?@`i?%!ZnG4H^
z6;+NH`sY?)&3tTD`A^HgyWzvWvKQySjr6{6YW?E{w2nbxt{VkmntKhCA>fW%?gzT}
z8TxnXqtwh945=6<+;77F0G$!lJ+he?@=qh3mc55<XIGK@PeP+jUcSHDNV!#o**VWD
zs+ChSvoH)ZgP%drGW8tHNQ_`;1%T#x{q^&oy83Po8#H*~{e64~eONvx_&Zx}Mv5Fs
zYO|9(BzugJ%BQpP?knJ9k?g0Tx-%zKmFJKFm3y+a?4z}ZZ-sG*7Sp;7ShagTS^d4u
z;kwCuw@a>`ZDY7yj4?o1)x#XlzS6%a)Dy{o^ug%9rO;$B`l+m7@YdWu`c*C)@AB}y
z=~C8g<k9&JNXItUS+^6Tx1=T8DhL@_5hUy}>7Kb?x#0~gTbKtX=kmQ6p^-L=@U7MO
zA7QVt;`;fWA(|Dgi6Y3Px88^(Q;hLoS1K{-(`<ZLv7ua*VZ4EJuC+tW%Vf!DNz|Sl
z^~>_Vi)bw*vIx;5loHDLV-uh15y-znt&@;FbB?xNyx0@kM?RZy?788}i^o>T7PjCA
z-Tf&K^S=(MuCiNLTG~Y7W@wPRLnn2~LabzujzPz7^y%aEJegx$m<8>`a__(Lrnval
z9n?IrZW-%ORN&75<N%8<6@Xx_I}SXCKauN}`<tywxjwe!Taq^FE%)}*EPQdeo1G~s
z`SZbSZ}r#Oy<+Uqx(+!U2@LPtV>#pN+rOvj)vwrHXfIG#kre>|p38Qh8fX<j<Y{*J
zhg6zL#ak$0buX1>4b8#i!~!_-Tw?@vC;2NjC+aJaiT?l-4kq@w<UdM`k-FXWpguk3
z+IT5P7Qv)*QX~k_MzcDOIAp<KNR)QT&lX<YSbdA{8JDM=JiYI;<p+rScbb$qQ*d>u
z+exbO8i!d{q=+p#+F2h8yi^xJ%DuU<KdAtY{Z~Ep)rM?<LlXiCB=-^HST{PYQqO_f
z(#c|KhGws1#`bEmEXfn6{F@Pk#IeY}oxi9O4^91{)IB&<MJ3cOpmy`+P&5IUKL)9^
z)@<W}BD)ZiS7k^>Z@B<(MpGc>s9&*CGQC-{`i^TMkgx2GFHtrw;&)utavvIPN07yC
zltL&j4{cIKDx8&<n@5h$0qyIYe=ezh;@u=DBm{5J6GEH?Nd%FRr8XWH<B;qt0@4WP
z1f;{WK_?@TlqB+22N~;-b)RWs=cAQBxZDW7o#u~>5Vj`uTJkRrsb0*ov<MsBb%~);
z71STOU+Sm603)h!z|H9L#*ZOjwig@-zYiMTsZ)5%G*YAyVKE_A_WLtn5g8cBC%><*
zI_)0S>T}ov8`ImTg=%*5<5fC3LTniDBX(9;RnQk=8H)fo@+!Ym+~D=nF#4*>Ktpy@
zrl#xPSXg#&Cv9{ujY)19DobuitVHf>vi-`Thj?)0V<-AZ$NF_*-1C3SaO896;ZmG;
zk!+-qNq?7Avvx?Drb@UekF<u2Fl5OY=124G(+ud$@R1&-nLh2dTUA<b9i9|skpTv`
zA{!(YB=TQQ&a5(WI}WNUCx&GJ+Q)_Ha~{?26$`8IdUuGDIItQ_0JK0$zsV;YmdR`(
zUgH3dL+U!WV)bySF5YF*rGw=@G+5H<A=1@mBY;AH{eT2l%H>x-Zb0rwuUz}xP`-LI
z4MCzjzv&fe6IZgOWe+E_Au+Zy#R3jXpXyc^<@N2Jw)U?~5n?<_ptY~BZ}6yHw%mX!
zJIFQPmr`j;AO;LzeeaNjGVvf}pIrX{9+LGq+AgHCLty*0?7ae2NxuqRHU2D?_R<Lu
zg?ZLQD%r*l7yAJ0#~p{ze?G5WK5U4w(VJU>Zg}{3SE5p0&BB?TM~@w9QktwLBkv@D
zDB{Y>6chR$N^^{7Jtpe8Ymd0fLXIH*I?<1gi+dBL96Wc-#=g+8Z=8`?<zHc0*l>OX
zdv;?+`#so)+@R;SLGRPAWqY+#IRjs7`A9qn{{T?@s|n;59O;>>drf=B>>{mcA^cW&
zoZ?orWmdxm9oMsDcg}lt);-76aWe7$0BHGHEk*9$HL$R~2jTK9eM#DZMNSYOVRP9)
za;!3YlmqqdNb8-&)Yk(QlR$T9Eu{%8g%;oqXg%hdSod>Vxm5A@tPl}bpR`l#Swj60
zfE~xzu3gpstEkN+`;D2oP`k_OMXf_x8f}idX;Mp7z0M3#zK&K_!j%{x#@GiwqohCe
z{Z1KHRRykWM_}!&dTxg2N-S->I^O=2e$De*%0)6y00hEekvJ8|Ia1%L80(>Q$umBN
z(YZ%PyKBLFd~Zgqr)XxV{{V@qe~pW2<JMHAidNQG<Sptsy64?*>IIWMy-DiX?XPj}
zmP~wt!o!bmeP_ukp30W_Gsfy(Fx*B)lFAt8P^774L&&$&o>#Z<>bvh&WXw$Hj?h2^
z4jw)>pcq_Gd{-L!l_8HP5dz_pi1ok&zA=wbIu1D#GZ#y-*{$eF3D6EKYOAA;<eQfc
z@;XUkMTDU~-yd{@AzSXodmpEKbg5umQ*u9Q{{Wq4E#bB|J!zMzHEWPnSzw87R(QiZ
zs*t|f1$jgcA3w)9IsH0!4l6uN$BL;V#)=35xz?_baHnz`t0sAmy>b~>kjM6cAtMNX
zPp4e|4yBuo)Z=j@ZuKmF`q|CFJPk<sN0Ucq#%HA~7U0Bvg;mrSV5A8<9R8=bU01Ei
zK5C`d?O*}>uULvPA+r-z9ZeciYnH@6<fe!(C78VwNSJ`H91zyc$-%)bpR|m1(mkyL
zMbY9wj#k|5`d3!=(!mlSQckwl`A|FLFCt$VylhqzvovSjo#Tt#cmOUrPix#T1Sc3k
zB+pK!k)dJfjXMu2?Y%8lNWa^+PU=`TzbN@u#{6*Cr?(pRk@>|{t;Y@=f6S5}&7dq;
zXz&LqFrl-Kr%^1#8=G5NHdx?A+~VelI^U5uacah{$Bj{t*+iZi_ASM0ZC1A~Dopa(
zo+{9wT>YXZ$MreKLS*5{&v?`ntV5NF2bGHlAB|po59D8wEqPAAS>y3lqHNovW*y$T
z<;&s?m3c7-3wK)1zO9&p6)^IWDS2@UL10Bp43%<J*pv5oQQ!7h{-2cct>*CGjdptP
zAJ*<R`cER((7mFAW94*L#uCbzQB_xSqDqrVE`pWIGJkTFaLrV<R6TO4o6U*Tn#&!C
zwx_;`i#HKKXSr$t{^Pzck5%F_`Ar&0f5&5aWv{T->?XZoXu~or@vSzcQQK<_?a8_Q
zszx$FC!#PqK1p;F@V=fkoW8A&6sY1jP%GdMn7$D4`AM{!-I+@=Q?=!~tyldGQ524{
z%9_@ZE(aE0`=&5i2*)1XF?_zC)8%Nh{X;Vwe4bnX0Oi8n^i~Wx`6x^T2<=Z_jQoS}
z_WuC#hmZV^rMq_QQ#4MtCyvZ{kBOPgmDLv4FQWw@pyiAc)UMqhK0i+yWc3dt%8zyG
zIG{-IH;*GjirPJ|z2u*aCBIVK1~_>-t!;`#-;}EIa%FfHz*F}9yx0&<I;C|y6Vn;S
zMxxh3K2zh)^xqpSW~h=q0-rEELH-q>AGP7MioHl$nrruzY}LQ1k7X6aSOlt0*HL0f
z1g$^z$G9N@-ZtgifZ{{xdDAXeq@)Q2m=0E``s8@ch;k0&7*ega*SB|l>$~O)UIyM#
zy{j*Y*73cJZChX)P_=FN#jA5pYQ|yG?3NnTHk&B}2lgL=NTuUa#ej7;T+7AEW`#XD
zITS5#xSlkpr}UW@1~Az&JY*6#TK2yJK-SzZ#@~GmFMPMR`0BinX|<j!@%Vby=C^h)
z8L$5Ua7eW5M+?@9yguIJXLicSjXYz7VO+nsR4a89-s9?Shtw<v+iFko<6i#&q{Vi-
z63TgA<ME|m$-KwQJi}o78n!%#e@@9sPQ%IWk*STOVz7!HFJ5(mgflR10>z1#XC-so
zR5Ins$~(Ny8;<S+!<|{NQ8A+QV^xTDsMWiPJ-yX2QvHKCsdmknDi|BvqSMsY)OolV
z%y7%ErtqKce@T&;x2Am$Q$Zss2+mVZ?W4Q4waADSynH#|x3-7Yw6}+lSKC&D$0qz4
zBK&E!;(0^^`ql#!j}=L*U=r<uN%c7x>uF^VVy5H^e>xs8%;8vR-CEK6O7ZpER(~e)
z3iZ`0v{D+iqn@fi^oZmY=7>iF$m%oLp7{&_>6b=_)OVUtSrFdUUH3*rn7F14at1`C
zqTiLr=S(-t+t@ZzSg}mjs{x5C#2KI{jT*2bWR_KcDSpL{ar$&mSj=3>gz>J}fY5kU
ze#z;w^z0!HNiC4XmM4k5XNKF{muGG{sYF&uWRRGaGaTFj1)j&aYY2uiN{pQL>X$5`
zWE;2|=u_dxk&I)t_5CS*^FI--Ik6-#R#$iT%Eif|<}%0-kUzM?>*@ah$FEKz$N^6t
z>f^rb_IR0`swe?SH{r{(S`<;9--r1PPbG>kX(Ncy*ii_=JC)dg5#2#a8D+skoCfG{
z&(f8%u}y*xFgytF=U*`Ur`z2_5^r8q5yGxOZdRvn!nR%^@+XGKC7Qi=`}tRCBllyO
zKjuUf`ak~Qdk{Ljdta+z^{jC`Ew(n%)cyAG{A#0*8n*5K0P+KCa<^?~pUpo4`0Tz%
zcVVWhUYx&l;i?6WrKeUt<cnB+kW9b=9y|skBxkN|{#Ew=B*WLlv~KEtUzNCVzN3dO
zbt9^%HUmn&d>Q6*XlqHO*v!G{aE<`a-wK&rV;uP>)Orwc*E#mLP{}Z!mypEE8rxsY
zS3T?fGxru~i)z~N)A>=O%>1gB=U&mQ;S+#4IOLo`7-wt|7%Fqz^=Fp?29I;ynO6L`
zfqEaO$1XGe;n0!!{&b}6yt)fFq@ifXUgdT%#_Hu#+DGVDJVH(Fka*;S^v_NGzn#;*
zoui$$<N;yA-y7BHB!nvM;(Kbl<r=+eQ%%HDs@a)6hLRQG_ON0M=$)hi+ps;s>a*^C
zmD0MTCK6Gz6p}5<^h!dFbEvfdw^5toNEoA|bB<DqA1V+oQ@`~C_hkKgr*yQJ7a%U;
z6*Rcwd%hK*78JgD$AU%U?N?(RKpinMOA;95<I5%I;+U2~zN*0g03NS~2)e56$QJ-<
zZ^MmC=&4)tx9L?+9ZjXHR#2qzMHVED$ss~=C+=a~5?jAvk507d-6621COg{w)F>OY
zqt1tKZ(Nkxc}pc3W5XWA#{U3wDGA@P2ldGQT@UW8c7_oxu6f_G)i4&}M_BjtEz*YE
z5c`3FEy<8SJf2ZIb_AC1pHHV!`%Xw8oeFEYMZx8M%J9{~_SZhAbElhO6@852J$<Pd
z0$Be5(#q@t$1mDbfskjmI}m+3>dOoT#J)|We5Z!APt(YCA1zOBwei-PB#H>02&7qI
zl<{s14rC+0b?x-+^%?4$?pT$T;s9{dy2KqTa|CQHYgDeM%q!3{@e5c)$g3nkgmUN!
zEDvzV-%NHVA58VdvoiBM%9~UvH?{awF9N8zCcSC2JDs|Qo?l{VeaBw!8lUJG?}FUB
zk?GZLHG?}S44EBR8((1~?-VCH8ouAs$F7a6I=Zh2<R=&b3XTkfeXgFTzj2<g-5Vis
zB`B|aaiAbt;@oU?6(9p|4QLhR#x=J!y=;XZFeQzWB8?2nayXILqY!;T9r|Y3@ncG4
zMr$55lc=cryI3#B&PWYyjA3P(H3SK;*^s~wWevwXewoLoR_>kePLDKdxeP?>rHAvW
zqL3zy!ql)niQ$GOm2!o`kYhMbVE+JgXBZ@pr*67t6YUppcG{Us8lr+bYtH_Ko|^!y
z;p1T*R5nY0xMR5(9f0-fwbsNilVu&poj`b1D_f+wuD-P5EaJq7$B4(ajoYvQao|3l
zxay~uJD^jHL3YxYvNATjPPA0o_-DCUC5hkM5v#v)cm)Lg>O$n4`ug-#xN_uluUg-_
z8uY@b)?t>Uvcn4VE>Iu}$AqYO8F_s<V2qxa`*%3n#BGy7Z{t`xiwd#T(_gnnXO_E2
zRwr^mJjdINIt-54&V2~#4zbf-83}Q6?Qv?4(haK$AJg%RRQFK1gsJxft1vjp&P!*v
z-Jj!*tX(EZrRm;_Xxi4v8lk$;maA71MP5ROh*On(x-tHsaoniS{{XYDY3^7uS;|5#
zq>wwjYiSP90pe;u$?COfR#>9MPQ`--<HVL#GAa71x2OLAPeOF4^6=z_SrmgG<a;VA
zy?Ec5LtjHKwXBHZjdF_5#fVaU)rp2lIXs7c;P&gHV)aR74GgSxT?ybSdsQdMw{;}h
zLuMIS6<Rf5har?MT}jSYkvYfk={`{PvDP&pz3zVc274Ja<ZG|T{HtGOZA2O-V!@%3
zOdwDj?p9Xx%8%eW%vi9f3ISW{N#R??@}C-(-ddq@w07ycM>GNXE-~#o;DzjY6=oog
z=Ofdi=4?BSmkqaVzgm*Lz9HqdEbOAz{u-M$*V>jvbRp#8M1(7P5(h9aGxQxM$e$uC
zmB+?i_xq2B^QfK0idCD;JU#qZU0=!d);q#D>?<%Yf`0yJ-GhK}`Vr_e){%5<{+}Vw
z$B?%3`;nek<xtp#-^!^F?kC$KNZ=TxP*^ehRJa_SIsL^$08iH)71W<2D-1lEvJHFu
zD*=NZ`r+Nut@sS+LbPDAa4RAExPn!Cl0$bL0n_sm&9$_xN(<keRJ8h}o;I@|-7+h`
zAP96k{@_UZf-{bW>bdtt*?XzsSyiyA&eP3o>h~`ZXKr#tvZ4+c$qIOnq2#^)0G~~|
zXHbwvcl^b5@cuRLP^(#Z(J~J&lHcM57z(NGE*tufa5;h7iS_N(ZDE5Ws4b40w;#Wi
zVVtnn<~94gzdhP+DuFA51PH2Gnt5Hh`%y#)d8c+bRRNj30P5k^dW1=h>B32sKppjz
z^Btp&7yducd1N%}rsAb<9M{^7(Jpx`&}nNTNIuHbF2Vl*?j({%?qiCd7Qn_wU0>LF
zy;m;^C~_m)v|9T}0e(NGwSM;QY>~P~0WMD}gZU@H{7!n3*|)v5w)}LH+t>K#i9M++
zNTBkuUuESsbh_fmz~Rkz{cw7{OM<MLxhGo$9D9xHvGl&G&a9*bJ*JlWzANB(O`gxk
z{IV@n(lJes$Uh-zd@3!p(UobW*4WZ`j^}f1MH1y^tPBh=sCi^{tSK6hN=w6Aw%d1D
zestDcselZOt*0y1^W)8D!2Ww>>3F}yA0YX)G_gH>g8XgeA1!RD#ju7cNs9jfm270u
zc=byX$TB3eT%h`eQ;_Qq9|s@=5Id2tmDz{?05BVV>QkGMJa;>S`1AX#LO*PN5AmOm
zdD^C{;Xg3(4c?<)?`<R7{D<RSf3%LcfC%>9ORTMH%qi(&;=bZFndyamh400BZ7voe
zi_=I-vYYFv9w&|bX>K-rsN;0Ex!^c|8&;C(JoCqP(oZ+X{{SxOJTS*ndgv#=Z(3m9
z!+HwUZN*Ad*;KDqt%*poV1%<Ph~6>^uUW+DP|0Zs)cv)lPn_U`xE(2m*l9GrS>q{7
z$^4(<-<B!ZHX)vBbd$$-dU}&I(cPo9sY0C^jir{vc~L!OwB=cOa>xy%={V^aby0p+
z{b^tQwCf;v`RH%P)$;HA=KYS|{kMF*t@+R6=ki^j#+#jX=T))a)7V&Q6nFbc7UhcD
z{as&YT|TbT)@IdO5D>B;4IysrT=!o}dHQ;yr_9>08ji!;_g7E$XIhEL#FfI!Zzw$V
z;p107+n2{1&zL-KQ{>(|=H64_lr^-P-seZA&}p~L<`Z1M95gD;w%Wrh>!5>L@<!F`
z{{V63kz{j^x1=82_O24)O_SBb2vu$g;zwZqb!PVmTzpBr7>Y4H^}XM>U)yhsYCKsX
z@*Tul{fwH&gH^8b4a#el87d1B#PZH%c>e&*+LBiMnPUwM92FD<2O)Kg7`moMp@gP9
zXvK$b@T%rNT9>C|$&l&l29ow1ZSm$mDtUel_<~9sr?+}~dw`#T4GosJ$SLgOfzl%-
zw3FIJFCB6K``0HUk4JlN{C|fgSdwz=cnyA2+7AnM-j#cs-mLvO;)n$V9l(MOj+PeS
zZ(M)8{a=Xa{5s~}V_sSttxQ98OJ$<b0cLpNWQxsy%}L-$93e6pTuN63)iMd`r@Q(F
z1{_|V-Hry1INQFGdkd^*w1r8MTv83x$ZV&ycXF&G-2BY)td(cAwDLN48cQ^`+wUON
z3YHQMV=#FKifZ3w9L}-@p1ZQ~!1X?yQy{?%_9-`uIot5IxA<3V#N6@uB#9fc+l{*{
zY(HA()%jf{+f$mw&l9mmNI{!Tu-JJ%&uJiT0fDn}%}M01&9H?~f!t#x^^~3>K-(FQ
zzi}jYk~KByOqMEH%bp|v0PnXU+$j6wo?qj8k!phYe~fHvR)?H+H3}|E5=X@xo;xV6
zMo^4N89>R|iRp^Zio_s=4wSLt$WU0yZB`www_UxTU8hY|I(My08d9$g#@4d6)SK@M
zT*jM-KOr&zXHccP79D9TW6Yv47*;1sF&FOArGQNn7H2HB=UQj*=Z$Z?8^oZBTAKkP
zz^oNE@yzU925C=D3g{(~6!*+37!TK`SQuFtv6qZEa4tpfZ`A4CRlc{E27IZA%@b|b
z+bqEGzVrFshhHGuc<$W4a`mWSk&n4e=|f$n;Bx)!L}UD8{@}tk$QbDdRf14oC4mUd
zeL)|EUAi+yV~!LcvaPLfe)CK2$)UKfY6z915*`f7sJH`<7~&1YbLICO@i@rpp)3C9
zr~&lOm+z}wIz&8ZcjU1hf>vm%j8*p{LlSUO>Vz?jaOE@O{v8b~ZnF+m4ooRBA5)Oh
zm)|0%dhID{PSHdn!UUfNMMMOIWgK&ZoDu&39Q77gQlHWEWU)@_;6LOqZbOxd#J!lE
z00)KWH4fKp<3F1=w#?8VamW&5D>OqM@~(J1O`aqX>4WRnKIlDnse5;*%Ly!)l1p$8
z$~*jdSIQk*8cZCgj25!#ujx^BywhpCw5Mx3G)}Tb#y5QTB~KC#J-|jl`gPcHvro8i
zSL!x1G2$pxy?{S8sCTsTPy2hw<o09{$r~1ph~w@nsUdiS{Yu|o_X2x$$~u%Iq2`$f
zmP^}Fr;P)d3giz>zFPF$`I0Zjp0x9EcS#|2VUA(GthxG}gZksBV(VHKCvy|Pao3-P
zD*phfQNo5*ciR1p$P(nt{{WKVqm;Skg|g79F(j#pMn0KAj@>DiGb6OOB16E6Y>}{p
z0!Egje!i5_>x~vEJYx(bkeL|=1uH9Y!Dvf%C)XYN=UM*o%;{Y~!!clhixX>i(Q!Bf
zZ#ofg^m`3G(KxRpRawils-@wKvEw9cz#Jj|qA}QDj=Cqer^f2`k^{NUq;{IlLbdh*
zb6|e@h4Puql_^%g6i!4z48SYJWH)%ESuysvv^_DN-^Z&HWMyFI1S4#A;&^yz{U~c#
zSn;9K$F0-W*t|^_H>$)VapZG?BRCjl3fUR`IyW1v#Vr1kxHhbTb8Fh7wYw-bafFKu
zsUntCA9I#ak_QJRa1L-kUWn^coQ|4e9PeUlLckjhYF2%fy<^L-gfOUF`%fVyfO0ZU
zf2;cb&^u%KbwufT)4`n_5reT#r<L!mWDs?(K|aEqjUmj{<ZMV%N94+=NRcoP7C%Gi
zeLHpBI%AxuACrTxk98dj%<2_L01p0CU(sz3kVQ%<t-O&&qB0D{T(1y_WXUIr<B7pN
z`a#sXbhF9-0I=-p2b6yr^SzLf#;zN07^xLp#cpUO1#I(TWr{$G45`HB^TYr+oQ|oP
zUf;zm?5y!P7bNg*<K51NGQF%T`$1)B%7vIp(2Vj^ls|A|%N^rfcFE2UT-&HRK`US7
zUe0~v#-X_%Hl~VOjpUNjt|6RD4T#*B<{?@#7X%d@)B<sj)OP8gMs>``^x}35b+>1A
zdw8JTn)XA_H1U0al~AQdbLvYH7l{KSILD_}3HoMML+qIkraoP~yUj<rj~*2ha#~PV
zFC2f}3K%i_TR9-IlicuMTyz|s)}LvbGE|P=<<7FC1A3y@eSL~1H)tM8=0U@=D<cvR
zggwJ@2e=)-*RQH$##IjsA2>G$x}7__EtptdzqM6sS%PTzB*wIX*dhDYCcw#zf6N0o
zIP3?0kaaGe^2x3Daqz4s8}b}`s;T9=pZjlXQ*RUu^e(R)s`iP)23F*I{l_^Y>D#LA
zPeqXmWuQKo)SuR($@I$yYgh^(MYYvl(xmVdk-d~`s`o|jlgN*|fJ_j2)=ZeB#Aw#n
z=iOK=2n9}*5suwI^U}pGBS(|^nUwJb^0Ifx3IPPKp&9Ma9^6Qy%_}9EGr*okp%S{w
zt9frsFOSxtJxcJ#!R1*QtjM?=M{W@UFbWmH`ivf~y>>G$KdToN0Nir#qM41iH_K2S
zSL0B_GhT;}0K9nPAaYVls}8}VCq1$JdgXY%V=os!>85=*d3*l=3XHoS?Xab){?gW~
z$Z7kb+Bq4PHsrr_pyV8!0mu%+)4yFWr*xcNs-|aKOKaHhy+`T-;Tw^oHQUwp-aaN-
zBY9&)CpaW$1Bf}}$D3gOomD!n$S3-BBI?#**gNWLDWE;Nn+aZ8g6yzZj!7L1e`*q>
z;c!L?5s{D7cj&45VG*N7`!0m;{dxFM?o6V}+KPi&wu?$;mSXQ4ko?bZ>ZF269Ek(#
z)khmLbT&JHx%}ux4up+#=R-LBpKTV+ql#iUo=ziN0uYW%jzAJeuj|#4Or|*Cx657<
zI2HujuiyTV=hsz}+<r>YqZD}$CM%o)k%W&OyY?Mcr<PfAy+8<B_pc{?M);S>_3Z6d
z)hiB`BCsS`5&Nu>ICO63BMbl}9G^~{7+Oe`m|9Q(1orXbD`3UX`;9x*eA-Vu)cyp9
z7)^wUEI`NmW==VZbUDhTtbpSL4vNIipE6cS5eCpV6VJc&q7pL0VI25S{{YHkUmCA0
zwd0yN(GjMMVZF6=DoU`=U{7KCb!^D!@wOn52vjI^@3$UxnPNm+paWW=)89VYn|p3S
z!EkYml{sa`M`8ZGaRZV%W_ia|+=AoBUNk+y&}&vd7TYC9Xjl}Pz0S-s9a}tsR>u~{
zrgA!E7&#Jpg?zt-NSiI@weM8jhl(eVc>+%2PsdjZX0E|!_Zar#;1D?am0&>!r>~B%
zbn`QkfO8y0MkC(DaB;?nS3D{|9;H)dx!BEDS7990T5v;e$o9z|1E!~6Jh9S(9%lz(
zazv)B_NvU^XH|?Cau+1zNh+iS*$uZy$FLycPkn{C)*dp7dwXi*;ofOjz-nkI)$vGV
zWrEe3GMk=BY6m$o-SV4}jguE_m0D{?C`l@*j-5}O@l1)ZLgebe-QWGh9T&50PmdD1
z?zjvM7&Mi|X(iZGlDm738eNTqv9P%-1;CbB{nKJ=U=mD{mv8<(c7J8{Suqs?vw97|
zh%R{cUe>2QBQ@idUOTS5YUwVT4UVDrwro&pvCh!Rw%=4Mprte)^JZ!)k7vktD<bf#
zuZAgPnbf?h5Gg&&5?Ex2Ossu3;B93;4kEf<CR56{1n{MQ&b~U;`8Bw9dLI!_ko<;k
za(Q?E03;{*t#z1czbPiw_#0o>c&4XGL4cAg`@2_TrQSbkF^JBY{W<0R$k9tSq_+Zl
z?ar(?xs4TzovCmBFNbvse7AeKgN1J`@~<cPyK7FUf*%o~<a=+A{{U^iDOME*6~CzP
zsJu$Y%5iHM7cthWq|@Js`)0+gaw}wM)ApRXm-|&bs5|VoqX<a>Xtt{MpP$3CzMDUT
z^}iuj(RhrWYrmu5{xz`HY<#=p--7&7J#WN*KYzhB1uS`I%zq?9pr*Q?g#Q3+{v%ll
zo5=Su?EH&!E2TXI7Hv$ndbZ%C!Zr1Y-0NjdK!2!TU%b_KB|wygCdBbPe%=)QR{2B6
z?n$W9*49z6B#*D7tfBt^X~E(91)!7{aZMY?`B}H(5?#>F`$)C(*q>wL`dRBuwVk&c
z2@x8={{T)xxB+eVR)R?gvADLM3a$C4&$_=Kn_XsYj;F(6vg<7xI@_P(B-u$->`AJt
z9eQD2dX&<{mTh~&$&5KTGO=LBGOMEStfGtXq?h*r`;gXoFM@ebis%=}eB*Vp@lA%6
zbqur9)mxWz8cA$x<GN%`RaC7gDC`zSbr=8)bXyg8%tG5wDu2@hG|3@506#Zq?V>;J
zL*^SEFQwP%d`|URdipD>sei=oP@*jAA~eMd>Y<e-xMc_o(#P(qv|ti4Fsm=7<4KGo
z+BaKXI&1e)`5805V>?}z_XhXBf9YCF;{O05?mV__WEV6VKO&<8dp9Z4*hvh!$?VMa
zEXPKwx8^K0psv$NkZgeG1(i=!Ht5coew=Pqc$-njss7cRbK&1wJMf;@O{R*Kf#cil
z2G8@XMAhZA)+j+8wv8ncU#Ty*JatP(7Eah#1Gymebm{5zIOR)R?b49uO0y}{ZS3r(
zm(42cJj+cz4WmIkHI>@D*Wq`)UdRem*P02dJ~ND-YbvW}ED7i?vKOd8Vv|)iz4h0|
zhv}w%mnoYL<8ZM9<RibG{{RZhPnG`wY#uvOOVfCclT)^{G;&%x#ggUOS)NB0C6=kF
z9J53xlkE`xTXEyd80vwU&|px<99}>^Uhf0<Rnr%*N*Pxta@_pn>3++NICk2z@5_7>
zO(CCAG<pvZ+oX3EI<Ih7mF?F4+Sb^?dM9`%X?b9A<OgGe->NQVGQ!(R2<5)F(2s>)
z@TZl)nHan*c!O|if#XwM@coEnVQ<J8V~HhcAyZ*^@n3z?D4J=N2~#Sf$kE_9KBXMe
z7+Z6_yZ-=6da5NGcI#Sk`*-mR-cs7_=ay*3roBq0&aTGOR?^mu)zn8ca>S`pYR^0J
z4jL9*VDUXL>F~{v!a;OV{-AC7T9@?+R~`Zpw@7p<515YY)3Lp3vrv+z*T}VBjZ}h@
zYHfSZWbr6jVDEdob}1W~G6~O5Bx4}+N{)l&+D-mE4I#jl7GF{<cM`C%^%scj2T|Xx
zC7xI2v1)gQg$p*USA+XWHSLgiZz^SE_9<*)y7QwC>W)_B`gKyx$}u^yCA-N#o$CJp
zgNy2b;cRWd06!~NhM!}j*y3q)w;{OFaalD>9eS|)o~=C@np&6`<@S4jzz&m0*pr{#
zi0?epfcRdUELl+vBqc{Cx8ZGXUcH{B9=wW{q^%o!nOn7EKoqwQLe*I&_I*h?j2s@_
z1vV})46(Bg!hc$m*JWMOsJAi7maj6?O<G4ZBdshEw-%BZ<g+6wZsHlHVHg>~<VJso
zNN2@nChfUJQhNL?k&b;hwu|w%@uffIBHG<_v$BfZ{{SEb=g*&Dc+bR=2_*XV9ck2h
z4n9sAWJ<$zt;<8iU%I|c_s2l`e5RR&kn6X<w@Ouf59Cv4X|SVhqK+ucl2&#f)X^Ri
zqOkNrsga-1f#0V7)Q=&3OkB;b6y02N><8i9T+Tl>qky8XlV~YzYtq|J=1C@S>oqc^
zOm7(=Fvca1{{U4zH1`j-@w%J==LKAI1M#hlag%bQmR~fZ9Y??T^M{%O(uow{<YW+2
zxmN=pz>(J!>RlN+CRvm*C~vN{qp46q7F$q<SG(Bzw&JxpPifJkXxF+)$TF1lVx@h3
zd-d!oV42s}{{W8mC-R{Iu-Z6Nk?_~ai!^c9*}`p9h>CMg<C{QPFigCA`$bRJvVo7M
zRgZjoCLHv9h@*0#0=j73z4}y<k2U!UE^ha_XO-zmI<<L=v@OI)Lt#RdEs)I7zj5Cq
z)1!aJFu&9c8At_gI9lI*97toQV4)wJ_^RI2vp}y^V`dOMY<O_&<v91mZIV#`0JkTv
zqB@tfF}j`t5?Nh9)N`=>jSVa}^C8sI`r4;uvr^29B&}KEkAVC6@+C~lM`l%TQR|+#
z##RIL{-pS_e8q*l2OChVKeXu86XJe5KEG!?FDsJF9x_4TBgi4Jy}-f29k4pJ=EWH4
zpo<g(?$V(#?IDK~#;^0hvO*+stnfU%$8{{6iA**!LXnTtu4K8NNtCQlmwo>LolGst
zuR5I#UG;Mv1yrzMLG6sYf)o=XMU$12BP4cH>-Foj`$MWlo=i~z%KrezS}rnGMYKQ0
zy*@?Y+wT_;?BI8yWk5V5g<dIRE6JVWA81w>Cy#J@^?B<39gIG{BZZi7zJU1rDp!Sy
z5UOun6@2G$b_J(;TGKE=8x(J}f%dG309hk{)OzRFt^w|TrPVRr@uV^OcQ-%Mg!H8U
z07<x_XNT%wv_HtP6Z`HKXo<*%LyRd*{h`3f&tvPJtGICE=EJ@Ax{VLpvWJq&);wr~
zE{>fP;$xLW?ynj=rbvU}{{U&3^CV(U-ISH>>D2hx_*gSM_=-a@zYj0}01f$8x*Cb{
zYnokNrWTi*J7FK&AYf<i_ZiOza0m2*-#^2vyg5*eP0bkJZFt}FuPEF$lV&{VGqskj
zsN#~FvqDSCpk-u5E%xMOjw2`2BO|3*-A3^g0NVAnj|+Tha*Eym0P-fpWN?jMGsZ$f
z##=e!qwaItu^H>JH(JTt<$fGbJ5v+}`kU1Li(_w3<r>S)J3g;tIIm(9E&ZmHh~73_
zu>c&OOb|VK9CZxbjD?yqUMqlCv{pB4EX4U~yz^fVhJOqe*hJW)H1H`<>l>^t$e~HW
zK7@7ASEeMG%*|^u17ZEW->pnave;@3B|3f7l&IR)nF)0F5fM*mK?V36U<PCUy}J4L
zIzfljWrjT?E%Bk$ZCeT#ZEW4GxLYDtWPWZPN&7>0Rbp_Y<m35tZ%$TsCKKl;O4rg1
z*C&k?zCQEV)nJZk<cy0-gtPKLMJj&msTdx;S|ZA05sG#s+Qx{LkVR&r&ezB&&8v~4
zaVaGGgp~zk<HZV+dx8)1>zZ|7>D1M%00z88#ko*B$aK)`5pQr`?YFuZfA-j9o-Os@
zexvEvO7_oJ^x(3aw%&E4fT&xT6&d1oVOsL*nnvJE;CqA;SC=$DZh0Xs`uFOK?g{38
zs_zle-&)oOF55`bpuCfD1RFZ~^;Ahrs_$Td&S;uG5wRqFq$}}0zJu%4?m5`>*zN(c
zTgS$;FOfq5t?DM$vS-)I-*js1f4ac701Ps#fMjkUeNR=aPLnolj<F9Si{Ily5M*m}
zCW7|7UuPcH#fWB!VM5XZ7DOz(R|>$Au1|CHKkL)%-h(a}S9bCR;N1K4sRkpqwHM^c
zBWi=npqL`|9HJ2`vi2_Eb_eN`*!5S+f!0!>3u#eH5~6|$H#98x?}K>>f-@{|%PfN!
za`7-EjzN<IDLs#;R}|^9z5+@B+BLuNtyOftI&O46LB8=h>(3;f?NpnHom7u%5<@7l
z3v%LD^%(?b)2fz6K5Q9Vph9iL4hOi`gEVXzPPEWfyI0M8a%*sLn#^$(nz<ix7E>Ym
zj!5}9{Xy#Dol;1#6i$bC55k$N#L<>Fy{HL72zCBJYJiNv8|8}s08j+_I_I*fC$35E
zY*Ri@uZjq3@TH(DOJ(_QrC9INTE5l5K~6+J1I3h%!IZX35<vd|heGt}<b-UP`GNbz
z5$OTU*SEv2*rm6VZ6#>0Ywec*01>K~x__CLoQ6AF8G^UD4~^@k%F5uYU7!0A90^@+
zbH$U5(mt=sRe>sx#Od8qED|;6PnC^de79?BeXqSW?`!io6_!w-7EqXmHAM=LqzXc!
zAP9;$fCpUr+u1I9l)0IT6C>m!TW#aE$MYK0bEJVlU@dKECsxhcSF6^qAxMijX&4?r
z;c`BW#5vD!d-Qiu%KE;dAyafM!<XMdMI&6G;d*GkINQlWv^x(avotzMEYDJfC@icS
zZz$MQX#W5rroO_5mtCdRysQ33_+N4&>s}n#f9>_JWn>&^(m9;R3N@lmFE{&>h_L5+
zwDgsYiWU}QprZE6$sciLPAc4%mW~-Cl6um?;{GkFjRdo;O=VFqqeeDxW(d+*w=q>?
zEYbpgk?7N|OAFn?jz8MH<HLr$?_Dno0##d$7S&pj_nS$RRqYhg?PQKiFzp^Qy4}kH
zA8T#oG;87|2u3LCVGB!H0;wgW5={3--0Bo4+iE^kXw+`vI8>+oiJ;U(zEHZlo<XvS
z=||!^8!EPH?>Bo%2-I!2adGyp#LTZPN^TVmNX3^7C4;C}4kcjwZzc3S^$)DYHa4sA
zs@3We*S+LRbAETDXSvpIK27sm6{Ok4@-LV8L&YsWVzS_FJ|y@{V`{ZO8PN~=PayK=
zidkazVIJ0Gj%1axG6`k_UeAT99yT0@3Xg-#HaD-^bhj-HrI@d!*;``wrq)rpZe5(d
zJ1*ZXCi8c=+{^w;$o4}mwA%fOe-;Ezyt76|nrm6Al=^)J=gcG7Y-YW7{+fkqv28C#
z*RCyk;!`zxFij%C3fRxQ;E@<AIR<6`Y}vyd{$eQ1Xu-RDDV6cRjyzw<Ea)~ZRtga8
z&8P*cfYq_Fu~97Bw|4bu{hF~+i6d`!3I&W3KER=-PO;_>aemrq6l6zzc9FuYyYJfk
zTRAox4L`Z#{!c}tw_4V=a+TWc%55x5T`MBYhTJMoG%TkWVaN>1-DWq^Q*-)JLK3Py
zJwc=A?c>3|NP+24@=axhxFln1YS2u{vs(7*%>~K5uWrj)G9<!ARtJpP>@qsgWMjA@
zH3j>7sb)^^Ue`NqTP5+vmu;u1UTf=i`pmFHW~$;y(V=PSNH5kXt!egjRuLga{=O`@
za5|4$_f~{mENPmjT3v>+-lgD*^#01OwrzycC0&w)KaQ8>i`$m9+7giuy1XTXfX6u<
zYSJM6lW$eNUh~*%R$>5tF|W)A&2G`%NDs@NBj++&+1u1dTFpwfCzEmGd$BdEI*W0s
zt!{pBJ$=TK&;%HERaxP2hh#}TdH(=Xnt0vbGiQw1fxh5-YTwfn5^z06yf2_SZDZN@
zQlq%id5@P-O(&bytLJ)HnJLz_x`G+JvqxAUg(_O#wMlkc-Be#;TQ+_BOA>KD;$=Fk
zWpx?4j0+U#vIT4J+BbH5+-={+tq@?Y42AGtVgCR~K3n%+fvNuhjlX6P?e|bWwJn`v
zl|SID!5P}>UcBXH43(^A)gV6a$fU+52O>C52SMX|a%ot|ib}D*)5pYjQyKls9xP#V
z2vP^mICyy8wI9TOGN<5vIS!*uvatmjqxNQsTNBMvNhiWY(Ac&46{4B&RoY0S3)o1V
z@@`nY7wF>I6BQ>yj7d@t`ftG1OEcVKJ1M7luPS_`@$J+P)5L2_U(fV>lfdHqoqo4l
zve%mC$Kp;SmTL0leaZg-#)|f+GbCg0VJU^l=L?}Y6rQ)!rs*<zktgkvN{)8!<y{Nf
zeMoiOCV7t87eENp{{V-9`}OUlQLO%b*tT)jg1wtBF_yWrEUxg%09UUQytomZjOA2}
z61g0W7bhS~xqu*z2tB-X?yiH60DuE<PjwZ%O=f2jNi?XD3?xv+W@nTW%ZC`p7UaLF
zz#qe*)r#sWNq$k|L|LGY-8sG5`#Qsdk^;wE9yti!?{blh`VUc#wQ@)#aWw%XYtDnd
zXXCnQqYU(IkOpG^0IadWBt;zF#~vnSf9H<<x=Wb=+jrt<9MluTwockfK56ldTI%Dq
zVd0{x?;9*8X&!HL5vu!aa4>$Sw@1N(xp+n^bG>}|{y^w3#$IB`G&*+az<1Vg?0i<%
ziru-QTQ!ou<XetVL#ZK|lzqQuPwDl^9Uaq1>Fm+6kP6=XzomT5kP&75yM({r<5N`r
zOSul738AzNc-Bbeh{jmNRe!owUygXN&+<K4v2%pj_hb7Ox$*v$9SiMjwtGFimL6EG
zRla#)0gafi-Y}eqla@Z*e^D6p>x+Mp^R@sZBF6s!aiDTZ+%-0@%X&p4@*-4kw~*|r
z&lBN-5;KlLNI&~qt|~gy;mWcGvMCqvtOR|V&k8Yk7Q%+5BDDZ8qp1_7RZYkoknYNU
z)t<A0!}x+R->%2gea9bB!2w7rRBKsAD%S0*hm&k;-Q3fL2@o)=8>7PI5@JW$G-VGS
zVm|pD#ygIxFPxZtWo0h0xFd%#-$h)mgR-Ia-d}2s2`S&7wPsM08AwNqCyyBWlM@d3
z9r<VJ*J<fK_epUKD*L4zxfLJEvojdb71WVK>Nmx^(cV>7X&;M!NJ$j8BxBr`7|6~?
ze!1UR%UrIc`N?4to_saXQsU*Cakc219=-{sj^R`c@Vsu(h`_-mzTyZxNc#F<W2=TQ
zP5%J1=?c!vX49Q&ZrTdsyAHl5iWg+#EMjCai~*844{y2R-=Q9#uUzNceHHLtH~>+5
z8;<k&*6Dj#@u?ja-oK8_#7>DaOf1x#V0#3wFJPbd3mgal<O~tjpV~NcVN71y-r(v9
zJV7*EM|Ovm5%<1(L&|j!l~otxU+%@6!ps+lXo+L}xfi}Zhdp$Tt?n6R#{q-1z<I7M
zZwfcmH|0tPk!&AZE!KlEO)aA$C?%W*V7<8oAVk>*AJj4Wb;-K!3uhxpLkr)t?SImt
zXA#_<EvM^OZwmPXcdUp^8P;dx1o4*U9z27VUL*QPaNUpmI^)@q^*)u8>R~xLTV5Pa
zwiGFf`pLweR9ctMZ0!SczGRj^ZHys?VsJSY=BEoL4p;T+#qDW&re{zun%<y8ZKvg^
z85A|OuTJmC&8=HVi4z9meV0^{9!j}sWA`!@oQ&rg4g9*j^?8#O10gm%NA#>(+KyBs
zmwzi;5g|y|+%DV`iWtZ$QFsCrsUOlkdlA!qfS5f}EwkBMxBAzR?rR#MQqb)6;!7|q
z+yKbHuk@)OcNrAq<gp+V+pEVx!O4*fa;?>k?msUYIThpqfFjlXZq(K1rLvwEh6rpy
zG>92mNacxvVIrsiFK<uy^=!n)NS#8d3x9~U5h9=O2WwNEbL0&k>&I(Q1~!U)dc+^?
z50|P)lY(R{q~ra1zDpzxj6yKGDAJ<}tD^8VpIZvD(Aiu3P}ZHNl32qB=7Ai6%?5aa
z4}Q20Tj-l+k&nvqTygunXjzTCwl}?ST%k4iqiV>>CuvHR$^|Ek$cn&~;QpEK)cq44
z4^iW03%CLS;(NSn(YQ82aB4CS8M96&yA+KRFWodsTiY_Lc4q_b9LH?^dVimUBJ}1@
znSUyg;w*TIxNH1_X7$Z^Fu`PoCIk{#<FkSZ00ke<Kg*>Odu|-nY_+zA#9Ln4D;xeQ
zx=C(GwU)3;5d$$Nmtt1~IVYE|exb(c{{T(CH5O68(Ai`LzkLDxb9Z@ss{X6nG0J0(
zdh(LO73IjxppWV1TO%Hs=_gXh*y2ajDdj_BO3}TC0&Bm^P1-vO*KNnmSd>`@^rM2W
zf^agVkE!UK9-y<t*pVMC?X68TZF`C`c+%GL4LxUxJ?9YeHJtYj%fPy0AgZ5C{d(%Y
z+QE(DxC9*s#<z({TX5S$qXe;Dy{@yWXr_Y0O01HW_mi1sa-~B50H^4B1Ku%=c!B_J
z!{huY`25SKDx~?+)BJCL+KMKaq-zLZxMA8{fIAV#>+7DmbQva0f~}#r7X4{fN|5%T
z-+)11UFI^Nw+wA!z>>6bIy$>35=#oHJcNvcBlQ6G&t0FSgv!ELFKq?yTEXRO9(43>
zC~7v|IJ;_a){f**EO+3-vic9XLJsSL-2VWyoOKsa=+Hn~!1|!-M-Lh@R9(KKYAsby
z1o9YsUupPLJh4=^p4=?Y*^?wBAif4U=ZXISPN`ntfg_96MQ<Y8#`UxzOkrDv{{R}c
zd7q8Xb7fC`u85*d5{V^`9@*r15iS5!en%&_uT@-bpCQad%Krd@Rk3bb_|#bu6v$Qw
z%WGG@wy|thvs+~oNfJb5TEmobT>CjiRV*Rp6jG7>`4{evEb;q_o|Jo!2OFf$5NiS(
z066QfI*ptuv91pmsbl=zjgHVC%nbrF#S+C?X~YB-sM4;OinS^*fgDh-6%z-!EKQ%L
zOqty=7F}2`l=8P_69kMGYwO`foyLwiY*$5(6)y)fVTJ=TueZd4M=bvUr+%y1KH51M
z;#h$j&5vmB6|)aek;vChqvGmMBv-bIu<Gx;qHUuhsHqGfwaLIL!}6hqA|ngSm4bnW
z2_oatJ&zP}pRQ2xmA2!3Iorarm<=Ja0BT2NqLf}+Rb;QH*4Kizze`u_W2Mtp4t4sN
z7`&}C%kDI@xa8B^mRT8zew<_U9HE|v8H7SMvi1e$R;`^Y0HFcyo#R{gRHp6iX!Lrj
zbt!En+3l-S+-)yeNgOOSnsK0@l)c*QL{XN%EKU`K^TX;R9e2Koh}bww8Z?d$yPDq;
zIq~fk(mHk!*j<^LJALB3d~RCQBiLQt8xIt9O#7yLhD%pH@|9@#)k&fR*0a35GDT*8
z==O|}#sQ2Ga>i!cxwzC>Q4w_qO1<i>UB7pPTTg#@UWboGGQ=y?@xAwz(uZ&6yV#*G
zg_lj@GgqNPPHePee{U)y1EVAx*+}HJrM1K6Vx)Cu*6N4&<(6313h@?>N}64I*^9?D
z&~{lNREq5PW#pnqy?#jnz+4X^k_z*$P)T$bskCOQN{S4PB#JP{2xE<7U+Dp#(*v-{
zJ-QX6Wz&y^dat#7eo5=Rs|uS^qKl9YN-WC=TQI=$lgw2T#)fQRnR2H*`Uf&LkSj0t
zi&40fq<0P3Mz4=0+ClyUS9&RJ3U|TUPdagyc(w*K+Oic?z^dpLHCzG97{Mo{#hp`c
z0Zwt}MnXa5S_$!e$+li!M#Dio`sJl(Un9th$|}^61xbC9rYM-KzS^9T#XsS+MpGh~
z^$KsN<*jbh#=18e)E@%z-6B%g8p4ruc81)BILVGd6Uj<B)q{R4%E}7J4jVne!RpT%
z*#V?dxRLh@ievmtX^b+(+BB5Yl^6~$1l9+&FJdy&i&fG^J^3(f;Cjxis~ZA!G$g_P
zWw#0-%LcA^r>iQfOw+6TF}O(~v4k?Dd_X8>Oge$tvVNYJIQa9!BujgRx&zC{<JnM0
zk&zP#Q%h-c`qdlAJW8I{ST>?4M&n$Lk=`+eYm}l+2)jD%gtFCQ`&<%vMUZoWg;VtC
zvRPS9+=Na%o3vA`ER~4*asqMXI{yH*`4QZIIuhIX@5VKr_U5j>tSOKG06FSyD$fKG
zN=u0=yMJ)fwEqBf495%o40{Zx{{X4!<xKdCVSh4zr?&mv{xtU&s%13aPbu900NQ(b
z0Ds+XJ)>H>c<#T&_O(}gsIZk@H?PXgMvPq3S`jKjmuX9h)n-B1e{Nu;_J6Akd`vMA
zom<mTHQU5@oAROO&CbU^LnLAMU&_NrAMHGd@2_8;?rYPATKfu?Yi=r5_hQ)T?=^U~
z+RPU-)0HNQoY2W2!=(6CV8G+C>1SBYSWx5Tp!$Nlk(I1uPDByQxY*u}_U;d@AkD;K
zCI<U5y4=M4)q&@31#T_hS)cN6o9$MglGfMnEJv-V%(py8X(Y?C@w=}ekv8<8_9MP1
zB(i^g2_tAxpC|in8?HOmdb<-QA!$85e{HoWe0h)KUqE!M2sRAJl@;6zI*TlWz;HT#
z6t2-lX$7e7h?VB|EX*cV1*8L%5y%EY85`_SJ95F#RQ^DARe-ol1KCU`hg-E2b>xLD
zJ#+oGkfDYZP%z%*n=kILEPHVnARp9qEMTl+;Lwa#+<DP5d+%+NUS<CPrpLHatW9g&
z3-xK_!N+_kJ-XX*>@^wMMTyd?+pQIOdCcbQ3>81SJV`6pjeCG1VqsGFz#aQ{=sdXA
zMc!@*(xYf&b=oOG`Fp~s%}ZxunQNk8-szUek|`%r9a+?_B0xqC0OEQ(r!zuI51Ef1
zR<3RDPJ%MxmVM-qrr`6^v&YG0ifglJOmy1Slxp(TuIN!!dpo-iy=3ACZ(R558ChmU
zc#zz-nsTp?diEOPX0&^4wTaV!r3d8y02tf&oHq6vX$;gO5?HrT$O&G`9e5lDFYDX%
z{d!}G(&dK~#*JgQTX4T`-AW!OC}bZf6cEvThaA^nhA`1b&oKvfA{RIgj;AailLlTs
zgFmla)7<?AOz=Z4pdLKvCy`_TfJGLU&h`0{D-z+opSiLUBx8@iIUuhyh8=PIuWQd1
zNJdLT@%U7A4{yn@+<>)f4_+e9J;rZsL!2*l1Yl)*40r5$bBog9!~m%Tk*F8At&xJ8
zo^^NdP4%MUz3Ccg<IL2gl0_B~5Q8i!8T;5m-*Wcuhxm10>s=ErRrTWzLh3DkJn#5X
zaW>_+slSspLiVTgX>vB}<)no|4nrAWLw6j|<ahP$(|=_g`Em>yY{<h+YYe2`-G+w#
z8|E=u6-4f1mNqe!c>v_RhC>tBuPhKpaf8=V&-ThR23_TtjV;2J779Y1bak!dZ4fo<
zFp(S%G9T^`jxy1a>-Mod{Q&50lP+!qBMg&p#@C`EA#P7Pii#bj>1<nuRm==km)z{?
zs?5Ag6U9Nsd*?sHuX}?UUZ9DQD7=x{#A)ABkYw{Nf~)uMT9KoMIsX8<WWkToogArE
z>`4gHf4lhh_34MTvhThur&TxSQ>q=KQAN#0hiMj|S!jP6*Ay*8sOC|D;^7HXpZNZ#
ztEOL18HpR6SpBuEIufT^6M20mYZFf(ZggiNXo%!P2+1l~;|hQHj;j4%3_%-20SpDn
zJP0~ichK&o1^a7`md1gtUd&T3xKUBSWdyG*A%FG;0G`LbI_9}v-ZI`xUiCBtY}E6r
zcm2t<rR7(Wgr%XG_{0WEWx|9~JpyMr&tfr-iNop8^!zf+2x=ZlTu8xAm#dB6BEMdM
zX}PgwaH^+}A#xa%0~}TRe-Y9QC!4Kx6BV~a4wk)csAOHus|u@Y{Fn0WEqUW~X&egd
zR1`+~D-nhqy;Pp#`E}Pie?%}uh>PdruV?YBGVHNDFGb&uyq>1=l_eoe*^;fKET@#q
z=_eE0?!Y-cvU=)%)X9c;qw=aM=tpVoKgyiq%!V748@QVE`9`i8C!T7G5JzE!s=Rv?
zW9|FPl0iovr|H#$s9-3Z>{|{bcXrmqiH(QKcvS%_ZTw$zOuefXv^ym+M4Yi5I{=vy
zCUJtO*f>6!?bUmzLzjh;nF!ml$*>29hlK`Wk~w_$^uG$SR-aJTq`0CayG~IZv~~&}
zrG@1TgfYn=<#XJF{Q5a@u=8+Cj8SH-NL||e{{W?XHfLWB(i=74UuB?$gpneMWOrZg
zcgNeFSo-%JaNl`LlhX5qxL~nRbsPz;HVyl&P#fCs8p|addp6?Y>l*sVgc0`)fgv5w
z>;9cE=w9tTPYrSM09iI@dq~o^d-{G~p7leH<Ph4f^E7q+hLQ<FkGCVYCJG73&N6$9
z^>XOlLO5pnT!J<*zPt~8Md~zUC^j7Eg{z(o)eF!lW>%C#`3sgq6EEBDuk|Qa^*>Lq
zMfF&fBK1&>wdqWAIa`7c3KcyHdVel0V<{X{s97>OGBjAvd>#dd)7P$f)RIZyaT6QZ
z*wk3jD42%Ur9ME~Yi?-|2SEJeF#s7s=DrtP<Q$<~kT6GYPyQWOy||5!oxdjK3Fk*o
zwGcNAc-ODt-PH7KHA{0aSmex1&BTah1jUehNWSM_-%R5@cD|R^#yn;dqMjqSzqf@5
zk|-pTq5NpGzNrn}wF&F2Vq4218G8j|AYg!;{{Xg357)m!dxIopK-&(5w*yAQCc|U$
znhp7{fo!eoo><o_QrUS5<mVX-%FT@b03(7=^6G%t44H!=PZOx^G&V$LM!I&=)wJ*}
zg<Z$wL>?<KJXfj7>51ZC(XuyUr3(Ff5s~%lru3Y&jw@IOw+{N-9~hk&Ysk}w;+Eu-
zPeqwl3l9lvYEL+SBq;ac10Czg!209>e}L(ZPg(k#p%;;KJ*JpsVHAi4HyyNO@xO)}
z&vfa2ibm`I0Oi!>Q^shl!2bZ=t&izp6R94(kMrrqA3%?&V(wrW8;If!0uugEG#sgk
z)c9OAd^=^Xy9t+Lud6&$^FqvyBN9b12R^8Ck^a(uPL%bZY<}F4MgfsV<^KR-7Sw%@
z8rDq(*j%kC!)-Nv;!?Q}w$z$WVOS9q@HC9mNV4Se5@*vV0ALJt^KZR!dW5SKjGx{^
z8+IE|Y~G`VQRh4dZ4fOkuU4aGj~mmSU0Ff^=<I;HFy+~>Nc|6PtlrMak0%u&u-c^Q
z-`P^f>h3qc3h2`LMzYnIYAIW_;r{m@{^&wE<BFeERr_)E80!B3(qs|mgvj$RHU9uj
z5pt>+=xF67`jdG1gIy(gs$K@bS7H*p>lgPX3b-oLg&u>uFYBJVUsyQtbkjCD)vRsI
z>G@L(VuX$V05t|=S?pb{6^g9Uy{KzPAc|=gRk1olD5{8mA*@Lo`gQ=|=c=bdopbV5
zVm#4FZh8*S*IMb_0tjXT$V8mU<~u5H&E}3+t!-!4rHOgYRqWVTl~xHPf})s|VkxWE
zMPIo6s-r#e*KAo!4^mDbTn@^+DiBIX@-~;`MGQ24PHk&vg?+IX<Uxm6B$e95cxSI#
zCYm$?aR=o{%7M5fj9>b@hnO;~>KSdal;^`FV&om9QPWAXO*NfE*`#GjbiPC6_al`H
zTeB6YBCn~{!msVYPAcm`S&tvPmw!z3(vh&*<XYA0s+afMn-(my&t@uH4W)~+4||m1
zJ-AjF*eH=hIaPM!&5#5EM^QSP+*T{y7OKTKTFS7sa8F-RQno~~$-TL53bkm4V7~Nv
z`uv`JddPiof!2k8)um>RzB%D`gwxlv#(5K*X#UVl%?+eC<ZJ?{8;=DC)OY<l)6i7o
zs5Ol!spFccsacnuSXKzpY?<A0$~i4G61b7aZ*1{yKcUals7@?ft^gIfyo;g|FHC30
z{y}J5o~(6Yt5$gpT2lz|99OAGzRVU~IT%vX20VsxPBKqYq+vK(^_F=FyAyhFJQL(J
zuk8LsYXRl2RLdKvFD+R~idB#X_TGAu1`)PPJYZnt9;DGlxC)dD@TLP-=W$lrREZ&Z
zKPPUr?jqo<Y3-X7?K_|OvA-6?tA*rBoHly(^irbdcB8tm=;2A$)~m(;06DQoZK|<a
zD|2i1Gu+q7Wn*aPuF%>@b@57$IYVl@xEOxV5MiF{*NlT2Ws!yXFzg+Mvm7mxjPdX`
z+z<M@zY3L`%eL_TWMAYeM?bjFN`59tmRL_I>&+7o>m)hg{r>=@j#$om5_v{E%p^7-
z*bdHg&mSHc;!vsxw!S)0k8kJS_P)|Bw4z%p`0`BJDds-j*GFnu6K_jdZI!6pv8^!3
zrWGkH4IFa)%1=r%b0NaW84eGi>2j;Z)SDl>kHV}tT|Qo^3qcVJlM{fX{{a1*uii$T
zn%b|P4ZhH9Ze5DS`c|r4tsSbHh`%1KotKYVj9k`1wOAw%GSD*pjs{hOG%P}q(8-gG
zU7?7pVlcM*=<CN{1E&E~W<j4W0_5VU8LJ@$E%L~RYg@39$6FtbRlZ?qYiM?<9jldL
z&_rghEmV?ykB?1ax=&j4mf<{a=(Z3rX<yrQ3x;%I$n{g}w^)wL`32Jd05bBp{{U~=
z)nfLmM(mj~fZtR|XC72-ro~Kly1Fpq&%%%oGplmu&cByXsQUi^A)!(|M)eR$W}V7b
zYx^0OlX9C;u&F1t9BesO0b?vz*~c#G^EO<ol`$qzw%yH#eZNu4y2nn&Toh;_Hpks?
zqk^8%{b(x|l34FFVwIF$Eb+cSAu5GzBvCZ#p#mI#SKKk&^q>%UQys;%z3AQJDLjzJ
zQp_?*%iF?Px?~6m{<%Gc3eM*^QQQvQ5REPNn~~X2I>)xw6mQVEtW|xgRTvCI?`7jy
zkK4^5U+xBH1G}8#qJdjk^plwHs1`e@HmO~wjzfO5k1X?8lm{pfm}(YvC+}50<74y(
z)3?{5o<CDZzS{E^3Pf5p=_vWnSyxd>q1)bvUqR!L%IIgTY$E>vwm54m%JC@dOA(*1
zTg0guEXPY#Bi(Yl<H!js9ge)XY7Js{%05XCjBjMQppF!$Ug5U{m0^*d-v{KvW}LH;
zBtWS?xjidHSIlO^UC@L5y}ugy6Wr>*RPL5&z&!Z=v={Slll8t;M#K^S0Bl@?>Pk+8
zwtcq;{$GCBBiE<-9eBVCE`Wdv_G$T5Ol7Ey#GFqmUi97&Y*_awnbv8$v}IM}R!7Sb
z-AZ5#sLy_qr&$^D`f8V8cz1rZ9iuvPH9K#{ZPk`9dR7vL9g3Aa!(g<F{WxMh2iixc
zNIlCGcioPx7^(8uSoi!Y7mbzn?$WLFA&wg2Nt{R*1fnvQ%JyG%8<1jv5)Y@-*Q$q0
z=s7vl35M;Y>*3!=CN<Xf+-kA8^0uX6EY*4HOIgyw@Cvw<Sl|=iDp7E8>zre*r;qLa
zoG{F8152+C-p?M|*e=f~7ON(+%jEJ}Y!PtN_6RZwZvOyj1MNHxar)<~Mo&RrpPXio
z%1I{NKKjR~*S5~<+PylT4Zr!qNP`I3<@W*%7?=`3z+9<NNhiL2I<;fuhs0G~G`a5V
z{Aq4P1U7=yP7=xEaaFm=rBn)i$NNN0oHTNrfKc(t$nDi9uXS9EXEKE?DtKIv<y$IQ
zZVk^q>h<k@OxNp=8iU+h5g43C;|L{ALQeSvqxJ{a2deHjxEremLd1}~J3D(TB5i`e
zUcY`nw;z#h>szrohA|?lN&qAdYQXV0Et8Dr0|U20zH8vlo0y1=zdkfnZ0@6Oz7*Q|
zN0n-*Qmt9*8LU@>FD5`NPyl_l7$7qD2e}=62kqSPn~NN*w^cfy^;E`#@S0o1*jgZF
z+>?8-<UEM)lM!IqS4SE9zlJ(N?<Z(4kWHiP<TRlP^AJYi`FGG8f1ufFWRl%d&q3t@
z<4gjGUA+`w0tof=$5q~i)Uo=LeJp`@ZPWBMqeryq<_4p67G{q0KlI$z*EC7MRv&TU
z{W<%ZGwG5(x$V~7d!yeBtR86z<;2zuM~$hc*7$X8mVy<Ms!SR_c5Eu2bW8P(GmJ*3
z)DKbCJ)zMdz&p*jjpo|gvW`^R{#vF*@y$ivNBBWs*fBeRQI<!Uc{1Z8i*X-cL66s~
z*H_8JgDD||>$c{$m5_n2I$pj%+}qG>s<Dxl8wyEt%K_E04sr(;9gp(rzwP;kCsj6-
zDi$7Ie19q`DFk*y^4^(`AepUdYVT;upO*>u9XWv<u*jfI1cVcjC>ihE5uUq$Q<)~g
zS)ezN9ZznYJ8eusPn~{lLaVy{%`MeA>Dwrg+Kh<VN8eg#`;;sCx&Dk}u<EM4LLQ)7
z41B{vd4t+2K`auX2a(o+zDKUvL9vyn-Fcx`F|(sEV;Ph;7vq3^taLQk*=rdwX&o<@
zAJmkzWQ4cIiuw~?#;@6Vl-S}685n)6qc{Wo(YWm1g?&1t^<I(ngZDvYJ-qA91hFcf
zDcjv$pXDo6hD!6ItVDw7&CJ)797il!C5mUz=hN4&Z`3+`y)BDj4XfG8wD93jm%Low
zL3V^{;&H`cWh!NM86-Nd736!VJ&#U0MqJtAG8FG#-p}Ju$rxj}-u3P9iR-}jDOySC
z+X0|@mK4WfB}O5S2El0D_5^Ym$8*<Lia%2YVw*$5UVr%i06N(n01*M^;d&hWlN|Ky
zzS3A3p;PSpyg~Nljg<Fn;1Z)FJ-SGGLp~vN`M@N1j{1N|W010qZ$UpL@;RC%j1eL{
zWW=$6amhm~0fWc-y?U)DPv4rNF>9Sg8YD7Bb^?gs95ZaIRgp_1(Z$JS99bJ9i@+QI
z0K+)K{{Zb_*GI<o)UOep0Nh2x9v&u#80yDrlXJqaN#-{wTQqEdlWS+>B6EYlHdl)_
ze$oy>&vVstt)@&WBVlU~zg{A>dB{6J9$qwJk9kLBrk+`hZC-RweL+Iev0UJe&+a#J
zq>Od$i;V|R$3Cd@f^0dC`k77Q^$!|eJdVW!wU!v=YYE4Uev3FKw+AVnC3D*zy#+MV
zbezvYt+4&Hq0=eEqV~1xyT$KZLHH*#MH_QOIU%z7Ba>jW06&rFmXVrIUIIvAayei6
zQSFq|$FQF$r>pks=P9Y5b>lW_7~rzWxzovl(ZuBz4WtTALdM{vq#R*`b=7@^o+rnW
z2}!YQj@$NlR-=4+o)u^F-<I{>FXi#caK}?$wWKR-BL4tnV+Ok0_VJfRBr(T+B=_rI
zb9;{mq-Vx64%Q;av*S@22J+AH(vjp_NVj*UU38IqweEneAKl7181RxJ0UUV$00G;s
zL+%W&jn^5mAqw$_xUjVklIYu79VG_hp!aFMms>R`B$17n*NlDDR#ohzckDw0kbZ=8
zA4us5(<K2Nb`#IHva~WW?ypCK>9?B2U7eYwkPdLp7wvc*PDnW<GGOF-9*yd)CKgzp
zGB$G~v+QdgX&Fa4V0<Py+WH5Tnz1FC9y3ZKdA&*n42;N5K*kPFSN@lly+;eua!UmS
zebsI0m=86Dw4!XGD_^ZGNaC$zT&o++YGEAw1*k{&2qe_W{)nSc%za4dpSNI-6D-67
zBQ%#F+W!E;x_?25VcIOhPWxN%s>hPz^4ZqMert0HW+JL<qLKxgNu*;R<Vfa>v$5~T
zg8&K7A~V-RnqeSoFx+`_tD-=v2B%L7sc7^zsj``CpU9Ays;f&HO1M9C@j|4<4S0rd
z!4V68NIh73OOUG&04nq5Z_Lteq<0ORtwt)kD%7FSJi+sOM{`>(`|i>zR$CWilkwno
zQ(}L1Oh&v)mLsw6)rv$4E-JSux!=syzg^?9>!_r#Q?U>EIpGuA*|4rc@l}qbOM@hF
zLl@s85DM|YRlyxX#=`X#TD)(>=JIbN(Z{V0HQHOk<$JTjVy^e6ndO@7Fi3($i4SyV
z{_D9@fq~YbZ`9YgQ>6X}Ejv2BeI-V<IhNJ8P^NJWzCmP^DQr8)8HRlT0CydE_<U=^
zubxNoa@FwdyM8*?w)AQ0<2-)Y_7b1SR7s9q)_-xc{_KCJSlTx3=UXq#D6#Q3#c|I~
zXvqOd%y3r0S4la`36iR*U$}*^gNu5q_9q9e4Q2Sz*IVE))fV4jSi;onFX7JwMo4FY
zSMn_)tU*}I1kk$iBOwVZ)KWPIZz?JgxrjZKWv}Df`04BJryD`$7vQm4MP`Nz6@gcc
z#$H-7G{YzQSL=hGycp~j<3xlU4+~dUlRdp{OOmWnG<9W`)TryoU8g*4?bwA>zD;{5
z2Q<s81q5^kRzs^e03SE#D6B|Ss&N3uN8)G!@(;=WJ6gT^w=Lip>rb$;U6|Re`EV$Y
zWik(DX<}|j{_J0H8CD~>72dbipo(Mak{#CO+>dv4S-K}nc_LXr{k!Sktp@yeedP4)
zTGH)f*7;_gXRoxP+WovzZkD~5N_VbnD%@dWRH{D~(^XOLmxzGGoEp4Yd2f$AS)Q9l
zj;y|aIS-*ty@QRo)vcnB7cMCy8z*#hU^oU{RsR6;u{>@n*P-2Oyh66eRS=!xtkriB
zm|+(h?~H6L&UtI4a}?M0n%%VWI)n)=6tdB9Pi!eiHf(XnCOWHzLv`1Y?eH|`8YVgE
zF69wqLU#lGu7l=Y_u|**!iazOi|llolV@oqe`=P;Q2U5$$1D<Rc7xxm<J<UTWGPNi
zT3S=(UZa)@{1~r8$<*>&6h||$(!l9`NB4JrR9NX)qcyVQUp%a=$-zUYx2U$@SbXDy
zQqi#SeMa3bReim<FTo74X?Hb}#1h-76~AX;<GxCT)(Ch?5$nq8=->>pg1uE_WRh2n
z&gKhnK+vD*R;X@@qQhz9uMZC1%Y15?d&IA6gIl(i-bz`oGDdm4<}8MJ3t4f5VmSa9
z5zvl<mXtx0Z_C2EwJDpFX8fZ8?xBO2Q52lItPwkaQHQAkhtsXL?mTU3)RNp(j~Zb7
zc1q0}J!r06EX2LPY$Q`Leh<N>4LdO-Cm6@CM@Gm{-AQrJm&SyDP&r^u+tFmc>cwD{
zTBfl$vKeMXV;3dC<L)UhA}?@8JNk4)exnZ{7Vw~C5i4Ep%yr{S-^m^#HZ^R)u+=Y+
z60#ct82#t=_~i?hKIb_H-Gv25*Pv{XOSI~|HK2OTW_)I8BMhu8K&%e^*Z3EUX?B;V
zr4$}Layg|j!63C}DPKAEXN`%DK1a78a6gAf!xj-c(L%82`kMJ)-(4pI8g20+#^94}
zbUl=WX#7G=<;l4-J-$H2B{Wv|LNIUbgUj4p46r#P9YvYbV9i@Z6{hat@vc!7y<_s7
zd49A^m&Lq`Ls;FbqqBN~{qs*wl#)#f_WRxi%#4M55~KRPM^%ySj;oD7)IyBWUfy0t
z{5&dIEUYXBzs9OpZ?@omO$8D?Oo@NCM7W5bwm{wDXrvri73GX}$3%6$kD4*O>dQXf
z8g92b2OtG~KHAj_XSg+Cn$&U2$}-J0RZv<dR>X`>Lls=)ey6I}wz6{IoZ_|YEve(j
zx{ik?Ae&T@dC-e}w1VSDBUv#CnPT>4F04zF!N4Pr^$z3xI=jED$kKq!c=uFONCn+>
ztDlJ8k5O%-u<sufE$@?$Ze))rO7`Tk_6N6Me_pA5PpJu8%0F}hq<8TA>NTB4r;Q$b
zPt78+Bh54@LX>BO95V&%$~c_!D!`B7>Uyq8)TP3fG<#U_7t*j^Ib_|>TDy5QYCC-_
zt5$Ghc>UD@m6{e|{X`NQlAPps{y$ER5U*R2VTc1e{nfk1SXnJf!_l7J^)#<3krjyd
zTPZV^;y$2`EQjfgANA{Y_JeeA@}Rk4V|!?OtwMc0pJN*vUYc(l)K>BBY<Ht{3m^8`
zUp&KbE5&ks7DoW&;Cl7WdWI~6IH4qfY$(W(Me^(8Lysrl>~7qNUd6Jq`>hsdVu6Dw
z!ni&7qMUxGuFvfAHa-A~Rz6?H#-n*k8vrdtuK--b4%ud&&6s2rX4bzUm28nLs;o#^
zQHvq;R#G~>94vmTihWcL$4edqzqa+HK+5EfHWh#JN|fqDT6(qGR@fO9%}~NriBVEn
zByL2qa3`_Hu6pKuYuoSbyoBmF$lEWe9JS%$L>TOR+-MuJ)<>e+t)=E@tchdTT>DB3
z7HGikKy^L-neWw~qvgL@48-s{cApxI{KQeS$9(>!iZIiPR*W8e5uXgfv5c@BbBqE{
z*QI@C433#IB6)XK7;aJk^BR_?HHj{MMKLIo4<`T%$t&ZD!hofU@xf8w^y<GP*;DK0
zc^6yrwM4KMK79w<wv<iHaifkY42i*^Qm~Fexfb;SvQAIw_5K}WsK#-6(0H|sJ^ui$
zG0ur_<pAnfa;txjdHywTt&&8;f}pk;c@-mr0i5U4k?W>m`<OmDz|tbR@;{L8p#G@Z
z!uF^=ox6JY-uAVa7UE`1pKZ8zPAWd&-T0hz6n#P{G7Rc`<ljmk*LA+`bWHe%!}gyh
z(z0YmYf=L&a>bNJ0hlrZMo$tjeGei0dh2}_2s*9`kV9Wvjsv^KtQaaKh)n!%R4*!_
zyzwt9v8c44iw!#_BRVr7hQoldSSoN0c^3u$0ORY@uA$R0v9k<QTVt)h*P=4=0Un47
z7lqFnGHN_UJf~M3i5x|`sqONI040=R_l5v{@vtDTZ$qA`y?5GJ^C>n29tV*f)C7<M
z12G3mvS}_+@Y|49-o(;q<ghDRl&>SKe{+wylY-U3Y%%`;Z&hqgi4F!*%0aL;G#Owx
z(--AF5%K>3koeSlN()-X!kQ(TI|?#Hx8W+P>z9m!W(gO$R{sExU0JX?W_AHrDkVX6
zYwA1vc~;D^mAD|axl(86+KRL5wou19*;yi)aQH5=6mCjlKXUOSAF7W1Qa|lersarc
zV!}h_8edHXs6vY&x#guNn*RU_y*kHcXy;g=X=5=;8JpThVhLl8NORbn5Dt1gM~D#4
z$e^~M^0#Fh)A36<3`ZK^@n1V%5AsPoa?9eS+pjjTvv69|pR!u5kPqWZ*eXw>=k@Bv
z(t4`NgxGvy8m+irwwd)@MTM3{BIk`T+s_Evc@%&5F15Y8u-1*NQh)2Pkq^Bi9)*`3
zzh3_UuUqHzSL!$qCf&tN*3^}td5+;>Z8fTFTTSI8vm8I$j?4)J&_5*z(fx<E3uS#n
z4*vj8r(A<9XY_uc%&NjNc!~<{tzn_6gVx&9zSeC>1Z8skzUdhY21g~ahD9Cld*isz
zOf#{MSAa<&EtHFJM{jLzRf_L6qwk4Lq}W8V0*@e#NB-LoPNO`LyK;^B9>iz9I+LT|
z%dtIsnXGP2NsilOy&U`}Wmm`cH6*hlC2KPKGDusCRcAiQet-T9k+|jut_SJU{*l!s
z=(%BXT~;S+e_Cv=B^Mf7wy(c5d^@r84;7cmwSd0ENUZ4xB3EHl;E@ZDR&j!#L(?yN
z`(OV6%DP%*<3Ik~V3h*)amL;>6!A0p)QfSXm&ZJUJx;}|SVJ7e{{RuI$Qc^Fn4b!+
z81nZC`+kS7ny}%`z{++d<B?c`t;Bf#bgj<4gi{wCD|;;{*o2GUiG+_DgYHJFh7&6s
zqv!frPk+;^H&yCcsS3%8F64QKY3&ql(<=FEt6gmx8I~v-1-Ta@G8iS0yjWllw~;-8
z1J}P%N!Bv*uz!6>0REI@SnKHm`suAjc*m5!uVx{;D^_zLWMLeuB&v*2gmcEoibtUz
zsU2SZvzQ`+IV3iY+-avy>QSV-4aK-q38mO;c2d@!YL+$-8&z>G%JivLp=sjahw;;#
z^EZ4aV~pgEy2nLGGBOrGT;GNH9yc}Bx*J65BvbpNkA>)s4(G@9G_2P&D%Ms8OZHAC
zt3%(BqlT1qVyhcRZpi?O@w3^TkM|^098W=406Afx{#9*%I|4Mde)#5-Qg&chrfu#l
zPsY_l1gmW)MKcAl9L3<H6&m<1Wq9L8W0Q~vO}b2qT)KSV+JMi|Z=n{Vf_#4qS&w_P
zv0Gze8v9$4shMG?TBUmsPAOEf+)6<a;-2aRS7#t(dfMV(V*piVZ}|;R_{NS;Hu4J_
zO^0m{k5yXH*NPT}FIXiAuU!}cuhButi<Tbr+<Sl+b*H9Xn2tuF=S`1`{B1*RL2l9z
zRo7N6vk4n}Q(Uti5)~2!JZZ-42_*gO08IBiZi-Y8dut+(9s#CFuIzU*M!%CnwS8=H
zG#}k_EHSEkT*1sSNIuiuvRJpTS`+GMx>~))ir2N(ulSzorBzT;^>wK7s>|(dYS@j@
zoE(KNi8N>j`#}17!s>Nib&9t5$xSVVY)e*Z7nLL_8J(c4@Fj>R_Q2&daPVx7<B22m
z>Jp?IR>4aRDC?^78ndW|;!=@qi9$;OSu4#XZv149QHA#2Fs@XP%Et%m){nxAh;C!y
zL;nDiKkfS3J!a=wO4G$!orRtqRheS31sJ4zmYFL-EK*4tqMlKx_W&!7mGvBjhC3VX
z0{T;I9A}k?QZIfKlX*AKcIKwgYVO^p_8rZ0YEvB4F5QupL{Z(uP{nG&3hLi)A@?XJ
zJ#)UL*Q`uQb=RNrtJViYR35DM`ESpK4E(l#C);^$?#|Ynwq>Vq7FersHC_r;wU%yE
zNW_uLueKo~c!+h$<~tMBYpG;p<Y&t={{X~vt0zmxgBJ-Dn@pqQd)};mDJ&KB*Jwg%
z%SLLSh4^?%`)YRWT7&#{!kn3K?M75?FB_*gl&pc5(>Riah1TPT4raE<j$D}%MjC^0
z-N%g+w994*65EvCIHh4W^dOqKxl~-OFgx8O6K2h8mSw1kcBm3X?}a?Ly1!d70%hT<
z>*4)tc@dTru(Ywtju>*<bsrk1Q1Tje_IIVFvYwq=iw3`Ws1;px)}z_QA&35&WtPsa
z-G+~ljd@ggQIx3U3nj>uDf00(V}(lqNU#R=C#}*`klx$Yp+O!hv4I^;otfxcMUiV%
zxnGyR4cb;~BST<HzV#Wg9E-#&^q`ZxvkRNkRFEC1t<T-@uV<0nYLOaMVXtRVVidJn
z2%$!`S)*14DI!qck76_&SVrv&3>Edj(;yLNvD!s!j2x95N8LibKHin<4pNPpHX?Hg
zovSQy2{L}i7%b(p>yPKqLsM#<z$4A5rf<SvzZEFwRZFPr_dy!tnzMnC+#)LdafbbR
zb%zY7fyScLyC|qTMuUYHE*o&`)>-RE8ZHR08wZn!KBdTYj1J$a&qT@Vyk&IR+0K_n
z>FQeiDvP~WyGBDDn)K&)X(DEgmf<P^SUu&yNZCdXdlAqB8bWPEPbxG_pz1|pukX)C
zPAyfvgq9$CrYS|rmSFZ=54#2!(L|C)K|goY^lX^&MT4muu6t|d-|`&T%_B#D-X#6?
zi#`eGLtTDf@sIfSb$1rR*O)S-_5IK!Slz%e^2uM|NF*MH=y~f5#T<eYjk|u`wZKrT
z1GifeE9f8gU!eGt=M6PV_H0sH7h^HY?=*3}TP%1<6O|%b^F=A*bDaA6VD;TSwUg5G
zaeZhuv9JYyxE^HkrjP)@EykjSAHHAOi1?b-k0qt8*V@;!hHb{SoKQ(Uf4e`NDk3a_
zP8LjpPiF_D9`?fszN`@fK;zxcpv{0l;Bh2z96mR!VDir$r9GLh(Gv1*D`u)6b~1|D
zGDiOZY4>6{P!4nT@7D;(iyP`ad?V@QgRgxmu`_AN{*)-*cszG&@~jlNW|}DGV-_5~
zL}8d5Avpu|J-T~~mn!3!<=of5-~1_xK;=Q<UAhfvOSLHO3lSnDbxgy#kvqi;OaT7?
zm;nHj+<*^$sNF{s)#`qj7G^i7jveLMZBIT_T#Lo^kwGQRc#^gF7EW<TAyk}(1Cv5>
zfw(9iOdsLY+1}V(oMR)dsyL6*o2NxzK)A63mor=%Err?Sn_ccp%=1)<+?I`>D$B>Z
z6+d480K@6l-q+~QjVOJkKs@;I{HYtkB1z^2Ks*l`w^Z;GRylW)x;@n4BMFWfJMtlN
zbH_c8(>+-_<o>%1TivcSsaYd(3j=#vqV4bA)u{BQY`Zu~BT~c?-IOy9$g*c2>7J@<
z&=WJL6?*~?Ivu@LHjh-l;azk1hRSNrD@1+xOa3vDj|mjuu=hLv0C`VfF^1~tkL|qJ
z;Ug7B>Y7YxHl7s?<2SsEMQ%iqXV+LK@vZxu(9Kq7Ey_N4QpqUfuD+Q14D=2^TAQS2
zdNM1fLXLbm(5f9?!%rHyR`OdiY??a;?Sf%sNskj6vz)YytDK1d?mKrq`k$`#7&9;*
zYi^PC?!8MSw;;9eYLwpGh8jX!5&O~1Pq-Hx)GzfHE!_bf$iczthtQ|U!_Edei_{&4
zhT=fG2rAK;qDgTqGRD|d%JTNrM{)@`B>H+|tG8CmlOqhgj5r$1a)cH)rX#^Tlv7xv
z-u;WgMO~Q%eYOPqaaeK7i@OfT(EWS$OZMNn`ft@7Ua7Soc>%{Weh2fT6c$~>T3D*f
zTg<d|_Dpky!Q+<-$$&C)2pAb4dJ*5Qmp`%&LN-F&xE+-&&GojDUzm3P04f}9EJLEV
zJQ01e#6*$H6BXthWl@*7c3k~`Ua0>7^qDc{tTGMJ9_>f-rSnFqaizs}Q}ep=L+tFN
zkJ_??M*jdvig)5LLWWi&{v9#S=-II;7~qZ;?f6jp3vd^v&-R1z_NPze8*d(#SeSkL
zJ#JY-%F0zXG?%y>q##JY{aGJgx-a<Wsy-P10IA8^rH<fD#=jbEhnMNEpg0b6L;b{$
z8r^Oq@~wKprsa7Bs@;fbfx~4$KA0W8y&v!V<OvM005^GbJbSAd&w16xiG68V@c#gn
zZc*DUD4JH1oq{2a2e|hs00URUWR|Py4}Y`ybf={CW|kPRvU@l;F7L6d#gGWt4&z48
zkv9)-#iiOoSjh#{SGDYY&qh_ka(JKmtINyoKToGq^*)&_IOikNEQkATr;oz1G&`fv
zTB!d39PWIAm079_^MJ}4l1VEv0uS2?Hh2a4DxaapT>k(Sx~y|MLm`qfe7+r@57LE#
zAb{`UI3M9nFT;NY?tWq0z5SmmQO96I7P-`<n?{oZ-*?9pjU*@R^*tMn&{M1A{Z45<
zxHr=NZtohMA>XR;y;c7JbH5lj!Z&5s-`4Op)7Y<K0m{6R6fGjhGInXAkGTzp{$s1I
zUKh~dY;Tg<8(;3{QzXX`w(Gl*thw?J3$3=?3%>6sRe2(pm=<9yKJ}I`GU~bhrO6(o
zbx)5sBLYDZ$9UN4Ios{6Z#Pi&m>ixfz@Bv0{CDysnteJ`+c)Lgr%5$-EJ&%s#Z`#M
zQpqH#G6=`FAwAfrKD~5qo!1oLx;2@Rc=vYxlp^J+B<X9^WwWfcZb|ADR55~MQV2<8
zEg)Rvg%T5$$9(qcf!9n@N^S?EZ-?=zmknjRF&sG6Qtp!W+MT;F)RNb*%&uc6k_Ii0
z?RRV;I4AV!HZ1euvq+nQ@waH~s2U|eW8-hexcol8+f%Z~AYd*QWj?$V<J(kh4snjy
z&VS?6v(*wfmnBpyf2aLD->pKSLAvpy<%fIv*M_!INbxOqe{h087$o-q1K8)J9a-e+
zaTgaxxHs&z6B!~Rr{=8&_-DwU%Dy*EPQ)f{>7<5?@_o*>;0+axZJywVhIojLjxsUd
z)2_Yk9;BIFGBlFgzyvpKw72!FLopF;Zaj@=*UR4<%d)v+aifeuz1Q4m?$!WAw*(TL
zE0r8#v@!O-qh}w-su#U|s(O}8v-J4UGVj^*{{TO_hMq4|%%3%Syi4ReLWPZOiZaD=
z7!6x>rOZ<TRHr{_z~ZtG=iCxKdgYnL`e_klqpn0_Yglpb*Gu?vqp{*wh$XErKH4St
zfP-x<TD8N@g^HJ8BbqsZ#|e}SkQ?ed5!3u`kBQg%V@1=&q+UaS@%YhC43WpQ--Q_W
zUL{Lau1B@6f=hnUnzGnjN6o(Gk+P?hhZqan2e~-ve{Pw&Mr!olp&i*y&`8mb9}Co2
zQb!c_AQMtrG@dH@=;-QomM*GB;>GFWo;nN6O&k>~OC&K^vUr0l@#2{ZJqhc)^kSwI
zbVR=G4R)T1wBaKqx7*G9>eFk;?f9iA);M)`yr#{W6IWyWW}4^tSGk{mZAv*M4|i=K
zV--`y{j<ryz+BtjMS|s&2X4+rtPEU&K|3nL;k&pi*?kmRO{5R6jco2W8@pALTO{Ry
zY3<g6xNEYc@^d0tJIs54tCGtKaqEc4vs+U_WJb=K8ww(8YuWh+XRPt>8{WK?+2*^v
z-8eIU(#vi)rCyxPm}ZjPzT})EQ5*=l;>3b1nC#4;sk+{)vjgg0+EX#R@jvjI3f>Rn
z3pcsAsbl<===r6jTUMiqh?|gSx3P^Ff`8ZmTn_yj`$fGzJnAYs{6$J}wv)u@%N&)W
zvql3bb1Z%Rh+F%ui0myOp2TXnMRYjMa&Q4WE7W4UV!oHlybH(czvKS^l|DsXWrZ;e
zjv+{+t#UzyOD|%x#*7H|-z;!2OmZnfbrv=63hZkeNTip?<*-%_zNhjGkwycq+h57Q
zG9E-S%#o+v9!3~vxF@IyB;4_>O?q{HdAqy3n&p5NYF84a*lVvQwGDWUdm=n>k{fYy
z5{!)Z9-}=$d-18#*3z%K{{SNtY3(Ugo+~L{Lp&;n4<VIB#k8o!7)v!-RGe`HqXX!0
zB=Uqt^I5H>Fvf(PPLx0Lk374yp<|3DrRZ!3muFGTLTzA?J=yHm3yCCzD2ilc5}2Hl
z2pv;;hGc{hAS_2e)~ww>3<WNyQ^0o8)3B>f$CX*0)REbzHJPTCIhHXEiDI2*p0~R+
zZv@WMRueBTxluzda&t(^3-wOd2OOV(HG0K6aR@p-+YZ|Bt>vv!n!|GzbvB+-_EAzx
zTIZTVb7lo#?2<Dv=Mx6V9f26?5s@0mLlV#tt+)>J`BbX|6QQ#X9p<B!q-$mxb>xo4
zErp94JznoyW@dQ6hk%JpK`dAm=8{ISSN?2#!zcuO%5r0ignndx9n{|tu>?Pr*Fq2X
zc+ne6LuU(CrD8~1Wv;SqQnD;Gb4OIsmCQA4MDaa}ml2jo$}igZAa^}Lj3ICiqTgXe
zxK{F!<*#<HQk%NF7uZ*|Q+uzdC`}|mpxWHkO^G3tM`kpov4)k9tWOnhsN&fKS)(P3
z@Lt+rC2veEtVLb?Zc6nvjjP-KOgl>H`BknMUW?p$aRS@9N^fm0SGgGoXRPGL!CBOv
zwnW;DBpO>v-DEZvBH!JA{{WBk@2Z!cZR4v^?8RnS?y|Z^90<ZYfaC;c06biA_Yg8z
z4&BdCO(L6bK3X#wSU!Wwc+guxzuLiUPg7|f>k!yQg}*Aivei<n?kRy`TMkg15>>r1
zo{|#6YYT<7G65NNw(HY>;Csu`C1=^st(4B7Ja9W!kZ|qpNQ?Ff1OAvS4{_713D{X%
zZM${9@THlt+>!+zW8CZENR~voW;RmMHAq@o>i9gB-;P7)&}XMUpjEquZsBVhuQU?7
ze$LhHCb%~jXB1?yt*G*(YRxn=Q$u-%a{mC2@1OzW9mk;PNhV@HX?)k@Iecq$fWDHr
z-(&KhFZHad{oqNZ^M4=Q>nq1lY$J@R8wjgKu=k@3546e_XxUdJCv;#su==Z$(_bAz
zmbRDWrF{ARMZ}XG#L>5$6Z|#OzG%Kg(O>WnI+<++YW9qRCNYs+!C=6ms{O88{WI4k
z#*ZT(E<)cn;s_tDaAz_+hk?1$-JjNtzqkJY+#ciMuQS&9Mz+N3to(>m$aL|vj+W^A
zfgaU$jPhG`qwWaq>Nxu2tEWZk&(gAl=W&486~7I2J|eOilzB<rUr4j>{A2e)@azbl
zMmBog-k}>?uuBn7G;%Zq#}$Vkad3MnVfPQUvGncnoL;ljLJ14ODB^WxBZu>+Ai<T6
zsN?r7#Bm0(OJVzE@*fWKeW#1>;+jo#_U!)vhuy^!aaCt4>`mK;JRGR(U3+@<#q)iI
zpN-VzFtBKe1UJOeL`gB7qI+)#=KkY;-wF-<!|+F!cq<!HR*vSaz&`X~;!wo2A+SSN
zm4cE7pgp~NbrxSv>K!5xEXuEseGf8uiem)wdU_H?%>YKW4V`(CNSP&xL;fv-D_n+j
zVcAP?Su#|55PwenQZncIjFTd!$+fp_yE`jsa*+sgVJ3sVrG7oVA==HX*~;enN<R*J
z1hBhRPag6A0J?Y^Du1Z5_v*vZ=M4aYU-=Is-A;NZQ4cSpE|MRX{Cou-m*ag!%XDwo
znmFgNDN9Kc1&<{CtszdsEPIiRW2<H~IN|R&+o#_}b=(N#m6=p5zyoo_)sN3$i(BKi
zp$i+?uLm#4PCo15PX_k!iBpaT@yAQEI$kW`ve>rki}C)Qm0CEeBE7+G-ugpe*!c~g
zC2G_t%W7?c6<Gje5kwfX379AmV+YXx00HaPoj;^0muw>WHslF4wlqo(pkMQ&AC7#N
zKZ#FUUFLOVj;zv%64R*yu|kB)k<9yT%fF`*Gu5XFa{6l+Gn4jMfEeHKw|xzllJPjO
zvQy0ufq3to_}qJFrKTjaPu|y9LNO{j402)26kv1wanp{m?5rNGhBGJHGDsva;xy9z
z-JSF@tK^N!EI8k`l{*^Qd{=w3f_W6rLgFlE`l6U%zpgm4$Osww4_{um2UqEteLdO-
zB!F}vaUaHqo)?X^xfZGylKBd3@7sd1%&{2EstLyuKnIGj;#3oi5$HWSSAi^0Flhy(
z8eH?C>OaRSO!CCa!KF@IIUr_?_9Z}K0nR&)rR({~n4&0%RU+0E9^-vZlzh`yJ1VM$
zWGK#7!i87oBlcxb$~iNI<@`G41E+6RngTcOB>w;!YmG1(UgYwmXW$LBnmaY|&HcqS
z?adWSUg>2OrEnIdv&-x;*#L53j5s;#?*5B1=5*V}ZZ*`6cvBIJ>8*)0dHJv6d8<=x
zmbCj<6+`=hm13T}YDtDbNz0V}lk4f#4<XYBsQ&=%A!r{!ZO;Dyl?#!Mm)~-2tt2}d
z_pDp5LKK-JnaUVtMp*#^F7dEzuM^)r$A96|Y`kn&h-4z%KDO-ep$a+G29#C!>qT?M
z_w*)fazgDfn^}2eaLC0JOJ2YX11tLf01mn4Z>ttikP;6oX>RfPQ2v~%L0&heo6Z|$
zV@p=mn@o`K4<q}X(1C)_$FhkD{$E4YORde+r_B+mc7;ZrgTl9(ISh(h<)!}sL!~iT
z7wX)xTVV~K%b{zRy#lau-qg|Lwhlc<Y-ADDf(fKZW0(RZLC=}3ka}&nQ#r2Roy|9-
zC^c!UQueP#)&tY`faNGhVa3y*-h&*tHah6ozU#xy!1_#;JHqWZ<a@uJ61iTycCft{
zz9{kCN3ttgNUeJln5GhamMi;<%DIdoBzt(kZ>|S!m-IBjXJ<P~-$Boqt=2KL9ct&V
z{n1VPaq`BY6?1l<=DJHHga#VRXu+k2-YTzVthi+Q<bNK9%j!{kb36j2pku&%*6kGn
zWqL$|ZZ%c;C+BLvJ%}bqHWwtPv9YtY?ncx5@OuU|u$AHuC};sCyJv|#N7TL9i`AnT
zeJxwmPB-Ivkj#=c;i(^WE>cwSS!^uc=Dn1=I4WTua*@mr=#>Kh0PQ$EC~U--1#g?P
zOW(e|A&y^|0QCptemSMu$RAZGuP+di3bOr{nSsK(@*#M)bz$5eT<54E%Sha-GYHQc
zbMEk=ngYi0@T%$Y?dG<dF9~Kv;$(QnClT^3AK2Iu`vi9Y<d060b%zdyWF>&%e&2<7
zzCxzK!mb`Iwb;~=Cb3#Z4t<%-L+zPH7m<vG{=9bt1`K|^5z}*Vvp@BuH_cu>gj<h~
z3f>VbC7273zNNQMu7VRfLJC=Y$si?O9GqpxX3BQ;>s7~*a>PxjEoScUuNY(p%g<W4
zd~xPpJrBREzjCUxE@Ej&VEm5|NMLgrCk&^ydV4$J;viQSMqkF7V>}+0rrSiFrj4E_
z@*Qs#8#)o8N;6tJ3Lf7-ZaL)&EX1s&5R$U2i}eH_*QK2|+^N!XWXFi@hDNxzF5}1#
z3X5cIGa#{0w**vGzayaAU53W!5mDVgy0d}+Nw|Pvog1)TN7o(ub!zGTbtcO7a?a@3
z-@~|6vf{?5920+qsD9dgKa%euy<W^Ur-k0AzZq3Y&p+)Yh|q%RkGGa`4_^0Qw=p{0
ziz2f6RtHOQ?V(NKe=S~bYHa*@a<7t9t0np<f<47r@)u-K;iA0?FLqcQo=e#AC#||S
zLW|qXUll=KEPH!RNY5*$sMZNZ+W!DC_^+MnlDe2>o&|<0Q5gbD5-9`UM@~eqf7B8?
zbZ&kY4_6J45kbC}<Kv|d8BsR$?5?VsaXh@@6Ez0RwWUj@CbB(QCAr1f5fO7BMdE|_
z^*=<4bem~bNR@`Q)BU%c&j1W;1KY-=q5lB2HCt+*hLJy#TV+W$wZyF!nzDCiuV&vj
zl4v9U0CJ)sl&Cqz4@L(Z$r~H96UX7i@~(v&8C0kmTS^^nt?zuU{{a2H;?!lWs@iQm
zijvKHV`a7#>amK&&8@RxW}P1rNg~FmvOm=nbuwf~(<Ctkwd`A4_V`v_Bk3LdZ%&uN
zdrg0h*1vCa_!^2xjRY1lpX4?=y)7i3_xO!01*Wc-AKIx{6PXOe{lsUhh7`eL+T1@H
zt>naaSuRZyJlo{`(s@>!PeQ4OV`|Q{?jnuW2=$TKiR?+Mjo>fsv|jLgaw#%k`zk=s
zMH$ZE6b+_<AgLhn6!v^b`kxu1+xf0QBudr9uNp?N)iEkTud7@RL1(veR^k-4Bw$$N
z6Va$Vx9zM{-;&p!Yu+Wgcx9H|J&%#ua~1;9GumkN2^t_Pn;9&}x{wF(>Is;#fO~5O
ztUEg}#SV@s$GrFG$7;2nPnkrO?0#Gb$~i3I;`<jr^D;Y<GBM#<QFCe+?6zOwcbeZV
zq7uzr<wl0gN<w}`ifEHWmSB7<Y$K~Fi`-mffUJ5Qys5ZxqN9uzI-WHj<s0Z}{x^{8
zWRlfmQbxT6c}iGH7MUVRnMn;{s7YWjiLlX<N2YUM>Jt`HW8yz5chl6!p{;X6iynJI
zS?w(elEinQrjyXNW<<3d(U?t&_SX}~VyOe3RG8d%?bR1MF?A&AR}36hBsEuS*!HKl
zYAKpZHj$&8o-M{^QD2+D=hzlMtDB$)f|gV2Iz=m?ywRJ1$ndA}t18*5UR_zZk_vKu
z1dN}HVdGV`uaHi>&`OQW!0Uj@SOR$9HhKzFg_H<J*C&+~8_dowNgefJ@jW%IRhesU
zp$M|QOYbdsi`O=45yNY*WH0#F5nq9jsU;5=`wwAODRF}%{{VmEMoA=cwW2m7k9`-;
zt}DW=c+f17$7)K};e^F13FLV>s`3W98D(xE9HKOh7yuPLU|X2INfgTvB13XbMc9XV
zqqkdEwXEw(;g9?l_uF`?{#?2C>aFP&p0^|RVbt(HYp5MTDmDE!(GTDJDERV3j8t1e
zR`@p}&n<4pTAL4QCywTqV<SO&rJ9knQk`GF9F?|o<%z!Lg_c0rC2%`RR1xr^7Va1w
zElbyz#dq_o($j1vryH525N)E4XjPSz#|^O|cSK$wdyq3{)PQ;xXwkg36lOVKH(cCl
zU!Ec3^KUjVrq+eMb<*HLG!?7PtV5sgRl5!*mb)K9%uf^C=cNvc>^U3L2wAonIGa<0
zuJH{m3KZ74y4E2mExu&;T$A?z7%C7OxCiO=>5N$MfFoZp{_FDawJn<_cVa)cvzLVv
zf5l$c(yVpRNi+{1B3g1>0&*lq0II*P3G6y*AlnxB#*~pV@#K|}*a8nar}+nvY;|aT
z;OPM5V4g|D>coY1R#Ks*US6x%4x!s1dpYuf_|ZZrQa@HdpYW`l{o46P{wa;A;?Y`y
zLnVram1ttRQbz9>p1&CtfgREEN2g42$c`;fm4>IY!nq&55=@vxWG>4aes!2$XW<$T
zkf=?5?MR@ugsJ}7SB3E3(Us%@KBQoELF%&oE?2BT*iF29{A=cdzfB|h!oV^6sVwr3
zAFbkhMuB66k`c$<JeEIe)F52t-zPcGt~x#u22>uTWZdXRme#R6kv`I*!%iIhXrcRm
z{n~E-0B*a?M|RcU0>5kA+G%B!$hy~>RTA6Rg(a33_cJ75eXW*XRvle^yPuKL8DT8%
zg?(4Eu!G%NNbMi)u9iBER_FYyakU>T{B`obh|=;JcBt&=ZK)%zgCt)2keru`FWn9L
z48gm1Dc4MzTv?;~n20ej_}{*zXOAcM*X6Y>esi*`<Q4Dup3->dtX5H{*g_gsk`eu{
zYG_?~F^%z_`Ol|Rj=FxM9kJ0tzv1CQlQI7Qi~yglXV1xh8|*Ze<w&D~^icyaw+X|Z
zL$@?JW%k&2_4Pe)&ZUc!)AM!nt@(KKuWd7%K7@96QtNwPB|C{LOkkA%0CE}QJY=b2
zA|*)xBoZ^|1~5LI`o<qvmO062j@0|>X7!?w6*jjq`ceD9_d9!9`K7fYG9+x$%n#Wh
zz%1dx1ac!MAJd$5caNzFkz@di@xSRuN0*g7k(+TG`JU>m`Dc^tEVLjqS%ux9m3_io
zRSow@R03Ovp#B4*UnLcHUiBty6G0B}e74uN{OGgr7sr|_GI<up;v~Y%3HWCr{iTh0
z0C_QNh9^96#|J%hFJj9c$COw|dDtJ$mEz9qXdUz9T4=oU#r$^dHP_LK31oYYpjEeL
zVPyU~$zX#U#v_Oh$L%aL*mY>?l0z{8!i62$d~4Z5)orby?)&JY;#=*{ifT2w-9@yM
zTT;wx1bo?=wP{N{kSYwuAvolK_Cim55!D;0^$e^i$i|y;-%;2<g=!eYfe`6mzai|A
zwKp%1Y3^BHdz!>}mgJ)fz!u|=&}1INs&;gzt4Ha_Z&`;Pcc|oI$VoIA@v0j8M#X)U
ztacKFmO0}p>QYRUi5I?ODnTDybzYO&nGvq}iMiL6MGOrlzuU^crIsHawIrOxu}3+J
znQr1fS!oC(KWh+heLt5~KD*Ip%O6jU;JD-4@S)x>HpSv-t>WHuuM>eR$O-n)2!JZ8
zxx}Lw0!$J|Zp8GiFK%VyV+bby0GD<C94VG8LKEsgJwIAXw7xsE+gqvR8lP@U(D6sB
z8U>4MN@h}P5$Yts$~UUI<a+h=7eeY2<1)`4;8*b+!K*6G4A|S;D1PpA@Y1ngY2p6>
z<F~d=l}c$*-dE#p36~MY8TT+{mMnyCsROGl(BSoSGJ$4YNdEvy?EaLWA(W<u*Wr2#
z`B%o;igq<}MJj)gSB45UBSFE$q@3jO037#I`gFTC7srWXgpI`Mf7XqU4;<mH;sXvn
z^}*)eB?paZ>h7bojw(+_^5c^cqu875Z)J~e=lussdgno3qkO2G_MY4KcT%}v5U6hY
zm)CA$^Isd5g?W_N;$v1L`V{sdhktM=AJ08=&#QtAu^vJ54M=WUa2BQP{-Xf8HTlxh
zQZFv>Pb9ZfW|!8Q%Ol6jFAua|?PQU`KwKW&zK5go^6_Vk40{u90<`}C*ap@%rU%A6
z=T$8zb4BFiDP@sDEQ=ufWHKCs$ud8f{vB<L)1+uUcUwO(MZ|w-DFij@OHc9!%TMJI
z*b=krugGfJiU3qZ@*Z?$uoacqt40*#{{VMDVP<7vb+$wVVlw^5N{G&5oCXJF>KFG4
zjpbA*c?C6--7yN&tAasQ`<Ep5LL3}q=Lf%6F1)yT@hqg>*4O;&6QR-cu@q?ihWY2m
z#%<28$fT>Q@|{|KMJX;w5-pq&uNx3AxPHrZi08zAT9eTJ&cW$eol049l?GEi<8ym$
z{{Ttvqp^xIYr?-jbv`-bJ1;wnapCaMth<T@_EKn_A){t^$K7RW#zIGT?&9DKIKd-5
zKKDTAQO_LE>{+B9Yg^3Sr?Q~Sfp>?Ci=Amw`0X$0Jhpf*S(?ptpEOcH>WG1cT1a2j
zf%E|VhxzqGpAQ!?y=+-L@$mxMiqjAuP^r^iCxt%kd&Y0;;+8+hiu2b*vm3N+?wlMJ
z58MoQR>y9Vby%Ap0!EKlBHkSJrcz@oK7<i!<<@xZJ&P?$luef?!;}pfpW9#R5+Fa^
zkr%p=mLPWPh~RZTuOC-<(VFUXu;Z`FJN#;BltP713s95h507`g6RdsWMLn$zmvJqn
zSqsr;U-@<u)m8JAe0ugHJ$)V05`REuPjVRs>+w_HKxa3U01paM{{Sk@YY11G&XNhL
zFeIRj@Lm@K1W3Sxf!huII$73T-O!u;IMT<Dk7cP^sbgwo{8N5!>(V(Ru{+GM$1`Ap
zWI!_?EO1AQs<&Ck0~ASw#GV%9Kb0|p5XcpX+Bnx=mJ3vM67iLqlZI?b%y23@vX*S}
zT>5=_VeRa%sxjiR{{Y#DUfrX+`PRuZs~h~F+xgP*pz>ck*1g8p!zJ2c%RER}pdb^+
zf{#`p1CoBdbi<su&}@%cNVx3qrZ0l;kM#&H2BMokjJ{kOO?8T1UXsHo0=Tg!Ji{**
z3szw%$Sa?<&tf|sqUn8OB_v^(EDsCt@HB5l$6UzY*90&huPP6{qpbNZSu|G`wL5M3
zUe#nC+A=vUDU1GEyqv!1{SI<EcafO@giQfm{O#M{NVD-%6D-3JBr|?Br{5Uu^?q9b
z$v`&0;S%fX+EHPWIB!?D{{Vir^kKNzjccN@p&`RZ8!-&$2RP~XN|z6-;QHhC@>Q%r
z;zd|GCP|Hyy8uTojSgxhZ7%C&{%>qtP%`n>RIMR1s0;-AONxQ4TqBnn;#E{;P(U5}
zeTfi_N-!lCk>YEubljGn0U{B%g-#~>e-Dq^+4&8s{ts8kJ>6H2(}upjp4NRLVhJm1
zHI)%IR#VwN+_UhCp=KaSD;#uOSB+X(07!wbwJ<D6*IJd<NiT}s@p<T0#P%Vy^<vmc
zTK?8r=xy7-b={F^YP6uo&9adRjtR<kag4$O7Ax%{`p~l=dxqpMM_-HfP<d5-SCBlB
zyt^4K-iL8CuG8Mu!z8WwI@sn3HLvn}1XWulLe2--_6}V;jkkqy&XQy%)E4<gXittn
zAcn4?3KWZ5uc>0H$NvCLM{2z8Ln|T>eaa7Kl-#n<Gmk}6(-mOjPE<7+H9JOl;9qeq
zy&dMBymABD<3b{;9S9$C&agjn0OA4l&qG$VRr1?bHM@EtW@)vMUxFOGp#=q5J=*qQ
zKuL`mCd+yZD+B4&ZlvqVvNblU$DB+cr!*1E2#0ZU)S(!YUGB$8ed#Jrarkq7Oc_9+
zD>EF7bRJBi822zFUzHt;6EkVbfmeK%l(RH(*b-i^Lg)E!8<a^LyJ|2+1XrYqV&f>7
zMQ$k~o)SQ8<$D~|x`s$&vB(FFTCs6nI~5nX`x8MJHkNjlzsAtEEj%|X*{>Xjj?S_)
zW=LfhB31mqZb+UB5fn!*f<fG{>W$PlO^{OlMK}0W%LF8GkbZJF@}tIr$K*j$gk_BN
z<&meaX+rza$e_sur;Ia4EH2#Pa0)PD2>XcWF}5uQ^`n6sugZ!ZJ6^uJa?GFFk~LMY
zCm|BK?J7q!WCt<!bWGugVc)GIiD6>=E-hih`qo-zVPkVwBvEF1(A2i+RzQyv%HX{#
z0ZPPSViDx2GUXT_xC8q2iER3-Tf>jSu#I9(j<s-wAu-sF^<b8(EMnCfvdU`hqac{}
zx~L>E#Iw@_{-zaVcKca*cK~*cc9voCj$HhE=$PeTJiISft#-y_*GC4~_1j%c?#EXa
z!sN}Z+5)fc4Sku>{{X{p5kIOKqmnWPGmf?OBm;2);yQm$`Y}X%w*bO(rNzG<>ZhHi
zqRjTR_jQ{XtHV1*O6_Zq&o;71iH#HSM85R(n!Dwp4kU_2%n}qlK<p8T09g;=N2!o1
z?>=$IzxZ;XubI{IEgsU%E0RUzUOw^1E~+h(d-mR~oRfD^xTdjKnl+Ogl4bW0{j74Q
zAY?^pNlTSF(=^CsQGR`uYWSDQuFGOA9pnE1OEvV9@x)1H<ygj4dowVCRFI&-IXNFf
zdI~jVm(m(X&%TawB#aa~^6~Gdu9XUAIHC~G7>!4>J1nfN8wEK&=12q688|&VfC$MJ
zvhwe$rba}ii;@WkQO>Q_rP*pk7Ae+SFbLD#Mwf#|0RI4Dlqo22`u%!#-mW+W2I&W7
zAdWn2_h=__hUUb5yJ{zE9X~FLYSPi8R?&#!t(xkNOM1Kvh^o`8cMPOwpq^8lY=9ve
z*zxSG<HtQQL~idS3~hVpJL?;Nb$<*UhQ?u|y?<M<uRQY0uARO5&dPYWugi?Ftfb@~
z{r!6OD@G;sa&KU40IK)8dQ;4gHY|d{ZUH(T9hIB5^cS>u>FXLxGT55b)wUER1iMDd
z$UH2=)d27H$?eo0=l0rV#**U`>M_s`&i?-Z3i*Gp<4YD^)>}6J0D<uCpzrPv;C-~-
zI{UqR5&$A;tJp}~x&}g7Nl*h3+mQNt^-qT%GomqBl#F}a_V=F(QpAhsbgX)}N90>u
z`+5}A+m~hee#BKHfGDvTa;qYv0m>NLxjFv;k6i<%dO3LFXxK13mq0JV_tvC`Y?0XC
zZ9M+~2hH*?##LafTJ*GC<FT{V2`n1lYjT<Cr`zqyv64RAa>sGj*)NxYEr|W2#MCVd
zM&XjyJZn`vFUWjj$TTBkHsX%Xt*BL?Y%F$a*&r;DxFkspw82(PjFF$GP2$@oGf0k)
zb>wxTk|UAkKQ|A%g)jdAEi#jA!E{@N;(un;2un<eI4W6;C}?aze#49gTsKtSr}Q(o
zrzswwABdykUqIOFYR~U5tF*H-vdZYCy;my31pVxtipbdRGC>EWtJ84gkJl=y;9h{s
zQ$5)<@uR25+KrT+JR++w_ZA@LPq~nmT$o)CsUxxV!2Vq$X_6-_gc#K7InbEf<CKAG
z>3Xf~HTS7lwzlg=(7*QJ!=6BljIKbF`iake>M`}`oZPeN1KI^K&YnpVZ}wPK_v244
zzu@aRRE|V>;*si1%@~%j?KN0R{{Ta-c_|pjEOhJI{a$XFAtdQb6+D2B7OMxyG(2nM
z`HM#!OB9ut3p9S))Rh5nk|T_y(adrPIB%z~SB|Cbb;yBi+f<Gx`B8C88^`IJ+}DPu
zz_!}WYJu%e$q+;V$ePa(pt`TxxxfVS$8S!m3^OKQP%ilxoks#WTJ*kEQuaV^Rc(Sx
zBzCp7V|SS(F}gZ4JR~l70sSRg81?SMx356KJUCffX7aZ%NUh*T-9deRs@-k1siV0p
z4G$Tii-}YahdkCW!we%MAQO%!_;lKSuN=T6GA)OF66b51=r3L#dmPinTk!~atWJH-
zE%yD(-K14G4CI`513e-w0?uc)=He~-)N>!)3<bscR5r83cd*8`{p(P=7}&2TWc>j2
zQme=Q2c^AN+!!e+$FhlS-9{^Jiq;~D9|HJ3+DWIYZ5=<ZO>eKgTFiWnh*&l`1H|zi
zh+*3~>gx_(8tslE!*Q_ezkM{v>9QO@Rfz)pI}Jzttef3O$a+dT%P<Wt($cQpGLjA!
zVnHl!S%?VERDwY6G1ZqI2_Z$A_hR51a3AjP9H~t3F_@uZMXWr3jY;{1h^LoP7x@5=
z_EK>vZb=it!-xQotNqM&@76k_H>iT<*P~Mvo;w#HFB+@-xkt$MzBe>Y?Mp^61*S^D
zL4RorBaq*6sb~E<+2oddQnLjycYd@cM0pIMWg$iAd+}ZSy3NISz1)vw4VvJO=zIov
zurbaK+5JacbKX5W>T&|&9g;U2a~=NxbqJW3v!S@Am&&zzt%VBn-BoyJRY5B%kM5q}
zN?0FkxIKaUN%ZMwOzBxzP99Qk$9H#SKEQ@4BoNDMcA68(@y@C^?cJpE*O8b@541A`
z+>|M4IJXsLBepZs_v!_1gdXwTT6JEWAemhakgd;scYH(P@8terE{|^O6>&caZLb3*
zbKR;;;G8mvQ~*v1AP%4VZx0`=Ge>Y4MfCZUcG886OhawDQyb);9cv?!e-GTvT0=1R
zE8UC!TYIb{Nu@*gDOnHP51{Tk&tJuUk(waLaKM`n_YVI0n8uCdAb3)p^Iz?Qd*Pai
zJm<u%*{`$JyFSu7ywu2pF*MPbit#FklDGSZ^XkP80%qW&1ybslzdLsk&bDk|nERKJ
zpijmgb-9+>>i5z=G;*^`EYduTnJe$9e4gv{U+L?b^}dp=x=bl$u_sUKtp$%GJ=lEQ
zsj#)K(CjtQ%TMuc$G|L>0TJDbRv83Hyjh7Pe;?PX$4P^!V`Z>y!sgdE)PD+Ska~j3
zw>3vH?`f1u)2ybe6^3c@vqpgBV3amP@EO7G2>v}?{{Z#+hADy8%uTL1_!<M&mMf~<
zkZo?tDEP<8Pvf!1_NQnsRCw-Iu^8mcppSCA>b;H#$j@wc>X)DGpZc~L3w^t;gbi=s
z-^QgGo=d)mogDm+=ie9ee;Imnq)0ARYWM3)81~ZJDMI2h8{Mlmd5`_A+pEt^>-Z}k
z*A|$r*Z%-_k1x8_;VMs{u^p71#qs4E7uI;BcZ|#$2Mh|trH>GPj}rrcKik$bBZoHx
znAC13LOd!Hjp=!9e)=oa(L+{9772Z+giKX<@QO)Md!Y&Tmuz-p->RM$PnQlh#>=;)
z*RXCqzkPTc3opuR^U9*XxYzzNQJ30ynGDg7aS~Nt+`^7!zK6GNkP|0N>H{VeEDsPl
ziqW^5TYwZC@g1#wCGYXxMGv%Lo=Wz}PB@L+h^HXulBpv<P&&Oq)KY1onp=p5hp>3n
ztE2T;#u>ww+xY9om<`X4_=VpVYZRUnZd%ikEqOUkvmhWxHxd=%1da#vBlPR0KmBf2
z5-dtLDHb;TX|@zt;F64?&*w|8$C~SRwuak>u(hS0vq;$H7AL}UKkX_&Am=?+v$16K
zo72A0#?-T^V5?qG0haf@Hr@rX*m&OVzR*n}f#v@IAF`_xJawjuLOr{a1ssdl$SaKZ
z&wiEkKCO{~ni<>@Bo{%<clQdc#_1kS$+1y-V?3W%U)!zawU=8hq%bg7Lv}(dNVAC{
zrJu!?Rb~&FGOWdU1B2IVOvRsWQm`o6{{SlL9@y%hta}*Ue<RyLo4!f6^1ZSD00&{A
z+^WS!=aubDbH(HEv$&pgnn=ZYynvQ+tfF<UFtMOu3d&uwPQ@CXFaDnTyraI`>NTl)
zTUu5&H)NXK={2jbgT>?C?4?<@8+s8FUuCcHy?uuEt3i5pSW?}?_~`8<(g|cC3n-^q
zB?3LdFgAjCHEO_G{{VeEKN9Pwr?kD~b|#}qYU(OXlU<#w>HKz;XyT=&sRR-ZQR%fb
z;(5bA_itEW!A~!?$&YcN`A6YOGSP3fMugMn;+FI?*m^qIuG+8SzU3{J#mctR%6#8<
z?pU!SS5hQN<TgF&W9}<L5<gx<F^QDu51RC~tPO<}{9-6;$7<b+D33?TPU2dzOs~$J
z8WU1TVwG^QM)s|SRl&#{hB4N`V>~T-#@lkMKJQIWYpK1mNn?47-msj%<vj}R@Ar(1
ztWmT*hkvw@`t=N}v=hK`sbf)fxS?;F>elvw=*m?&TG`J|5)@rkw;Qw8KzS1_MXo)c
ztBix(cdqpZc3q&~x}Eg&+V)}OG>B~{z2(DKdPq{H(_N>rV^y`R&CcV~oY1{P`+RUF
zs|c_nVoLL2fCf6}dCfjU*{yYMBaQ0yjpbXY?yEMZRZ{(i-iV`vV$|!|?o=(9;E+Zq
zSwST%i6oEQ2atH3PwUVUErDq@kPS@|jb_(GJVh9MUX5LnGs!HqZiu9op&xCC=ZaD8
zM(TMPIP=4L5JqqgdIYDaZ@R*dk6>La0itCKO#~6p+J##j+5OR#s?wjeWnO$*K0tB<
z)HZt$UbiZ&w_$Y^vb=Zlk#k+LS~E@uwD7{*jmkn#?Afi@wY_xh#z?Nz{{V6fu~XPE
z0EjjRC)2gNdn!W5<+WL>?#K9~t`R4er0xDIZ&^8|`rh#Toqonh%Pd!8Of*c%A0x?o
z5~r=UNED|PJZojJ8u70B8*y@smZP4dta7-!s`ld*ExR9WY%CH2)vdCEBv7LgAYfFS
z^ef}Z^J-7sM#DORcCx>1ReY}c(S+KmuZLk?b@psLg{q@Ur!5I5zQ1CGhK@!))SdC3
z{Y2<CkXFaCi;h-y2KQ4znLbCi8pl?}8Fo6vl3-xjS1oT>ES|0;fsC|leWUxRJ*kt_
zgVNa~e0JSpQ?i<<5&#vo1BD%aBac($cVj^EMRAoRhV7VRFv#4JLlAWwq;tmsi8vic
z9p;o1p$7N;D{%6_3s~&{{{ULhRiMyCM!b<u7HH5kn8Vjt)N|km-6CLTx1j3I*ys^r
zkQ<A5_UTk+%UNCIjg;Aqh4gOY_TxkeH3Fq5rnT++aYY+@{^2!erEGDAQbtBYj5aV-
z^<qpyh_bzdk)iJI@2YzBA(58L31G#D+srWH2g6zv`2;s%pV^^uwDT2qsa94<npq?6
zg1wRzM3_E=jE<{WOFK>kY%X|S!(QsWbm?MjUHK6(9L~Rpq%ZdfE%^=Rr{r1-H1>sJ
zjP2nfJ25))juI9o2;99HbN4TP{Y#A=PDG*^RalOE{6(sv?x`^nJHlQhV0PO6Zwkmi
zEUkCPzD3%Nk+CSFJ!xr8bqYxr20rg%qmsWLrhNxjY+N<mvA_I?FJr`4&fR61@{QS_
zjfv!M%8wg;=7WE!gHbBN`rW>rWrc)%j236g%%d4qRF|_7LH->f_cj(bdb0Tpil@gw
zX)`odA&B9vXTOzveW&s7AUg>w(KdDS$pO1vVrG)EIVhQLym3+iZ?Ey|=j>jy)cOxo
zd}JbAa&N8fpm<W|XI8Wq3D_#X<Xc*n>X@n+t4L4*Dyn7zq+&90{U_*se_px_{_7dI
z3?PWJ5CJ^C6k@pB=00kx#ira+tv#<Dy*vqVOqT3K#yay#6cZ|;FA7Z=^aHu?ob(4s
z>Pss&G=b7X&iZ(G)Qa}i4z*1G0Ka$9)}1#&nq@La?zb1>BQ6$1R5;72`-^&K_;gl8
zV|Dl4hKIJj^$f&|5@;{9@*{I`Vyl+pDCGf!bBU2be1-r3!M=wchoaLFq{d>WYIawp
zNl`bDz#epK_``K>xO6Y}2poIG8Nwj}mw*EdRY5sEpQltgAXxJrE#RkTX0)Xo`n#0q
zO}^@|THNXPd#Y6?o+YtnU=bg@D(#XbckDv5eV}$7{{UXCcsMX+K*;K@syOz3RCJAU
z6^+e@<3ufwf@^5feS<#}UKX2-gWXPCaFVG}mGAu{>C*Wyr7lw%Lw@ec%xG1-!^${P
z@v`#kI^Eq`+L*cfr~aqxVy_Y$pem#>;KM3M^q!}e9(eK6Q6~Y<hsM2`lnba!0&ja$
z3FCfec0E!<ei+_T#MEvtB*7g+dko57Asqdu>ZiFF>JFdo9N1jL9AWYY-(#nR2kIa<
zxZHH26)%oAK3ztAwJjB^@JkSOl^J#N7b?voR(5Z0N#c=6;rA9Jr|^3-sP(Y<b8iy9
zz7#}Z$=zda+FktH<ITpknkzq^m*Y4PScp@<1U!id(1G~Y<7EdYlAI2JPiN%xxh*kw
za(VuGR@q4MEr2Jwsg$)yl<cjF?+Jx?$YuqmGcFEtc>@~|c;JzbuS_v|emb8>ox`2D
zirysJ3Xy7nZ$E;&H3tBOKaVQA2;Y#$w;<#(mM7D`M}D~{xc#@7y?^QvSmHLCa@P9m
z!ld<3ou!9`9d{eQ`*U9w&qWJEaFwzV0gxLJuqB)(WL9i<KhyO%>!SO4PHr!#tV=8D
z{OZSz)ZmL4!2D{HYhSVX9`jtDGL~y6`9~o*Vl?|*{lGZ9YF`-j&!=4nq%K}oLg6?3
zh(jJcDLnf!Br?H$x4mb-&s*;>@Gp>Ir1lHfZF<|O63E9eyrp?8K=5FX8OdJbt7dmf
z2zE?c*0^9awYYwCDorvujM~gQ=$GL?I$83qG+OPQLe>(nt8I~5Mr8}dCGJK^Ol5t4
z*Q$3@85mNOlY!KK<NR+?JkKW{6=m1SW)yvnwlgI4=PCV<wnRx37@ed40C^bhPjA<%
zR%SfCUo8DG3d%gEmHYnyl}Q9s1Tqi!z`YuNHuJIPvF!Y3Z3wS^F)cQ%=s}$$A8gQb
z!CYh$^-tx~U!|HTmJH?n@IL<WT1Ar~ax@0~dDk}g$9$K>k<qQ$I{W<Aorx6563T%8
z0MkmSc%<VWPhP$M09h6&2Qf*7&W<=+zV#+{T#~No4z}7YLO%)f&m-}lIFE3ZWJFMP
zyHo+?j?@!AVw>zeo(WZCR>>fY4_>#&#D0yJ_4xXm3)_JmqrTq?7pJVHcV6K*(?>6x
zZ#UjaUw>*W8dV~vZaC6MS*nxni6iBZ&m?C!2e==p=|8&i@;cZVt8l7!6VBW}I+(~r
zgxiH#{IBKv$nf~~#}_r%s;oZg;>&gdF&DZqm!3HAj7~Ba9W?guSj&S2aDd^!4nG^#
z@XCb%CqjAB$L0S371EI--Ra|wywfzYMr)2DERsZEsVE-=eW$S>T=ZsFOvpI@08?vR
z^W*WU9b<~@gUV`Kz^hx=RFXZLq>_8gsPY0CSdoO4J$<nFKd*k>BZe9MBf8fo<NYZ9
zpOk_(VgVw$H<L*Wmn;>ID^STJm@;@gZ<SJ{W1J4Z(nqINra2gS+Zw{`4Y_J)21ulo
zsJJBD)raHiI*r|F(`_V6VWfDY6BG?3aw@P@=YRli-^7l(P{hZ|#Z{eDh9i#waX?19
z-GSf@ba`)sYxJ;<l?<3Ae7s5P0|Wm6H54D|EHY5!cF$BVar<qsBKpj5rV`d5aldzU
zFpXlz^Eb<0dV2T&03Y2|Sw7VhSII~AzywJcZYsftbA#CQ7fw#7s3wl)F2P&O>o6wP
zHsw`q*4uNh+|Z6IB`Zx~6@=WDNSK_YAd{45^cl`_I&jgZfBf4}kDGS``p^-mEEMoG
zcGmd@zKv?u>?y4*%l`mXQdZ!OTl%E0AqU%)hp#ND{dy0mdwy84TOt((!sD?1v`qMq
z5C@qT7p`5`jd+KiF|wis50#axl#1YyNA#?bAG8uXwtIKSRsM!d^L;j8*rA6Wdho3w
za4h5iNw$<K-}vqAKwWl<S9s$j#|3V7=C2%i1hjFNW0eGQVUMp}YE0gp({WW1LGx*}
zn=YL1M9-5dFlgA?^}*vCh`d&f=&nYFDD3`aZ?KmSDa?pjbMCWXf)AiMJtuy(1kp>e
z8*R1iqOh~x<m4Nr{_4ByyxuF)-4K$gGV_uq$~lfeIJyNm$|=SNr+&EySL-d)^3HTu
zX!mM6C_KXxv1I@nICuw@TG(r?c)g)v&?v7(llzlRP@YC4XYGijH~@bFPj0(^_}|@;
zdxHd~(`8|A=X!7LjF%FW7PjkE+;~2#$0`Z;SL2RHXO?OaP5AOf35kVxB8}L}(#yz<
zBISuAIVFc;Oi>ou2@AMfcy`xcNeEv}Y+PE`{#6Cx8k(E$CYNV&ujjo9OX&P+mkG5{
z3en95zQ)e#m#V*wVoq%we&kVcDy;H5k&HOQ%3kL~YYr7WhidoUpWlx)QET-NvDu&V
zTUuK<ZR`_aU0#RzKW?+?=~;kC{{WHr5*X!3T}+KDt|JP)tkKAzSn)KjRgt8*9zbcs
z`2PS=ACD<DB#Zp6%lwSjw|7Qh(;cU~bA7TZ#Qt9H>q-5x30M_C<Xx}|1yF{MT{+U`
zLAdebR*KeEYkHa#J=*kc&m^#M4)P67o;hT(V$+kE>}_nkF|0!&S@HBItr~PALt-eU
z$1ALwiZR!*CdbDrSg?YKw{q`~>*I}sPj0*w#d{4(ILY@VwX+;~gTyE}7&+;FPG}Kt
zzPqjPqG5*apbsqvH~ZM-)owSHgmKHGv$1N{93fj0)7C6Cq=X)0-J54SV19(K>Zg^|
z10<3!2=zV{Y{bAGUeig>kwW_0I_mm&gu-e`<aO4hf<apS-I7fsD-scy$!0}S{W2?Y
zIb347ESrY-wRRhbJSoHq%8XlpYgCq^ZARLWjx~SElCgMYs(3|WC}wK1*QsBhDDCN{
zl;b~akiG#R3;@yw1U8OpaDeN2zWCLtwR<)^tXPZKP;I;?+P@(}D{Shsfh2ZV9uleI
z&cFRbs2o_)NN%?5qP)AYW{>0UqF9-^M^bxH2`jvycB5idDI_6>anBM30F3ph`F3)x
z<BV>-dbPr8b!$|fsgkr!?|v&xZ<wQI2_oz4Ia%kXLvluD_Yuz@Om(8Crld!!9@-%G
z*Sl*ZkkxDcD`l3%avoDfB&b)~Q6pB`Yh}p{7qDy<kvnn(0x)Fk`1saUZYrX7a`_zQ
z-J23=JhHSiCc_WyYj<?QaJ3}SVGBsnl?9XuIDlAWXQ-M*f7`hd4NbUFXoU^W3sp|%
zm+Z8X+@h~E6(s}S*6o$HTFGjVJ-vl)Kz?NwCp@BcXwC>Z9Su6jqfJ5k=-53rI@~a!
z?H%Qt8yF(FUX`zQNh6BP3t+~z!xfCfX<27#jy{geP>%gCmv_kEYADsv?o&>u!#bBY
zDH!FNyvrg^MRdx@0Q*7-6h>AOGD?xieLD0wzM&gQ-SDiL)qZ241Xh=8lGedBwd~qy
zt5bp?;|hffs1eGOsrOe6{eMh$>f;1bPN2%xi~+-k#<`Yh$HjT2i8jq66Mc2pT{u;S
z*|$$qWp6TmKPN~%g%j14oZ!;E19lNe2176Ox$WPkfn<jj-clJCfgPQOk-{<ZdW2>L
zA^5e;h#%@(bLFiIt?Bf)E6HDBQdfwl+f4i6VrCqcO4EiD!#WI*bN2OK5aKiXgdM<D
z+~sAE1Wv4^{M^ro;c7#EWP)EGyKqq7)Zc0r3t58eNcOeJ5V5Ou-!jKKANg_~N=O;U
z^#QS_{{XL_>LFmkc^)?YHBt9oLkMjqyFt^J;mWc<_XXvY_WI=VEq!@ySJuHMx=B6d
z95~2lX=GwrQfied8$aqtRi3r(p0$?J9+kS}TK$9JTsx|M^ml|0QNIdCe0TR39lgtF
zbxzVHNb;<O-m<eOKh#NQm2er9U>~oiNji2nxjL3j@}5ZSw>^iq@2Z7}ZLP!|e_9!Q
z$MR2-7l~sr5wK}X1~Ug{4fi;4#y8KQ9)uHt)w&Lq(&ZvN)L&l5TXFI4t@14v)lfXt
z1&4L!mSgu~xjb={;s+;mEEwbvd7q{~fb{6ty}f}Dv}&e1^8IQRJE@WI{{WKf!KH!?
zoC2^gz_LQ>eUT!#S$&l(z16`z`;|EK>bLHkMCthAY&8f@ntpUlR@+1W03h1ay=KL@
z8Z=qCA8k{FAo6Z0fJqX#{+#-bsa+qd%+fMvh6{TFIrbBO$GV~t#~x1KiT)K%)#>&d
zDW{uRs<n1TDxZ&1871SMVZFuxL=_vc;@pQ;+_|G%dqY2+hr*uAoO9sxvEz0li2f8v
zr3aPib^id5XIVDASrjpr9xi}_3kP617H{?Hy@}IKWa3qq_le=l<4D>GVgwkOMf5Gt
z?xU~mtK;8|H$FmB&i4ks%H6+m2D>^*UTVy9!JuLaBq#0wWRd*3?;gnMzTS}=8#R%#
zn&V%GXDS*sV8!3&{uQFXHGbB9E2rV}`4^7)R^)q>W0YO--LhKMWX1_uG`Ic8)B}J@
zNQ42~qP^GtIrjIX^+?i3khl39g})vjrwTvO47>LbNbao5ui)C6^GhvhKQ3tJkp%Lp
zLo}gBx9$uvRgutS43H16UpwYcIqHA)?;`C6!rc6OyeO!8JDhcpl3v~4g<i*mZnbow
z-ZRpG(M7Wct$}#1RQDENYQ=<R0NOx6`%e&0p#!V#C$#>FBkD7{7tq<bTe{lc^q?CS
zRgr@MVXbSo!5%B&e<l1Vf|Eh8)=LbQ^wz1`iVHfOg7RCso06#J(pR1`21hTqm+<T8
z?tnUWS4<w0qgp*k<ZY<%rkych%2rMcJ3DJAzGj2SG#?@P7mn^n<wFrjXtb7uvqxCx
z1~c}NBYOIfdg7k>>M~>X5s8Zb0J*N-%YJo<@mUzRE6^hT@}7lWD^PP1sKhd|w>4K|
z#c%;|sxqhgf$i5Y!s^*8D=d+adniX%MJ?Gu-M+6y<Tnk-QBdUx;=E<-%-oy;0=PYx
z9>9*->)GDs$AlRsOG#^MN#t|B<Bb-nc?Eqo&0*M+X-cfrWPiP7_P^%CES`bYKIs1d
z_YD1dVeQ_ZpY6HCQ#(8jsAKy4DX|-$aN%lr{{U!z8EgK0+4;robV~(YH72b(z@RMu
z0Fs<Ih?DI{hCniU?_SO6qpBHlE(4<S;@@FMW5Ub|9t0hK8p`k8m%{B^=07>{y_LkV
zH;mazb!0J|#Zo}_Vui~6!PT7i?VODDM)!YL>b)D>=cTE-N3^Nz3@=LYqLNw4?!LNS
zm0uR|9run~v-s2{xvml{lFLLbi6O`T0D5}376QaZOCW56-yIo`mHz-~2d^rP=R<4W
z)O47$#Jl8M3U0nKTB&-yt&DL`TVj76)Cjz}Gak~au*&2A0H5&b6g?@rerKwr`XuT(
z4tmp0mo!p9(Mxe*VR|unH-zZu?W=9{7Lt|ZXf08*7{mTVKX<oaCl(?_>`&AZ4tlcn
z_*XL;Je+%dLJuo*9n`Bg8aU+jBL{ac3P0P}_+OR$eLkmgT0hO$Rd<p)?yEk#byhx7
zEm>Czp^hFdTtQRBp4~Htr$N>Izx0_YbY!~@VaEb0M#hG0a-{IqlO0xqj;8d&!4iq*
zm`W#J69E&B9^$YCT(5EZoc%G^H;wYJX8Js%c3lO=w(MT}Q1~&&jHMV_*R>OTR_47f
z%U6+AB1q$iw>Z6!NE}b~D@1#Cz##N5RL6y53`hn4024wnySAL@S?7AqvhE}HgZ?5&
z)6%uXn&2tsVqX2SKH=XTx`U<T94I|RM)ddI{{Y6Z=tvIhU3*0pwUW@i;zB9x$69Bs
zWr`8~$c?mYNQWPC2apm!pXt{_!pX+!T_~fdF1ixDTgIAWM-#?ekPW{26YOWV`7zk1
z8x)PPZm$xnB0@(cEJj0;a;NFvs#bnX7$7iR&lx&%wM&nL8Q81X0ewE)XpOG%3chQu
zjwq)KF^7$LkN*IbLGBW!CLm#>50xPL5I<4Wjf>Oz+zBK|zOh|9RPp6QG62N~8WDNV
zjBorM<IwCPwXNAnCpxY}D6tx0;;{sTVUk0Pf$8bdScy7p#K~3(zsgS=_L@^TFiv8A
zBcCJTUAylq+UazfEuP!nwN_tdEt(kyVgrY{JR~2uq84RRGT1Bi>EF0IOrrr=M&;mb
z%boS2Jz{_X*-T7PQ{8yIEryfvt=X*<ZUjstlIFTpNivO`HW%(w^z1!)t;~Px`fw-%
zI_f(%c6i_LrUZJ?2Tm9LE1uVa`0t$1M4rhup->X-cJ{4Mka|Tb=M&)igXl&<>DD#}
zNb6WWw0k{8HzXZY+xXD04%57XO$q$#Rlo51U*qk})?$?#@b(g`Nfp+QJUyw8_Qb9L
z1xXGu)mtYcH>ME|Xk&$Y2eyN|wv2)d?xp_#uMqMM+7);v=gh1Nwky<n%?ylCmXYBr
z8DjE|*?veqr1e~rqDeb9RD@j%an_-e3nvasWG$-e@t@6le;D%lYxz=Dg=dlf01ILU
zRx3F_+p;A7nBP6KfHRJ*KHE6c2RVugb3duA)JErj5NXBpKML?aH}N}uPpaA1eSp`#
z(d}!i!}u3g#ASqbYp6l*5(xJb2euDxoAs<tpO20*F?D-!P)Hs<^xGE(Iajpb!m{2^
zF1g|R`x@}gXv1{K1iZbbj(Gx<jsF1VAwby*-G}k(nP&TVb$oV~R6!dlI(GI{6Jdzk
zW$rsi3eazeCZ6`b9nDE#d1GahlJU>9$_t^Ceax}vKTMxobesHrE`PT=)Uc}*5Ay?{
z0`|A$YA8!$WGkRLwHmJLbk^fD?6wvrwPr$QdbP#Pn?^Dgr8#amp-wp@AQxcm->^M>
zZ34$UVp2hN15wXTBD$wa%4tynVS7=V<4+h_?bn7@Z63GVm5#cJk+xrsD!R+J-EJN?
zu!0)pm`F@9SBvdI%0ZUc=!lk&<fhC?8k#9ozxh62sfMdsr{elBv3T!?YvM@uenGLa
z<Wsk9lzil=S7S359`Ctw+c<e$Qv<0XEYq?+u!C?p?(OicBxC5XU!K&->%5=wb{DL9
z4Vw08=wJL??XQv3#^~(f1+MEV*ki|b^{t<7YasA>)s`?+b&2w&52^BjT4O?u8pr+P
ziSO>KO<y*lyq{eSH?px)u^bcGq>_oY7v_;E(brQggPC>`G?U1`+d&&MU?)IHmQ}W~
zG-|-EE<YM3*z)Gr>imyytBI}8uYv0LWOf;rxv@`MBp;nx1;JXWYUDv&04A7^QZv%*
zytY0?;(79;;KUwQy$$BKYfs}lnsQcqacdJ>CF*8HX$aR=Xzs&ZRFgc0#N1>ZiOCu4
z2S}ZhY>1%U$K(7dyk%n`i`Y=U_Pr$W+gm#HF|enjzAQxyVLt#GhSs%GvyjZx?AZ3?
z1O-UYAL<<dccO+G6U&_%t_imaq1N1^HB?P9!*VoYR;FWtZCQ>B){I3)7Ob*{kd(+t
z7-Vs7!#h5v$8{ALTLMViM4epzMI>cJa$VO-zub;E{i`t{?yF!g+_q6zG)|3%`W%dP
z1?O#6)~SGle(Ug}caJ*$6|=ar7S(;0uW}utI;E=63=wadI$53=@s@5ZulE8o)X@bC
z`+)dXlF48;YDuVC)Ezc${{U|6lGd?LJH9Epvtm1N#r<)~tiNF;6T(#CR7kG9hJ6oF
z%Bt=H8(8o)ENo*^WciI;PnT5GPY{yrSu0tIL$u@mrV>?=Q2zkVjlju`l1?w*u_LXD
zhPIdcs$0m+1Y<%foxj~t_v-EHYwF*p1H0aa+>*qy1(5zdy=}O|O|HLFj~Nz0?a6_X
z53Da5D%~i!W|MatTyvpUm-&TX#V@Nxo|S;c?zd+j-K~~q;#!o7(kyUU3`q%vZ0CqQ
z0MhzwT08FN{Hc^=vkz3<juzqKY6nT;Ewh?CdTW>UOEYqjB?9KSNacGmS#ugO`?3Z<
zQJ#R7CYW7VslL7RZ`BA!-JsuE(U05Dig^aIO3P@ih+<`)Nm@r}-X)KbF>&MsV2rQS
zcj(M)Y=}rA-aM!Y^6{P~z4aEiFneoDJRXF53i3}fHFB6}tVPCHXUl{foPDbi{{V3Q
z9s0iXTv3$+dY4kVU4OgA^~pWcnsH@Fqh)LH2KQ0+;a1J!nLo9%sq7~MSXqgE$`b+i
zBglXdvJg11IKtz<PIKZ4iY85fErIP9;%dFp_Qz+%lYE?Zofvm^chKj^pdLR)#f|M~
z>+0SHDSjWivq!@!mj3{#!w<693=eOwRh+yjF{3`B1%r_n<NPgF&YznWd)p3A-$Q3c
z(2m=3C&Nm~FP|mw3f6CVUyk|wQGQ#!OP(is#3k!SSgPEPSx*aE!ZHIfz*B(P=`JP&
zIay00vD(^Ohm9illSV@XmsJOF<a8V>I{eeeyf<a>rrOS~O3C^2?(0t#YcX2aO<)N)
z$w|Y!k(UR$mMT7&>TajeurP9(NKhn0m^ZoNPme0*Ff31o<d8_L2J!8?{B`C#YZhU7
zsmm?e@&+n@9%|O5HLb-U`%XBNZ~e;H`g9H+ZZ;upt`6(|JgS!q2s4?EqQ~v65H>#~
zXng2vBe8^dEJ~!Z`(E6faw9DG?sMt-j)2Y0jT`EAmPO_E?5*XO*7Co|e@Y;D>^fg-
z+^!N~5n#$VnAn_uQs?a_upr|d`qB=((#RxO?-8)KG2`7)#37BtSkZE)g=u`FNj%FK
z5+D#y9dH(Ej>vtt!(;wxuiC`%U@&|2ZF~-w*RdWqE4(GZ2Z8MI?WSg2dB>0yHs^2B
zhnnw<msPTnw%1nmDpHAL0F`MX1Tid!)>v0RUMvagi1j|7{{UCjzLh_5?0E1U-wLtx
zKWbuTH`Zmj^sU3~$kU_YpSW*>zCQ7@K{VR7+E;)^s`X=ck(cX)SAJRUNc8C>-8-sg
z%&?%clf++^wSDz{z0$G9IM}5}%gp?HsWthh_Y6GJdF%M@o#;h8raJOGYXBU9$znlr
zgO_hi4*tDZI(U<%KFoqi0Dc{n%KEl`KTyhSd||ao<Kv}KelqY+F*_K%n%3!)@g_?u
zk-Ml8##Ti3*^eTb&QGBox{@z>VMUp-1Bt_ELs*00G`HhJ%g~NIB6WKka1?p@FXUU6
z^pfbs$BH&p&1g0@;|Tc<0xHh2ue!kh0LL94)q1yB>o{dY$QyR7ByD^6bEMfQ#BC<#
z+-P0lA0P^LBG=xtEVSmH803&Qy*+d<!gfY{mw0oJ{-8SJT}KnC!PQVRNHNjI;yC@U
z+sdcI>J#C|>E7#F4KnL(cr?F>Zkw%LdrM061{Sq^NCN<U#&wb->w*DOk=JL<_Xtjk
zn9<Cv+W<f68h&)mB7Bwg4yC^j8ejYq_W|S|3bxzEv^#r=rruwJV$s4%wJX!g1?Gkv
zgb69kgbWbsas6Ff{g2c$An7j|k<3%Ifi}?T_)u}X;mFSzH{ovn-w(#GUnO1Cc{Mv;
zTe#XoHt98y%N?jD<|YAE>pS7F=*9g;Tj})b(bv7Vjnw}D{{W>kpH|l#J1fmJxhNWP
zEJZ83CZlm3_6khtnZ4GF+=^@fQ`<k)9&!o)0N1W%FG+w%Y&^-|_WWwggVKF$Gd%wQ
zCA;*fIM^9@>TBjEF|@P(JaY*NJ<-t#P^6B_>yG^>>VDD6>p1TC>QXye=eOZiOx2BN
zXra|dK3*O*M5E=pZMLLAY%P0=g*~5e`_<=6094D_qLBXpPJKI%Uar_#kx4MdoB+wC
zkLO3GH~_HJTkfqt{{Y6{$;t87pXDi6oCfvUh^&#4#aR?NYyy3=%hY-U*If22&xaJz
zxI5Xu`hP20wu2#+4!pQlb$;P?o9`j{*X5rvm)sS0K2K$1=8W)9TD%d*2}V!@Dv)r)
zARgUwUv;DB`<o{|MLR=)ta|{`-NS__FD4|0RlcU<!l`<#=Bg@n-sNVB>xWAAYX1Oj
zgN$%2!;33B92|p@_31Wex|gKDnAqwITmn~)?$5TAQ*~LUi)5e%<yUVH+11#{^FsnC
zNla6`NL)bicXk{{_W8<veH*J6PwH~a!Ln3^VlTUudlqZBSu|pK)E~%m`87?A3;MZj
zH5&8B`ToK&nL%#X77XO1YJTMa_V13GbsUz(D?ZQtTl^^O>8}v<{LBX~UDUvMh2*tH
zt@||~v&tk{EY={pxB+6BiV#*sV~1BA)Z;xF)4jz2J784@cP`!>JU$e^9zuz^^<Mg|
ze2e1G<PN??L8GM{PaSLW6m&x*ZNXkuLJUf${l~caf;yM1^nd$^{<Z}RIt_H^*l6gz
zESFYm6enKcLps$h>z=*HrYS5kPP4|c`;kg<!CEqMQ<8(*x2Wrfd!BsdUqq-`V{a+u
z4|N6Aqx9t;P5%HNcME)J()icI{A=YujP?-Ucw^btg{jKpw6*2-jFl{=NpNQ$=ok_7
z>c#9_jDE4w%o(q;T~&?ry{~@W>LVIp*rhZ8@}vi0ACh>-kZrUVEy|GVEm)@h+XqPs
zzxL;kzCp2E4^Q_G;Cd(9?r`%a!iGXrUrx<<)E8a8nwv2ED&4N#(%)3HIW$uut#L2{
zE?&UkRk)B7kt35f4o-XZR_n>19&EBkg^)J_G@=aB<3qkOb<m&C)USwn7URTbujExx
zu0gKZakF2EXs3lp6IVY%B}}O}^}~G!Q2SS^WW$lVG-Oqh=fAsJSh-Uf_dWIj_tn?s
zf08v{Fzfa1+WG6xqn=>}nW70PStAA*Qe?wqGWQ3u$6X(<b$_jv5sIQBgdM|~>@-Zl
za>~rg03V2<j5W^t$4<J{NTj7Jv@olwlF#I(IH+tB?lJzJp1)B^x>HA#5u{}Uj~}t1
zuB7YAsuoY4{67Y@Y}Rq(lRH(ZV9xCv31ON+tDKTjDHM`Xex8}^I;CV{<z->CZD4O<
zZZ@|M57vr><%A8F*lGsn%6>to+fdo+<{tXDB(5{~+Zf97cx>@}JiI*{2LyFc#=z>m
z9l*qEC~Mg8KlxEo<R44SHMW%O_;;T8N6Q`)YgN3f656p(jqMfWR4~o~MwX1H48dEv
zvf$_R>$3E0u8Zz$L4}^6Ob5#RoBh9TG)GM8EejpGJ^0mM;ZKk5YOHytqMds?tsO}2
zT%~HtESD))pOP&r58Wk2bC}(5SbC0vpQI);NrQ=Z$GIBu;loNJs^w(lNUt)08EkF&
z)>8c2zmv!QL)+G!T`TIg*DKnFzn}(gOgOOwOBg<b`5u*YKX3YR$dhPGkz>qIcu|Fn
z?ba)5d3e)v@lTuFx#2V(r;%M6^nsdzt!tG}Wyxo+YPkOZ><o}qkJ{dyC-;X&Z=x)-
zNF6lVrr(7hC~$${Vh9|nJIVZeL%*3e1jQBm62yx-IAsaQEYcFa*Rjuh`g(QB@w)Ct
zKHi-;VI9ENg6rBSMe1x9Y@^NCc+*$mlxFcA9ba!`PYB_NA~JD!+<mg6AmSC2{mR+S
zdb0b=qvPY?$JQ~WCnZ1xUylQ&zgjNMkpj;VyOVnkLW`O`+~Hb9NMg3wc<jua<F5+j
z$!0Zgv7Hms{{U`#1J_sf4^eEsnG}*<<~;%B-B!+k><X(NIOE%Y=|q1Q^2u%3zfwK5
z>NO|-0P}E-Br)0CPb#eTCY@I@%LQ}-Sxc}`#xO=g0n+i@wZ*KURk}+k1vJ0nDS-I<
zWv}u2dp*9g87A7)KjN!g*OGP{uP)!BSJ(Kqiq)oBB)JZ*39apRmK|zQgS21(IZjz&
zKB3XL_|$uywC$^w>wKP32a0@u<8#xJt!Y-y{{V3Wymb+-x<SI0wrK!;w3cu3lGUyu
zBpd*2atyyJaWkwczEi3GbZ#0rJBZTs(s=z{M0R7-&>sAn+D1qt0L0Q;t*;dI^odZi
z#SJC3Ez6R2<t)KT%JeL;dawT4A!OJz)K&Lm?#UelsSGg<Z7Q{5rxbiixhJz;t&%cG
zNGev$Xa+sN573@~$i`u+Ur)l0$I7s?aph4-Six6&1oe`6O{iT+4=j;2Yl~K;dkmm*
z7p7;HM<?&V?bzjH(X1c3`mbdel9@PYYnJ|&wTX9e<fZ%0{r$G~-7dci4B>v+gbJZj
zJaHY*>(-kPw&DikQ|~-D)jGF<{$%32)@UV$X&|Djj&VejqDdhGAKYrex#zYpx&1dx
zFI2E$#=O~HnA%OPT{e6}YptyX${P!5va=Q`nB+V;8C|1{#^2gz0yYX;vVaNo=*W6L
zzH#O6q2H*LJjkj=?<TW5?6mT1V3N+2t3CMPkclOuxL31JWE63oYseyC#d$PCCm!FR
z`5iG-635PY(b)OhKxWqUYti{-O7<&j<bn$%E4lvqG_c5$it8j6<H?PsWN6(RF@{md
z0NLq8u^5z#T#g5}n@1s^bAM^!-CSNxs2){zOO<48b+nh;lVbsrxeRbtJCFte{mlA|
zh97YBJtxYJS@!x{l;2V`)A&<-Syl@Mu^euHDw@`6rPR}wtK62@;?iG&#A`CFj5}El
ziriVi`(KGx0}MKnB_Vw6xvOd9NgBv3qgn|0AD8&vk74ZDty))+%oD{DFXc-Pe#eR;
zh6@e>$&CnNKc#cjGKdk0AY5x<#;1j3l>l4tt53(iY2tEhO?c&j=|3p_seng~A1B+E
zH!)a`hI?}Xm;V4>f^3{pf4fhG61bC*rO)G9WAKj0UfT4j<M&Zs$yn>8k}$?dGbA%8
zVgON<=a4-IOt5`3wIJQcP-twp*V8YOr)UR-t3*5=jc93DTMPJ==R|21Hgv8mlq&Ws
zvJ(_WV1D)VC+XKz_U<k@R!oDp8Q1>+tF#{4;hyH6LzJf+@0fOheW36oom^nD)umb&
zc-X2?ejVnCO<R$%z^6YRQO9N>j5lSFe;(a5W?WglJfZ5M{Fbp2DgM*nRo9Hj4n$X3
z_`2{adq;8nD0A{9yIvQev$CnHUB`?>UAG#m3fE0I>_4;~I3)~!3;TzV1ce{Ns{a5~
zfw9%3>EOwTbuqTPZ_2El3T!^1HM*0$JxFOBk?FZczJAv4w+i_{{{YF%dcPUnB`*lu
z)zcfdrL#{>W?2&DU3SHcwkm7yMBdDrw2}ENE^?nv*ga4)VliW@W00~r_;@dMRlVCh
zDoR4uZFD5xkM{onKKjcl9$)5q%~fp<vvC|%XO>x3y^AuuMp;)5)x$VZ6ENgg`1FIP
z;pXOLoM~hL9YH3!*v^+7Oi@_G+SO}Q@I;&Y9Cm&~RzqQ>mUyMc1k*RU$gporla7zf
z_BKj4s|G^x-KG3~>HwsS{-9(8p8o*4t%LTnPCEhX?`S1hFuwGaWq6~Pfa0tpkjo*@
zV&1*;)r+V5Ln|W;$t3X!4=Wp<?i6CcyKHr9)CZP$l%E~YRGQ66>?vCw{aX(taz)7S
zS67ZXAqUg%U*>wRKTaJ#EwN?_E)JvfqonCA9A2XndtTj@DdGPBAkTgy1Te`GU5r<E
ziMy0is!W_u-S-TS;pvR^%`$qXSGGF3lQTS1Ny7RNd3-57_8~2#fsc)<)91S={C~x#
zo?VPmzpwz|{jxaWg30RM*e%~DxIJ8cj~_ly`%$%;_VB+ig)_wJd5IW^NIg4ny&{_b
z0Fa=&<Pt4njrlXRcIFj|w1t->kO<<#AMoj)&_@&{$+fM+jSZ2MUG*n-X`_t~6Poo(
zw=4rE;<`?SKmulRUxNdV!A42#*EZ|!tCGhZ*!I@A?(Zdmy9z4L<uhvZl2WN<MDo`6
ziYH=<81sw}KH?ci=m%5|n+mU1Q!3dvT;I0z)v~fBUrF7Vc725;n|=3{ZMUkkS&}Gc
zxhlZi<S8wPB|Jl%{UaGsp8o*p*K~n!@$q-Y4c^C2f6ABSBx&=2JZj?>#A(#nyEuyV
zFfGip%Hb@=%6TkgWA6b$$EhBNq<u>PvtxN7kLDek9eL8(RF@kEmh{K`S@VTUy7}m&
z&TGhwkgSpy5wbQIBX<aJ4it=@xz<NP$;ZhiQg#v!-EGI6Kf&rF9d-rtTB}}7dcMnX
zHPmTUqsmPmB7l<q<ZqFV4xF-nr}Z6n4ufeiW5!YCQTKP&awJ*DsH?P-Zxh>5ANPIb
zwy<n%%O<r##?_hGVKH;U)^GNXd~!(7Zmn4|&Gep#b}9vcy#$yOv$HZb&}#iZn`w4+
z;@8kV<>LT~IMMlgQFc}4gSy0-z$dx>Jy1T2F(i3re;^n5Rfj9CNsWSWQH_e&kK?E1
zM*jec^ed{Un=P8h9CAtSm6221oPnRoB2Qd;=k)E?iSMVvU;6A@FulBLmjsO4t)<QF
z`qERo@M-@5%?Wifq;b7-GOyq5ys4IWn;8tUfCnt$Na^xI_<2b3YrNk5{hk#2>*I9v
zV*=)w{{VzH-e2NgJF&ErEEQ+H6}mO~G8T#e@!eaNyZbq4kF?E`*!IEetaQ0&`WBuB
zVB}~AJ5&Z4Vg|zX183z5USV40KfvcLt2-5WX5l)Aw(>}i8H^q>9$#}W*T3-UsW(!a
zsYfIQLgWH`O$5@3!Hrb<fb;z5czl0XB{^XHm04@X=`<6N2xd|;9ATKYduIo(K`%_|
zIDJK(z_@FXuj@hy7CAs`TB@Ec@+=+=wp~+HliGLuN3yNVOANycDJrhAO9}cD+;{7x
zbUgfM@PW#|t_|A!#=5V6jTHG&f<OZFT(#yp_^68(8flfCy{T|f>VuM?<1I8SGCTJJ
zr#M+BA>3}=gD1;=BfL?O?Up?bmHXoV05o{khw>`en!GVg11u%uuN0DhOLA8G6`6ml
zz79Pz*M~^-C24TTAnQ`H!m(O138|gG%{nXoGq$Nh^?2uc^G9MYwo@)+BE7T=kt6YN
zthn_ax#-yX-ev?JO*O^O9$(Y(sAFx2+eVf&t>}E)ZndYWZgqK4vl}6P<CrSLB==#C
z-N$bIP<p&?)n&N=uxo=-D2_;hlJ_IJn%{=LOtY(=-B@k@C98GRNfWxq??z7|95GPO
z47n<Qjyj@!E_XuDIS^Sxwz`{mcz!gwn5>6su<WSsIneC3xAvP<0>oD(2E~|gB!*VW
zSDkP%6BfrWLF@JFI6Yc?F1E9~SQGjFwJZ_4l6z<~Ur)Ey8QcpfCjdz-L7o&S*h0<&
z4{5;eM`AkcT}{?}Maa_ZqnG1SO!7v-7z<kUe9%Ybb+xu^%~Hg=)Dk4N#}$Qv1)`cL
zn+8TyIA$H29aZm*3A|u=n_e1tTBX>Nc~o%Lyr|h58k-vQ(1|_xWh}ha#E77WL}7=>
z=)8zg@Wl6Pkx*naK${c`j@pjWZoJN#$wBoh9=y_8t$Ub6TMF!8j%dNmc3qd#1OeYY
zSMa(Ax_X=XxUGC~d+Kx@)EUIhSj^im8SJ9(#@{4q{%YOJ@#mOnVAWiwcDz=q+F!}5
zJn6<UGZ#>*va^B+A8Bvn(>IT*$C(#RnFz>UHs(7|eI1HHU6U&-RA=r>_Mx))(*Cn;
z;{ez|C%=>XT8s9DnyBbytwMKF7Q3(YC2JVK!TU}=oi>+JtFGP_J>9<=i#8bpEQ|jD
z2|tBVyr0ANRQxV2zP+Z>`3x1~o}92u6vt%;8S55N!dRS-M)U-9F~r!7l>sXvj#_>6
zd~svE07xv|qm4HowC_8&srd8CU&x?owtH#oJIf{yIcmaK)rkK9vb*4r2_4(3Z@0RV
zv<}4YotTduFI#71hXZZAqSckYfALuJUo!IRo3C<?(`&rh>@UE%4!@gjY3sfS$F{Mu
zuO<CGdZK6huc>s5nGQs3q`9y>DO3_k8S;`tay$iJzCHMBZ{uD)X4QG0*=Z+OB7(zv
zD*`57(S(s7Ik@1AVD!@(Nd3u#a_3?Ti>N)F-PfnFWC>Iv_G{x`o)d5I_OZvjRI63x
zk*f(*gt8h&5?5gTvm}3V=N+;Kan*h=YQvW+q0yPS+p~p3n}XM0Pl*>dqbHnhE$M60
z*!cd!TUwZr9ra57<3%1oaQMql1b%~$-lx=c68l4`0O>o4I&d}$PXo%-Az8810(7>$
z-V{{uACU(3oPB{~3~{1}%#tc`<WX_`OUwCVqrI+rhfnIiO&}*2a07rHf~;K+I!DS1
zt8fPq`qi4}klWJRNcFz;t10gOJZT6ynrHli(#p=IV_Ph*AOsf?fJgwIyHqon_Nh8B
zzs9<>Xc<+H`Y6@n9z}m+9UT>2fv{q9uVJ8>Clw^v!yKDaEbGN5+HHNcS9HWx>wzCG
z0FuR}6Dq`-k)f!W0FaPrqVOuZ-E@0hrItU7rG~Wg2KNNd9VTN+oD<|9%--zXcp(1(
z>?bn3Pf)ZbHxfPe+O`C*15G!^6WG~#PM!O;MsWMBo1l(M%pL2)O+Mn^g>PVHm=?#m
z97aYVSwNZyjGQ$$uROaKai(4kl?kG;azw5So2$YXRaICLybE3!&?#c#C>#atgPi*G
zM3_e9c~lFM>;tW>TpFEp&1-84AX?XMYwa2R!ttUKv6Yyx<ifw>mhJsHJtoY<^$@8R
zqcQS`eRMt5eWj_dVoOs>E3Al*EHWk%PBvlztWMp+1}sEs0OR%UdJaCHAZxc}Fnqwn
zO)JAm;<B4&a*ZIEMuKFIFC!0e<aYF6Pa%=@JvPO_bLY04Xk47Jvu}6CsGlcB+N~|=
z>wy4@6IPnDqO{Tw!fBX{ag9`xSa-n3P7X340l3<N67SR<D=w{h)txt&U-CqCvvYm0
z)Oh7uOoRTbS65^znPpxXifJI8NFl)=+wa%|(p;FGj@_b~W6r8K6LUrX02lIFaqq8d
zVnI9W<J#<&T&!_Ok{&YGR}9SYS%$wbq>>#&=f73V%yS&T9v7#$v%4k7%GAPmuExId
z7Oz;VP8kR?0KVi<$L`ljM{*2hojD%(9r{Hoi<SeOKY`i2t=UyCkvxlGuhhMt9K98P
zD~&NnUpYXM*;OpmW|WYYE9{_&y`bOL%15t4Z3v~u5Gd61w$s9w-B*dl=T0}X*0DwH
z*3Xc5-NN!#r?Yo5NjA3H;(C#!r<yCPdt~4obOz%$pFnM>JpTak{&d6<ia<K4;Y??S
zd_$qR`0fmLZ6qCyr~d%+gL`?#Y%goBzwU3)cj__I@#ee8Kx^}<KkQmP6LAMxe|{GD
z>u02^QRKN+3ZccMk_ig4#~<D8rxs}e1JQAo>5dOiV#*!X*V32f^%Qj|6oKE)olSR>
z?DYu}MHF`RGN_LAaLt+G$1ZCcoYK7kAcDsy(2lP0XG_!Z{+JMPf!B`;qvmvcZm7k_
zmnmBDwwfN!@MzWJb}L7(ji$VZTe4!>?|3T97jN!CVUPCC4{&=C>(hRpCJPd0kghzx
zBOXS%=U9Sg$||vwl@RmWfgG*Qfj_xB+x-WDZmj6<it@u!TT#V3`<1sf6lLkg>e&WV
z1xoiNd;NM7E+@rutsr=~gUOe=nsk;%>C?;+M6szK?o<5#0F``({_=L0eox$N_L_}+
zNenOwtE90jS{mzchLYr!Wqinxmt3mgV2lhNxu09=c{wHWv7<heXhA{3!0{dR%eu4V
z<hhY-NdzA1$*C=QY&%0n#Fi>Gc|b=cN{E|_U}b*R<hdR5j{Pg>nG2Sym|xSB+!5Jo
zs}dK;K)UH)-c{tjbEe^LruT1MVRSLH6DUH;xm98jiBjX#_V3lyNu99$EUXu9r$eQ+
zHMl`=-2VUynDDQc{z$(ntX@a5ACSUJ5Za2Zs`4s;2iRc^8;4Q>1d-pQ=c@I*cM(IA
zb?~DhaAsZKE$ErO@_D?P1Z};@?A|IMV963Pq(5LBQ~~`;f1Y}-^?aVD`5vxAmvO@U
zJNQ+bE2v`?^oPxF8X9Rlhx|V7U1WJ!3o(XOQW`nQ?zlX1r?5ZAJy1Qt(B|rHjx~J<
zJ%+1h4^SNiiK0KB+lKFombW`eB#{{8;#GM11tbH2LY#N)*FyHp2M48yGYQZEe)~|7
zL<UczuLDSCo5iio<W}0Gj=s&AWpLRA0GpD8<Jc5K*!q9Rraeb7FyYxJ_l-ZDPnV3r
zS4$QY=xFbG2+_k)3tDo58D2FZj966!F#wX}{XdUf+b0#XG8v=3+8z<~@430qPtH7p
z$b3TBwX}wK>D9R+OwGtE(w~e@SR7zNr<Z>J0A7yiT?z?jQsDZ)=mo4tDlu4ko?d$Y
z02-05YHamWTCEY1Xx(qcI-qZLl|%cHulq~Jd*dCCT?F*EWC}n40Yzq_oNrK%Fw%y8
zR|UTyKGZ8Qv+Q#rAAkyo#grC3<i-HbJ$fQ2k|o<3?lgm1{rJwr-X*KK6#n3yW|hah
zvLunTpMF7M+XvICr@1jCnq;!u&CCwUA^~<Mx{O~Q?I!Yl<+EaG8l&1KX6MPBO8@}I
z09<<i00EARoG(P_9=8b@bp9H0rkISTby+RxkItrkS>Nh4_5T3J>sm8@b}>RDRcSbk
zCp8BgAJYTto~u6I%j$WV=Px8T(kavn+s9h7X7xN&$Mly)Bf9nD@b-enx<j_w;K?fq
zS)Y-~0|F-Hf)xk#dJf;mp}pnqcVIDKvWs%QzBNah^2)3Y<G!@V?mk5Kwer=1a*G^o
z5+r!R5vEGVj>A5qw{!Y+SoYsbo2X>2L$$2e*M&jmFX_exx=`GCMM)u=YKrqmnO$Wl
zIL8<CtSC-T+D<!q_v@`0PE2Up79eZ!qhpFk^8r^qJ*#qfb;{Lt@@xM9A?{lhV1;B^
zAh7{fc9@bQEIV=Uk6yZV1X5#k@gXM7sTy{0sh`yfQ1G`7bU4v#ym!JX)k&EWS)&lh
z%V<1@lL99S8G^|ZpY;c-`}#^u(Hls{{qzi|!^}pN!R9)vaZ3I}shT?!XMhV_8JI{I
zV-q0zmAl|KaC6l=tjR5lx`vYf0H-ec4Uq0GJ1A*N9d^;#mKTm;f&_9a1#~$8=OtS|
z!>Vg_T!f66#?-c=hO<b-s-L$iDtLyGJd<T#O=j9zvn<IBQ8dUMS%JU{%P#DD0tp1;
zr~cjRZ#G)O_f{sro)p6$9z^ptmo*#m{{X|9pBK4S4U-7t*`u1%vIbO^H4;f2iU$yW
z<Adrt>Beb#Yb<j;;cnY~zm*h7iN@~QTdw#g;Iz|fw+^ciE$oS%$F}Q(h*;$J`VT?V
zT&!4gal)gkZ8x|#9~#W^tgcZ-kKt7sK0~#oH?)Z)@>Dz|UvDtY5hMZ?d#U4`k@X!e
z#pzKqG^8Er&ygM98Xg1tmA2pb^!UT}f%681u6*6UrB`#CD=mGd`Y#@{ueS)|m8&<u
z7bqJFK_d;Gu@|?xY|y*rAZd5=;lqgUr<mP0r%eZ|E{{(alzeadP4HN5+0kq&ZuNBp
z&hP$xE=@$jf42-$#>|(YSl6;RU_r?0t<}A;)7JAv0wS)VyDiSOG2+J8P9uk9R6b$(
z<MwN(_<3k*^?oxSk<Ub|OIun$K3N(wg6fEV@O$Ub^j0j9W#F_<>SI-~sApI`J;)Bc
zd}|}G`M;B2*FAk!t!32NS?fV7H@6gZC6JX~3x-En$?S2CtMYWl0JAp5-FprkKR?2^
zz_UmrZ3Xo`)kUAm<I?RTrxbQzpA}MRnj&IY@!tdkl~y>(`g-(Y$RorM8<ZUTzpWqF
z;l+w2^bOpNXr-$26`FeuQk_e_<ZT70(G}Sy3M8#^LH7a0`yZ|kRz926o1sLK#BLdF
zx0U;T>XQc^Y_6INBKrov%DrC|c}}ZI^G!|G`iemvq(=9eG=V+%;b@&Lb^!NPXxsXT
z%AY~jy*ns%4{!|pq+P9jX>ZVEhBL^!TKiAu!nC{Rg_q@ji(hl&Ok|3VvZbLCktlmr
z3zh@7bd?8xsr2eEaN-H1^)bf9xg-znqGZNdv0aX&Tn`#jJ~@sblBzC`X96XPG`Uzv
z*<)5{aS@WtasX7IBN*-o>3>GYJyLeYp28&iTC1wf5cH%5>!9$dPs6F;mp1we&Hn&Q
zWA<LYRm=ORB==)x`+d~U`i_;ypC?1>&4CK;iuJLWjZkYzmz`>o=atyp)Y!>c)jfy+
zkn={2lHTAXl~SV|TRHw+FzN>ftW2$y7_zObXwIDQG{v%X*7Ysp+r70daj$72mYOrH
zuUN7>M&PM`$M3{o`g(WiZZ;p&$nj!GMm4OXvWRK%v9rYMa~|#198WI_zIi`~=zQ<R
zg4PhyxddPHU@DSG00kLcc)V-~{;yp6bkC*rAEL<+N`;~W?eU`ej$C;mC4|@w2t0oZ
zT{SxW_m5b8PS(u#sMVK@7MHsL%Lryx!)7pk<`^fj>E=gLh6dRXK9e0lwv@Qd4C33y
z@x*hz9=<%DtQ%-JNgGQmlPr<_u@%M;$_EZIu^-eskUG~F>151FUu#=l@!d`OGsg}_
z@_e`Zd?=acwW_Qh@4v;Q3`CJT5Ua%U`;?E@*VJRHT&kccxbth_U4H^ac!tZHnvD3b
z&1LaduO6^LKE}qzGg&7OEozfWjDqcmo9?vrU<O_%`+TvVv}2=sc0h!Xhxad`sdF);
zlTl%}wwn(N^M>8;DrwsM^XaIDzW{l^ySup3EzQ2><cAVl6J2Q0<scVk;+$d%rRqjz
zAsB*<sqv*Q&k~c$pRbMnO4I0`uD;~n_Sa*%NW@SGnp;!Ts;Kcr7&uyx%`(R(FodgP
z&~#)_tZYcP3XV+_Xil`wc+ZgQXVTcHZPt6bc&%NTk~9#<Yilz}G;wfTyF&~Pst!9x
z-?8h`DInO2@;$&B-k^MY%5PDfw$aM-Qj+K6)2>O9DI<i)_wLMnKOfzhqe3y37+mxz
z$5%IfO-Ku`%4q)p<9DHN9;r9k?$2ep#MvN22x;VuzjEsHl^_2A2q1UrMZ-lrtHqq?
z$4a=(y<HU@jMgWPX=AFBENHwq8!3fu0FFHU0+KMRpRYtD3brGNtWuxzKau_~kIwTv
zLVGmk70j}-h%1y2X301xIV*%;;@!VqrwE7U<6f*!-u#JS{Nzhru}fKM@ugWl*V=Dx
zS9%)R6q0zsL8X#zJ+K$QuSs$YUZZRT5paI$KMldKq7RGt?AprO7?K%I!*KgLvfQyD
z<n^mdPMujGQI?S&HY>n)D*5{LM$MQ+y!R4n>C>UypprI$trz?Q=AG?NA)#p3Fvl8L
zj?GRyBee8(_H|oY?2q>sms)+qE!;BoR(_(wQmexHo>gp%3v^)IYACs4-HS8HV|8{3
zk_%Hb3t`b4X{(l1wN+`BBb3z~q_L)X#>Idj6VwIdyD1<W?)XtL!~{T~H@y<{K1Zgl
zVSTw7kfM_`BaF`+g?*%SU>Fq#(X)&Zo}exnbt2}s5xG1K8vIfUUPXB;*0IWeaU_Vr
zJ5jK$&#;6NA}YiG0B>6DQ~k<3Z(9*GdMMD-?eXnd^xF8X1WPuks1ipzsP>T<ue$^C
zD?F%4?s4C~4m!1Tl!SpgfI#36F8ZwJJjX%LLx0McJw1w-5BV)_62+*IH+sXyTI%R>
zZ9v_NJjlR;y_@-tta3{WlPC+h*37;Az7&y`RJvr6uyKip9n@&?3bloK>$FR2QE5zO
zIe}z`SwH(FWEmXte?#A*x;%KvJ0@a!xKe1!d3bgY#;AVc$dt0=Ms{@+Hw1BObF4W3
z0Lq`u{(bv+w3-ha^7=ck2Hw_^d)_O3x$V4MND7-e`>c7G8N2%@x{pJSfa}ly08N23
z*nmhB`FoU$TgULIbNaOFgC0)6vP`~W00oHW;m*EY_aC|X8r{aq)r%6z25nfgIF)7l
zt;v>9j@d03UO@NkPh7*Jb!@mGcx8jg<o(C`*DcP<k@6YrY(>AFc6i-+eni#J<n5^%
z`uh^sDXi)2ST$oT(OP(%eTij0<QW8m*E{PG_1|pg9-(rb9(Fn&UG$bknVWMdw<_wn
z;+1xK$<|mt=ZTL7Q2dZD6>*SGKpE}Zu9@x5r3YB)KE5=GB8v^9<^tXPs}Z<MgMDZR
ztJj|zn_(lMi3F1fT&o;{Te5|~A7}&r0GFxhrZzZ)p3-md9IJBRchJ6nk!nHYGZ|!f
zV@U|+fIBJTRFVMTtH%WY03M^r#!Qzak)YG#TKc3AQ{zOx9@=>3_DOFwq-hY3d8{}c
z!2w-(WUD#v`sbxb0!XG(i{xEsq|0J<fZA7uzbn;kwo+(b%KIi*(Kt-Gl10jdM__Vr
zf1g_Q0XrM6gq=Hu4D-md?_fgxwWB|bd~f2K`ps^|n4_BD5=|U@SzY__9`Gct2VtD|
z@6wE(jB;ZqDsL_C$6p#NBR|&)0JXblvGHwB3tuaap5pXXHC8M`T4w;u?Li|dnNbSh
zrdVY5A&2OCSA{P}k2mPva0T_h0ryhlE2Myu4b2okcYg$YPqXmbdo2X^W7s8VpsYpM
zCXZ(%g%muAo(i%?#lFw!0|%@8*j)n|5_~C1oOW<N6wU_qe81gm)@y0}Yir|mmtR^b
zq<Elu^GPhe{4v)>AddMhlYj!BUY!j1Ch6gstjq@<+K^?D<O8~?RkqUTc9-GX*B^~*
zAB_3?>)1pL70+-IRqgAXjC40k*$nq5dXvlf)M7PHFybn`=ey`{Rfg8CKVgD<a;mp>
zVT9#^0Wx>({0~KSd}#6{8XFpwFD1Yhu)SJ-F4{$))n2=1UJf9U)p-<tOs&M>iS8JF
zzK5#UxbXy-k>jGBn??M4sA+G%vr7H(I7gTHkl0Rr)=38hJc<azGX`|~k9_t${{Z-P
zQOwGIiPHX_HUY@{ylXM1tK@qXrs;H+9+|CDKW3$P0kY_vT>k*{gUkAm_Vx7j@7E!G
z=%>vxWiTu`kJgI<1=1j)emAPJ)7R0sy8VrXoundvZ`~ovHbZ@?Op1pc@I6jC>D?ue
z;-f%8*Iy3m4<BwkrJRCqac}2c9v^$gHrl<2ia6m4eYcEytgD<6j#=z+fzw{07DQRf
z?`^tT+_n6w+w_se9{2#;&eb9Dk@3yG&&g@-c5qD|wI)Q<enEx^>RM)u-R2%Pa|@0H
zj><^uvU_jP>IJcL92HPFo>t>Z+91TrbvL~&-eIk|v-3|U@y{Qy(&}{fggWbOFlp47
zQdW&-LOsMsZXl8OV05dlV`Fs8mU!Ftf49Q?yRX|qoM|UwmLOk^K<m8g&9zWj@r%CH
z(nXjnx#X^yUu<*#0Nwg$^gUN)#vM#EgXG)rrG^HD{T9|w(!2a`!TwFyO)k!sy?wrX
z<&T>qclCIk2lpdk+>kjBs3WTOM?u;Mg4>i|`qWO3k0sekj|%2V{Kv&SvWCjbSgSo-
zb=}i}eE$G>NO<H<#G|M<AEE8kxM`1tBDPF>NdDk7`1jGPB1)j1RLXp{<@P+cTcq0T
zKk6i_EN>)GNESmJ@hTULuqz|8AK~=JQu~81AF5#&#+UbFHUOOtm4=2KgJQrDtt-A)
zv`s9vrF&9AUdJ$Ck}(vhhwTd^KWFtGow|$JnY~4(XqmStBX9?mM)-y&xjs?Osd`<N
zXncfwQ6=~+`(|k(L&_$6j%=z(3SS2!w_U3k?`r{MAZgoLh(-5CZQ)nl&w%Q@$V*<m
z`Lw&Z0TJ4*BUZ2*h%vOa@{!n52V#9k*F6&PLi!Lm)PT3jZ*IzBzio}>J~ykk;a+2D
z_QE%?+U?^>C5S9lU_?=rl(VFiiT?n2?uYt_9al5)CTxQoYQIcD1G10A#*S#pn{Fb*
zx~%?XrLV6^>iIjs@Yiq7*4U?jvR0l&K*&HO$fTZ1LF4*$Rq8z(Hv$d#iZ0ElA1%B7
zG$@KlBr!@0Avf2BOKGTBqAS4+Fr{h2EH*4TL1`QUJ;;94Vl$4*o`91V=&=T0QDu%Y
zE^m9=x1AR-gtCl6LAJg>#;h9;jceLx+TW>B)nP3x)und{3C36|g^-m$)VS@?@%2w_
zz89*jS|D}TmwiDtK1ZkO%x@2A<57BV8n36?OLt$cOHj_k4vzVi(Qu6-DDT7oFh+ay
zE^oL!r6MA<>tHk+zTb^ah14eL-c-9O8Ue!9>GJOvHf5=^pIu^_7v$1J;QLY%3j_Tw
z#eGL?AN1*t4^zM~g9M?Mj~zTgt>3Fm;kKdN+)wLH-|gq+9W5Up+IWWI;!PV?iYSuE
zP_jl<hIy~rx#fe~>D7@lqR9XjSGPNZYTu*hz|8T^z@XF)ej<Xp-w*OV7s@yGzC7wY
zZ)dQat3e=`#0lpoC5!HoIS9(B0|%~W)cVxj8>zU8%L_Hh*4E)~3SFM~(qsc4%YAS5
z;Y7X9fNHnfOB)NjW=X6fI~6M$RcSzpIY!6tAr}Mx0BPv%o7H+AQ+nAF?w^PoLa;rz
zCtW#KyJ11NDv)%qO;3rwAJyr$+kL*q2iiolES%YAu;vlmm|S;u2e)tiI<<8EukD9Y
z11m~Kgq|jX%1D@A!9n|ebhB$$QDV-@u9mmE1Wj&Ae(hvVL71!)NDe@A`edo;cTmZP
zr-sX6`y6g~0o`s?&Ky)sAkt{%bSI7JbMs6803ho;i}CdgDp4ofm{>-OkSDoh?!Mc%
zqYm9Eezl1@{YVFmwC(Ksse1Zj_KuZ#I{k}ydD~l!UipGou#q92C!H0_%F+e}J-`M5
z^ug&*{{WK3^&XV5vc_87^wutu3C3Ata%R2FxLf#DXW{#)<=cB2){s!y(J6?Ln?HHM
zki^ZwiE;b^9bLLs9FoYcTpv?a9o_x(UKRow4V%y7O$U`}H`X=lLUMuOgd$F=p&7dm
zaH5O@#Ao#C`z|>#D_>2&asD;cJ-a%@f+stN8}gt6>O6;AJ&EHoB<y91IpmN;J(nD8
z&XI=a#7EmbfG4*=#Vf+cb^NDBtCNVNEnotl!jFF%>~^(m{!|kP?_M!dj(q<BacIgE
zUf8i9q)=<=)ktbYxJZvFTP{=!H%!kmov3d2;Yc&FQ@Y$}rQ@F<-2VVOdwE71PP%PO
z)if1WPjXuuIY@_JPAL_#uJdu4Q{NupB>ktW3=+J}<-Xci>5xdh*bW_nna>&dUuC7%
z>%_Z1dgq>6r>rwWW=4eAgILwsBAv7SgtCr-@s=!4)O1tERM_9bp}KCio9VXj4W`$5
zpyXtVzQ12~l@eugu}2M1e>-C!LS&WHx<g$6z;?+Q$?H!~cB4x376(dTwZ3~CbYS;u
zy?8Z`Y8Yy<P7+tvL&>F_s3lk__ap?9$&c&Q+eLcjhrUbl)a|d>qRS-KHZ;E~J2E&?
z?5*A_I0S_e8twhR{*?fFb?WdY^uB!6@<e-o9@kYjIYoNZ>uyx<%U`TfBQy<?rDiIz
z#yfH?>5i~S8k*j+?_BlY&h73lhW6@3w3?l6Ad`B)k_wS3k-*Fh!;fz5kDxtP@?<E?
z#Mn{TNJN21){fpkLL1uM7S{W%7SvsOHBv$DyH|qxS=d-sT=SlLQLJb{9D;W2I_KGj
zNk{J7D8C+k^?bteSOKRoMoNA;D^#;)jI`HfTKtmNr8@gi{zk;5*f?13Kk5sR17j_K
zdah(+1XHx=P3qH)KI<bJ4$8gT(QN#KPyRk-m-6N0VX}aMUU<thB!eNMnk9ZYPocpW
z=qY}yX;}y?crfF7VGBkZXd`V_wB9r3dc^!agxBm=Sl&47L`<{$N<?6*1rvu%j0})S
z`gE~Vs6(Wrvhyd1qwkBp-`)6ASMVo~d7j^KNh|(#!o3-c9Nq(7N}+Px<c31?&4LGf
zuVap<#e#f;=G;i-TFWdkM|&@gYT|hPy>E@uMY}C+%$Sxar$P&}pun&S`wEBd2oJBR
z>!Nh*GmD6)UFCJE9(GT!k+lV(8tKEbiXII@{m9Zu8pJk)s}00n#K*uMYNPs8=dm4#
z?mCtzWobQSCwb7H(xJ%6jto!T18t7m@V|92+s%RTe+b&_Ye@yI%}sTQE7O`(uO`K-
z!qP=hd!-{YNCy>u#FN#x76n{3DnXo)<>p0li;TXn>db`VCEDYce}Otz!=L_1{{VF`
z{L%6r(vG&~(nhLn>%61KJfgq1w9{LHcY<W4VR*X5UPK%S&Q}NPo{{^LBO4zW;hVJN
zd6)Ztts(0DMl8&Ou%9T}0pJI4tiAYq;=Ko*>^3*A#@98vn?y+@_~&x$9Ap&KXN%W>
z09^Vv)cW;HOoU<;R1Gv8)mt$`Hibv<qhFN#*fkcD#k^j$KjZb>Yi({MU~*Xh0Jb5m
z#Bc&KG27Fn9_Q(KJ%6RP0JhV@{{WDzWn*Pek9>9gpgTVw3LtpbmC*7k@fy=9kj0cM
zC<G8QEMthq0q>7rr*63a0Jqzy`#-84os`zc?KcBM%Bu4zLt-p>`17Hc%TEm|4)x(F
zD+ey97&vA_$%tO#)RKL3k=Jy_%v`K=$QBW><J((f#p=u>0_1~PzvMLRNj1rqMn^8p
zuNxokhGr+4{j3iY=z9*1#xSGrWd%()Ju*0j<RiRxRj1?4HtHJkSd#p&RZy9u_gowm
z?5<lJxW>aAbB>S9k`_?-_6ERdMJ5Df+64pweLp&|=qW6oLp`AHH1JHV&51)8IAMdx
zs*#UCJO2Q$RUWq_iHYh)Z74i@`{_SY5(f0b62ph_rr*cBnQy?9g_%+T!4C-tEh2r*
z8cGx_xE;<tGuJ5VY3^1+R#1p-rnWl$^r|>AvI$TasN+St{v!tZx<0pI59R%w>&bA#
zIKc<)nj9eK^~pb9<<&U^zQ6v<9pHk0-LEP=FymjCd4)D!E93RHzAE~wF&W-EUd*)Y
zdr4-sn9!)PR>L!-vB(ZV^e3_J*I4QP;lNyVK!@s8K>q-5cgBc8u=zO92XW&*H{hP^
zJIa?Htb$g3k%62;{YEsNI8~)o89bZ-r>g$|Rre=bmmp%}s|d-}hc4=jsRs7alwXlN
zPebJPKgwuljup!~Nd=UWtE!XjNbu(f#P%)^uWqf~E8H?bv4#Y=;(v`a#)4UO2u%-b
zcubRn6P`j5?oTH;%JyDNq<3a;Ph}nY=#cej<$-3DDPzphkw(T}Nk^L6j_Qrt__on~
zs*%vKUb}E7KigMB>c`YFk&n|IEb6^p2~%oqEo}g*_Hf98Vlpnhm+bgaufi#6{Bp9b
zQ51Kb0=oqdD1O;6{;t@;Y~UPYJ#p`JoQ%D~Ry%K?<U6V%m*|Z}i09iy%JTUx#x4pP
zrE(dIOu{tw`waIZl#keweGgptWAvD&63*o7bFQcCXmrYE)j<Qdva3<j(nYeCO^(%M
zu@r98FpvzQzD#P_UPmqK=stt4k<l}<CyjABauXf2(_YG+7}|FsL1Sv8c{h*8<GVM5
z#o1$u{1DqQK{*CCZ?;w_ScV5b%pSWRQ}*UYNcH0&?H1Ck`FV|tmhjtjV^047k17!E
zbo+$ZbN8&%mQeM~@$mvhm4iCSVmy>HcRafj(*Bw{o+ev~l&WpD#|u<{_E8kMjjvvG
zXn8M(+iUP7w&R`x(>V;!C<6@q+dP;rr`NYmV}Y|D({Rj(?asAcrM0(43Xa26&4-j+
z8&}*|ryu~kFiPc&m6VolWT{Z`u)zABn19zv6b%$$YAt?$3R^4g%Uqiho!@R0!F*}^
zm(?t=>fhR~%8MGsZA?-qTz#^s0hv^14fO0iI;Umy&aczuISY1PWBOFN*+(Jw00ex8
zcYSsIwd6YOv`c1`5v7T8{{Y#1!7sQo?t(ib<a*=)I%(48{{XQI9%MINZae<~It>{&
zY;7nrTg+$tSZM4dn#igFO4EJQ0;jQ7!B<aCKVFmdFJ(a~X>o}_Nh4h^-9#=rG5x2z
z4pj%{P($aDSB@(l+;I{;ha6ZH{-kLbh7F&f^u|8D3DL2p_S}W?8uFbl%fwK#yMQmo
zxI6>Iu4_D!0W@=5txpp~4CsQ&DGM|n_EftFPxit80C4Kxk?%}MF~dlB4m>M-X%)16
zHRVk=$o>zf*m&F?OQXE?_gcEYk*}5_R!jQ)0MJgUhWx7UmF@`SFh|#`tTRQ_`dnG~
z&28&*`~`0$OxI*28d&wexn19ewTio#q+8V;f5&ZBF$~fuUJnfLI9#J3!*=_>hd>v~
zbqcHdqk!jr{$I+m6H19-PWyamy8XTE<NeW9tzO3K@U~FxTVGwEXjOHy2K<QVT(2YY
zcrQo&GK_cc>Imt^FG$Vm(S1D5V`6w|dv@zY#3h*dxQb}Mcb^q(ekSp67>7f4T6_7w
z1`!F7Eyyj}k(-f-at&P~jhG)ych7#2e~^8*4mU+evJHT+*PZzrYg#-F6Y5Q?K0I&t
zcjS8A@BaX!{{Sw6$k?reTuu1R3KfyWZ6R!u(K8T7{?dBo()$k|8>Teagnb(gE_DQs
z9vo`R(&J3rbBOx6wY+JbrSf<9skPOtL0Y^QvSYMLL<FP)s9DDr4W7h(Mh||uw4dWF
zDgOX;Gu+<x+`{+m94KjeaOwGMnZx#Yi*dDI{DXgf^fU&>y?55!3mj8%988=8p)P;{
zkhvr4^y$0%GpKa_nvtU@j@oK}Itn2V*RY6QBE0#3Ivee^n;M&nkD^&#D{;p>Q)`-5
zR>{Mp(Pxw_hrS$fBdGEEPh06OrC7-g^szb)`bC$B(M(<zBX*w->NI?F@)wb6t-U?s
zNg~w9XzilZuuwJ@M3nykO#c8tGvE1jYRAWitv{nG65rep`mOiysL>hNESzmx$?%u$
z@8R#=uYy?Fc>e&Hr;hoSzPoXn8R8qgZHR#utL-)NGFIDEN!OPXhR1bfJ#<Vz@u#)A
z$4qF}@n(hjlwHGjjvIekXN?pE3h1%{&xK>J?u+9ulD-G|0`8Z|tXJIYAeqt)?wU(y
zUv@Nh_N}CH;(8LuhYtjtut~uqu2Y@t@$LNIqR8`2#U&R3fd1QY5`GjGO738~Se{iI
z;5O=RGz))MTZE{sB+&u`$W^-|4_1*+p!7J;P4i=$H>ExaVsbY5Z~mX_SFNySbTufT
zN~_DZyyqT0=Swv!@_ru1p_(BfD;u-NmQp1lLzc!caol$5z0f*rxS_G77rSxiRAx}c
zw`nS$g}<#0b{jU)yjm1ku0VOiDMKK4$;M=luwjA++mYKnKZ~L+e&$dEuRi`1P9(Cq
z3Zwvj>g=!MdJSc|dyQ3urMb;=C5AA8{m$~%u<_uPU^sxvG5q>3qICYVfz=m$q{F*F
zI9i!D8!B%Nx<kxUJFBz#n!a0ky@U~{P$d$)peW*si}xy*{vW1#>hZ`-Dqn+s6>awZ
zQb!`BjCZ##R6E*gPV)4W^~n|6NC1(UIcv2rk~m3n#CS_qi0|zwEuO?<Jpnzg*5O@S
z8Es`c>t4mxZ!~s4#lVnWl2ixXjwX%n85HoV8W0*70q-YeQ}p%d1nLswJ<`FxG|jN#
zk$l(T-B;fi@EwfXTF@D!s>fTgGMb-ddX}e+W4k&ZS1SXUkoMwR^*vefI>tqTH{0K8
zPm|KaHKWt`QBP;9*Xz8KO1|`|qVby5CZ`Y{*aKBoSsqc5#x}8G)j%Gk1D^dhUvOf+
zN=D~EE^SL6qRgsT3!vvrhr_=l*VAamvuk8=*ljl3n-RRqhNXI`CdM6feTfSlYT1>}
zL1IAeM^CZxqMKCUX+A^~MSFonx<4Y-*v56seISLP-fgW(%lo``Y9z9fWRVnbH0Y5j
zAcbGoqQPJ8;Zf}rDe}KCNHrTvF*i9W>fqBsMDgP!F$2iSD`bf)!Px%*6M^g22?Jm4
zuLahXFEaBN-0QWhmI$w}lHDkXej-SvaX-A#jA4Vx!GHQ!9R)5$)Rh9j+P6>(g*+;Q
z;kAD!Z(j6@vdETQ(IjOsDEqz3RvC^50DjTijt)EZTj~;!gz0X66z>KN@&;d;jIi!B
z6?gRL3ld#Owu>AwLcy!SuBETHX4RQk@I$cJ>|KII--7WTr>=dOl><v<B<rPKaWRUG
z&U`4Bu>Sxjat$`#8OlD!BJWvQmKY}dgpw+E3SmKx7XIHH$fN=WI!DxIA$KQbSUPlS
z@@;B1cuvyC`3E<y%QZzcVwM+Z`9(2_PdN(#&2T{^{{VCN<E79w-_FE~X-!==sn`YW
zPLGcG-3_gHRbh%rG8!2~g?+Xu?g;}7gyoLIx{>^PZD8JH;%Q~18Uy>Etv4SH>OaF)
zwDW7=hisBY(6wbs=EQ56M2jtzSmq2rtDo9Oq3Neg1!euk1e5wu8S*nG-OZra#;($C
zHg^2hooBr!&rxnzqPbjHSDu47AM#KSYuiZ&qW=K5CphZOD@<fS=gGJ6q&B%Mc-oyG
z2h*%ZJF$^9h+_-wpKQ%EDh>=U_N1<h{@>H5eLok}8^G`QRXg0hLA@`eU{)ih?m+Ut
zajgFU{{YGl?ic?6(MQG8*QKie04oOagz$^n`R1>-&~2dvMI*-x386X0ahwmPGt&%-
z9wH`!J<x%`e8ltas+&nCPw4Kfjq1yNd$|?yuZM3sZRgLvQL@-JVcI>p*JtD?__c{8
zB*!BhepRrU9lZ~8+t!WOI;;jZn<a<T4hndmySlmTqc&OhI+Yi>{uL$WK4qo-y?8V}
zJ*tg=K5EGTU<{2_CjS8Pt5Qf0DW{htyZZ7t>YdY!y-TQ;MJl!$c3zJ4;ZRY3<>B$5
zp0mj5ZZv6bk`H#pr=Ob!_a+trZ@IYt0L>)&^?A#~XyVzlT}6j~^R0(dlOG(yEEN6q
zWBBuHf5vtI6q&17w(_I5A|Q5tO%uK_zM02jbJrsGmqa~TcH%DV)CZ21wz_yy8C7Jv
z9(OdsdGMva@!!r)DKkNjaY)Q;%l`l^!0sa_u|A-VsXpH88Q7AZpPpE4HU#~@Dh@cv
zaL7*ZYdO5LQ?Q?4=U(g1w7Indvk4_r{?$RAZTvpHcK(?<J(2COsIljIe3%C&-m}=f
zx$y9-mbqlt>Fd&wBu8~wTO8Dv^>ub9(n8=5U(=%HmLiOJZL6nB>1mCK+dS63zi!IE
z_@1i0LoAYeZ1T7+&xK}Y0i2#$`&BzHY=hrDRhAad%sTlsHsz&Odc;L?0SKC@?dL=r
zbS-V*TG}xcWrawJ!hj=<xQvJiAURnH<VJFHo~Fsj#YlZTfC&Sb<Ksni?w<xW9_dP#
zam$XKl~}#z`#+87OmFVQ_qZvNLn15-AQ%Y%Bsa9D11GpY>D6*BgNxSZQ50$zvEjgX
znp*0!&T-)bdHZWqUkZNXK1SI2A*ms?eu`s*%<?U012F;3f?1{ncE{5{PKWnDxB6d4
z!zL#Uk!=Ez^LA4CL|Ej;N1PhdO(&Z8*O+V4hmzH!1=*nx+Q07^mL+geqezq%Eb32S
zK+mZia}J%6)#c0)!4oS1Vn)B6FzHQ?D|x`8FN%Cc`%%~2{NFCxP)V$q+9umyf|vv-
z`{1Dhh@&K*wL-A;C%;_=40&+iS*4AhZbb6?sorGpA_!t*XXC@hjk}-Pcfy`!sC(ZW
z>~sY15=HrX#<f;iF__C)kK44RS3huKe}`M*<aIfG_S+dY9hAKtB5mobch+tE%lljT
z2UWV3txZ+>RqQ%OyA4#*?)4MITkR3T7xQ)KRQ~|=anGl2pDeG8F7X*=Ww7l2H>I6X
z-e~r&j!pPpg8o<WZ<YLCtv2BC?bh1-5WK9lb@ujU-3Z8mkr+F2U;w~5ZsQ}R6MH}0
z9^mqNGjZS$kUS4CD!kZPGN@-BW5(1YyTAR!ZD0^-{wMQdvb208Z5@TgC+&Aw4jb&x
z@$c1xr+<XxSr$yVHx)cD#+u@E$-@HCkhj+LFHhnxnk?#O*z9}<&Lp=Yb1})OvJc+8
zU3mSj0%y0=u7iW^DLPDHG4X85G_d^Zpkrcm{9Jn#{nDMB>YcG0>-2SgL8`hWmNdfi
zW^$$D5*XzJDpi5PpH7GW0JWDDQZ_b;MZ9XE)X|Lov;6G0`*+g8<v%2O?G5B}*{>W?
zK{G`p)uo$*GB_kUIKq&9K<Ufl!<!E9eAc?q`0=E+EDgDyRcN303u;<b_4aGFRZ=vO
z89_%qiw~j6J^qK&rRcpv0!kq<gUk8WUlI_<X%;ojH^>&Js3xzilHh#EVuQSsM(h!Q
zkBK1iA9qY~vgDP2_64K@wM6~$2>@EXw0tLF<#R*4hLh;tzXGya0y86E5t02~$^qX#
zy$hY25-UW<aD6N}c>e$@_GT&xL5D;KQOu6&Cu=UtMIOHD^i~q9dqIFkh1d)N%bcp7
z=cHIUv13XTVcW*%^sh<N%0au4s|StvhKtH}a9^*nf~-p~w<JwJb(4_-L{bI;1HY)p
zR~dS5{hkXPQUa03vVcXBCkKO7qs#s@r}<J1KG9;bYvx43_8xLTib&mC9A=R}sAPV>
zUa8$j8ZL_hFH<|CV|~rp@T)&d=#h1mmgIV>4g7nlf34>GpBcS-Q#5hSYNX!GtIHE4
zu(mr4_FqGgbNX~IQ}%8zQi(Hh9JFud7UA%!%)LEvq&Vbigo=`z=9?6VOMc?UQ<0+X
zVU7vO%S&8;x;gmw2LO_CKD{>f&OT>JU#CFLh^E%&4{cybL`4$&s43@K$o^Cpb~R*5
zmgFrWM5R(+wk#1D1Oj_{_v-12>y41vE~da~e&69yM<thYk1?aK?APO;nRI?-1@DdO
zSiim3m~Lz-k9F(pb<j5`MYE1E&SgXGxEan)anbm_Qe2$!_yBI_-EQ8>o?lTP_P^v7
zr!VJU+^3s)ADU})o`0jWtKWFZw+)SS@^X?+aUvrzASZvgFZ1oyU*FSpUauO*9AE?j
z{r>>UymA?)+`x^kYf`)BS{VGt$m8<;UaD7`oG@6DSRq$J2mz|t1glC02x7S)cgIV*
zOcEzge0kUQ?W&$)+&^0A9UB>U2^aorgWY-|{!jh=tD~l`cC33^c4@~P$XhV4y%cgm
zBjHS*#AEJkFEBIf)jk*{=>0`wd$tsfZKr@2rhejlY>YD;p+-zY%G}3=xmK@y<MDri
z{C)dj@h#1*<Oh2tY6XwDBj;hHtsEZP6WVWi@^k#U>>lFiSdZ;bseo=>pp8XR`d$c=
zBrV67THOBEq?6;Do9&mBM`bopPp_>nuvOR#6&g<IG|GP2sF@FQ*s7knhfRV!i9IZj
zDFdAqm(rINhnRw=hc0?}QzhiSF1u*`(-dp8v=#vbG6ykQMc`zp!wlZ>7{hiM$3kUd
zo}JW{;IRPf-{DB#AJ&${YB}<t@8^8A@bPaU@h#7h_#coXw6WNwEP{=(mH}?T8EC>V
z8DoGu_s>kSI-Xt%?#3l<FLC<PgN-~>Y`G2EIn}#I`-I$l+oss)K3j>dc>#f|z3EjS
z@@wUS-KfDwFdy#i-A`_)IsJZotkWk^ZQ%vff<Ia*@#S?WPneD-tG*engT;2!>zWA~
zh>@LS3&o?VgE3l8AR&<${mMO8Jwp#xe0ke3*7)S<+B>S((#NOMS|Ud9KKd-j;hKHJ
zUfj^E3rbP829zM4F@n+G_S76lBKCZJ4t||nI<5j_^yKSZEjOmixK7^d)n$&^-Ci}Z
z)`wfqjH+4LMX%RIiS3o1wUv-gsM4`usTd+?l(+ko;C)9_@B7@GH@gBr7YC6&lvG&J
zG;Gj|J+$l;AM)Q9+IYW^K|^I3HrS|+Xe>L&D=7j$$Xu(&;~mt6{%5AR{bQ)*F6h9w
zckAC#%4Uiqj@rDO4`+>D{4a03*zFrnu%}jpaVbQxX>70dl;x%os`8RHQS1KzuUBr4
znN!9Cu`A#FspmjR22$<>c=*!`uCDs%U+`HZ+1P-J@Kk|fHQ*!*7i<Er1uE$p@<LR*
zHanBk*T1Aij|%QsE~=`hhyuDR3jRMWO{V4;_8W`WW2NIBITW1T>u3I>akiO(nZ&M3
zlE;%U3)l>Fjr^dyXhGr6#+&RmqW6GkwtHLp`F05$dn+3)pXNY=*m|1BIj2cevc~+E
zk!&8=9r{{kndM@HfL~j2wW*A7Cd;?a&X`NT2kW;Qs<XUL9PeL}yOPQcf4?r7V9ax#
z3@~~%5dkFL<nib6sH6%}m-}r<f5_UuD)^3Fq<MSPjjPrYcV5dK&usfn<L(H_83cM@
z<Ey_$%$gz>b^9;*RZFYlfW4spSD-hEeCc&{+bCnXD6_P_`uU5>T6n9=WAd-cShf^7
z0|U@1;0~=xGoiWETB~wG708c7wGfBNn=dHV+Yqd{lJid&9!yzMFKNBO>HYGmNIC90
zk*8@Cpi`|vz$qZ|s;YmMzh;$1uQ4w#IRQoxv&h5%;NUOagO8_dbU6&V5Nl9D)Kf#_
zekbETH?2cz;JxKAz}Kv6m7Pl&vBg#}q$v#HMh<bGsU1|h@9$m)Af7+gt$iXjjCzuM
z=T7P!?0im3lUDL4+1YL0muFr(6(E=ja8AZsylcRt+h`SA+XVBKoMfLt*FWlb<R4K7
zn0>ETtO*n4JoKiQ;_}-KeA?ZN>vB7DrGVB*4$?@mI*`C{$yVS9!5{JIR1<GUf?jmw
z<LDj|H&F*;ptYp49lEsUnkg6BV29lkEN3vt`Rx?QFo5#<W1;8AXj^)zDs<9}f<|Nk
z&XjlfpUZdpovkf(y5{DmV;j!|u*`BJ;zJ@lv8ZWi&xM`>3$6}35PHOU(&I9qQ|Y#Z
z_73`*Tqxulfg9^tJY@bSiqy6iu#){K<i7^pETl21j4VHeK1G=8yl?i#q?ONCPLVi~
zgB$(TRqDvfr9jYkiuU*>noAq&6wB9Ed6H^TLlYzsdq92F%Yx!ucFu6a{d%zaTcuS$
zFgG4Fkz^4enZ8}8@~0ndc5f2!Yul>NT1}mLMo;n5x3?Ql5}peiaW4}}*va~RI<>(A
zrYhwrA5`aQQO4c1&Yk1W>n#+@#}O_=X~&Q974qx*=hb}W^Pio~b$6C^+Dj5iR(~3b
zHj$^7k^4dA{{SE-ZeV90r&0B;ou83{69z*Zyh$Cjm#N2*JniW*L>d9z-~6c|+kU|R
z0C5!jehsIM>8R@~-DNP`{7D`_(*4XtC{#}*h);j&`sb=Ddk3lIKdYBIu<YBnUfc7f
z(DeL``VGR`f&A%s^H2P9e7U~26)z=^V<hthdF&+zc*i6E05Ud}`9+TXkAB@d>Hf`|
z24gF+DYn-ioh+Bzj`L{6b>Xg*OVIxS<L5)EtE|y)Hd|UO6%6(e7!@5Cj}~8TyRbRW
zY!0jo(jp)%j{5}~odp8<$zx3ii~j)Q%i!zO;j6Cl^|N*uNU$GdUNw-O?IZ^ha^}Yv
z&N>obYIKRt=>rzO+W!EpVEax7*LeW)*PSrlAO8T2Z-%0RzN=|+=ITo_u0(dGW5!I7
z2o2v2j=*=o=m`G+$9~pH%;p7o3AqP>HN0Nb#E1_uBzDm+$UpH9`(TS*Dn+7_uKL6b
z_><g{XJ%Zha#zBrX8T(?80y5m3!+5`gkr_Ca3c2<#y*LS9;@>T4tW0n{vtjcNw$z|
z*V<(x*pA)nb{aMBhJ`R&-0%G*zt^b8x4KIUG(*$B#*SQhkZeb?b_$fzf8uxIO;yPz
z+1P+kidXie6l@-2>l~5F{{Y=0G4}!jfOFQ-`+K9pZxjjfp(g2TkV%+=O&q*e_8agW
zX8e6#nw6xAGaQmMb&4x5W|S*)R4pg*^*wI>-{`E~smF-P-Y!1s)O46)O|kH(e>ndD
z#+ShRxdp`V&2Gkjv6vlwDV0wnkQu+W%m;qoQ|r-?^v;<GycqDS_btCJJ{9HZSc6*~
z=Z#)|JO2R2U%{1Yho8giRBix;T9n|9A(a4efpTyU*FVRg^L@3^b4V=&L$>G|=a~fl
z0-&3s^yhujD;BrmSE~O2uz!d&`xE#+Jp;^y97hC5oL8_6*dc>1Fh}e9^)@#^=-5X1
zxY*$Kn8nRW4@JO)ULZy4>ff?2fc8Th?-191S|A?m(9@pBB^czg$edyvdv+M~9=#Xz
z7zgHpJ-y=p0D;ia4b!ldZ?^R><A1jAj=VD4KZt6!Fr{&iXTRV}+q`QB7WxlS#1G_p
z5^rzxNlnf?ckWQXl>*%_4cg^Ew`CRK_-n=dnFF_v>M7ifJ)q``$20ODdl=;?p5uK8
z>_1Mk54U<mXLL}ikZOOU#y>IwYF-c9FU4|&K1rq4+?qZ?B3Mu<3CAwcz`S`W11CPc
zJj6(_#iK!>t)s@qjjm%-E8Sz`FOEER&3f9;j`Xuv9CFW14gdr1%!urPiO=!Rr&2CU
z6JvW+n^ipBm29W+_s92m7x4WW$H(r3)C#Ci+{>0+5)W^uTQq@%hZ@*P$v`*luk+UN
z2=}Su^>uecM`>XYI)LpPS*!iX0SY@KsVYhI>*vOw7pY@5MiCDfI$u`5^s1Loc=IuS
zqALJ9J19Z&jJ343qmOA)NUQD>icIi<1a}Dj<Vz{X_YN`-Z1nr0=S7i^wNy0e$FvR<
z2xvrpl2`&QdJdbuGpM^;{H<78H^Wz%iJ5}>gT+Au_5T3Vr$Ob(J0l8vjRs?wHHFAL
zD*34MoiFA4dU!d)kp_)c7}i3o-d-z~DH4wP1G&#ia-hqEnPt*G7ZoEZ59bzYrTne(
zcb;phB%V42IAv(i6ltx_!cM`|9x<pRzHx!mzKhYie^DN$S+kvWr%BU<*o%^{sUVKw
z*;E}jm3bw#hJD4$3vzVJ#AIb>#yJIE$;MVA10K2PzNOHx(mTY0!$3&a`c`F;77tCV
zZO)`W{UP~pjcp@ZS8i+B`8-e}h<(UZeZj$2$^QWOPx9(4JSj|M<G8Tn+5Kru(E82w
z0eru0XrZC~#O$HBSZtc>NXWG;2avp8$-$5XIdLd(8CVgM*o<^HSN8bo_{|nc4*N(K
z*Y2XQbDA9>eX@4<_tdYKK}T_Zzn5xkt-BT)Ic!sn_{nZCa&V`yl>zQf2kX)vhmk)-
zQ_{0;afXP;itGKo-ZVB=9Fe)mn1j1rDre-67=pKiYrMw9OAR$eX{0QZpU0JvRC68h
zk~kUqk=H=L>8&O?%Ywo)uXBF21kTSG*rLSowW)vBZq^Bw#;atB?T$hd{SVmWAp|#d
zKAlA_B4os2kOg*9FW7siC&ZTISeERsrN8_(Md8qRH^~10CHZxV&3A-a`V=KGnS~0d
z(!0c4EIq~t>!0J${>j6~#Gfe0*OP(o?>DJ2NiwvOH|~L84-$VW%<tZ3p6I;$<jt?h
zx`2j6@@>YlXrWOMlUBCfC|TlFR%SyEM{$x*NxGj~k29#rhSp7uwD<Sa4<gF`s{k0C
zYJcH<Jx`E4Lt$Q($YH*wR|xWynzX*w9ojHg`%jQZ(Ek7)hRI1{jJ7*(Bx%`J%pClM
z#|IUOnNGYoclS`sN%5BF!n~zkFC&`8<h_|{%fsGDRzT{23@L@z(>?zHhe>2HbwL(3
zTz|Zcs}5b~zO<j*0(hlNfUQ3d8fd;+-FZ)+>GYm8dc(~}T$TOW)5$#17OaA9OB!~K
zR!k7eGstHh4emavn;t4*VzV?VI2+&Yq_9gUlx0R3xZnpWr+jA=m1emL!+ct+h|I|p
z&Ke0+s;d2<Ou?7<V0!oIHVy#LKrg>mPEtD<nB}T*+I6PSojzzQGO!?Pf43SfYInaY
zR`Oj<%{G@|vovhNWroA7NqQg*N_nwn62^gk>=WCkeLJOfUaI0;h{$w22>FjHiU_kr
zt0v3CeL)<5l{G#`2bTPhy30OMs;Q%zjd-I}jI>kC7qdk&1uHs_)41)Nj<)MQ&-WH~
zIf^iV^82`PqjP#}vP!bVEH>&p{{W3v)8HkwW;?Nd6)Ve^s($Lyu=}~HrxjT_srAQo
z&-3e-%l;nsjz&V2k|nXy_u<%ep+`&2kosx`&pUoKcYlNY$78OVI;~zMf+D|`78xa2
ziem_<`DRn=^v_*GqyGSmb0LKz&YCa)vuVW9_`Msc#!c7(!}(Vy!~Oy0-T|`N#kI9(
zX{om{{7GjOp=u2y@s^y*go!H5-PK9#e}TtW{+;c7d@i2-Js!$iOYkGQr<dE(PB$|U
z$L|zF+;}tB-O$-V?a_qJ?mdWMNh1?6E}WT;0zcfKcE|JS9#8n|rR7EG%<a2<#fF2t
zRG7Zqe0cV}o7jqk-u~C7^Ii3SFWPxDVrU{$_@4NNS#WYCk|>duOs{dAk=Aj)#{DKG
zVDiXX-d<Mws#o^$l!o2%{&gQ?z;&7}`ce@7WQHtBWx2dzV^Q{)!Xq&w9;^X9{d#$U
z?K}>gzp&0*hnusynB(DkG6p8<H3Pn*JeSB%k4kB4=tmG`4IOa<O7CUxklotL5_`72
zl6glFegm-Mo|g5Dcf=#nTQB-YI=b}Cm6KNg0F(8pzZ21GBD)Ua==W`FDjlB3XR(w?
zD!(xy_oHk<tf^FIf($b|90Gc+WMU_v(@S9>*8PI4F;5^qapj}m!pt{O-twz(q%%)(
z?!nwh>qYNL9G7P<c$F1mGI1CS*n0GqD8y>a!o;`XYH<YKqFbFb^!%Ey{kr$$Rc39Z
z(5l56uLz`=EMb(A9Vf0s2J94^9<=qsmMq$XpsD>0!sKXaTKV@yU&u8ZDW!`ju}rEF
z0tV%hi~$^jBaZ(7Poe6;((;DjWYi9Hi>YJX4UJ&0mDq0%@?EHnp_(fbSW42@M}<~L
zkfib2iO5uzB0hsS?mKmU$D9=24(ru2XqZW0EGgRkwd}O*<HqLOO)k(JnM7*RKWvh!
zsxlMMlha&p++E;s{3&igvxRO1>rFi`@Q=pCIyZocJ@anFDI7E~r@V~B5<nnEfHON_
zeR|$|dPJ|zKPt>9H*Hbns_ja&u55Q3dvZ&1<tB4t2&VjMl;Y$Pg*z4mf?4H_7|lC&
zQzj!oa8F$8K1fbXmm=5G!mc=qS^%V7s?Vf`j>WEMEQnz++t<ZV*F+-3(pQ^hYDvxm
z7D$z2Q=jd&Jr7lU>7#Mz*miFGYR`uO+z2)&@S`59z~rSJxOMj>gj=lxRDM0A_5^Yu
zhYCP-S6K+{kO}IyE+aIX!LjWXWyh2(dt3lP`}^qi;`MemeVu0EBmBbvfo7TgxMq=E
za37KOqxVJ%li0V{tsx{RisX^bw=zS0v5{d~0q{S8>MY(d?5Ng~)H7DO2ESvjXyLo<
zu!-%`ngx<Ixm5oERxl+)>PYFHE;x4!B8#!o{LKlKn(?99PSJaw&hz}KsreS|JzB#`
zIHZl0RbiSsBie!_LKy{yArX`l*;kPrTrfe#QWWjm$4(z%RinEx6=ejL*8cz+x_m9I
zv$y`#vU0NsS?Jl8Cy2{iJh;frxp|R27<NC;qk40;W?_LX>)*-`KMGOqJdx6H8d5J2
z@|7L@J{8CNg!zwA@$Fk0ZPv;yUHLN>Z9snxcwJ5blNb^=(;lPi)zcj&f^YqRMC90;
zRZ<w>Tp^JW8(iOxpdQ-G^}pgf-QL4{XKhZ<0q57c7>X>YNk&;1l15yPM>**8u$!Gv
z#)5k@6U0<TzvV9_Yqcxe+O*oby9X4t;WCX3O~nfF^&ow4Gw3in!8%zhP0M~fXy2gu
zeQoU$eZPcN*lDRr#?6@`Q6!O}3dHe<i5rTO$LKve*gFN(8&+-$6~CBqtLE<K!CrHI
z56AIUA(R_l+-|Z&-TvV5ftGL3_U+V9Cb})_)C%(NjJ_iA`@_h*YfG_UWM6W%Se>Lm
zq>>Dd7l|$U5`Rv%{jxRE;<K%HYxnz48J3p+0L66nCU}a;G**x^h@23rVR+hAMaO?!
z{{W{^EMhacO~|ZTh|&JwB;8L8x9Lc`SP=x3>(ywZhBZ73Gy8m8LfJVdk<Li#VoBp!
zsg#;sqyBw;v&SWp#e>fhgqB|MyE{jQUOtQ42ftYiK(OIns}p!zG*HXC-PDq_xaR)=
zn3;DVGd!o0F^my_KaWxdTUecITZ)=r0nqE~`}8-Y#$zdFJ##CcY0qVFr-P@|j_v8z
zLIu|Klc=%bQm}8lPsVA=YfUBFK&paKokIW+CjgRgVUGQWS-#zPR<==Ijc3X_O^tgH
z%P@}Ae8G&NiP(~U&$YX<;2dCNb-K7CjYjH(@-<o5{F$%N!rL`7wOE~_mU-1UFA_4D
zX$fGN`j1nd{cUk=J1Yf{3tpxCKgo5zc<*mraJ0Nj6=j7X$s~ndPxQb)>7KC}x?G!^
zP{0#lIM=Ul@?Mj|Z9cna<x~><&+PsySAsy#E^&~uESXTf{++toq*Vj{L8VwUo0akv
zis-uw!!j$!EoNkbM$f6sE2%0w9Q}ImVmKP}C_2V8sSo>;WG$_2Z6C;T<wcMrB&f(C
zLl;bAx801Mz3LtpsREz^<64jMf0$}`T$RU?>ExB<MPVEW?=$3aZV4K(1xNK3><?O*
z<5R7Hta=JXw`pDxe&RfKTFUx=481Ib5>%t64l~J=sV9p1{->;cR9&O-sNMuoaMrK$
z;_&|fkvCMB$#+yHJ7T7@#lW|_$AiHja2N+({ed05df~l4qQlU!o<KK7-JC)A^89L#
zfrXJKDS-T>QCe>a*ZjNUcl=+;b%R~DnkgiqYD6JKqm$RaR%TTyQL)KC)OJ0P<78)a
zyz!L3D>e3y?Hz`r#>Xr@HXpmed;ESBkze?i$oz9-Z^iuPx8(j2oAK<&1BTgDLPRqo
zC@K)B9Ey<H>!8opaU_IgVJS&m4LM(dJ+;0>>XDdiJ!-P}f5b4_hHdwZv%6Cc@<ya9
zgAqLGIABC*Mn|SVJuS)WVq0S59Z91)elpJos^9W|r19}J)8*7*eH`<{s713BWo3yy
zzsQC8oWzTUR%JOohoR}OPU<mY%2G!vr0LzIFp3O`Au#B%Uqi3j)TY6y@;Be5-Gv)a
z(TYS!YsFf_%0jqsS~%4G>zo2VTy=DOm@_d#Vz&8cSLx{!?#Ut0{vFiDNAd2{&T1rj
zzZKoswH!esXV*<2W@Q5*f{7s~9;$jtjF~aWPSy%d>^o~|F-v*zh10TyK1ut1`GZ+u
z5&S!MA{Q#ID$O_$k_c6nBuDp<AG8oV;Ag7@d3!<K8+xnQHNVDypAm?@(yY9foiv}f
zkK2#PK1r}zHmcdDPwf-_ePSntosJNz{{TX$KXL8M3}frk3A%i~;K~Z9VvawVjd~bz
zGyeef-AW+Sajkgq@7TY`J6{xs#y&unUFN!4vBNDhD~jIGm27rMnHb_sW4>@P)$gX`
z<KSX0C}2YU_V4BQQ;7OrJbqb-ayfQ)(N{(P0E+M09ldl{Vb;{4EV3kFWLZHh4}8Wf
zmd9_<dUxo;Fo^T0+s=vq0ItGsFhCo$a;C?|{{Uz|8~87cS@B;Cd(c+1Sz?`Z_^Ix~
z$;C&x7d9czbDsI{o|gXr)O7U88BwL1victyicX1%Hlo1x^Q8xG{{W5eilE(WtZpOS
zTV1O$YBJxmHE(SF;vp7D1rPNQG7n2~dKXEWZ>W|bzWlkG(LJk&y6Sfx$|!tU`vmxh
z#%287YCgGB`%^(3sokec7K^;ocj8Vz(*v!>4@^O^BMQ97Z83|X<H9zo0D02^U-n(`
zKA!4s6UYAm$y$}xMv``pQy?dhE@b}WILRNN{(X5cI&$j_N)Izzr$xX^?}<q!^is3?
zWBB0LhRr<{N|Q+t1tf)dvA|YY7u)7Lb}j4l^y)){fOTkNE!s!pMJ^U13oL6wuOj`o
z)uR|nnjLjn=YQ-qbX79Pl2k~sj$Da7vOv#L#f<_>xfMmlxC+?fW0DG}QadPFz41!E
z3nE+FEE*?`fR007h;lHC$;uf0->AvQN8Z-j6j)n8DpEFCMXg>M-OW9Pgul0Rok3OC
z##Un;v4g^9FT`Vj1pdFvs7#U`C-4=f&^}!aQ@2oG@=qq7J9eO}UO1LilAOF67{hyL
zR0a%^jDNSWU#D2!-0W*j?dom5m+qr)hgmwRb)&8BT#DD;)@PfPh&zJCNaRF{KH%N^
z^{Lmor3Ta;`48lc*N$!Hqf<$DcT!2RkkO3<b<3P(ozw(C%belKJz~{|kf^u<qBXur
zzp*V%my|_UO|E9;1$mgXiZPTjA6ITCC+z^9y-|AR_aJSej=x8@-|YVY$ZBS{Ei)8i
zI}yz*Mi{OJQ1<(q*YpFe<Bg<iFA9!Kf=KlES8bn<cX8YotZYeOn3^D*##G@*$r&oW
z$>@`a;8wp-{ep!)f396*Uy%z$)7N$aTMp<<#CCGZeGvBx+;-_lRmV{gx`uK&(+mmZ
zSpyDcfLjkVy}pe+XJ09wUk$jR{0iyp)Y|QffVa03qM7zaH*f8xNFQFgo<xD>DmW`@
zIUer{yFnuu!D@26a=y!1;)g}9QBLvI>uGH6h>;+vuXh4?>%zpemTb$PxrR=0fsU4B
z+BGqe=lr}W<|dzY9ef@ZlUrL|VtFL5CP1+!7^IaJGPPYsaFMWJ4|Df-^yxHlfB__$
zZ@lf>%GE;oI&k{ikchHtO*+XFe^R8tpL++1V9dV0ojt?uq?yL*Z&)Al_LuzUpWUxj
z3^t_M5oWU<Ripv9MPWt(!>I4|80z<c8JE&gRP4XoJB2<U4e$JW;_n{(TUyrq#nl@Z
z>{w1zy|qql?UHawKgf^t>f42k$r%UbBU-OdFn786$11d5`Cm)so-ZW6EjJ5KZ2m{K
zyk&#hEz8?3z*krhWt`+9jE>`>`l|XEQa|?X<IbhRV)AQV9x)s*S3^>o%dwwlHT%=Z
z{PQK*gn;etA#Zd?S~THTJh><=ah}|}FVhOaNhG!P<5!F|Z31d&^W*U7>Q{ZFaG5pw
z*Vxs!BPslu_6#^k*5+bFb>H1aLNLI6-iNB(=!^?F^4hH!!bBUi(wKi7jvKx{B8p=7
zD^hvO!7PktiBA}mMow155S0XWIK~b-RCbbfXrh_K<<yg=v~BqBUu$V%8nSFD&sNQK
zcv{fRu(VO|i4x31+-UhP21hwp?s|<kU(9brxBy%WYg)7WYVhllOIu+w#A-El<t*iw
zFA)*MoY*3$U^qDSBm?W!lc8cwla>ltu7_S+s;BP0r4|QHD#Wfsi!Hy?{;waxoxl4d
zLAjmNbEjH%5<p{*-I3yy0o#CfHLM9TeMWQFdBFDG6u`ro9>#DD&u9C7HOM6Q2T;b1
zUlwMSZLfE6wz^g0S>oDlGDf=UF+$L(2*4;{Klb*(1HYgE4y+J+U#4M^G%*iZcoW8v
z=5>yt)CSzC3r0^4RgizY{{SSZ<@?>fv&wugWB6JKXIU;SX}=0c5a7=h$d%FOBe;(w
zob<0UISUg102;7Bk;aJ%l5MXZ>dj9T^Y4mQXelo4w~kS(EU?E`{3aVb)v=KauQpZ(
z&<?<oI#R3+{G&rfX-8UqW#RGuB)UH(@k{ubVt>o_{{SKLg;0^YmS*<;m>*mov+5!F
z2vgfy7}(gS%ncKKPtL7c+U#lWb-p)WLBS=fw5hO-KPMxI1`rrV{8Zq7w<A4oU{d9f
zn|w`aAZKqkm4VjW=%-57kt$0Tu_;2+Fp(_#u`n?O<i#5R$}n&M?lJs&k7%r~ly=pR
z#H|aJwoe!Mi4uxs67-NLk=PdgsR(iyj_RxSG3(n!ZMfAE{{WNuN?n4LZ;jYjw`D60
zy&|$ySb2dMGKP88PI3>X20vcCv{tO;R^V$)ML!<+@5eN8k0>=4cYY6gHLqS0>h6HE
za#DS{3b$f&oF2WjRwIzT!LYSbw|^LTt<7`Y)NVE!>1-o9Gssyv6V5Z*P73UwQUc)m
zbrYy9TbCf%P?m?qA1F^DmVYhRTJiX$ZZN#h?*2F=l>!_}(l@VRh40@TXi!_7X>w0}
zGad(XL-B=iF2E-GYhXmsJZ9u*Wdq%K%%>_N`eb^2bJR#mweC$xwrlz97rL%{Um*DZ
z0AW^1q10<NQ{07}T6m+1Jc7y<Imn<E&myP4Z$Z{&kl1jqGBXb@rj?Da$6h4+C)wTd
zXm#_<#E7X+#yJs*kg-*gMdpgY0;7uqj-W1iR=$+IgYlt<%N{Ljd8<zz@x7g!IfxSV
zpn^#P5(-GqfRhDZ>U^97-|5$bw`r(MFSy>+KkzRZ`47cvNkV;vif9-{wxej&F$@DN
z*d4H^*RTNeL6Ma<jun-R198Tsb{aWp?IN|c)ZOx2W?5wvR?Mmpk_=;vjqjis7$jq;
zy;)DoSd>@`cGbVfess}6XlbbU@0U=XvV|4w>2Fr6Cj-DJf5dg}dw>YXUiByEYK>(?
z7H%|2sqz<{O?tePv@aI9S|KmGv!u?Pxp3v|ES->dAdDWg-uLqzXoVq^FyKW>d4HE(
zp3F8O@YcU&qb1&I)|mqy`5b}!P=5~j>&*Mj+d<t}4;bfFy+*stZ_L{m^|8{0pZl@J
zU)$h>g(#|3h)|&9h3(c-SkT{(jbQq6Xb%eb9`I}1YujCA3-k<2t!`1;l0Rn>!IGT$
zg#}nPGw9#Xss=VbMEU!2ZS=);w>m@9Nne;9wxjQxe7i2JQlDD@f_+$oi6P*%B#{wJ
zu~;E_Mvih1)9ap><#hOBo=Dgh4SRpL!ner5upXGP94ba@hv%OYH>x97-b9ZKRlU(2
zgt5aMtNUQHz~{D30Ua>F=nO^C4$^z+amRbv!N0<ep9g-_F8KbQJ(rT*nz6f?E>jH2
z8A%hr+l<IL07ujl`gLi8*%-6heEXNZG{wYJ3nGg(^}icaL*xGdwl9kASZfngtzjGo
zliaSa#k1U!*;nKbaC`LOJ+;wdU_C3Uo_uN9D(SS12%-%y+poqIE+DJp^d^Of2*SO7
zY<{EwoQD(GgXz<pY&;k|(8K{6P>&J=Zt5v&{u86DxmEO<J!N{Shmt3R1H%C2kyI8Z
z2N^xOm`Dfqf#F)Jh2ce8z9pcuUK&f{I<L#&z|9>v$qqnJ-*F?CBlXYxdhnD6-L+5W
zSlXqx8WKhOZ1O!7i`&gRQH5;DC5M1<h)0h^Rqu{O91QyP6A121YqTCdH5iC3_V6b4
zUcDchXhnmzsB67w+DLL(bK#CB7{mVnAJeQ>wM&QOuO^1C`6!@dr%J-TknY5sFy<9N
z&PH-^`eUeDM!2F7F3=n0=UP$lm&w|l-j7>qw~~1Bn^mKZ#B<n%EHAjYIpjed{{T<Z
z9b<d;(?wWHjd@YuZK?4q@Wjt&Td=l3DDd2_3YHioad2>P^!j@G^@5ARjmLFqLk-W4
zc+S3h_T;r4B(C7H!)Rh+7_zS(`Qm$z=hiI0FZS1m9>G+-zsdTob=sPfQtdb{vk|nj
zGb}#Z9Q~YzIW{xf(0?Ab3mDT{*KqHte;f0y9qTqGi^xn>=M4oky1=E2QHBAd_W%SI
z>@Y@ujtT2^*bT;&9o+oZs%M_>g^Lt*`wuFo1(_MUQMrk0t7NR4(5OyC{c@)V1FsQs
zNFuX9?~!+!iD*;t_Sx&U=_VtZ&B<Br#Nz-tDjG5~`T>#FvC2il_SQhX4fbAFPPHgC
z^|h5QqzGz9cq)Hr5HM9p=BlJ&K>8k|Gct{MRzOJO+MwS501Bv7({04E$yx}S-I+r|
z(n?R*=avG0v?xBg>)xO%yz!w#O?|w(YSjj-%XOdiMqv>s-r5$GVq%1I!59p`PpLg%
zNElwE^c%ES7m)t|-`1k5_`W|W{ExM-RfKV4oZynZkAJ6Q)+JraE!$eEvYU}ZU7mx?
zt#7o{_nP?!D-om>5(#XKvtTrs%Jx&1&OrWMNf04NJ5+9LNv%}yp9x<c`1%&GD#vwd
zq?5O{v6MVAW8k>S#y^iwl#QcZZBPz2=4b`vlkFwaU9$u)8rr=rb(Ba}Lj+7ivNK>J
zvX4RO)|E9PpCMYbZqEc(WNL_AWv4WyVFY88%`0YJ0C)8t!=*h@cOkx@3O5s-dHjE=
zmGA4{Nv^FN(HO5;zdCz!6qZf`bP@v{Smaec&QG{kEsnXI>K0dEEH`{=?|_BXZE9lm
z8$%Y$Z5<!Tw`!du1K65BWo_Eo%^iBbi4I6mu`{reQ<eU#4y&0&9nx}BYjZvoV8v3V
z+`yxjitn`7{C0$?6^i<3Zq8Yiy^Au~jagNb{$pfizQ1;QQu2Ca#)8jlnrx97P>^)D
z3a@#*BWq6cEr`P`vm}wBUUe);i<;%n+|lyRKZA7B1>|Q64XJKy39{|2w5*`>?KZDl
z@+QM$w2Cm_i*agNSd_-^!~2M27zD#6Fg<#|dvLSJxa>ym-c>~EO3GR7p%jp>$)11X
z-e*?a_nTwma_sHbyQr~ZHiF)|PC^D$V(S;Sz<PoTk`G-nIMq~}jmD|hZPq+5M?Z@9
zb~Zjqb5pOHoEl5=&pfp&@C!<tIF+HdDv$(go+lr4otM+9=eb!%C68q`>0q?mK<7`7
zf>SjA0Lkv`$rW1A>Y`0}lbHV0lcXtH7=ZUZ*{ZY2ARo|$RO6RiqcSkfy}nxLSdyxp
zMHiD{Nv-VZq&3o=`&Dmj>#Tsm1KS^sua-!_<sEryC$#P8AHSwLuH{c1-WxTJoT|eD
znMf<8FkTl@Endr7v~Nkm5~3L7ni*H|m~s4BreYdLsFM`r-OOx0fOM^6P@z?d+L@D}
z0CJ}z;vHRUlKU1RNUTFUfnv-}98sf5fnML^uh<*0jmnbQ89!dOJ1uuM6@pw_X|b)j
z_>adI#rz@<@ro?jy%cv7QGP^*NwS}GG0ORg-eZ!D{U^3@->%8*KAdC4^`nt@xcM6T
zp3WZ;;ao@Fy-Gfz)_#_MBoH0D(^G!a`5IsTdincr;htaNIzcSjFY}+24!>-XP`Yf?
zWH_ZW2_u|F58WRuk@qe~Zm-k4%NbWTU~RADJG^QRor#SY2_DHIel4xocT=75*7ITH
z9yw0_&422i7>Ss0#e|guq=3ivla9yu^=Rn%4?Z~(Hs(`d;Z;tvhYluPvGk3F$m})c
z@(+S&K1T69*NSecK{b7qS)q<XiSAUmV{gZ_i~wNq%0VMPa`rusMP=hdnHxah79-+6
zl?9KJHZz7&LY`cR=U*xR04jVf;Tlgk+1~PdO&#4X^5(j4&yG!d(3+&u#lh<{N6dns
zV+Qoc>(@S>2;e0cA0@?Hk|=f!x}~)Hc+@Rlf}-EOuP5+G?M`U$WSM7x(XhmFc34A_
z$g0^G{XbrVSd@*)rEj)0)d9U${EOoK)k<3*&)#gs-(&L)Xza;NA(24i+uu+K`l{rS
z=rPu>0+4O<{uP_^0<V54xbhAE0FP+v>vmhan+;e>Q%ga~ry?ofR$Ms_>6|h2>tcj~
zZbG#vjjO4>8)|rm%69dSRxP_hWeA$BRh8nBW{ry~vxidU$ROmm@atg{Xl^TOfuP}6
zttF4#MK5nzx|+pZMQDOTQOG7$?y@@n08s_U9?kap{d$m#YhJ2nmi)#0k@30Xrr#cF
zclF?x@7`J1{zQuaAd-=^W<vho+I?}K*Qlf{0N8C<BK(2ztLKmTSIe8q{{ZIvlS?*-
zPSFYK)PZM~8+->QU-qh@BZwbC-yKD{{{XlWd#fN@kRB92qx-JhR`W?bOKqz@GRf{O
zU53TS;LL~^Dfd0F2P4}f`nrXT*CY)q8^!HR4z{Psdy4PB*7*ji)HhjLj1k#}%piTP
zgfBB9Di71K{W_1rwy+$<c|V#<x1K*6^C*4U>$0TNt$PsEF2n%MFbaq1+W@cXddewo
z>sH9YNxc%ZUM~e1VYjUwJF|eIJSft&r%o;%R4c4}B>Dz9@AT?)U82Uk&A8lALa&;5
z#<iAY(pIy1$G1Fn>v9r5G6I;#HC`j_YypgS&!<~fwRqM;;=BE2i+8+!T645=m3L7Q
z9nN3d2a^T*ul#!Tc$*8?MytZLlS1-qtwbzBQ;IwxJ+c@ucSlx<jxm$<$9|;QAQwU}
zT6rY-hJvknm$9b37@7QL<jWg-btIt~l;n<NGIGvaxXO;+oouE+Y{Xu*F-A?t3b{|@
zT2V7s+UUG?sv<0?Ys7OS5Th%Do-OrU1J?d-d~07td+O1q+<4z93?4tIw22zbaEmeE
ztILxYP|JXFJv$s6^(;=RELARiY6&sqD0a1vcOS;4DtVWQ5dQ%G0Ich4yYoE18U>89
zoUm`RlAhkUEBtztNT2CX#)n)<nA_BG_gDF0ZG5KA$I2`uaY?L<#8xDhDPbc78CTpP
zqh>;Ts``Hp{c-3%yAEL>v4`-#=Sd>S&cmH=X(GSEx;1xpGVPyNu#fzVR@qe9j3kWF
zfCL1BNaMs~BPZ+A6y4N%fIv2a27`z6t5M3vl>@NZDAZep{{TByg8UETH8f;iT8gr$
zMiHRE^aGIq`T~6iT`mYtI1#{kX>L>)0ktCf=}*?Wds~RA!(}B{c&jvUtMFLkAQd4n
zpnbnyi3NeZ&FdtSsiI9SY$@%v2&}LR!c=u&q@Fnh6&z6gJ#m573Fd2U?gfD~Xz^c;
zN~qcFB}(Ya&Z0>vbI&<m2*pXu4&$*I`t^Y&xEodpW5$T%OXLu1T2_WKlFAk`gck{%
z<LE$R{XqRby+gUXYt{Q+h3x)5zPm?g#M3>A5pbP}W#f^A&-DI->(saMU!AKII@|2`
z^lFJOUbK=6B#zA*x&xH~0OQ;YcFqa<^%nLW^`nvwhN#|Gx!8G2RC^TTlA*07F))nt
zib4Y7TmZp4Wd8sjy}i3@&0@N8ss`uAd~Z+Vk(+i*w(d@$HSni7Y`-t}#Jq{d3G@Sr
z@7BHNg?R%#fVo3ax(^hVn}3k;zaD}ZnfOgKqGgwpusHT3E!-aX!0STYl+$9YV1Z>6
zM2>Heb#(5s)LS-{(V&`Uk_4=wMpp$Bn_&0#C)4THrS@xC0G<`)KKJB3rm)hBPS0vd
z7D(j@ER7ovSr}nhqM!8d>DPnYZslGvn`%6@`ESQO*I}<P`86xM5%w%o_l+YM2L)J$
z2r+<rb+~Oc<64beZutPI4QGQxV_st2ZLHKVu>SxbUOLi;s9zx@j#LHD52+{6^%<0S
z)<g_7CiOkz-wa#Y*%I#e8n49wr};Zp_*?eB+xBEP+=Ce%{=S`MTwFEnSl9<GYInr`
z6Y=fE-GbbwT~e*7Vy$+;09lD!5m;GSmB&8ao78vfHyl*fZECk#_)Eg;l9RM{mNw%g
zl^F#{CLhxtK7^cQy*eDRJZn35X+!<Szr%b^chu}_*IVxsOHJw7icjs}xQ&uB{@jYa
z$9#;Rsq1mF*F0;)l@|WdL%olgd`(`WQMcvWZFbTa+GN&S_R7dqo^c_`%9LV1hx6)K
zg1c=RFKuYjBJm=l>-?MstZe)v$(q_QYOAi;R*qO{9_lzR5X>+;AJf;Z%A09k`jEU0
z>!ZPZyK5hk!?yBTwVrf>W{zmsEECJ!p_Ng&2*yv-13gcMKy&JRFF|BB_TD-1qZiA6
zGRvUxx_4knCR*uQ#PCNiwkG_BSlCGa0Mb$*+0W=YK3^(s8XAf*b8qgTx5z&?>uu`m
z>h%*>H-8og;I9!4>^-gxB-5zupz=5;zCC)>&KI5UQk5f!;a)xy@js3HfjZvu$;39J
zgg-uB%om|zuFxJXjPr;4mGD%K-3gT{lVYG6GZAhHR^v}Efd19~EZxNgC$Z(eD?{*_
z%WNQyrOkEOBV`|vYGN8#(y#!K4hnkU4y&?sNU|7~-C}QX`BT_>v%tF$E}YFk`G4&9
z%KU!(@8NcITb*2TNwk}1PU*R|x~QsSx&A6oZfo~!CO9A>ByXn?gG%Zi-pJhR9Es?b
zxb6OxXT$4Qtr%$)goN0U!ql=nH$FeTel5IPcsEv_^s%PKt+Xg6o*6$D#e-dI$#T_&
z?-B#;#g^;}^<Bv6c@bUa+|qE}Z4Fp4`h+Y*agns>O-V_9I}f_|{{Z}(V-yoQF!tZx
z2+-Sla<C$966AJ1nClos#V`y{+u>Nwvqf~Vtib)!Ys_|DoeQBF+|3ftDE3T!xV(jl
z0TIFbh&T*7zw|gKSyjc$-l$zte<6&EALUuYy!cydvR}+!E|-<L9Yis$i(I&#Aiz*|
z4UWy66V>?SlonBNKN_Z(PtUj>`e%P?UlV`WlWh09%Trkn?>mdd`O0c1_TYvI*doaz
zxa7_D#G{e#)laVEw8^qdjVuA@Rt}XCqXygueP{;0z5V6wbLu0XXB){*+tQ)N7O@y^
zb*Mq^l}cKfZOFfoI|9?XjF6xXs58NtEZZR^knq0`>sO3+#EKwf+v;DP8@?*|i_bj2
zZ{+cR+FL0$w(INQmb9?gd83bEa(Fe!<widlVyP_5TO3eic0CRM0OOhS%Em#pucn-6
zwd(ko<BHjM*y~NUm*9Ur)2^Zor-*E}c4b=e#~pN%EtHTtF@T?JGfMu%e1SN00CVg|
zUYFYW2)1M{{D>ci8Y>&GW6O3%@(wrcr~BX!0N88xbl}-jwNl&?tWdrB%Ph+ojap4M
z?h;-L(1m;?v7S-5!TmZEba~)?va4^nup_^X5id}L$G>qg?I%vlar^6F?$)74#iED&
za?M^negqIoAvFru<SbAUvdX3x9D=I}6b!C?I`3US4-*%qMUau**Z_Rm18<pE^uKL<
z@Mg%$>kiE97|3o&y~X+1TT!PAR!e^Myn0Qa$8haDr)7P1ejnv}PbKibAl2F%CXww~
zj+@e&%>Mv&suITBB<v(#sO%3>l~vpiF>&Ko#Ql@9KPs+*oxj<y%5}a-@cXN-x%qW8
zCLK+)!I5k2DWbz^D>L?*uyr7^k^>B9r@q{o)<X%o+%89Ff9X}<al{B&PKSU!w8m`r
z^J@I-OR0hhE!E!Ebl5yh9BXV>R%&xtL6ZowqlnHqfzyd*5cL%yfDA0%<AA*fjf9y!
z9$A=$mJ&*_{^6z6eszj}`3d;{0DW`jt+)NPt=3!AUe(jt?O?wLEqd*((OG6UJ(&II
z<ggQ;xH)%kOy{caT8=c$u(48ZM`w*Q=_TaFLu2WUJGlLgB06nO*TlR>Z{!{yUwI|X
zTu{w_$2ARQRB~on<)a;<sVqp~-~c%<)4xa<>*Q-F<=fp%mv#KNy;f^{se9&19{%%0
z=EjD_eSEZatdQ&{s$8JAbwezX@ovtnGQGw+&`8b;3yX0bm5@k#x6OLB{7bD*2j6)c
zt6t%HWxK4U9MM5ike7%QOmdYR-`781uUZ)h;%ac$;AxnpvfSTVn+Mrir2w0QEt-Nz
z;jtJzLfES#jtoftq4tdD*R6NYekX6~LlNdT?W2y8$C9<>{{Xxamdi_Ox~(mSqDfv@
z_(ZC!ENy|v79G1B4vA9d%x|*2Q+rPs*h`|YKN_VC4OeMpv9RM(+|dG9s?9S7nnEx@
zAFeaju0a<Z1$v@9Kh1a7Lq`_UmA?kohmLx3Q{^NwMtF!)(u{!W4;<uV`t_KIbh>IU
zSfKBm`A5QkAX&BJ`_G3AQ~S*f-bZT6P@<@0U@pgHKx9aiWw>F6J$i}f3QAjsm7$8}
z`?%2?#eN*n{4wKoJfmD~Y`kw|(MzbasN34JS_R4e&TKJ_xD0w8>(mjOI5xj^d0|yM
zfw`-`>&^U6%zwt$t4=D0B@q5xv8TIca-_6nO1Hc2Fg^2tN&4fWH(Y$SsVd2+PZ`xq
z1os}crdtxFc;>S#P}Jf`0k|pdB+ffv`ucV25H}tb>b+2(#hYbzu9hlWc_~*9a(c2w
zC|O+`sgK$Z>Q}ydfCusF8@V@Mlb3~iYjGSZ4`t_mE1|hje1l?X-V=Y)QWhDdiZIF>
z+ldq-a!doB$2seL>D#4XfWp_eeP1s8gX7x+O753y1&QoJA&v;7Rd=z+lZl`zgcS>r
zdjo-wUbYhQ-KAkrCH&XD3ijKrhL6bM+Edsg$;o8d#bBt7qE-jmt2xSK=aTw%1Rnit
zCrj9ywPwAe<xL*a?WrzZ8kC+qtalmZnnXaM{{R?9th}3u<DbwEuTpPcjc03iQ2tMr
z(*D|No(Z<{$@Uc0<1@{vw+4z%-*js!j7cnDj^EE7okSF|+AayLOQ;tlTCH9sQ{`_X
zww9;!JyK(qHPGtqK^0`=ISFQ)iN-se`W)juZX+qHn~K16KPeUQs}IHgE$4n6D8Hwr
z7m&{cmSfmaVGV_zUh+f)XOeq)?s1Y2ZrxR*!)Vjgje{vR9QE(6YZgTEi^Rk*)c8`R
z<39!YR+r@J+Leo8bV+gH*ZyL&L`(5@aX;ARF&-2vE_3PY(Oo;HWG-=@a0SKmroB3R
zi6?mFH()REt-$yX_T6t$uQxoAk|(l=%(C$UGsG}dQ~k7F_`uIsAgvJ&equOPkrrK}
zOVg=S;o7?0eS4G^l8G1xo>Clvf%jv+7d^9#ew}E|VR2hko5nm2w$4eY+@6gn`Lc@$
z;1ym+E))*TO5^!@bs2I+t29Qj;JU`vEqZnzWGK$6);W{zFpz~<h5!n2=zpJD*Q!d!
zrd<h1E~7MdA&4XZc7aO$tU{|{*q-Z-{d&D#y=_&7w!{3-wOST$b6vBELo>ucA~`)y
zSFj#~te3Lb{I#KC8p4CWCT*xq7QUTYNiCEmg_Vq=zA#HLbr}G69cj5+<>6Y8?Z{A9
zV54yIc>bPf=<cP3WpxD=q%t=X6)4%byEl9h>7Uc6+CrmCQ4qkz_2FtDYrZzxPhN$2
zHF{fHinYj+ywj-MQ;P%Lw_pxRvX#qVWRI^<`i;8uf269rt!AsofqWn4m*#IG_`7Eo
z(jRhFvj*}t{{S9ts~FloZcq1KKvhSkagMOUM>kVpSy0!w7Xy`5w#VcRN1HXzmb^n@
zt<&h3(~6x+f*Kn;_8alzm8U?_x+!j1{{U$9>uWm$yZ{GfLM8}B`RQ5{p!oAsL&Ej@
zV=s?*`|35O^_utKO_gn)w#pflN3x6-OG%J0P6y~Z&`D_Scv^^QE(jkj2>hqcJQHK0
zj`pKbD{N`FHsG3@iWAo5z&tFWal;(A_ZaSdI>*$P^2Py@wL}aqZ^nn$EO<84QoE{=
z!Lgbe(yY<y;*p?<z+%w5xEy6by~m)(S}UWQ4mF=p_6ih@roP>}dmTL|jtF3qDo~o<
z^<9jtct|H%IPz!?0VC<$=eJT;q}<-1ZtwPTrp6tmIj3s#kwtXS%U|)VDs#<-3>2hl
zxdYJSt-}=-6^a6RO`Xox#k*_eTMd0pibWewP*_UH%Di2d?qJiL0OStGtt(eoVdUd_
z8cFfi`s8VMN#!%&m83|mY%N+>mNr%e<`Pc8!y2#qa58_1>%&q9ZAQ%K0v<f*KfdvQ
zEFNE6YxllA<Rz5HG}BS9X{jo+DQ<D8RxAM>$nT!#t%xZ1Tkxy`J2k6Bx{I2ov2#Um
zMAl)Bl=Uu0TBR?_kG-2Qd$<G+<pA{U(MrUcfs`oHy*7NWZA)4Bm8sO&?G_FJquKCj
zCFFTO_g9J}KxdEe{{UXM0_N2j7Z#wW&;I}_e2XW>%|~D2`(4z}PFm*2k14++fS+gz
z4=`219=^R5>Nd@XTF^J9z>Q5Ke*t{O=DYs@G@;`@Z{xmEr#EM-tDgSGt%|V1M4~vP
zy=K5zk`+$O6qhII)<!&Bh+9;$N)5{KBF4U}eiQKT2JwpeT5lX%Satf^c4qf$Bfw{t
zG;u6bSr0EL!~XzI0LSUn6QC|l?_<k>sWId$WE>4@ug0(O=acyDt%W-SQLd#}$84B6
znQX+YREQZudnOg+@o^;mPkyi^TL4A8D5V>3sW+wL<===IVW;PwHMZHJK{>i(NiHRX
zs*J(Gtc<Y6tRv>Aql)BXusu`#!yJgMIsvzrjahmbMk^H7-Tdey;U6H``RBu|m^Avm
z?zW!$W#jPeW}^2blIFU9YiW8o(iCK#w6)AqNUq$QI5_DCNzLjL;jh#ok}dk_s|{)Y
z08zxoieFMGHpzSZZBV}}d?Q8=4Y6vzmKrStQX0}zj4vD?aiv1xeYIv8{eNDcH%fyh
zAub~7+%Id6&}k%nPGywF>={RmzBThX`^w(z>fXIht4B4s1dCB79BbH;DFBUUm2wul
zfHF_%-@i<HWssG(?jwE_qdA$Gn4M?`<9>fVr|{hsyYfNgTLBm5)U8%1XsJlSuU4eJ
zks;(h=XL;&{W~`!%f!-kP{<dNtxoty<2k&hloQy|jg;=$YLx`GecI6d*5<I&Nflpd
z3ulV2-Ud64gp&)_kz|luuP$F2EhTvEwza$A?-KB@67l`~@%ZPDSlv9((3)cvW!P4S
z{+>`)E>eGG)dQ+7P^j;W1JuxAM;n$17f#B{O)P@U#?<Nj9Y<$Z$i%j3(Vi{5D=3z=
z7&W&R#0G!E4<uz`*hbNk0*);Z$nTTZ?3QEv1z<|RTc5_B{{Rl~-}{ErZnhOF&=bb-
zwzA9#6`VxkHvon*ENDW40l_D}dX^k!neBfs!iUM~A59+S4173IqQ}RcFD$X${{R_Q
zuEAr156prU_X0xY*NTs^9J3#|42<;Ve{W(-jzsDbT{R24^8D#6UgPS~7F3k9X8In(
z{k|3F=QJWu3)>kU!$GU0`#C~a7U!BhVjC`=%xmsGV~FHO_mS9o;IMv>xZOYL;bvuD
zF*Y7+c8*^SXilG&BkD^#Swl9bkiXlVe69ZPKYV@_<Qp#~@b3-ZK=iiWVg5&BucN5k
zuBT6CtyQTDX)oDXVn}bwp6ejsv9MvpbytwYP&r^6Xh-m?imI#nVbqIp=H2I&>B{|q
ze)B#s_}AmubQ@i*Z}N)_zU)CH18Z(~Ha^LM6_RqqXCJSAx5dsFGWzJ^_P6z+dX79<
ziXoTf94*G2e+2!)?<{%7>*Q$sM{%^Jv$XKbu4{7FU&E2XMx*Y=@Xz>>H#ot;QP_6s
zWa?@%{<W8T-v0p5RB~f_xI?ES6oenO{{WQ_{!jVqL-S9V?kRY5)b+a`9f_%VJIO|C
zl1S|r{{WjQo^Svy`%1&MPCkHiyEi>^=XsxUF+2x#5s3s?unc&cdZ{-(=BYRIQt141
z#=N(4qo)Up+u7JnwaXI4t-AuOW;BjUQYYkQ<BZ3V#0=-L=tm_*>%ofZDKPn0;jb0)
zEv2uLei7OwYl&jLuO`-OiH0dvB;zVC5gc|bmHw^@-^agxvW&7VuV!Dz$N5$+Nx9=(
z-Zi1Q7`3h2c^0x;w&RLub@yNoyK7ck6=Q*8IGVx`IK~Nl{W{gxajB!wd}yDq_`~GS
zi>_;S-d`(O@a^sT>9yC=qbK>gFx%mq_USaNwW5h|U6>|89lIX47t+-P&9Ldr{&jKl
z^slRiXYda(@;&alCXCm!QnIWy@T&Y08A3IN40x7RKA6WtOfm!Q<@i=<G5J&XG3Qdv
z50CA4#*VhM@m8^Kb*;M;rZCEmQk0@LmDuO*^vON?&<Rxj=MT=YMIVPgeeyk?_gnF{
zinf-wjoykT+V7_b_N{x0%JRihLm5LNv2Uw#?bvi&QZqKeV7=AqH~ht{i&~X+Fn`*%
z{C&s0B(&q6=El?T1>rSRvP8-b2p?~39-)~eQ@CmguW3LnZ<Bog06{jMG2_;3`7erX
zmyWMT<TdQW4~oRZg#Q2+T~m)K0XPKbuSN-Rw~crPCd<aJ`h8c;T2V$lhlFn8t`SPv
zhLJGXmS+gBURnDB(kLSsAddZSByyV#2DP=~;Kc8ygH7<)k$HxcU-BwjXoV9LQt6J)
zrJGW;$XLo^4Icocli2?N1J>gZUvv47e+t*j%J!mvihK{@I=xldJYsJz@a>FI4UX4u
zYh=(?*n3>L*R5HWVL2d?#2@(ezth3~kUlk`OPk!(HrnsUw?D^gwfmiouP8EmCdJPk
zv$VHLxF$BXBM_HHmjJ6j)6=o)B}iE9+}hU1L3$zE@oi_vm8!?)8rqRj+AK||+1{({
zUfNi&fs7QRi~}8j%n!Ga0QKrqh*WNC>^v$jQs%<kY-`RB3-Ha;3l+DJ&q|x3+@U;W
z86HE;VURF6IUjKhM{eCo94MOVO-{=C80<kGjS@7!8~k+lCYFw&mQhd(Q~Oa%N<Kew
z1P&cRamb!Mfj?e|RaQ2k%1yY}vi<EJkIxder`oS1al=|_+L<L<-2TLx#EBY*_ka3(
zW9mBgoP|alx!QOdyGgUuYN{mm3=JLXK&^=NO^0x-Oj9ISD)JG4zNC7dus}R(aTyw>
zr@p_+{{X=LWBG^2wX?%RWwV?7Lo&#0SFvcYjR<hh44&+n9kYyq)kh{+G1(x2ho!Q)
z$m#hoH>WR@j$rZbtqc9D{Nv@mRcU;m&Gl5HZy%aJ!!kSK&$jEvUv72xBV&{OU9vm$
z&!kT4Gdmlu+bya807%ABD^IIEwK{R_HN0OJ`I7vzPg!n=gzKbumfRKD1aX+o8H26?
z!wmK~1Po`Z7pO?{ajRm=tfIi_r8x&(q19`B#ec{x3c#>SKOxKdM<wnv++dGW)H+*@
z>)UJ8d~3(34OYYQAY*B!H*3i$i7KHOApPNqUjD!S{<XfgsG1@i6RNSV+TS2}Uy9s1
z^}7pGZ*o|RlOT$3s)K`pfsWtR{=Im$h0SH5x$@Wwf%1QvH5MWKopzpEq-A~CqmoF-
z2LX!UeSJG)>C`4?BE;6-f>k!|_s(|u$u?4Gtyk4ji`@KLQ7qHUvU(WMlGz~TLGASe
zuLgEH@HHaG5|BtYs%DGFHGWUzQ$@7eTcu7I)<O9;k~vaoaAiPS55_lcE(c}x?djH7
z?KU-pK)2h#nq%vDZ-98;k5n4J2A^@|ZFWdu-aL!A6=CC;<N~H<hDitfpx6ZcI>2k_
zD|@p1yldB_@&5oEt+~{HpWR8UmvFClcWQderraWXhBT)X(-IX{G53H71HW#gZ<y9q
z<kU5YHFW;~^ta>wAE(^-uZrnw>L8`QDOX^y+Sq^H8sRDa>=)y7hPBAp@+5)Fw_4Uf
zzd9N0{zCD+&X(TqW4_#`($3D!Nc>}YsC$}-;aJRbS%zr~%1nv(XZ1b1b*i{yVSCoK
zRh#A!FON5lO~0=Wt<WuM(#JJA16q@yk~=X=8J*vjFb8aP3;f2U5&!_TR)6jdjlNpA
zEotg%=aN`Ujm1jU<@e(f4`vy^zKbMaDg%!H0L!gwKB(+9N3Q-s9^$UC>+R`N+H5(x
z>P2I%p+y_<qrZCIeXz5sEJ5zxxav<yyG284;_|9r_Qj9Oht1(y&2#XprO2g{1To4n
z?W|F%r?^H=I|1w0jBE#Odez;xo69sXrsBWg`Lb>#ioEHkzLn|26p9Kuh2|nro-W>}
ztfu7}sjqOM&z0{j>21)h<vKX^nyH<w>R_Z{vtlKlELqnwfRb66oC2+n>FAAzy1ZB@
zy#qh)=w~;ji^s0P4Qn;vs<vSKT6<;pTi&iB<|bP(#p*HK`gI@{TUHO5bmv`{w)+-K
z2giOqVN%=-)n?bzI<<F<9x-2<QXPO}-ycExp0#A$Z+lc^ZR0{&JhF-{D7?SN_BFhv
zibJiTHDhN{6sYIiYSV-5%2gNooT)ub8PCc#p8o*lP=V>{dDM=^&xrXZx*4R<+NXMH
z{{XbL?y=ZhXb<<<YtvZ-5r$v)u=VR}$-vsx88>2Tt9s3?I$5Z(*{7zo%&?nk>n#}L
zK+=0n!-SG@J=EZX_3Jf?t}e=i_bJOBroG!yxHaq~bd@WJ3cuytmSf%ULu3Nqr>9uv
zE7hq#3whe^saTya)p=p9RLK`1EW9gMRB5bna-}4G>b{sAAO8T__*P>e$QPaKPCss2
zukybg`E{QcuDeagj$5_5dS2vkosJ<U@3|{1ie?KJ_RwWf6b|I{xEtTbj!z?8>rLN_
z$)xjtkDyq>$470fTt_Q9UawkJEpEd<{Kk<dG7b%nKAnd^=0hGrn55y$xY5Y%6Ng`z
zPy@rXJ~{CYv&J>hY5xEpPr34aj;B{<i~_wcA7Le#^|h~6gNT7Pe9Q8F?<AQdlh*i{
z@kJM=qUsInY^?d`a!)g@QvU#R-f2RYi)?H{m8<)4&F@1KfC*^$lE~N!Smz_L=+#xe
z)Bs+Ak;z|CxC;1i{quZ>a_7res(90+y1G*tqJ&Dr*}C#OPaC{o=h&AxUgHM`q0BKw
zF=)XIMQmkhP!sarmA?Y=uQaQ=i)v`uxoxCKD#J>*_if*>%M?{24hqB`W*p>P5S^FT
ztjNJ*EO-H0SJdC_UR`&Jd@G>x4=|pkZIspFJ6iP3i}qgSr;amHtEU;PJa!79RRs&4
zBRDuVHX8vv#bC9m&G5FrAD8*WvdDkNi(0C>s6CajKFZWJ>)F@~Qz!oblcG;5R^-4e
zLzV|&*31bWT@7k{<Xe%wXlKBq$9&7=9lwkOw?}W_>8iQ2yH;BRSx;fLrTG!n_sJt*
z4!*Hc89_MaKw<|_?Ire;t@zgRFx9L`>>N!wKM2@9V@4k<vkt<P(^}ib923f9rzJ{z
zS)i|Or(jKMjS9+zf|f?cJ9I_@thrlTKtH>Xp?c0r#exwO9mk&<VdS?r`4*`QqO?#$
zG=e~kj*`gAOkgmbB*G9091rvA(%EvumGrSOBHT|8>s3(-dLFxQB!S#(yJ2>|yIp%@
zbKEs3QnPl~wG+=NuT~eHVH^=F$vc>%I7J1R_5&xUK>pt5;caMD1ds<3Yvu>$uMPO)
z<e!u_{!`%|A>rOTe}2=?EiDZ5jen6w)>-x2EsmZ@=KlZ`O=<GvXOyIZaxvF9>Jp|-
zOUR40Nvpmxl!!*(GJrgEtM~2a_Wkju%3FJd)7R1Ld}CoHb{p84qLs)3#@kC2pNwU!
zmPw2=p$E`(3PTts!<A1?y~%89cD296Hpkz3@<$CQZU)oNX@Zd6!9}O7TNx_KSUY-k
z=8S?!tc!EuLaN(JwPV}OSHhcBZpGR66Yp)(uCz9C$Bt#CsVq$*!6KDX<UewA)K+cV
zZKb&KuUbCCLyhj!%dTCVZs)T`t(CHEYpPpIn(0;H62r2FI}+QH+);o61i)4V9^FM4
zAl!~sfnI(odw-~)HoG4ft>hZY4=fa}Ltj@-ECCUh@#b1G#45|gjPi`T5!>t3+VbOD
z3t!E`yKd<%=ykCC(O+TVdK$xF3TyNmU&DKr_fe5zYq|i<{z7Y7sCdUP?l8dm^__$d
zQ~SkcNj5I%{$JLkZ+VxJ6uahY@$Z#v^?pTSFY`V@plyw~R(TiNGu@8&<UDkj)T*xz
z{{W{^?8qkMiyF`!!*%%8rl-f=OTN;>=Crl@s}y06oHRApwM-*bAabXVVWYA@AKGON
z+x6;Qjaj&%ru*X$5c7L*!{)=vZf#O@FxA*Tx~{^ikLit87~kJ_I9~YAsqfb4m$+eA
zCe+6KRr`AQzr^)zEj<OTM$2hCMB{ub?W}XaDRCrTb5*M6AM(yRlV!9VD^+mf;+cI1
zkN76Ox&f%s-`VR{!%J$_GO*Kl<Lt_>6Fia^eqVNT-}N14_R_YhSCCk*shY)@HU2%i
zo<j_i&q-`+-n`P4F~s%k!@@=i*c^V-_3KS}aj#WBdGaQfl(lSHt+QF-o+g@omds74
z)5*YbtnkK$IAfK^-Ht=Q>(&WtYpr_Beo=Y>-y0z0ta(q#ars;{lWnNdE}}%3+uP|k
zwW{tZsf>l#$*(sm0Y)@TvpC67k?YnsG0=muvt}PKv7m*Ynf%X9u7_9Ro_D1AGgCA>
zDzNJ{+X%GRG{lGYY@LqewQsS1+>Ci2L5_zp&AZ8Mm(sRNF04hXulDV|^G^`5w%+bO
zIoa%JZCYzH`HUO?0Q-l{t67bh$kXXxgqHOv=MnHwg*`LdqduBwe{-^<^-<gvHvW{s
zC(T|@@?>)9_dYMS@?Cv7tUU`5(X9oo6ln=quI#BxD3f0#%oGe0BB>|q)>Wr;^%+jv
z+rqYJvABWfJZV?*>wi0V^IW6x{SBq<#hY?knzqqJZ5>Kr@~kcFni(OMG|zq~m(#5a
zIcq4=)qtqFCkn9mcgbJ7x^VOIt&fV;o@h)%Q>E6|FznC)5(zD-FCBPK*vwQG9cI!E
zH2iDYQC7E*e9ye4B^wmHlXrZ=%VNHwyfwc9AWtZ%U6431sU+l(a58b$_LaQ5+gkB9
z7pVPz#(OI>>mP5s`4eBUn)^c)EytR`wcgT!Bc}?1t1dD^2P>X91Fe@9JKVc^hfA7@
zNsMCZH8t@8SL9!ZriyKLioFWy>^pMyYx}laAzhu>fo1^b9;dEj7A%s=9q!iB=SvFa
zho$uyqxG^KgAsl@+qdnlNc?}b@twt8t&K5i-+)>zf*4k`QnNEC5pZW&QO6bpeR{fd
z$Rkw+2(aZ=evgZf1Z-kr?nb0=@z%9N_NnI)YdmVTIs!vb%IRe*hFKTr8FDk~dUs|b
z<55;r2uG6C>ui2O^1d~-zBR6rJ2#V=*;$RJWJM>7KP<+s*zffIJwxejBWqNZ>hW!N
zlz9~P?d~@Bwi45M7W`02B5NpM4)RPu5=q}YMnE6KsS1tOU26nh*X6>j%?7<~#jll8
zS#3OV3DzSZjy#M=laOOn&tgsq>q$WZ-0L-Ze=+fY2ZGf({{R~0wlyl%tx^@T_MTh^
zYf?Heh6QX4;A5eHCxvFaHlADL7ADfg;;#PX`h519Pr;H+9=0$@n)cIV2$7973Q{<f
zf=_<kOuMWH3w|}L0$D<QYUQT0;v#A@Y&H}inkfwS9rSi4+FZF=qn29KnJYR+Q)emd
z?(rM}B=w}6eigll(AQs>e2ie(c`eTeU2n(G$x@t~rq)=hZ|$XX?MEfEXqr`?1`U9m
zKppzqLJrTG)v02-+VmXS`EvPMe~q7SMPk<0pJ38#-<Hbc*OS><H5R0D@<%hoUPMET
z9^J9fVVi%Po;8b;-QC$<3r}OR(o)!&X)dy+!7OX+d-frQDC))|XfDx$NoH<x_aAmi
z9s6}A^zE-QZa3X({k^ueC7rRiLsuTTX~@*AL20SnUup&XiQVOScuQhJN-Stue!UO4
zjv7{Lk4fgXZ`Z%C(Rfy-T2vvYPkFW2tL!Y-YZ&(Aj{Sk}%g#3LsDtl5y=+vId-=O7
z-<@#z1p3Qbdio1K1Egt$^2(~xopVa=J?O1Y%@mgX-Y9rUo-3SVtolrO+P!M7Xg}_q
z&yTI$M#{H?`29_p*v$3evE(0{H9m1QJHo><$gLbjumD9kAZMdQK=3saPhs-fyD4cb
z`CgjEjf~PJsdjNSdz+Q9Hp_Kv%5u8x1vn#;j8MadVBchbj{RfOD%;C>MQU;`mIBS&
zP!s%BzQ0d#OG^Gvru>AEExksz^1Lk<-|kn}^ATr<-d~e(Uij-GKpX?|+l@-aUOS`N
z`P+?f>2=;$;ZuGGo>10rC7L9!OK&}P+H8ln7F7jgmU&~_PZkeygC3YYy2OO2xzk#Q
zcsdhS9UsG~<=ZK?do5<kV`-e!oL{F*su;t{%R*V<mXQ#BhF%2nIBxwwWw5w6HM*W3
z>7v7E^u8n_eWVt4bfFaW^(sd_WYy_wjwNqM@~Lf<?v7e%N%qqnzP&_ccGpo`Gax=<
zFI6u(_}}5bJ(FWjr;|mqf*_P+K0i{d*CSaX6Fe|NkUfDpW*^bToj&hQiAGd6Ce@N7
zIuIxkviRLTH4$p8YWFi~E0H>G+e1BV-nKj^u}^fdiA}A1i;gyv91!LGI*`gOd)!nd
z68ZsZ?D4ONG@eJTmM65(y@}=b<Cf9e*=VdhlOoebd1WgkY&ghr2>t`8&Q7{;uWVky
zQ2USDma?yq>wIx!t6qK7VCgmRroL;prlbp9HfpM)LLi8je7Ryh0qe_?ak%`ou!J`q
zDi3e_dHJixYV5Xu5?-MN!4%Nmr?s*EI-U6>`&Kxj&%Q3q$^>{EO7;W3dfasoe3!cR
z)J6tJ-h}9MqDR5MxnJBb?blT%o8-TVJfe!p?Od_F)>eJIH<OubiCU(-G|CUA8F@FS
ze*Iui8S;a+{OfgjRltxED97=){!ca92zPX^`2PTu(Mb23i&|l~@s0kn<eHhLmcWR|
zHn}65#L~AAotO|kdYnLveC{}LqD0%cHO)!+2mVexHtk);p3a|tR(~wi%|5=ox?4!o
zY_+wPTK1?zEMtx3LaY=KAYqJl>vWD4ZK1rk)Q&VflUS7(-P>7B`;YzOeDU%gl<Iso
zkC2G>bY-J@{@-6LS0f4;68h4O9iyH5A93(I9E|m|JZgV!PJ@Z(TRezVC?eL@vrkR?
zUHM<lEKTJvUiQ|hu_xqQxnWoSq=Fn<smZOR^UN5bbzV#8G0<%zIlBDSAF5OV9-{hz
zS4}tV-^#Q*8oL|!V%7c};!nq_8D|cQ?YpB$0g2T~0lie8<<x8m@{zdqcGl*9HrrTM
znfyWfj_|J#x8Qyu<kjoflTS5RA*m_lS*}E^v|Xo{41Koy@&-$s`t)KQ%oT;KI9G#j
z)N4-9#lO1$00XhT+}GH7MzW<U*ETcW*;<mkGkgC4l@#(-ri@IJ#w^%Kc_w*3+6iEK
zl(Q4$xvgU^t^1l^g+KoQv@hKcgH`iikuF!a1km5|v9jZ6rD-i|{{RNQy=RC!W>C)?
z9^>pd9ctdBf4D*I@u^zQ3}lc_l=^r_?t|k$6*v4&4gQ&H>Gt#0s`Bh>Lp^Hu<h8Ma
zjm4Hl4J1g}Q|rJ0Gm+Mj$jAs*AQO93IT+Do5$f(B4L^-Zd57<Z;tv<QQq)^Y+grw^
zgxMWC3)ZO9L^kR@n(+oR>t=O-`iO}TxGLdKN2Xk(_eK3-`B0zr&@4taE@M0fnjYF?
zs{G&KK1<<#JLNt(yMoP6FV;1!K#iHF6H8qlv{OkJDC!e5iZdnysmkOYo#l13IEZmb
zF2l?@sJAbTD#q!u45E?`BAp2uHowBMK|g68O{Do7&%D#b_nNJJKP=qc@>uIfX)o?H
z)<jMD{y$$&3H*CHb7n@fU851Qyu3&_2da|`v0!a|ZC0{}aogryD5v6|8+mk=S5s@u
zAfk^uCd%f|MNe-+6bP>r<(f(5ma(vS0og@^jCSf+;M~4vvwn4r*8agojmO73XsGM<
z=+&gz+Xr1z<=u4YtERO>#ad%lIhCx*JRr#-_Sf0^_8n_3JF1pf_|`a^4L?eVxlYPz
zt7yE-fANmmjx0$n{S(^IwJB*bo5ycsW6Bc^IGIbSQYGX9=f7SbF5BEzJ{G83UmpBj
z4O*5wlWXJFweo8kaZ6sCD(|zYLenJGymIA7f_c)QQqnA0AOoB$b>fR|Ak?cAj0-5b
zkIKCpPYU>dX?tC=@gI-&mZ6x{l{UL=rJo(q&9bK!Dq5{R!ZeR-u!0#o$5=K_d1nW&
zdR7~N(xbTo_Pt2%zBs9^+<5l;b-K}8z2p_DCyh%FjcSv|JbI;eRKMf&HV<OWJNt{b
zAC-xOi8Y@@&m47@3P2pKTJGKokzsxmQJ3MrCN-aLsPo6uMOtG$9Z!r`TH1Y!*l;XS
z-O#-S%4RyvpKJoE3Hy)Jt&Dp>C4lVx1!P!gI8{f;pJC(ET-D$5nihor0F7F#yDcW7
zl4>?<#Mo_(Ds$G?3T#{Za|b3x$pg6S8_i@~>CT55edon`9p2g<x0!rjsPmHUyFFKs
z7q6wW1k57;04b^4UYSb9>imMl=ZERmttSn}yj1@HaH;+GmiWvIW~4q#MhDhY_JzuH
zFW0YXu|p+O6zL79>`|6bJ()uQ`OZ4=AXcG5iveLlYTqPzAC|!co*8-#t%xeRTbE6|
zs`Oc5o9{DEHntaQ;k&r|ih=a&Lt9t7d_3h|w#&=>u=v)Z&BCALu4^c4wN+uO2Rl;i
ztkt;$l_B86?vw->2h@(d0V3mtdb%U{<Ho$Es(BvY$aJ1xp^i^#p3a8C#f>HU#zL^x
zk69hK&`V-L_PeWKdUdjkRtN`;NmuyC<2kLFtN08wcQbLOvejWc7ptoKajaWE`jj#=
z4htNp6gbCQ*tZJs7U5m8_|L~jT6}+Nu7<A1^B${yZn^}DDB(kDctcSYqOdEXf!i$1
zc=pFxQrEEM`d6$u*Czhs)X;2FZyJHE$3Zj{cN**KuQyGIT<fS#%JW*di4azJmQ^Yk
zryxg0oT2@o6WQBPgvY;@!2D{7;?sQLRVZ4~`LBlfl}WTVDcXx=;!?uvty1;vnkMCi
zsU5mN@@Z@r&tgf&dWg+3Es&K`cne$gtVJ7#ZKRd8QTJX?x9}exzenVMpO2JlW4SS}
zv9m6VX%49jD{>0#boZ!BdPObHI6%oz25>rsLlfoOy8QUm;bq^bJ8j)nKM?s-NAg~&
zE%-L-$Cmk}Sng4wG0`@fcQZ^~txHzmc%HP$9zEB8$BoDZj(U@A^>8=yt=J95+%H!7
zK0)~+9V+On`TqX^;*XFu`vs0|SCe>rVjsY-#f@6~icnAE_G)cmlslJZcZ&oZbq2?^
z_;=Qf4%1fMZ=3$(CSS!%UMc3yuG!WeN52}H7wSn-P)!f`QK*&)R^4<T^CebTuz8Wz
zjwBX4i)&HX@~`t$r=;K3=dgG!wRFo7VnWgJ11!zQ2#eqN5IRF9bQb!13mzS}u6FtF
zkihV;wTBB<y?^7w;7=?0BU7^8Z#7M-@rf_NH?gxV6q^d}-`kQXN#xa}<LVAr5!<Fc
zIujZ(KPTgAwDd@1d~a0PM%ru4f49E3N5gzG!2AtTw3F0GpbYO?wI+DgR0T-=$bpDV
z&w-X80sMMp>TUTo9rXDWAlf*0(Gk3(MLcO{No2h(V=TJ;PPD90EI@I8%ystt)`>`C
zgX`(kMB2Bvmv=kS8n(qJ(^ZJxe`4efH7yMZAgtD4G4cy;;-WMz@0^$W_ztmhbnUEA
z?k_IWRKI?{$_bxmTC;l|EvTb*#L})rb#2|d8W3s6A@q%dHaqo@z4ee&`>%SmNkhZ8
znwmB2%QEcNXlzY(tTSra&4|gpt$N{Pc^w@G10xJBbJPcHTCvd9E7MAP9yw0d#RSbE
zvTfP-?X7FuU0$rlwY7+q<(4|@U^itQrV0jm9<l0QQNp}M#i~}u?`vmHcQbA1`28J3
z@LR>+H8wj4c2*iRsWd@>g1kQJq6|pmwtB-h>hiAMWYsoF?CfWURQo!5Lbqp?cDrV&
zZYyvgH>A_n7S3d=GY%f+4ja=0sNBmM>Hxl#fh2A6UiELaPAmI8KlsgFs>OOzrC%kt
zY{0gwRoFnu6|H*klD@5kp-g8D$}^k{^#p2O>&$*N<De#?D`{!a+)XTy>~)&Wg@41?
zY4(wDioLq-VW)mZpwVz^9D@b+f4E3&{W_P@x6Q`1-&5XG;kq5}j!g`{F((FPg>Gu+
zp0&ES7FD%2#tR~NoXaF?IdTqAeWYWkmN^R!9BXj#wuyV!?~X;e{{Skw8onTAnIeuh
zw+q8cyHHh*I@?iaWX(<mETB8Ec1cu@!1X)E=*CS56}kY#_fZQ~<33PQ%3B(GP}<l@
zN;7radt%Xe*gUCzIN*rLyvWGq2+wZ3t#NZu8I%$ls(v}7)Kjenrq%23K8tgGFHxe8
z4SP!@k0oj{$2!9kQ#Gd&2LmiJK_GNuaj0bB@uP00?~T;hM6~tQ>ukz{U_nqrWb3Ve
z_@U*H$Yy06WB@Xd2cYXo8cjuqr`yh<tL!@4RHTYXsBLZ{G_zKoC~n!=>fy2o6UcqQ
zg&AWieX+!#_2@=or%K&isI^Ae@W`(C>rYq1zsc9zfBsVK*sE&fv<tkFv@y?REUc4^
zWsh^%<aX;q%y^P(S`O=eGkrnXY`kyAFRYs`QY1T_v{v?2;fY$j)pf#ISV1&p1Ea7j
zDqs?Gp0EYYs#J5L@~__})^4s}tr}=jEp<<BD?%6&#BHsLE>5>29>vEIGjIZ)36c1m
zj{Rmu+Pj5I>4(&kE7$R7fo(oF^IG;O>b3eEXOgYdlXGJ3m30wGX>nRfrmG#z$hRyA
zQ4qQ`Y<Rir8{};riw^qOi*TkEPZF;j_g?1q9sD=L!7NkQhV(^YXNfAkn-^q>qqAMG
zK}E@2k=S(seXeiv16tmb{eH6ct6k*q=z!AL)9$awsdh^eLmsM~mq>LFvY^r$GUi?p
z@QsL#LG<W@w?c;Cip_p_KZE(Nn*58d^S#ckx4to;+E~`=tk_GdSKexIL%Fq^Nl~qA
zsLC-5M1l+t>Li}93VLNw-%9b2iw!k2-fjF+uIEhDW^1~%oidv!sY_1nd0J5$%S?#n
zmMNiS9@K@KhtT7ouVnAFZR#%lpWR#){0<pp09V}ZEbCIWdG`CEBFnene%6#q=0PIo
zGDy5x{YP4hw-Re+cSB@09u>>F@I8bwCCgg9MY*-|2G&)#!df+>jy$|`y^^L!3gyy1
z;N!U`sa0|X$Y#B(Yl~<ArRU`T00{Ai(fixIUyIGFsGjo+FjI_N*q2o;O=vKmT=kkj
zkjjt9zjM^EO(+9#^By&gipN?MUZbnfXlK{#n@eYK`szE4F2`YBkXu?iQL?OeD%61s
zY&CNO6S;HleXK@LQ<+@rP<m?Qlclt(&&NIoqSsxu<qe^&_})WOcAs$5$6BV?v|h}1
zlR{*I%n3o+{fC$Dkc<Em8Nrc{bx1(9U6bSg02tp_6yL%j-@3h|c`HX-S01{pP67tl
zUvSGjmm(riM1hyphg&SHq#Z6Q7K{>D9ZhxZKW2XvZP!z<@{bwtU3ZM%_M~4S*X>5a
z#CH9OC7K_4Ah*TTZYdi^uN=<ACODSrL6^0+HLqIwC;N#W6+^NA0FO`E*3KzuYW^y>
zyxIP8+m>pZ4=c5NScG!>Z`ZOO2;mN7SYuEGhai*G;~}s6OS!v0TF}F&1h%G*J{|u6
zjh!TL>oy)c@u$d@<DQ+C)mZYcI^0sMy2-$d*R7~~pPf0JMTPfOn6LzQ>Ok{348w1C
zWe`>Gw|U#}renoF@u8yCTchM2Uv66#ElpYx4O*6VRv>~Rga?+*<d)OauO4KYLJVpL
ze2jImxz)8b?@Rs0{{RYM_1_fyYw)AXYQ}@b?`|WhYP1)1+j$pt9>QdQ@eoP4*;BKw
zrTMJ!8xchrMp+85AQm|cqvjVUhjHzx8A%!&8~FJCAI6yvh;`Szzs8d9mTI-WAhKc`
zx*bie6}E$5<svb`squ&Z01}?#GCBn~jz3T_fh0KW=X~-2qf^^aO(=x|L@zD0xj%{U
z_?o?JemL>wwH<%)8%=rymU;H|Elpi)%UGE}lGSOzhIu4T4d2_D7_WSF46q?@J)5wO
z%9bpI3$M-3#-w%nWTh1ycB+ji<Gf~_e<FkxY`us>xKxU|<)e6FCKA#z;|Kcs_Qkc7
zSl72I>ijB$<eoQvoYo|6R;t-ZT4<uM(eElWvG=%|`K-JN5Q&;KjwK=3pK~3$)sa-G
z;!R{p8)&57gT6$XYBpC%yz;HB+Pg=U_If&=E>rxC1civ9dV<xtHD|8?QYEC(V*!6$
z><T80dd&{C53R1gKWAI0@=7p1%JXZyYszJ}2C8j8XqK+tOA+0<;<8HWlcLr<j4UIO
zM2~@lksUV<H6uGO?XG}Vre)Xb{EN<M9j%IxL*hq&cftNV-}$W_E#G<4AT`r%H5I&D
zYp|_eS^3n8X)oGhJ*dggQ!HSBShoJnrr-SBJ~TA4dR8aptDdLFEy3e6SFPmLbviE=
zp+?@H#_9N$%R#Zwc{a%ntyCLbzmU__>g3YNN>J7#XpP9NFduhYnA9O_o8F=Njo%>B
zsG6@I@|~9E{2o!h^Iws?=9SpDlq`H<2G8S{)#-#GYS-9WksHVNbXsL`8pb`_7yzQV
z$<-i_jjqS@to=iF3s--d_-32TH#N44@qeBF0Qy4O(Wj}Kb9cvg(WPzFR#r`R%3Yze
zuhSibH2{UHTK6MGW@U1F449-@0_--wI>DSU+PrGp<(~j~c9wHT$0hMebrhPV%U&<#
zIxhgdtlDp^*Ln7K>TLJo=a3qWS0kFvqnu}g76YxOMv07O!B1yDw{>PIN#m}apKrIu
zy<0CF(l?LkjlT!8<8bWZuPR>Bd3KlCU7e(gtdiRC3pTbJ{Y?VV`zY|*aJlBHnIH~O
zonufJ_2)z>x%+-}9`dh_{%!FOD6g~ejXuiHiC<c<RnhOSX*4i+Z1AZ`FVMd3!^`&D
z(u%OhJYqDGMFENJ*S#m^D{eZD72mD!?=jM8cfL*KJ|*TJNup|xCzENn6KiO0e16-#
zyBi(8s!#HlHFvdEWA??mzl|iy%Azv7g7xKd5W0=s)#?^`6}?Y@{8fMET2tCz2-U{3
z#clj<%!$0(HH58q#txHLtdh#U)>&eKEkh8NmlD|S#7gd6N0)7Qx-ZYdsyaWB{EOt@
z`+Iq%mrV}SWpCM|sJpS;YPA(olyS<MmX5Vbu_Vz&Hz&&*HlvBL#fEx_!8D#^WeeZN
zwK7M@F&);cFN{g@HSdw%<MpGg-cx@c+Q2v3ZDpOH@d}<s@<+Iu>v;y=ob<J}D6tU8
zqRhe*#n3hnML~@G-8WmlvA<h^r+*sn*nZo*qjCQLXIRnv$K+Z@@!L0add*&?sra^<
z#**!1j=iZLV+_#UuqKy`a#+M15aoxc-{{EI{y|u2O0CoY-L+`Z{@VOsW8w1ece`IZ
z@<oGTYfrJLySp$~-I`9?`3|zRo4FJum}Ys<g=3B!qd6FCd~iI#j>?QlESfVL3R^e-
z03P^n$MV*e509v9wcnJo!3>mlmSgf6E!viZ5z*MZdmUVNb<18r_G*4bb0Xj>^`OU+
zCc1%Y*lZd*Fh2@pJWs^$c?XGYb$%gJYpU_Bs0Kg#i$TBDHkO{mD81u;LvvFqTk;)h
z&WjSgSk<5{?y8mT*2GFp>?>g44K-S}X#NfI>fRe>rR_>yi$`XE@iewu3pc0MYvPC9
zmRnaX$0oyNUdIn&s#=Xg!m8(q98L;JYcLk5j!KbWHL5qAc);=7I*ZbHtXjVrwO1S3
u+Rq@^YPU4n>egEH<^KQ|`1I$~UVIs)m_;`^6*zziF*1b}8Ig~5fB)HxPT5`n

literal 0
HcmV?d00001

diff --git a/resnet/cat2.jpg b/resnet/cat2.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4ac86b301b0fa8f9c0d7bee2dabb2ceb38b94aae
GIT binary patch
literal 4575
zcmaJ^2UOF`(*K9hqz4Q&p#&5K0@6E(6zPaS=v{)5-a7&Uf>8s~LJ>reB28K-f*@Ur
z3er14KtQ@k5#i(A?|bLo@1A$x?3v%r?(FXDnb|YDdp3SH4=`wJXlVc-5CDMA3vf0C
zL<1MdDHs_UpiE3mP-Z9#GcybHoY~l+Y^-do>~Pj|krj3Y!ODJ#ixr9x<+*fKP*_-)
zol9IsTv+-FQdkf~MMXtNOUJ>$z=6EXeMtl<h7?3fp7S*kK_n6>CL$?$ULnsr&Pn)R
z@HaYZ1t63_9f%1GLI5NX5EueF>i}Tq8w3O3f9>_(L`p^uA^}rSo@=ET01%jjl!THT
zL<ag}4Cs6+n1_^6RE5ltoC#s?6`7bTcBAtB;P&l{ybcRH&!80N^VrVE{=YQ=08B~-
zA~{#_L(Z4@KLY=+$#ZKEQXWQ8gbI_Ped0x4G4a8(Nq`3Yhb;)84E%b8;6@-w{(y^C
z7on2%qZZ}p8>*V513xk;x0Xvi>r;o_(dk?Sg-0)lHQr-h6Z2eml@0vpQf?ZC`*T4m
z;ftHE!(C8cmR3Vff@c#Y4+=UjTG7d-SWxR7xG!j@+`D{Pn#zdDd^lb(-q^|qo0|PP
zr+ZKS@WH{ch^&}8ulGI<US-);Tt6$KpWYWBpX9$IFA_>FS!>A+A*Ym!s;Y@KoT~`h
z+A_6<E5loGGp5}cqwflbKH4Z^aGs57>TbGfYNTq{{}FD)MLo<f?@Rmw$<P`?dd%u5
z8o{$vb&tZ1kfvHi&TYf6=+m%Qc5gmioKyuw<m#y-q$u9*RtFg^V&<l7AC@?rI+&c;
zGHx#e#Gx^CW)xk<Zv78y_z;aNg*4-?>_A?>3xn~Ohi)3xqWoq4=GeWQx@Ykw1N7Jk
zaZN6oH~XHlXr#w!R34|{wD#A-Pe%0YGu)jLlpVufd<L!^E}JwZbX-r1h_<8ypRVN%
zFO<?1b6vssMX<Pn=EZVMy2vZ<aL6{sE2i((O<Z=qf0ftbu<h%P>!*t^zz*u~-#xTe
zNFB@ju4v95VA%%P%CuJ{2{u-`qH92QH;2Oe)~w`Gwe{F1!`#D5RI$5+VcBYEHxyTs
ztY$$|31NUhK>r1deG7`+*#>jDxu|ohIt<;=Uwq!u@>P~y({gtP_&69rdz+T}sh^?O
zj$oQD*`GB<zg7kkoJ43m{iH+n(p`6#=_AdvT7F3@7ZlPr1>>f=Bgcx4H=SH+Q@|L-
z{+`Xs0Wn#H`w7dk49%|xAsHI3`O}u>lTfrEBuOx1EF+@N>R`o@oivTSvj!(={g}8<
z`t~brU0HWD8R|&zM;(@Sf4cPWr^292q^?ABP3G-lAD!qW*{ii>6lTwel#I>hqa!c4
zM#NMt7DE%pz(q|E3U#Aa_$bRrNtSUx5CY>!PoShDW!MN{EWI}>$!;-Z@gXg%%{Sgl
zT8<KH?mt@EmF<v*-E=P0m1cCA%XN8ywx7bl+Kvm!JEdMRGx*-6<A@@AZ!6Sghj}(x
zR-DFb|0?<d`+GjNJtG-sXi01b#o8G8ihE?6Qd4r4YtEzJ$H}2twizv4p2x36<e(2G
z$0T|@NjVo^{;;I6|1WX)BT8ySyb3A_AHclB9#V?th^efaiqM;qKVVded1tKPL9eU8
z1iW1zF!@T1A8FAEb*<*2pHe#I$j-Gt)Ec*uTFxaNOPXx1J(x<qz(?p{d-LFRbDqg}
z#oY9ko>0{e_X4RTt$xlsTfA<$r~)brmixUQaAT*H`}KwedQ#)GJ;OojWdoWe?PgtC
zY-+G6oE~&m9;%h9Sm#P{T$Nu=JS;Z+EJe~9xc8f|Chu5=*8JeIYIp{GdP#)q<9mgP
z$bDSnW3N5q$U+&>g%Id!S77NGaMz6Mc^#)0p-#iDg>V7(R#kOn09AuQ=k)eb3<V$F
z`aA^J4`-pKClO{&Bl|KfpI1tEXH#D9XZ;UbW#Uq9WVIO0Yb9oRHG_iZV@5_v&k~38
zT39%>rn`UqCX4R+@)}&+TuzZlae9@S*d)Td%*qIxp$<ts$Ws)8T3s2f{y`T<_my(I
zWIQOP1+`{=bcpJn35l&`K-A~|J172`9siU*`c_lpB@WBj%NNVwD97D|(3+DgK4X2b
zHdp4I4~!kRy161Jzk!-^>M~L+;;<0Dc=5YO?-l||9u_R(LE$=W1bA7^ai&m?pql^K
zPU$D@S>7jZ*EGUFI6}6Iv?ZHGNyGzk1vPhM(F8^`*=(V*WoyYdpY?tE=h++Tgx>=4
zHbWUTaX14`wzhel{xg85E^cYzRkOSo)drvF3!72)r~4myA4%~%&wE31bLF5p*xoap
z+<`O^y?X{&2z!L7tT#9x4k&cgCDUKe^&FE3y{U@s{IG>s`vrY?>7)#^*|Ow}y-+lr
zuf?w?`K8%wd?O&H$S0l~&2^=vIEJ4^Z@|-cH%Aiw18W9XGJKh2%D|;t+ePE?a(Nm4
zJWP7#;$rNZwb}digW@NdM}v3AKFIis4s+>O%RhKKCCzCc=J5RbJd7p^M1hw>W?%OB
zU~N$Eu)BRKzp1Fxh!E6{`qR^YlU7l9PwsDO&>04MQ3a_yPH(xk_l0`K2CD)xNvKwf
z**=rb)zn6R={*zo4N5s7*Kr4A!AGGz$th_|(5*%cFyrpwCZu?hmKm%xG=EQ_K0Q+L
zREZ38kAd{`bgeir`^s{xloeumBR*-JtEyx&(bh$>&n4LZRdjx<n1pUurieupX{I-m
zpSi&!X;GJ7eB*aWGmj6fu0DVb(P{h91c;dI1l3q>kmuPPA){#YPvurOtD7{PLNsen
z*LDd?becZ0i4Kb8%mHzu^hMmy_-!28bVZm78@DzJFSf5fp?SIwISgQ~?~0<!t~2s<
zD##-7==r^})+BhF&Aaxqm1DX!ekxIJwbK-&S2`V07e>~dkxVP?q8UN6_C<7+G+2lh
zRnuJN`crQpzpeS3n=5`ERIAYhnH5&}b;+Q!C06q^<;ZxiTX|}gGLC?M`8V(WwHed-
z=4dtBVZL;*AfQfW##Ou1i()v>WWzHR{XMZnWo6*@5{egPMVxf@3nF$*9y7`YLd~(Q
zvhy@cd4bjOI}_Hx1%6k;{u%H{5}m+jBaxy#JS}p2k7?*xEK{*Cw;3K($KRcPjH$}@
zdJ-ibk0sH?VjOr(b~vwE=%~YMSttf?FB~hQa)o`e`X{5DHRHGhDs=AoQKJeL{jE&N
zzV@M|``s1VK8?0fnZ;pQBg-n}*X_!;Lof9+jWKR}@Hr{<mawnLGpIcMSY-!l2`hZ|
zy{RkLEjE#9`+Xd5xZPE}khl%{Nd57>#g^1wECh=@bQ70f1=i$8wkX53d5#`89`lz!
z@u(fWF_==*3T`E{)z2}F%QJ7GH|w8%f#;tIXm#LRnWY?+JOfnBM~f%k*=&>k+RV@I
zIBC(WV6w$+5Y#yy5@Rgf0_O~SHZP_$Ffnn&!a6$E)YPm!|M9V6cA7}c5R`3*@GA`^
z85dI4s}C^SwPbr?8%9z%FzvYN5d)F+6Ol8istKMv0~#w(O$?h$4_|eb+$tU!C6%yn
zXjO0iR5fBRiVUo*Bst|>KQdnRxMKUkfK9g~S%MZ>aY?m9RMPTNB}*J5QH2GZf|Hz!
zGja+@51C4<8o!2++`9E`;eKIg#wR3muiEd8MXKhqhUES7mr{luD|uNA`Z%n={x2(m
zEP0<{pW1$*03$gq^W>>)JkLl7l2=vkmk10_6Ilwbu?!FIc9{vV2%25V4^9jMzKQq*
zJ#+rKU@K)c3ivhu+%c)|XXPXB>0dtt6-K2z3^(14yUVQ}A=ugcs^ZmiX(!CuZqmDs
z-)XgS2_N_Z6R!nb7idgDXGE){r*qX&`KiKRYH`+WQ;#?icYe9ZA)gFnWE0_T+*3Pi
zHPlR>dlxIjfrflaLNuH%14^)jS$e=k8%%aSAP|C7#J?W(zh-(mst>-8@=;R!Is-M-
z7AWz2cSV<;1T?9wy`Mp*^19{1&0kQ~@A3kY1D=(}R?@)9cV{ziiTcARHG^ka-wh6^
z^)aHrrh$mlofD>XOZT1x1OG=c%8Oq=zaxg)D4=3}Xk;C)(-_ENzcrxQ^X?{43Qz6K
ztu@9zTP3CbeupbWxK=<Zx#44ib2am3)4jY3pBln*jr5N^qa&{eZ_ikbtD%*+8Y`Sx
z2v+NA^hNu(GO=F1c)t2|V(A-vQ)^E;$z1$bQ|Br<oR(Serd)gUq#sw^Z2@}~3gnZI
z*>+EVhnWV;csVY7Z*E5eEt}Z>x6Q!;xoWM5%iX6j-HeLqK6iG<ixGIYX$PU3O4`gK
z>_a?dKDBWt#Ry5t<uBqx1{%ko)-ZCwhWe2P_FLbIHH~Z~=<8B1jHp#f(r!)L{c?<W
zd^5JNOt(7;6fo3#1~3j<`G_mugEbCR-Q!(##mWTVg55;*am9R;QXC!BY1?THms*lz
z6@$hNXzdGpiQU;`p{yr26)?W>pJOy%S_h9b>2CkVoL_3n(xH>R&@h+!-e~z#yH2Rg
z(M!)YWVl#-Wz^!gp_}zoWBGctURzXo5ss|AGmZoJ-lvMABw;;!w?z*Zte-nZ0N4vd
z7vdF0%<xZ@-Yuh+`S;EM2-UF+Hw>;=rZH>1R)Qm1&9-OJ%(mN~0VV|I{C<@sGAB8e
zsWNdkHvy`ylA#d&jY;b0oLzo{OJ0#k0FAi*+3Mii>$|s_AEk`NPWoD<)!Uo_hWM_*
zg4p$DT{A~&0`rbS^Qfoenr^Hy_O6iQK?XiB!B4Em2j)J30c33W_3{S2E9ECJ(Oo<2
zIKYXt9zW0n@tcD_DQX*Cg1j?%?!nN%oEqwi*i6vxxQVE+88ddY5eG9|Zy~IT^Pw13
zr*&1_tAe8L1U|VKYcGHMGr!kB$hIqZUBZd&@z1Bz`QNF=w?E=4BUsvT$cIY?SlX)K
z9~EheUi(TDn{4fzL{)b0%(?5KCi|REXKhW!CSHKnoNQ`eP*SJl;cyn+Vbv8qwT0!+
zG1XT9R~~;gqZj|_7r|nIqa}S#*84qgQ3EaeMmI{RLAaY>`^Y!(YpM~+Pw;)Vi90*v
z-4}c^C-A;-*~2o9dZq`Fz~s#i2?09kynQQbFu75=bL5g83Z-jap?sMjgvY=U^KXPo
zR3Vex3gn`*Peo_8aVCpdRVi|IIvIm_TK?rR%q8oEK(;*13(O4cmlcP>F^Yvt4Sbl;
zm+i9#8O!(dT%cd-E0}AhJUC%{O|yQZLFNuSR@AI(6-BUdpLi1eB&XW8A>=Fkc>3i7
zVg8l_^|2WH*T#qW^kiG)%Eb>KA8dIEmC->TgXb~Z-h{k%auhYiiOGd`Ial^@HwZO>
zb{rM#O;_J9_4lYSSgbO!vw;o$F6#>~7CsKm-WN)G4eJ2F>^vRQX>f38xk1#cPA`EQ
z#RX_-dF`p}$0ojg#RTh&>po8tF<?8EQ2sL@=a%q*k)rAS#NN4+x-Ee#M4Q|9(=_d~
zChtI+EGX`JM~DbG)1BtmgS7LRyv>&5R!GgmOetC?bX8fq=y!lHXbKIrWtc&5Mic9=
zWbuKVBK2>Z93?MCJNNn1<xAAmgDWBIG1LahoBw<(k-evkQxLFc4@onOg7qTg8@#W%
zEeXCqVUHY%I-Z{EqFQ2+WDL?7N~3u>7n^b|Xo+c^x_BYEz`HvNad*1e{DIwP5kp;X
c>S$}Po&s62NeBavcU(kV9OYl&!P&(B08D-JhX4Qo

literal 0
HcmV?d00001

diff --git a/resnet/config.py b/resnet/config.py
new file mode 100644
index 0000000..1b31c32
--- /dev/null
+++ b/resnet/config.py
@@ -0,0 +1,82 @@
+# This is a variable scope aware configuation object for TensorFlow
+
+import tensorflow as tf
+
+FLAGS = tf.app.flags.FLAGS
+
+class Config:
+    def __init__(self):
+        root = self.Scope('')
+        for k, v in FLAGS.__dict__['__flags'].iteritems():
+            root[k] = v
+        self.stack = [ root ]
+
+    def _pop_stale(self):
+        var_scope_name = tf.get_variable_scope().name
+        top = self.stack[0]
+        while not top.contains(var_scope_name):
+            # We aren't in this scope anymore
+            self.stack.pop(0)
+            top = self.stack[0]
+
+    def __getitem__(self, name):
+        self._pop_stale()            
+        # Recursively extract value
+        for i in range(len(self.stack)):
+            cs = self.stack[i]
+            if name in cs:
+                return cs[name]
+
+        raise KeyError(name)
+
+    def __setitem__(self, name, value):
+        self._pop_stale()            
+        top = self.stack[0]
+        var_scope_name = tf.get_variable_scope().name
+        assert top.contains(var_scope_name)
+
+        if top.name != var_scope_name:
+            top = self.Scope(var_scope_name)
+            self.stack.insert(0, top)
+
+        top[name] = value
+
+    class Scope(dict):
+        def __init__(self, name):
+            self.name = name
+
+        def contains(self, var_scope_name):
+            return var_scope_name.startswith(self.name)
+
+
+
+# Test
+if __name__ == '__main__':
+
+    def assert_raises(exception, fn):
+        try:
+            fn()
+        except exception:
+            pass
+        else:
+            assert False, "Expected exception"
+
+    c = Config()
+
+    c['hello'] = 1
+    assert c['hello'] == 1
+
+    with tf.variable_scope('foo'):
+        c['bar'] = 2
+        assert c['bar'] == 2
+        assert c['hello'] == 1
+
+        with tf.variable_scope('meow'):
+            c['dog'] = 3
+            assert c['dog'] == 3
+            assert c['bar'] == 2
+            assert c['hello'] == 1
+
+        assert_raises(KeyError, lambda: c['dog'])
+        assert c['bar'] == 2
+        assert c['hello'] == 1
diff --git a/resnet/convert.py b/resnet/convert.py
new file mode 100644
index 0000000..9785993
--- /dev/null
+++ b/resnet/convert.py
@@ -0,0 +1,333 @@
+import os
+os.environ["GLOG_minloglevel"] = "2"
+import sys
+import re
+#import caffe
+import numpy as np
+import tensorflow as tf
+#import skimage.io
+#from caffe.proto import caffe_pb2
+#from synset import *
+
+import inference as resnet
+
+
+class CaffeParamProvider():
+    def __init__(self, caffe_net):
+        self.caffe_net = caffe_net
+
+    def conv_kernel(self, name):
+        k = self.caffe_net.params[name][0].data
+        # caffe      [out_channels, in_channels, filter_height, filter_width] 
+        #             0             1            2              3
+        # tensorflow [filter_height, filter_width, in_channels, out_channels]
+        #             2              3             1            0
+        return k.transpose((2, 3, 1, 0))
+        return k
+
+    def bn_gamma(self, name):
+        return self.caffe_net.params[name][0].data
+
+    def bn_beta(self, name):
+        return self.caffe_net.params[name][1].data
+
+    def bn_mean(self, name):
+        return self.caffe_net.params[name][0].data
+
+    def bn_variance(self, name):
+        return self.caffe_net.params[name][1].data
+
+    def fc_weights(self, name):
+        w = self.caffe_net.params[name][0].data
+        w = w.transpose((1, 0))
+        return w
+
+    def fc_biases(self, name):
+        b = self.caffe_net.params[name][1].data
+        return b
+
+
+def preprocess(img):
+    """Changes RGB [0,1] valued image to BGR [0,255] with mean subtracted."""
+    mean_bgr = load_mean_bgr()
+    print 'mean blue', np.mean(mean_bgr[:, :, 0])
+    print 'mean green', np.mean(mean_bgr[:, :, 1])
+    print 'mean red', np.mean(mean_bgr[:, :, 2])
+    out = np.copy(img) * 255.0
+    out = out[:, :, [2, 1, 0]]  # swap channel from RGB to BGR
+    out -= mean_bgr
+    return out
+
+
+def assert_almost_equal(caffe_tensor, tf_tensor):
+    t = tf_tensor[0]
+    c = caffe_tensor[0].transpose((1, 2, 0))
+
+    #for i in range(0, t.shape[-1]):
+    #    print "tf", i,  t[:,i]
+    #    print "caffe", i,  c[:,i]
+
+    if t.shape != c.shape:
+        print "t.shape", t.shape
+        print "c.shape", c.shape
+        sys.exit(1)
+
+    d = np.linalg.norm(t - c)
+    print "d", d
+    assert d < 500
+
+
+# returns image of shape [224, 224, 3]
+# [height, width, depth]
+def load_image(path, size=224):
+    img = skimage.io.imread(path)
+    short_edge = min(img.shape[:2])
+    yy = int((img.shape[0] - short_edge) / 2)
+    xx = int((img.shape[1] - short_edge) / 2)
+    crop_img = img[yy:yy + short_edge, xx:xx + short_edge]
+    resized_img = skimage.transform.resize(crop_img, (size, size))
+    return resized_img
+
+
+def load_mean_bgr():
+    """ bgr mean pixel value image, [0, 255]. [height, width, 3] """
+    with open("data/ResNet_mean.binaryproto", mode='rb') as f:
+        data = f.read()
+    blob = caffe_pb2.BlobProto()
+    blob.ParseFromString(data)
+
+    mean_bgr = caffe.io.blobproto_to_array(blob)[0]
+    assert mean_bgr.shape == (3, 224, 224)
+
+    return mean_bgr.transpose((1, 2, 0))
+
+
+def load_caffe(img_p, layers=50):
+    caffe.set_mode_cpu()
+
+    prototxt = "data/ResNet-%d-deploy.prototxt" % layers
+    caffemodel = "data/ResNet-%d-model.caffemodel" % layers
+    net = caffe.Net(prototxt, caffemodel, caffe.TEST)
+
+    net.blobs['data'].data[0] = img_p.transpose((2, 0, 1))
+    assert net.blobs['data'].data[0].shape == (3, 224, 224)
+    net.forward()
+
+    caffe_prob = net.blobs['prob'].data[0]
+    print_prob(caffe_prob)
+
+    return net
+
+
+# returns the top1 string
+def print_prob(prob):
+    #print prob
+    pred = np.argsort(prob)[::-1]
+
+    # Get top1 label
+    top1 = synset[pred[0]]
+    print "Top1: ", top1
+    # Get top5 label
+    top5 = [synset[pred[i]] for i in range(5)]
+    print "Top5: ", top5
+    return top1
+
+
+def parse_tf_varnames(p, tf_varname, num_layers):
+    if tf_varname == 'scale1/weights':
+        return p.conv_kernel('conv1')
+
+    elif tf_varname == 'scale1/gamma':
+        return p.bn_gamma('scale_conv1')
+
+    elif tf_varname == 'scale1/beta':
+        return p.bn_beta('scale_conv1')
+
+    elif tf_varname == 'scale1/moving_mean':
+        return p.bn_mean('bn_conv1')
+
+    elif tf_varname == 'scale1/moving_variance':
+        return p.bn_variance('bn_conv1')
+
+    elif tf_varname == 'fc/weights':
+        return p.fc_weights('fc1000')
+
+    elif tf_varname == 'fc/biases':
+        return p.fc_biases('fc1000')
+
+    # scale2/block1/shortcut/weights
+    # scale3/block2/c/moving_mean
+    # scale3/block6/c/moving_variance
+    # scale4/block3/c/moving_mean
+    # scale4/block8/a/beta
+    re1 = 'scale(\d+)/block(\d+)/(shortcut|a|b|c|A|B)'
+    m = re.search(re1, tf_varname)
+
+    def letter(i):
+        return chr(ord('a') + i - 1)
+
+    scale_num = int(m.group(1))
+
+    block_num = int(m.group(2))
+    if scale_num == 2:
+        # scale 2 always uses block letters
+        block_str = letter(block_num)
+    elif scale_num == 3 or scale_num == 4:
+        # scale 3 uses block letters for l=50 and numbered blocks for l=101, l=151
+        # scale 4 uses block letters for l=50 and numbered blocks for l=101, l=151
+        if num_layers == 50:
+            block_str = letter(block_num)
+        else:
+            if block_num == 1:
+                block_str = 'a'
+            else:
+                block_str = 'b%d' % (block_num - 1)
+    elif scale_num == 5:
+        # scale 5 always block letters
+        block_str = letter(block_num)
+    else:
+        raise ValueError("unexpected scale_num %d" % scale_num)
+
+    branch = m.group(3)
+    if branch == "shortcut":
+        branch_num = 1
+        conv_letter = ''
+    else:
+        branch_num = 2
+        conv_letter = branch.lower()
+
+    x = (scale_num, block_str, branch_num, conv_letter)
+    #print x
+
+    if 'weights' in tf_varname:
+        return p.conv_kernel('res%d%s_branch%d%s' % x)
+
+    if 'gamma' in tf_varname:
+        return p.bn_gamma('scale%d%s_branch%d%s' % x)
+
+    if 'beta' in tf_varname:
+        return p.bn_beta('scale%d%s_branch%d%s' % x)
+
+    if 'moving_mean' in tf_varname:
+        return p.bn_mean('bn%d%s_branch%d%s' % x)
+
+    if 'moving_variance' in tf_varname:
+        return p.bn_variance('bn%d%s_branch%d%s' % x)
+
+    raise ValueError('unhandled var ' + tf_varname)
+
+
+def checkpoint_fn(layers):
+    return 'ResNet-L%d.ckpt' % layers
+
+
+def meta_fn(layers):
+    return 'ResNet-L%d.meta' % layers
+
+
+def convert(graph, img, img_p, layers):
+    caffe_model = load_caffe(img_p, layers)
+
+    #for i, n in enumerate(caffe_model.params):
+    #    print n
+
+    param_provider = CaffeParamProvider(caffe_model)
+
+    if layers == 50:
+        num_blocks = [3, 4, 6, 3]
+    elif layers == 101:
+        num_blocks = [3, 4, 23, 3]
+    elif layers == 152:
+        num_blocks = [3, 8, 36, 3]
+
+    with tf.device('/cpu:0'):
+        images = tf.placeholder("float32", [None, 224, 224, 3], name="images")
+        logits = resnet.inference(images,
+                                  is_training=False,
+                                  num_blocks=num_blocks,
+                                  preprocess=True,
+                                  bottleneck=True)
+        prob = tf.nn.softmax(logits, name='prob')
+
+    # We write the metagraph first to avoid adding a bunch of
+    # assign ops that are used to set variables from caffe.
+    # The checkpoint is written to at the end.
+    tf.train.export_meta_graph(filename=meta_fn(layers))
+
+    vars_to_restore = tf.all_variables()
+    saver = tf.train.Saver(vars_to_restore)
+
+    sess = tf.Session()
+    sess.run(tf.initialize_all_variables())
+
+    assigns = []
+    for var in vars_to_restore:
+        #print var.op.name
+        data = parse_tf_varnames(param_provider, var.op.name, layers)
+        #print "caffe data shape", data.shape
+        #print "tf shape", var.get_shape()
+        assigns.append(var.assign(data))
+    sess.run(assigns)
+
+    #for op in tf.get_default_graph().get_operations():
+    #    print op.name
+
+    i = [
+        graph.get_tensor_by_name("scale1/Relu:0"),
+        graph.get_tensor_by_name("scale2/MaxPool:0"),
+        graph.get_tensor_by_name("scale2/block1/Relu:0"),
+        graph.get_tensor_by_name("scale2/block2/Relu:0"),
+        graph.get_tensor_by_name("scale2/block3/Relu:0"),
+        graph.get_tensor_by_name("scale3/block1/Relu:0"),
+        graph.get_tensor_by_name("scale5/block3/Relu:0"),
+        graph.get_tensor_by_name("avg_pool:0"),
+        graph.get_tensor_by_name("prob:0"),
+    ]
+
+    o = sess.run(i, {images: img[np.newaxis, :]})
+
+    assert_almost_equal(caffe_model.blobs['conv1'].data, o[0])
+    assert_almost_equal(caffe_model.blobs['pool1'].data, o[1])
+    assert_almost_equal(caffe_model.blobs['res2a'].data, o[2])
+    assert_almost_equal(caffe_model.blobs['res2b'].data, o[3])
+    assert_almost_equal(caffe_model.blobs['res2c'].data, o[4])
+    assert_almost_equal(caffe_model.blobs['res3a'].data, o[5])
+    assert_almost_equal(caffe_model.blobs['res5c'].data, o[6])
+    #assert_almost_equal(np.squeeze(caffe_model.blobs['pool5'].data), o[7])
+
+    print_prob(o[8][0])
+
+    prob_dist = np.linalg.norm(caffe_model.blobs['prob'].data - o[8])
+    print 'prob_dist ', prob_dist
+    assert prob_dist < 0.2  # XXX can this be tightened?
+
+    # We've already written the metagraph to avoid a bunch of assign ops.
+    saver.save(sess, checkpoint_fn(layers), write_meta_graph=False)
+
+
+def save_graph(save_path):
+    graph = tf.get_default_graph()
+    graph_def = graph.as_graph_def()
+    print "graph_def byte size", graph_def.ByteSize()
+    graph_def_s = graph_def.SerializeToString()
+
+    with open(save_path, "wb") as f:
+        f.write(graph_def_s)
+
+    print "saved model to %s" % save_path
+
+
+def main(_):
+    img = load_image("data/cat.jpg")
+    print img
+    img_p = preprocess(img)
+
+    for layers in [50, 101, 152]:
+        g = tf.Graph()
+        with g.as_default():
+            print "CONVERT", layers
+            convert(g, img, img_p, layers)
+
+
+if __name__ == '__main__':
+    tf.app.run()
diff --git a/resnet/dalmatian.jpg b/resnet/dalmatian.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3c53adfb70065e31c2bcc503fbff99bd8434ffd0
GIT binary patch
literal 88320
zcmb4qWmpu>7w*y_wRB4?wd4XzBi$g~Ah3iqf}*r^E(^QDlA<&$-Q7z_`J+=oQb47V
z60iRc_qm_%%*UBI=gd6Mne)zj&iq~ey9uDu)zr}h;Nai@wEuO$-!*_5fDj*_03V-_
zfPjFIkdTOkf`o*an1q^~oRor&nx3AHnwFM<nUj@)@i7xEEgK)(V=itU9v*sD0U>^n
zASZ|i^gkgu|CW*vlK@FbfFMR%M$rFv``Zry661v7#^K=r0k}XMJRr_rEPxFFz{SP;
zpSl0H;o;*F;1Ci4h)MnpYf%Akac~K6@$vC-N$~J-aEWkm@$i8F0%}eOjS3-`u@e!k
zxIedQ6q2rx7$ji=3uqXaiT-v%uZAjOIBn#SG@aFWS^Q5BGY;T?TK=CJ0N{U;2nhd;
z$^5ei2M-q?j|d+Z7l+_~b8x9~@VJ2D_%skzP8AaZZeu5ye-y0*vM}J}p8`6Nn(4RG
zzpDT;Je+@9!2<%605d$b)i!l`xgwchfyQ^AH`whn?R(vbHSPX0V6ar3BHJ)P9Q+>D
z5W@a9wTMA!7tImYEZnp-OkeEQXD<qZ_sh#^&&(t^d#ggW3yp2LxGZ%y(<D~c9hi-k
zr%gc+vks5yujqD}H$2oSB2{}d0Q1+&w!IRo+S;A8)#mSvS>fbJ)nXZ{`S$W>iM$)V
zf|(qmjkoPz)LZHdSoy;`f9d>zj2|3G1Uk+x%m#)GlG_9|F#Co#<g>xgsO@&YR_B&_
za42g#3cox^+1*YQr}E5x$-PjX`wD56-V@hzV(i>b2Qx39HZx1CV(K25eB3Ly2yQfW
zEiY+H|D>nuF)pNCvunQoA<S7nSGBz2sr#cj(lWHVX(KjxZHbvDAo2U)nVPBD>A)h=
zC@OH%mQMQ@fhfnx7m!%?Zl2wwLZT91$Ee_`G*bg_9rvWAATFu7wWpPp#CptILp`U6
zJ%j&JC$0aRW#mNbPZ!X5(fho9u==zTs{X@dzb*@rrB=!6>sR)h;mPvi`dxe(J_VO{
ztS+(1^ce*qYpjt+u&2)>iIAv)QIoAQl<;@{=N09^k;%rGmk~a2`$hH1sX)0JUDIL1
zvJK<5Urz<R;3;@))E()bNZU{`c83i-S!$XzaBe{<PbPPP{I3dMf4gB<utsy{jL{fx
zxy41GJPzDR7^^O6ohj_{MF(@M-`bfv57#ixYEDcG+hq;upZ&2laJ{z1q!K&QW6^Lw
zs+naBkAV60%GLOcEfB#<Q5kp&;|D&IT5s2wjyQoK%jCLhv<9VP%sV`9!_1gL?n4`c
zYkLOjjbohLlb?FOE{_DoCLaUM=a%HO%A81ri}7N9`Il2_n*3K%UiM}c3X{(dl%OBZ
zu$F8QvlIEf=KZqedjmC&h@PoNVaxLSNXFT$%#`#$gwJ{HfoRV-(2a>A%b#h;s~oZp
z;^#M!InD?3k_e3)pZdNs$wuT)=FE8>5DCc_y7;;!X8TJ#mUu$~Uc+qWWGfq2l2E(I
z*x#e%<1ND}Ok*!aK3AF47GdO`cCRAZ7+}fa4SB2P_N%m+DHLRX0b+F@)5$7x>&#Jx
zC9BuN)oT`CHVxi9+CABy$bMpPo&D;$ODCUnpV#eHm8~(V(khE%KbVfT!9tHPsyjg7
zJUq2wdcDnCXVvrO1N;b<o?#A@X@-+@{OlNY?FCx3dXTvKmqxf!QL<K!m(%lo=#?u*
zXreO>+Q9ngGA1sHDq9-5?wIdw8?2Ufb`A~2as?IfR#Q)MGpoT%I8ui5WIR10U+^4s
zn)hVGtm92ma<ENRHk&6zGCxwlTY*a+#TI)Re*sU#Z{;xV#pT@POa?eacbjIY9oPze
z;1hmyf%X%VPVk#2)?5Ip?Rn>d$2#vP8tin#K1)ns1oum-F-Vlki<*_R7n<M&mRV;d
zqd1Ll3PU|%VVkE`DVkRAc^|TC4Mx4SU7`Hj)}GsF^+R=vqke9-#^eN#aD#1a_Z5Lk
z4>}Ga|A;5cJ9UIp@5DX|f4FY!#RMHHd;wlmt^<!#nufrCMk)%!6wR&kNLG<tCH%g2
zEPip}bkaddi=d-}Ze=Dewg8=nIfsl5>da;Xt`Kx|m2kXH6LE1s^i|etC2xwu<qENu
zh+xwk6FuVc+aI)%qJH`|*0w%e6(1F3+{IVmm-A-^k}e);Ej_1U>N);wF18ET=sHM&
zj+P1OE2a2k^47~%h%LC!Upe)OXXg0@PhdHB=wHBF+Qs5@<u;Veto#gisU;`v?GmGL
zX?t`hI!f>nmVG+(Zd<ooRdZPD+s39@fTd(LPhfrDPOEHQ;$E|gjb^b!?)@LZ>dqFS
zJh9D`?MmU{1nMU&XcEr?Xt}jpPdfW@FIOs+^NY&T1W-|Cc@@I5GANb$mgHxeyhZ2o
zJ78EFc(RH^LLWY@QEYkxvGiTDFJ?xdl*mkS#}A5+qWl>;u%Gji6IGR{4}GgUJjbVf
zwWVABG!(!13ov3oB0a2cesKZy9Z{(#n!U~*4#3gh7b^US63xz)3Qmn&^K#Y`^>0lz
z47;*xo=Ge?eKs5<J@5zxOwP6W(Lc&cNfJdY|AO*<)6zCH-gJKj8lVf(I)Yw&CxX9v
z@w*1=K2DJv-%IUSZJuJe`y{(HH2mXu@qA))L#BTP%`W#GP)s<&d%;8pzq-w7U?;>U
zPJOq*i$`#~%qBzt&%n*}0zo|LC(T_HK&TqQYIYf*?sB>5z|avORE=WJ$WMA_=DBKy
zc-Vi$m@b;{diHe{1S1&0^Ljnhx&_Gy3aJfBb@8at7<hIq^3}c+0uv{j7*l(dv@Wm=
zcbzhUQRt&Ph21O{j>F7$^wmqpr#NXo3#0FZYyDC)OWaErt@Rg<&uL~Pl)HR=UM@!=
zY%>vy;%|g28<$yXIf|^Gi9z$W3u?biKDR{XG@hSD!69?iZ9*i=PJ%na0fLyrih!Sw
z)I=&(m@^*zImK{GZB_EFs|lA?Our=haKJs;IouNU9a7v`+MZQy!Sh}xm$ayHu;vB6
z*G=2bHm$cmr`G}aoWu!6SBQ+1f0VYL>Z4uiCP5Br`JF5Eo$KdY|AR1^-D)+f$U{cg
zVCP!o4(^6uEBTj_Y`CE;ovQUCP0jsQ^7g2DMGzE;qv&V$e)-wpL-t;=Mk}fYXt-%S
zuMI-E&gMlP@9M$&jHCjrhc)AXLr)jd4@jpe@5t!iEo{=7S_4P*YbPX;Vp4)WBXT>F
zb_to_g8a#M(k9A8rNdVvK1?+24P5pfY~E89kwm@_Iu9R0v3c3|8jBS9Vh$)3KKunW
zIvP}-STLE{*+^Z_J-Vf9tEB23o_KmmX?*s?y{TEX7U<_4?EOk>#-x}88Ai@PP-lVE
zyQn{+eY*9RgfBN&XPeZ=AgqxFr*u!>8cS(j+(3+L<69u|n9P49CUbT1_lR!;pSzX-
zZJ8QbDg#0Ba>TW597l?E7Boe@lxpqsWkh>!>41g$evM5`VBX1J0GC#TSOt==xj(Kt
z-m1h==3)q}T4k4FS|-yOx>7eH!kDQcDsTX*j2!nY)*f}dV%)A8PGZPKeI!D@WfBfF
zdT=Bv6M<8Mn*g6l15KcduT3x0dgZ8Qbc2g+N9X3P-e2{~@%K}s-dBReJvutt6=3!y
zWWzO2Ugj7AV^piv(5WI%WsiJUbH0~--rSL#yM$H1c%_g^ect~5*1n*1Crn{UR;49H
zWzre=rsn(W(GTXnGujK?hFObyO$r&Z8E%?BDynpjM7?s?UdeeGjeRmPV*0&LN>!Vq
z-coJAy?koUNw6hjjW<o5<wg9TNq>Dtbk(qCtXS9@d_{RTaZ<US%&NBthKnz=&>SK3
zP|g;vs~#&CnK>3-LZ>ZLD&4Vs?AhO&SkT)i;+Wc5>@@;|+=dUcdfq-wyb}E_GmW-v
z&TxOvJwhq06m1gn>fUX}X)38zuEAXXSGUjDHakz!7Y)1I2&b@`)(=ahQ=ee|Pc@#I
zXD^tVB^OdpYA(KG`J&<IbQpG+S%%U%SisO8GRQkHDp7o?*(7Te0ylAPMRKEg=;>iW
zkG)+g#~`b?eLPjgr7syYT~c2+d|httu3lkCVLTa8G02<C@p5u6e)#jVua$!L+}2yQ
z4yeDxivV8~r-*rYnEkM_+N$~LX03&NiEPx7GI+PcMhq_QSkL^D^m~-mw`T=X&`6y%
zVjT$be^u#{xuCJ!_qJ8)8F@|{ZN)Ilb#xsxKew`ZaQ_wS8k^n_MubPXW8#RN>L_dX
z2s(wbmTEgjJa;f<$_(z7ErptXGHXDT%Sn%1<*teFCNCp)S}tG3NfsOE8*cG4)MM>5
z{MvnmSF_#NR0#NV-5kvatq6XPQ1AYx;pm8MG8vwuXoXu_F7&(rS;NPLFm{8{HM~lR
z)q1Z^XI=|6NLK5GRG&kq1xgVb2b#h3Z9fs7)@?o|`UdtBMG7`nrN6d+uCaAB3N<Il
zjEi?#^A#7NNv~|V>E}P*ZnK+@xHkn6e#=i&D5#lr$U>I(z0aGfewWzeYOa1n<8t~q
z5!2}O^gks{H$w%BKAFu1C*SZy(`QqBQ(@MsNMXf2)7RNQ{SOcmUcN)*{yaI%8{{)8
zi&iUk)}5iq-~IVr)fOnRm$x2`ovqYgOvHeXVTP>?oFyd(NG(G<3Ckomy^Py8>-n#G
zDtrXB(Koz?Iu3R&?~6SIenW^_rp3F0GyMsj11i&mii^_9!9y!Ws<JZY4B3-zq-o&7
z(#&%vPsWCIEy2UJHQL|4QXHPoK&P}~`lp|C_&x-_9R2S9{l&Vx_|`~rTsW_vA&=Z+
zwA<?FR7!_yiA<U~1ELkzyj9LuKISMji$}B>WSMWl9qde`y#d#NB+lF9wn`V|3T(~c
z%YR)yOek4Yajryl?OA|~XXO??_`JP_ytjbRu$NEM*XWygs1jsQ>=PJgm=I7nDdJE!
zHCrgXi+-}q#w#WA5PlS2SZ?3u+!8MqtE%eHY!eK+NeV%|C?r1)vv=WQdXJxZ$Q?)P
z(^#O@3!cL|mZ4g6fPvCBoTZixO5U{Q&N5VG<<q@RawZ4l-3j(lci+rwFgsvu(+yK;
zVvU!9>`PY{X}~sNpnZw9W00Xp`hc*s1vrj5_xC!boz|gm1i=)$E~lXd7%v$3DuczA
zY5|3XV)HY^49qh9J;ZItA6;P$GGXeeZ?VCyhEq)2rOl4^$vy#!4NF6IR@fQF5|j-J
z8t7^@avMa%ri*bOFA8uYP0&smA3Z!y-o@9NlT05x?Z?E$ziT-@hTo_r9R?j@KI_X%
zL>>8x9Ras!m-MI!3M?S&HCc!BSg@#j5lrZ0Mwc1QYqpuNp3hq8%adrP@x%x8PO}vh
zQ~qaK*xDz)fxQ^rSb$q)$T~an>S%B2VuX^(mx`&f3Ddcg+~JZaedXOvX7>}b1x<$Y
zItdQ(a5sL%wX`HtK8||V&Unf5YWlHmlO`h$Z|cw3F<#@4^{uo$(oc`XjJ@91CFuFA
z0tGN7#nt$Ov+CIOlpln0{MBX2mZNlPJw<vr1DA{oIR;EA`IxfW^zVvdl%V6bHP$6_
ztAUIc`m<SRn_f8UMNR0R$Ps^_ZO+0ldwutl?|`4jsm4~F{Q8{=14KqQW|W+vR&WLw
zU7~0AUw{Nv_NAtAE9en0Nl%c=z0}(}rX6yT-S_*r73u=!R7xZu!LMuhA@j$dibVjH
zY4}u_&Z4yb4B`I{)TKSEdKp|*d?<E<SpD!aMbDM06oV_>c#{@!&8Fid;8I~^o)hJB
z{4<r#45PlTpeWwM1vRk&*?$IXN8j!y<>jec_t4Q%<qN%y7pcfQMi4en&PYH*HW;Jq
z1hXo#I!Gal`63Vj3+3Wd^4I>x=fEzZ@(Wu>FVYk$K?(T$!q}-)(U_3+Q!L!ib3Oo^
zEc|W#{`#$0aH%yLacjEIv{a8@ZhP)uKvGbcr5;o}P0h4<s$yJY?6G%18|jQhiuOy%
zY3J$!Qvd7f#b=fDYmByy6TI}QKfhg9v5HO7>aaX&dfh6LwGygR%=SihhB6jb5UwZ_
zO^yAb%=mrF!UA!(MqzBfCDa8e%@<PS#gBSHJ|Zi;+zx-i%)CeW^o#=4i1LOU4r;<1
z354oDfq@M9dB`>TQnc9O{E(A|VJTv1@A?zc)}Jwt-63l)O^?%a)mfovM9>#!lzgd8
z$ZRS{*Q4^KLcAHmCe;`^lJ4g>$7bgBCRA@YS~eO(^Ix)>Way#W_8JhCWW&`0%{bOK
zoAt;)(Udfsc(DcIcMBlPw`Dfa%a-Lty3Ash*iJ(#w0#~+I1*<TlMJ_F9W_Coo=5Bw
zAjI^SPcoj#9!2P{WT&*&LM`NW@3nW>jX%xHJBtV=c%>v!lzsooUra0F0h<$~gs|d<
zI#2(R*W>0ktUA)JgJk}@+;_~4EA&e-B}s!NUetd~l(>J!z2*`7@fQFg<1`1M<=3Sd
z`2IAYMwBh@yZ;+kpT8^c>A&075ybh?H<X%hu4SxHMaSHV27CJ|)++%Ck}sK?4GO$_
z&TjB8E+=r+m74fP5zsE-apeN<XWhx|yVfAV4uwdupLg9lCcW?Wxsq-Jb#+r=V%`R)
zU8A!WoTy3(j4A6_eZ|?>FJFxw2-R*Y7x<hkKC^PtEKpCVIFv1}_j>WmUPg8&q-u<m
zg%HVRcs}~Etk|q0d5)-CTp@MnAN3LDcEFL;eEmkOa&k~zz`|VfT=IRx5Z2b#jjU|R
zHe=LUGT;D-d!sE+-mpLWLx;x{ZRAG%3S4M%T9feG=O|20arl$fD`%6ep$<CG*~m?m
zz(P3Wq<8uF8TeP80k8F(DGlfM){kXdci$#k2v<m}XFV}iw_WLmM7_cyWA2SKn2%Qa
z$RzZbCi=eAuvd;QyFIgtT)nZ|`w!#ixrpCe%ij~Xn00aVxzQRvtn@z<)2Vd{LUk4p
zu6slEBl??zEnF?ThlB8j)N0D|S}?q4kTpI&06AeO1bb>F#q*&VS5d=UHW*(0>q(=`
z9|*((bU|nG`BAgSzOT-0!WzErtnyYBZ?%R*vk~wO$tM{mf6k1K2?awo63L8=Cf&Pq
zyBI%x*uA`z{&QP>_Hry3ndG_a+wgdK_~PS}a^Ta)vplW1-dpV1aFOPf^%$oVTURiN
z*^&v)QoIMZR4?*k`<bnes9_0N@RWfIm(k>DOvyiRMYWje&xHd<y(!2apSjqT(=FS&
zrpqWLa>%UPQk9eD-CA>JkHNJgA%XW|xQKMD3GOk{cN@$v>7ue}HMPXW>-2d?m$!Xr
zG2q|$(TD<=+FNghfs_>Xdzk%-$`QSg0S~RShOLlO+(p^1Cx7DUx};e+xx|(pG7CE4
zi@WuEro&9cr=$AQZx{%_6Sp*Utt6utr&0$00!S5nvNhR146URmrDc}l0)OADQpozQ
zK3~<dc7F30aFT}Lo%r%#lD8L!mT|3Aas3r2JR(s}h@BlMdHxosmwR`A?=K+ovVVUU
z1AE!m;Ar^IZ}bg3-1l#qgGUowLKH?mh)saA)15GJMIcJ$p|^8H!Y-_>^d%<`Uil^y
zmO5FBi^B$gs_O@*D-2=E`)jntMad>40#yKaTW1g8EH->#oAlR=Y?B(jxrvU44Hr?4
za@!C8{we>b;Z_#jjf`$OMQ&*MXJ4~B?cK1Rvow`RsFJRGQ79GnKf`(@i!!`E^X}+W
z=03C^C6%a_`lzjn{aD<DF`03Raprnx<-IZSIq=qCGRq{;Tl8_`>3z31Y{4V;`oFd;
z45r`DKXFxG$5s4B&tT6q^pTUDkt?4y&6FfLdl5-1at+r4OllKWrS{b2zpiDLb42hb
z_;3?x#kUgtxn}SkiEso&JBJPsEIGHARdN$=^&d^dK3za^2L++ibS}d?QPN^Fw0N6S
zl9%{cd@Ce(_rMSrC_equ=MSNTR(eJh8mOJ|AN^TMbAqFyzwx-fFi5D5j?K(d@>BTq
z?_o_{MMj+zH>M(uUD7k0HmB6t{4Te{WQ^}S*Bg9l70Ei#dBxo9&sK%Q_1@*2E{JWe
zmT&-RBE8K0B0@0zx=Lp2E67-F_??ByQ<pq(xb7jPdP?3c%;szy!VV5Jq;D?&mJ-!L
z#mRB%kLb33y8owX{}53;MhVD6hBsjHv(Y)iP_n{dhn)CBna8za-BYV-WJ`;?3$u7<
zo%&p($^d6cy_9ufMic#kY|3x{HMY~wOOK>qQm_|xV@N+2=oZ=y8h7EfE~g+G;2Ks5
zlixx*o_W4KV!28B;r|{p>Q9PG%9JX<Vr|7ze>DO>BvSzuc}C$_Sf}lUvTV-oZ}u=k
z6dAvIwlwy?d9?22A!Npd+gc{~y|bRr&~hfshFj#@An!Bae^0AkEiKL8IWBQ9R7}hj
zu~fM{{!CkImuBSpM+aub;Q>$3CW4!GzadE-6w1}_B)W-9zzlt2+zdb6Z#j_S6*5}T
z&J45(sUkD><CKqBKGZks<hK_5h7uh(xS+L8{TXHe?25AFNWdn}5(^k-QrW(Rgc$@m
zMovnaF3oijx*>lPr9@<-t%&%uKXH|GRvCccI1N%p;r<_Fv*TfV@3^5a4xgin4gIcq
zWuILrmre_Qw5iRBa~9Z@+Qj*ZsN$b2)POR5)$w8-S!B3x+h&jUkt|9bCQI?BX=q<h
z(^nIZp-{_8r4M!!T8o6dvjd4(qIWmj-K`JN`+CP$GI_NdQH$zcjq_GJ$d6W$9fNuw
zj4C;pMBF>VdG!6cnRuR<E{AUGEtXAi<ruUL1<yP%o-QeFi{r5U_S%j~YC`iGvsc$9
z+s%@`%{6uHM*jF1)88wh?rLA0gxPO?p=G6^DBA$agZ>`1@2X)N*7l4qvhg8jKX@x$
zD~#5RVXF3D8cD9%Pq*{CBlB=;;IFEHV=J?a55SgYh%Xy!KM@5U0bG)`iHDMn$|6ix
zE>D)dcp1Mub!Afx>kcUpmq%Pv&)aCsXlw^LsXY=@{|8joNDp_pnACUCg;q84kV`xg
z=XLGo%*jS>X`}bGGQE<C1hPXPAtu<5?|;3)2K1=MeVlf!<Z+GjCio?_LGn|*QR3C1
z*@x0UM6JwQ_}uBHb7Kv|7>jSmJ@t9K9C()~`KGV;aE~N2V-FrLK+TKr(`wxrwHZ}6
zktT4aO1O|u=q-$`xY_U`4Qdz8X=orRK)Po1TV~(PXKH?$uc$6>kE^V7cI?e%!(}h{
zQAafQoNKMJxbFDU@?E~OOpc|0xPB(kSWAa%)M!!KCj;kKcti5aa}RJVPxHdjVTA`M
zXyUU-kzRIn!$TIsC?;Rw4I4QA=0v#oloHFVfQsQOvmr{|n|z)Nk*rNF8?t6sw&}N7
zUZRsMee@WS$xeDwmm<eR@9=m^oumTN0e0m(SpVsJbqBj3cL{v_ebh8}>DpO*Qm`l)
ztec!JpziNZZ{B3(@AVg;peC6e!d6ABRgc49?(YUjQ;Wnuw|gh}*`wE1YNF!k;O1aK
zwXx=pcRw6px?`|;-`LnRxI(=v`LaKxg((nR?Lv<?X+-{szV9HC@_mHDHAy4uR!E1y
zt+n?O3LTVgMI|!x;d0}m|I;MrtggQ-f9Lm0+9sj@v@RpHUD!+5H@sa5O%=H)6vjQk
zuyX2Et~YIAx~sngj2y(v{R$dOCqkSxz#O|D3t~%9MF%?$aON>C>bSx~vvF&)We>bR
z^*PFema(YYAA_3_?fTJ)VTlalpLTigVul+S;(%cf?`I)WnHs!nupbESCp4LE>86bp
zJ=4YT>)2m30?p=g#{V(D&Rhveb^7=cL6^taSa0{`K%hcT{DJw5NPf$QTY`=ddQ5Ks
z9IMD>(_qab+;MJ7Fbo=LHgcd$*U8b@YZ7_`I1YOv*A6eKo4@JNe_l}7D<`alE=uZj
zJtB10W3be==hSHBT|WP%V->G#Jz`15<nmskVP~zCuFV5qm&v2Dph$qzZK=fPYSg6b
zk%eNW(Pfhv5c+ioc@XtWBY<@ZrJr<m6X7jw9C>%X!Rk=42ZK$9iq=((A8P1V;&-M-
zYfH0l;}xx2RZQr1U$G8y%^HpHI8<&+)sKpw{HSTy(w<}%xF^=H!f@jrIh?Gq$E^gM
zDl*q~$@C=_O)xX=6l=oMFzZ10kC!~i{!()~$tM3&)3#bUwoF||>*yy|+DPvv#5VG0
zvi`WqC$pU#SB1u6af9BHdTu6j*=pX_NwcZkPxf~2rCgsW{so|=Z6U_9^9FaEACnFe
zj9(T1%SJ58ocq?Q*EAefXH@Va6%r1K-X#&L8BW8>%O;Bt)jk4fS=Pc{gL3@I85^pK
zLc(&(UXq1#vh_zi<rHpiWD{z8K~~K7z@1_Iw4zYsl7bN0lT>P=`&8Eoe}tsyowB?b
z1ManbQLN^)x%vf&{!pvx<#9Az&KL&$R_d-%X{=hzHvJQRongV5Y2_?Y`aIkm^{KKA
zFOpDP9WfJ-QHwdb1pUY4wEP?YJT)`BJ^xp4nY$Z`E|9+@g+g{T1e|JaFf=Hc{`Qe<
zoMz3N+19I3=w^}!o!uoAm~D=deDa#Bf16O_AC+Siu%`#LFR8GKleg;mjrvmq?|`hr
z#%xM1r*sxd&>9Ti<ein~^qT1>)HUn)tBQg1P$l!7CTfFU6mo)IC+0p7JvyOx`{x57
zJ$mGep0<(t)CLTFfJ=)Q(#4!LX8F%4bA`Gh$mHTSV2JH6pc^8B0g@Z4DfscId(D~%
z>Fh0MSHXs&8|wDyCNkapb&UEX@E&C+-9B8;$OH>n_M2&^?JlgaUKG8}up;<$ATX-9
z_Qt%Ji%pYvs?sFh>bnP{9%uV6DwxUeh<COw+$()Si`)nraF{v0-#+ThExtuoZ9kE1
zI(W<ce3^p&dT*z#gkz9);oX?QJ8csH8$xb{T<<vwB7i|!@Gr^}82rA(7GX;T$HdA_
zq%Fw9#o51{w$Re5wl);fFI28Yhi>Z%sGTmx{x>n#Mb38&UvV)a%^&z`FMc3!bP%0H
z&8X8fQkH%(n3sZgkX%|xqB3teY@*`Y(3bbGjN#^2XJa!H8&gT%IWv^%Kj7dKh5^X*
z%0?F1vvp&rD{=}9jGHL+J%C6A<`w=8qTq#ir4SPza)&gce3@d|hM(V=>;<y)*U;-H
z*Sut#hgIcV8Y0!U9Y4gt{QNFfa!Sh;$VdhvC-}}RPd2Z0z6MJFw(uq{9C7a$YWJTj
z(iQF2_&i{KR9=fsQIgv1fOkZ-PnWVoh9=(Jv9uzyMHYLmGcPn2t=PXh^q+Hs|Ef3C
z{N19di{uLSqLBxxB0wAKz4P*O>4~7WzuZO?=tKVpoR^QOOg{-rd2HFVXnS(qZbebN
zUuzj0)4Dm~J;0-LAb4O=J2k`x%02{>p<G{`0TM^=-molhoFN|C(H^)T9CznwSHgwN
zn(IgLAsklQsj3)CWg<pp=}1aPyk)=;M<B=VexgrGZ1+qb?v+mG-%<s9TGf75=xV+A
ztuo(c{42)CFM<LmZ}Kti8D+|=$G1w@bk?48VL=0P`tMCtlBw6ypb%IQ_nzGm=ad4|
zR_;2g!3Mm_v`QlPhD~M6>5xg=>Bq9;KX~~cKhS))`Kxh-nR?1XPpvff4UIQh5i&Qd
zLE;siwU=c74{R-3RUR1jvPU*FUe-8Wj|Xz31}fATqG?-Q{+wG3B@IKAl}i*b&gp30
zhT5`7RO^T|y(O}oGa_v%?@X~nytx|D306UKoQYCc7AZ6h&I~@idl~zyP=o1I(_+r0
ztu!tvsr$<q<Mf*5p7J>7=6!stOLD6uEO#8~b6Rth(wxI$?vMbMP+^g($jv`8QfXR4
zB6RH&#gu@%=H|f;o5P%rgGav0!g5tErZCamAkA9Oup;I}tAW3Ob}dIuk%irN)C1kZ
zn<1TKgF2h@Mr<6m4Kkk-x6IL?s?4(>=3YN~vk~K1p8(d>TK}R`aO=F=aApvmSUi$5
zlkq?v`Ov=Kfvvbx4JscDd=*TK93_K$OCo#snXJ2O0@N!D_t=@HQC5650-6J1G2smd
zwmsgZW9=t~@lAA7?7<#9%$lolQN7|@zl30X7kT`jnxv;n4%Hy#f=<A#hxV;%=W|-J
z#UM>gV~|o+JuDOf7;1YBrqxa|y{42@F*TCQ5_h)=XQ8|7m7~8bbI8%HYCpKhs4ifT
z6tAs(2FRrZtTA`N0$=B!^?h4#b4dbPB;gmp2p30%tHyI!eG=nDqa>IWcB)L9W--gs
zzsE*0w}czxX#GYC@FpcZ!8mG9Cr{U@UjHZdW5X;XmH7ErqRFEG8+TX|A{D$zejMkQ
zXx_o4+j4E5V>-l&9Q<PB>z67x!p{<6@U44R&gw6q62guA0r_lcA)v`J#DqOlM5Y%I
za_7gYFWqaMY-5=|PY6j~1udiBtT`c4!t7gw-iV(VCb@l@qA^<k#AxQV%<6FH^9!tU
zuXwU8|M8P^X^w?#`XA|b=@AB*E^jOva?K~zicXe)ba>oK5#Bp9#_qZqvfoVWS*Dl*
zttLMazJnou<P8LNIGAFP>7#DHMB&H&;1O?W%gx)IZx9Iq`3$E6_(8B)EY>QBx5bI7
zN>Fy^HRIeRczCQBbIrt3ZUb(yi4K%gBHVA4{u8w0o%1}(B2AF?nVA_+EfMHE@ei#2
z`(c@3<aQz*)cAk{=sNI>GgS9EG`TO94hr>?GzVsiC#=67dImAqpI<xsOk{2x3u%ss
zeZ58?lbO`m$|<2lvS>E?lq=}7!9NOgXT)o`&R=MjYT}*{Hti`0a$m7mE&VOk-)#Zm
zvE`a|z}GT;QfxFR?*S&lTOtXHL^ULav1FOz_%>r9gnMhR2Wu{2)+wZhWV5|Z<~n5Q
zlHQUIp;t1CQ+Hk+D&&H)*M_FKT88rn?uiZc@&^ijsc-Fl%vQFh(p3BYaSDWonogXP
zo{L~dg(4-$`nInB>pcIQ_Q!G7o_kK{*1!_`q<W&%JI8XMhjqztGt8sqF983G#0r?J
zqDNi_1LX^Ua{Vdjk|uAbmu$i%`n~gn2aF#bFu1$cG2|=$wM*|=0?%K-T+4*+X^l{9
zmAzrjsoer(CQ%2q*I>-pDdf_ZZTo_F*vnTf%9_HUpsK_T<(hnFAAGkRqSzvmY-=9G
zCs~P>c$$^E^bdm*%`rU`s$_8uipJA5DZG$qJdhUkHE19o1|vu*{{n_{KIm(4H)-$2
zjRO4qHXdE-ajK~7E0MhPZm8T!DK&9{OEA{HqB#n4IJ9gxrc$DKSz|oP#*Mq?89`oe
znbHar=DxPi85R$Ot*;?uHkcwRb&6s?UYq8c<wlQ{@V)S9_$8Y1NB1h%SoPD%ptFoo
zEAV7#|2WB4h|BOV0K4!K7nbS6$uk=9x|Q!zSD&nJ@OD7blpekoAiC}o)!sr(U2<*y
zY<0Wx0JRo#99{$e05_GvtGX7=o!8b5Dl+c4lxg11@MlliTwkCXV6V6&;7D10NTBX^
zvr5sA7kEM>I^G=^XndJE=Ko#H6z)NhtQ)i0IGgj2`A<>sO)PixE%8f!2F=NYSx<Zy
z2Uj1y%_=HKzd@;+mU!}0zD#q<_I#C=DEmbzp_hFoOsTx8q`IOE8R5Up07=*3j`%IV
zMa8(*v_bKlX>{N%p$o0Qz9;VjD20)P%xFE`?tQK3(NU|g7ahfR^*!ihS2VhtQpZrJ
zLA@U9S^!g42}NNGmXpa-&%sj_5+N$)Dkd#d5DuB1)ZXh5;xLwPI6nZP0QP>u!c)^B
zy{*sqZaEeo6#lD+A2;E&v0nqO%lRr%xw<d8#Xr#=ao`<Nl+av#-G0b-XB&Ncy?=6;
z2dzul;t?`1_WVaB1U_EPyfyd>7~lBgPb#r{zgKuWwwhghb-}<5NcoVkV2+2q2^Rum
z^~9*HRuBB3$3Nl6mS379e;upgs9S9rwXWMfR+<7pc4*&Q1|4vdy@3(#Q|1qdjl|<#
zxo1R;4elkYa8G<+(QSrcTE~0aWlJVmb2J!?Y|!F;c}~3y&=_-a!z@#^Ya`Pk`lZ{~
z1J!Z0n$($W<B6Gx_aEOXFcC1i>|P|E2pup{hzLJiw;Cy0{`UqbWc(d>am4#$e^D}^
zAMD=IzyX8&;&4mWW*jFoZYn%$VBK1r&zMctRX)?SieP+3R7+u0Bq*rR_-X{r9m)<#
zrB-)=(F@(`>uT>H>qj!QbB&`WxSM3n&AIQ2mMhRJ6s}&TlBVMoC0G$XTUzvPy0ONC
zr>3;R)f!W}s;S&Zd;RJ+()7a~)D1*bNXw~?o*4EaHvQ||qr^??5Y4rJ&W)DYan$j!
zRd)Y+{E0n=Hi-w!-Kd4%oRwOlQ!Axp(DiKzJ#miP@hi9At1k3ytvHufrCQ*B<3G&b
zNbN0qj?0ppPVtOmJ57-hJ_%{=IZ@rS0vqPX(-KIsZ?V%ZvrtOCt%~6)ZBdglUuI3K
zk%x_5;)xS#1`IMIYQg8^`^QPSBF|gK?Q-)Ytz9|Mio5(*gL;Yc@Ot7x75YN{dPl>E
z>v2ra$HB~3Es`&3Bs4Wg`q%wpFLoR91aUpcDgfq-6eD+j@WAxMQK57sAMdU5&oI(Q
z0{Bt4v7f{}m!p;J+~X@y1a{==k;+xXcn5z0`Q`!MdcI8AHgX<v38v5Xwt>Kiob1=o
zO!Ijk{}JL`(*$R}nz^-<6R|1wag><ZM-X`JT{N$s^K58IANU=;Ge3+;-gXHOjJcom
z8mgCj?Uo*{>=4F}Zne6g8hgj2duZhAv+h9dFZ^Q%BAIb6E+hz2{&f^VC~)JwjOdnE
zpX_;3cyQUN=8Eq?n5?$qN>81hMN(S#(pOA-8YRT*UJ|Qa$KmA*Sff1^&TuHH7}R0j
z`*JNa&7Fj{=23U7a(;U`td9Rd)CENBTN<_9$^~OCJvme82}#w{yGaJv`YHSOU?g0=
zJX+*BcU^tX#b1KrY^2UxKJkICoMCeqLzp-Z4h^KFq*)%?y{Fcx*>WR?nbJi+<RQGp
za-y(X63t8Ot}K*Gxa~+dEgJk@gE8Yz8#WfM5J(}HVDWBbozf}AQbb(?)Iy`eU|wv&
z!N46A+wzWSETGf?sv`NlSk>lF>J{%Ofy1mtwMDMLSC!I0ToIo&U=@uN37ur+JiDuu
z{9`|T<_2*dGJ?zKYK_*xJla~Qp@vzjTe2GP+nvMgbwv|?jJ^wAc<#=xP%=~gk&*)g
zJy!oY%y{{oeQ4fQE7Z+u<Oz2qebFmNXr)hf%GHP`uZbaz9#5Wbm)IAIey92z!)&lk
z@zBk*mlnDD{1($HO9EJ1%gLwbXIioDCo}vf9$%m5`Urz+y6)cpdTVFJrlvUAq`&u}
zKZ35P24zJc<b*WHvuyw=rn$7#MR#c#jGA4)JEf@l_Bo-l@m4OF4^<?^QK8vb0pMJy
z?*py0{*2DkSP!^;d_c49kX2ct6`kGeQ>2=kErn9)O&5B)agc~KH|-4roIW^j|BI@l
z_BrA`cH-F}|C_O6zgEu3Lw#*VM)F6p*Q4LoQ${2UXe%;vJ42Zmfkgn#RRlk&{?M&P
zP(Z@)U%+hySQpd2=w!&_9l(+L?1}?d#Vgb=88}mQPRu)=8)W}Xmg<1}K`in*q)$lW
z^y_o=&#%(NgeyfInN|J*ezV#$QZ~O_FPXoF6^j(bJ)hHcistho!V$uGvQ0&_fAvxi
z%Hv%>RiQ&x!&3R9KV9o=i0Qv4I4+_&&t>C%S3}H<5{E}tcli8P{)IuI7k4Uu)+4y&
zV>`S^aK~CT8Y@~5e@?d>Nit4~iHQ}EW!I8P5P*Akzjl^VM(WrAl`DjYRT_BY^;k@5
z9hRdm%IcrP4%KvGY;ZpG&)39!yy(<56O{VWU`(JPbk^UD`YPSDoB(<)<31y7ZiW+2
zW2YwwT$`hs<P~$@((Ntw>|%%HpGi3KQn`lm&8&xRSts!#HCW$kS~v(N{+3y>;Zq#}
z?TC!bsE?z+-m~gK@)PGwvUuHWaS6Yo`?Ghr444kk_Ht={tt9osqSwV0d2F9I0Q@UF
zS|(70%xLD%4QB23DCHWk$DFfQ$U2PCSZL8OC)sMpYGrjXK%xKN>s8bD7>KPyr$)}*
zJiWRa2@%V&$|pstp2jz@)th=qni#8E3@~rkUojd3`sI`4eOlQ-Cdjf0>Ka$~_hzGB
z+yM`*!=-2s8k$+t;Q({AeAMSKw{at^F+Q9{^VN@kEG=oUQ@p)n<838lcGR|R%46fT
z&w~YG${_;ZnFTL$diM!v&61LlG@o8zfUp1f>x<)J<lYbpgqZN|&h@ntbkJjMDicfG
zK2-9}j_mecON)(wT~ibEJvjaZ&18pET61GFMPAkB`S@NBHqeMCAUp&4@pZ%NjpMYC
z;z$hvo(#e-D#O1i{28)K{1(VcD8Bq2fQsgl>CjFSmg3vB<KZV}Yvw|6r~aKicA5|z
zd8tBIL%-Bl7bfgN^Nv1XX^8P2Y9d3_$|74XX%ak7@lk_cb9;VUmU=0hjRo9_)@<0P
zjkb+L&4=ZyYta3A-PbEAnGJ6`$a-b`rO!@>JUE8ubyVrAF<SbTdgGW}LQI#{5m=Kp
z%Jnb6j%<d;j?yrDXckZR>)Ip7C91tG`jGE#2uW89ywKH+R^dG0v=+ikji4CZhDYl8
z4CAeXPpm@R26(&MP*hk$%c8|PhGLUP5hU~yx;f71=xIGgP}JrfNO3RGRxu`JAWKT}
ztn;3>wIY4B`&WEv_`5Tj8w#zVENnH?*HanUDTT#xE+jPCRQ7-BV)<jr;<ICFg>9-e
z5O?RXKqdrAG;3ZG#d1YN!LvoLUy!rimht$QLS=}BE2Y<10~9S~o5|7!!x^McrgF_l
z5{jl@gBf-VCCLeVGtm5v(5~~<*}&JG(W!w_>T6dNdYd_k$0r+jm?O9DH6mA{*AIH3
z);?$Cv?;r08+REGPOT5u`X%4X`{GSNQ4tQ>my9Y!F_q($x2u^VOy1%CLcA)bXmyf%
z-j==s;-rk5jqS9AEP>Nz)F7N|5@yq=UB5V-8L1T5_s8n@wMAwrCnA*Ys~P*Y?>0-+
z{1dXrThHVr=5-r}^&ZjnG5;nd+z3;v7g+DMN4iD`me9(^r`J437+-Ry8UAKuirk9;
zT>~8qGD|gWW)`*EdXgMOm(NCVJYOG2DN%a%vIWtTb%~J*?!PoP!UW<62od~=WEkWv
z*9`sc^(c>p(hl<YL&u_P?%p%;>2vtXg4ct8an8?jmH8oUycM7Lai|D?FT2~yP7<}6
zrLlooAQfVe7Vss7rt$V&Qj*mN!!W_|t)deUaMa$^p0!aA6fjTk72KR&nmYc)pf3zR
zzi+UYy14p!CijV}v4P<uRZo2C4YN)*9d0icI{Zx|If=L0k4fhCP5zq@+A5Iuz>vI>
zxBEH0sC4gNq9c<vTAem<8Ju|fIN{t}G*9E4T%Vgq&yzDBdS7;5$w=sM4;X(ZdP1A&
z+DF~lvqN&oZ4~_%0Apd-V*Ps3Vp^tS;zchDLQgKOuGw6Ta(CH*`O0TlT>}N%SG*z6
zReklp0D?kgg~q(pXUixUe&XyG==>UPczqld^hFht(SmT>*ugMN4Ms-jX2nCsyqQjZ
z@;+92hD}<|ysm?rVO7fXlXh(gd}jTpH;^0@Vpo%IH8niO=dH!h$$=*vr>b#IZGZE-
zmH1Ic@#7(CdWeBhb(gKL*mtC4k-B6ECsG)k!8P$05cZ5aDL2>gpuvP<hhmwDpeWsm
zTu}_(_)A(w(l`mIsf?#HA1tGa9lNn{VP3F)x?w2;q9zcUzbM=_w^(>V>7TfuMul9$
z9?i34*4MMQ&%zBD<9Jli_0<#CuUoplUPII05F!Os(5H3*LvMHEFp;`C{OcpdFxu1;
z_fq%b1tT>fskkC$f<K@C{VOpBLG5A>T*^s7&+WCf8(43*xampxJzR?_V=91%n0h=y
z6s>upCTFgq*a7c@UoVRQ1V`^bk7tC*tJ3Yiw7j1eC3B~9$-U!Rk7+Dep3T#u^5T(O
zV6>nEA^so;05E4ESDW{G^jv=d8Ef9WgfuArXIk^!k4yaFTW;e_yYajP9`~(nt%NVq
ztLBG6D0`v442q|;!_{zoOfpxh0+zBDC!N^BuW0F3s}_e^Oi{gmteS-0!CT7sfK!6?
z6C~*pdbQwFO+l-Y;k@gj8$BFMFLlum=I?<@mSQyp@WyoTx7sLp;&`}A;#@RLWM#}u
zwj_I?-A*Fic5tyICN34m1NCZO-~Sa?a8jEY%}y#Yt(f_hyx~r<Wwz1yMa+)e%H{iB
z9Tj86eHXg<x{X!S(m<0MqeE8xsl@K_#fVEI4T3Ma+FB$wE+7c7X@KqjmuMW~BG4WS
z<e(TFC7*D?;wd*Df`scj+RC`Kb9$QQhzqofDcyeh{T_6}vdqpkJ<~dW;S&dlVNnk*
z5g&(Hdw*)en>zguiTuL#>a6?416RX3@@+3MO1Gk9P!<|49O2W-LR-dLL-mpQRYOnR
zLwj6jb$f$wB4w`Sl7Q<uj#tQ5k{dSxtXeL!xI^yEagvGqfPsO0JE8e9l{VW532pVq
z^6BETP(ph)`M67&8km}RWp>kbt`6N53my9+Rxoznq)REv)aK^(I$rE_iN#@b3>5K^
zrAbqBZ=J2)IJtn6+{A-gdEyZJewu`aqq*fJsBYezf8^G0ZH+=>CVp?~`E!W&YH{Eh
z!*+PhowM#2r=LXg?%>M5fNDtGo4L<xOcG*V>E9+lRPLHLi8ZlLtbZG;#Mj|Lsg*9I
z<GxzQbDEZj;56lBu9BL4WS4%UTkqV_$Fi*}R^l0<aFR)c5D@r&&K#d~u;am*TQL02
zOFZwvv_WZi)S;=pJ9kASK`voaz2j9d!qqa*6sjmJG&h*BdC9imTM{#fxW3Bb=BoQ9
zq(d2h-ua7Hf1H-$wUoKD-(SE1{MlYuUpnI8+pSKRT2{&QDzy}S=)-l%*mIS#i35)V
zBa?}Re}CJyeXnPe3C<bB-U01Hp5~om)|_yvt|{I!jJ3oJLsVPS?>m$Wn>S*dd$Cq)
z6dyf%Wv_WuwiJF}XYwcjOU=G7cuMgd&Tnso{yFg^Fhqz`QtNENQwBQ(p}ZRWgc$7s
zfO;gFaLt#XW4At!4lfLC^Di+;r9%5c#gNfzOT|@#6#&6|;&J^U+k7r)Nc1y@HMaoB
zb25JMxf^H1F6~2hvlC>pNoZPgl7~Br`_Y?rrGGUA+zWJ+_V`rT+?>RN(YKRpRv|3k
zbYMjP6)?nwNqmFX2|7s3s+F0@1T&&`-p)UL@;tF;vVGE=aoKqijmn$4;qFcAV>EZK
z^xitk{lp`#%~JBYr-K{FEsLAmbz8S3cPZ?6Pkuf4n$VfnIuS18wgvgwS4%A>SP%mR
zb?H}Cokg|&sf(}S)aRiK^5@JmSn_&3SWE$T%M*WE(OcEgSn=~XL6f-?4Y8b2@a^HB
ztbUqA($Id4hzs>k%h52xJQ6w*R@0^p*50H+1Q2k$pj>b(YjM^coD-8sZN%fsQah{7
zqWzAKQd}hkvxjj6CFk@?R&@VJb8S=U>ydh7s1t|gJ=$2BW7c+D9ypt|U(@@cvc7)n
zxC*FDxOBujRKH~C<#i<3wJvVNF1>VqATzv9Rz6_H=W%tL&zhHIU^}(%XPu(rg|1$4
zTyaw~WAQJ=@2|la44S8IdbtBX+HBv_{l12YJb-XB#c@$BT{q-A?EF>s(N4j#C#};!
zKEV>>T>sCb6l76*s;2t~=u=$p*rvaL5gM_w(m1FY)m*Al;;&JYs}298MNUjic};X~
ziRO4AY1YeM1`WEjFy2nEY{@}YAc^oHv0}YvAxB!?Fu9~tj{c7~wrlxhJ7X5;QnU^F
z?66(%Wjl7#ggH&T6sQY5cp;)C{bYH@+FGkRw!Eq|sTjEseQ@>{P%)zE?M7PL%xgUp
zHgyfVTmB&$%~b>^ltfvT1c<T5M7;2UUB#e!>41@~KFaidY6tO<Bz9Rwb|R+{o@_>g
zDrbU!<)`t?IM`zCI9EzT>qk$0*B(Xow$B*wV-NW(bEPay@O%}2CR?OyKl7f^O<Ws4
zRIy--lz+JP95<T}@P5dqo!_urXsaa*WSx(*4;0sQp>D8P7A+i1_xvc(M9i17<zcST
z+OQGv;*mK+MFs5wNcA_kB;~`Jw;uH*bF|0XxFp`du8BS0ZBno1P9KGvZXuK=Z2j~&
zcG7KHRL#OhozLf|^L_pI{#wme%=yJ&E6OjF?O_?j`@(}o!gFx~s6e4SgcK*ynbENu
zn-$|7NOL+$S|8v%v<Z=5n`{H2o(g+xy7v%rejn2>WR`eaede=4V#|Td%0Y2*&3lpb
z%lo7(M7z2y$j0;=$a|86*SzdwXr))L66-YHn;D(22<FM0&pUQmbLy2aLoBe`wlh6&
z8tTF)__FQN^uB!`3ETsg=4vgGRdL``_fFk92^3V*OBkz}J~p;hqZEJVmFI-@oUEoO
z`=DMsBW-lB{Oqb1yR|%fw)OFAyuW~=4|?3nR|jhhx5gdToh>QTJonhSBAO%BFxC?I
zXyvMH{<BmM`WGOJN1N<h25?Qhm?;r?QtL0&$PvJo%b4zUui|yM<{aahQ3DLA9v*4U
zG{dBFCg30ha@AV~G^all_73~N{(+MlY|%7WE{(UWfu3P4A_yx%--fG|ZzgvBq`+sx
zo0`IlKz3ODiM_5>P3mt3M)q~IkiDpQJve{75R)QUX;kGST|dn8$@RaK>hXZ&KAOE=
zvg<7CbGjNHDc>4u9Z2J=op!;4UHR~uw32Ur=fY#ujV6Bq{m&SHL8RV&63H5}g(%My
zXaUzIL0>Td6LEcZjo`K1=~cc<o!dlsS=(mr6|hd19xUz7-FIW5ooEIN_DSi{D&NMn
z|7M=1W%ua~24)z!`MX9q89-l6Iq9c%u@u<FI4at*m;xEB`I5RJ8d@5eb3yT_%Izcz
z@i{>qj#lh9vrZF@pS(V5w%o&d)`kj6K6<RlSf3v+;*4{2v_G*T#E5mki=J;XQM2TU
zGJw5a=rrEc+3mKvvl}R`>)B$*$kQQH_`Lzr>z-1}RtGn3@@1)5+a6jnX~yNB_ob@c
z%MpSXHzk#*gSZunrwatm4zqVFxwN+r@_Oru1>3Tz{kvnmA4pCJB5Z99bDo=-m?oO1
zDv1ABO&uws*jiluhb4pa-va59Z_<C#e4L{wJZP%+q>XuNIxq^??SR<ykCp34k%}%;
z>QnR7;?aqBL&hXy^-`a-UCOAB361Ur)@IV<ZiF#w*Z33QxZv_ycu<Tk;j5~DHJ8E>
z2{)97WmICBFf&Gm;C<%<_;M0LvsBAQF;PnXYWRTqd;h^<al9(aE0|h%J-A|z_F~q+
zn70&0dpz3FFHTs)mH92zdvQ6>KN93<7N0l*r3pnI_%8bsx~KH0NZ_+<#9`lYG%WRL
z50vZJQIllro}BiD^KN}zCb8rs*N+lqFRJyOSfef#%uX)T0lQ>jR(&oIQp3hc=@LR8
z1H%gKmPPMA^zy`5C|vTC;-ChC+iIzkpBGll6EAEW$5Shsaw!z{Xw<9`hwQMUOGD(W
zvmAXQD<h9c!^!u$?CLLva)e*RHZdej?DE~fN=SD+z@T_F#%~?iBd#(DAk93E;3|~f
z`E%%22HlvsF1=nt`$EGN79uq0y?TgWQ<-BhaKY%R?VAbzSK>RS($lq>Bu*lxHh1?$
zD<EjNmZ$j9yaA8?7e#LjAvWYqe+NLl(#jySg@5NEJ1!%!m`w4d8kLWJ(A{~f6f%Iw
zTDV{Cmk!yNHmo+Uqs4SpWogfFq>Kp(T+QV3i;2=C2JW^Ey8i>VKuNz%#%#o<i}-G{
z8ud(rVsTYSj*JSKnrO=MK_stz@tU-W)<hzO;g72>k^@)*dB1E!4nozWumM?4rrX;Q
zSBR!$A$3U=*}uFy1B9+MaPdVPQfkt=!PIufv|ytP&m+`T37d0!ZGvN%Ubj=rsewbr
zCP5?3T#F~u$mjiVYmiPM=uWzr*_Z0Rk^Y!!5)WF^wMZpcC>}x18BQon`khad@ni3V
z#7HB@(*%=!N;o(G^m95QjU0>O^<l_zT9v1A(KfE2xCHJmiFWjwGnuE&BGw}-WgL3y
zw)muW?kZ|F*{pDcUX_bmZr`poo+DQYQ=Aus5ytE5x2_!V#C5u$qs<ajjws?;6^8fp
z#&afNA~8&*w8pHhU_jho*A%NFkz@|OB$`qrW@~~MYux)B45YdgtxE8Z&E)a{`K))w
zIT`lEJatD>bxoQ@*xK9i$F3<9k;p0*WDuR0kQm<NTw&tH$ygMXwDk2PHkOt>N>6Kc
z!_`+3<f>*Gw2~@e68VTaf*tn8ddP_l*Hl7g3N)E5vmar6U1B$389r3S7-v$YfN<Tf
zy}-lmGm7^Euc3lULoGV8ki|he0z2)C(PM}*3rkATn2$CB>~<VuID{e;(!WszjG=hG
z+YWJY2pEw($O~<7*Yy~Xh*y{8r66st#16!IV67HLjU@zWBCD&Cu4rLlzJTC1hSSK~
zV~V5q85o9}rAZ`gx<O@P1^2}EgDV!k7|S7i>#Gt*wK716(<a2KxhsELT;tOAd*s%Q
z60tQ8i~cmK$~-NSPc=M^O`K*Gd5ws;1Ql38J--a<wmqF<IGm;*iBlw<N_WyvI3`+`
zxktnrG$}gG^7WBj<9OVwhZ}+j!K#7w7IWf=@?4`U%qrr3m1OkrIkxecECD}aahML~
z49FywMpQ%ulh^^dH~{$j;>A{GCaLi~bIQ|Z(!CBxLgvDfCfLlwjb(Noh40%Ds<Q#t
zd>i2ygZOHOo?2?A@bxTg%{UDa)S$DQ?R~W=?Tpfy8Zlq-mZvxI)?t&-<&}RcldJ{m
zssn(<^^s%)b|X!_0m8k+t)=;xR;RvNNrYlrrf6aU67EYql|UE1=V6Zt-L5p4&1u|M
zk__YpuovIhV>U7)($)-t@2~aW0EotAc={zS0R#_RNJw#IFH(^N)u>(6cD5|jT#r>d
zbsnluE2W1_^Xzctl!vtRvkJmxRp~evD{m?H7#l2v%m$Tom+GyY52W#dNr+4Io<cs5
zH$AYJ4=6}!fz#%F$G5f?u`Na@r&(i>O6k;m*WY2r1#;-1rKU9m^aby8dvK$CLorG*
zBvlGxs0ytk0jtpMZ}h=N22m=SStcQml&>TW_v|ot63RwF^3A4SsCV}`zT-B;6g@SY
zV<FV1Qh~M4rU9y`PMdW0*bZ?5iJB!a#&s_3dw#gJ1;io<jE<_dT|1UH+<IW5jzFS_
zSl`!^$-zYh0Ar9kG)v_Kf<18JDk%~kYuRisu)<(@5fIA%0EZgvd*6#<Lq-h^Gf5<H
z7h8aCeK4X-4^+g^#)?sa?0o^_77Vc>k(IWswO@X3hNx8(Rb(+2voJT`>~R4grcWmS
z09XWpf+U`fGc<#!yJ@%{qZXy8#U#QyV2Zbq$pC$@)D&f@zXd0i`{`uUx*P?lv5n%8
zFLAJ9J7GwcGOK-IMx932I}dz0fr{2TtQ%F2Za(;yVKJ6gbpgLAu|At~h8p5VN>+Gu
z2ELv3dtZ}<MIa=S^r}vlV;z8Fiq;@9wQi7>ZCXXb0xz-cijhFk^*`ao(;x$KcO>)r
zV+g8*OuR-)R8?(#LU$+VBi9ZXk|ZgrWs<{F2*$&U{jo3z4#7iEtJ9SkU5NehqT4PF
z5uiFV85wl|N|E;Oho(THW+qvH4SiQW*oc7{DV%QXv1&IhYyOxth!PoK>OH*T*HhZ(
zwkbe%f(1ts>QXIh9@pD!3TUXIWDK<i2%^5DZA5X2?i219VoXQLsIQle&4w>rKw4Q<
zD1>bamLkNF$F>Y&F%ba(0&TY2;R+*i!%Zw&MMs%N#Br!#VX}$SMP(BWBo?{#+t(8j
zM4XhBGO|n6T_oLw@B|o{hM|HMXv(B!;2p{1{V}x^8AoYj(G+bjOnG)xJCTWmN(<IX
zVDV_#xwrdbm7-{jCmnH?V4RQ2{q25n4(!ZMvK+X8h}mtZ>I~h_t?(kUuoQXTaY;>4
zO(jyTgY4d*^NWd#IF%-7C#iX9RhdH*vE+6?eX*M^MAA*Pyr)>*UU3r=>My8Vf=4)|
zr*Wa0T44c66}-$2z;^Y*?j007l;1K;f#VE-u+lDe8{<vGi35<))PW?@$srnTV`FiG
zmXxkijs<}O#if~0aQoZV*t|yt0=E@NAE%`^(oZ1l4Y8eDxJnMBN*ox{JBBP#y9^H^
zSREuWrBXFw{t#1OI6d(TyC6l5;>LfGsffuGN&+9;4*TO*du+IuR#p;*g?i2rw8wpt
z_uky&6<HAwvrz((ndY+I<4<rl!*GdVmz2wCvkJ-;>(+d+NFwf7kT}Pu?8R9#6$qN=
z$BdMCm%;{;5Uo>1Aex;<#_9@@Vd@RB>a!H9BjqDV)bC=9r%|}{wjqTRtba%E0OkH5
z@trkpZ%H4?QIje~GwKyGfpuLcl?TjlRirgOxbZel{wT<QhpT=esDfpYjeyYV*B16%
zSRVM7SuH1mbE&DcnZ+wADd3hMcHe`8v`5ZgA1D?4JK>iuk>0Sv8*2qA<~H;I9A#>l
zj=PP2!e16<%X1$ZFm^P#r60;t?fsZl>7fJMF=LHUVog}x{t5WoFU~VK{3D;~k{Z+#
zQdCI6UK*<a>Wp~~Myr2&wayjWYWs$Cj}UkUvni40riMz|cQ-8+^@DEeKh$H$y}>fH
zm&SpircIPf6oy%Pl<Y1v$O@m<_~NQEnLsTDSm`1&O&p7RwS}+t#K0EV;^krLOuCvl
z#`<<U_P#Ha#d1_rplN#YE}d`fV{B%t5kewWCMSzjk9h|pjbQp=F`ERYnNSs#RD}bk
zyYGKo2*6^pq@<;aT~~zw-xSOy5t68?nN@DXg+IRdofr>P$t-#Vo@ST=rGId7El*HU
zgXQ7UnnjyXoEz`n=L#l@Sml#dm3<LeV<ZvzijmlN!qJT=!Q+@9icNl4*4kfdj0({T
zFfW`4ZxmJ{UHgk-mBL15ik^8)Z0ZTKZaF8mG+42ls)+?i<tNhP7f6swXu|#<nL)Q~
zCsi#&!4jBEvbB;sU(}O{qK#t1A0q~^R9ZH;E_VH~P*UKa8zz;~RfYP6EL082zib?+
zlL1&V{K3PtkjSbIl|&w5aUxV>Fl5#9$l@rJD*kKve|!-f7(6*F#U5QPbT%I63K9qe
zG!O+7#*;0MmU2FeVZ<UzN*RD8D>Ki-TFbEi0E{M5nM$9Pc#!IfLIuL?e^Z8Hs>G(t
z^~D)jWRaU;pm!VLX^=7orlZj`Z9Gk87FM^e226@Y^%<6uIAx9|m4r%3QaRrWAj+VY
zN_u&kNk0>7BHNAeq)Ap#!!wVhDOs7dU6|Xs^u!lF(sJgh9XMZ<Qc&q9pSA|bIi@7c
zmZn%2N`id;$7^B4T+%Yo$s|cCtac6OAXwWI5?MjVPXsPRdQ(u`zV^NtL^M>vi^Lsz
zZZ~BgUicUwO1~x{0>sR*fvZv8=e4jwi)$kk*<_C0N|?N&J(XYc9{4n3)elPqaL4#c
ztuhd9c`AEth-^YCqA}C5H&`;N0!d5qP85vd8m694!!R8&w&nR3^uZyr55rS9h{vI2
zZ8p`xzBlJ~jv^G%RYf3amciTV<cwyl#K6R`m?|WZUr+~cTb}rxat1*0OvXU947N~3
zz_>TXYa!EcN?8(QI-5w@Q?b>7M@1x8<=NE3<`!av?04j1l%QuY{8OjOppaPO7ACui
z!XKu3&!x9JSnYulAfytVYQc&rlwX^kEsaqnh-o5GWwM2^nwf?9Cl8d~qM#0%i=twN
zCWli<SQEIlvAhanHFU;lPfg)i80kQpT$~J|(nK1YtU3}^#}h;}k~gtDTLgPpAiks0
z&<jUtm4Yqgw%6Zn@HMclsD_F<QUMcaX4#aRbnVXA6;+gKsyQOlif}c?FKb-+x5MPD
zOM-xlFViPgcacCEQ){Qb64@UpW8|c(j6_!C$O_)pO}NIKsVqW?A$pvq7qFRNkqOw4
z2>r1fmQtx{RDLQ5shAikV^F|bLIK7%imz!}M2x^8(z;_tVXOmw+>B<+=`&>q^Gc3L
zWwnmyzosL&%oQbkvO@9nqwBfylegOnj1*%PRTH={#*7?Ujjen4;}JHDM9eD^&1!*E
z?GsMc1^)mit|eKBP?c0LP*u}S^RU#cml{&{xb?%kZ<n>T23&>bl1hRWo-5soU3;H$
zaG7#5W?`d6F&1RA#tp80dtzW|5OVD}jj8mxxHmfx1``61>Bu83P&#bn8z(5dZ-%Xj
zYPg<^Nz#>})XN=!xW3)aGg2ZkODLkLGOKCS117}S<9;6REu;;J$^32cRj52sQ<dft
zw5?3t86|}klp9|5Cg$D8u06L)jgiooRZ6GHDYN>8%pk3ytOmr0w1D24hd1@c9L8Kr
zq!`>XFB(z!4r*%5>XwR|rb<)1WkY~@vif?QT01vsY|3@V`0?O;t16PReA)orJwh~n
zaydKz2LAxd9Vq8Jsm1(L@xG_xE^AMa<?giEeMHfj>ZQ2yt6xf??dnfB8RDUiF%$lf
zIiym>;rci#8JZ~OxEuh%R3Et)7<P7$$2{<kQ8ss;QDoGO3d>z8plJ@3OOP%}#=<v0
zh#m`<;nrc3!5v>(d1)4Rk|S=M>gQII&fZ&LjNLp1{Uba@lGn#i;t6EUs3nyHG=K?V
zQhd#DJk|#G!m5GZvd@Y>5b+}B5!2QD!q6d>WoQ`QG0cj#y8+(9{@9Ap2Pg24hP+2f
z6>TI?gqZ`wQ%3eu2-u4qBz~CYeiqa9P&jUT;@NyF;!2#0I)$m8DF&Lj!x-HU3_%wI
z?R;~;v)lgwjfIhQRZm?sOEl=K1j;3bqf)$cDd4MvVh`UQecLxza+9kRbyTlBx}%EP
zH!M5jm88aOvL2(#<m#ll?->_iea;OsDNtZi$0W`=tz{P=`}^XdEvC9CGe*|vj+qQK
z7B;!`#X=&158=flj7E|M18)0aL5YBnrK*0pT3Vi>-rt7X{{SpFH>8*`YnSC2o1hZX
zRFI=mlM8qKF{0VIEvCq!C&+VIn969X&teh>{{UfyULNCinbjmNo*d5YA&)ArHaEF}
z?{C`*oITG?NmOCEvaH|b<B#}GVjP>h8fU)UxW!k8xgE70j8;cUo72|0pDn9Z1ZdR@
z06opdGvwU#iB*El4OLx8lq(h0W9#m4nOJaU9F~Fwi=rZsGmE=lfHxMt22$Ax(o{)Z
zLMhdwPL-6Y`i;AcIxr?mIY}qUgAS#6Nz}&PZ}`P)5|<I0e8Cu&l{#g|7;5Fwf*FTS
zTO#@RQLq?t96`$?M;Dh)+k<W}fr{}o?N1@qs7v&z76Y~LjK>8_%rwZlHq*G<?_q{i
zg`$zEDhv@a%NYdk{+r-jK!nlH)Iw2AyRz@4Q)_nT07O`2wGpC5%^a8ANG9X{*l{8U
zvrL(!p)DM}H;;AhFX@4o5!Td%=yHmvsf?9t8#5m&4s3hirB)(KYaE5&D5^Dah}u3i
z6Mo13Fj65(EQ>>zM#MzTszx3_Iok@0CI(e1=cNlNAvzKuzLU8p+X#&mZV@BIWSgne
zTWW9k7<iRUplKsos)9n=F(rd?e%L`plNM0KDbe7DEyykFb^GH;cA9d9T-2Qk7j*|p
z-+#U%BRv?C%~eMrS=m8xb^))>6B5!=RNqJ}mm|!#H@F?~ogxwk1Z&lKWQnwrN`r`q
zl(44hykP2$K;GVm&|_3dDXQcULiQjn!|oja0ImoX2$K1Eqoo2^mO-m)b8lQ!SyU*d
zWf3X~3{kogH7NRk7?5Qr9W-)-BnqPEf-j3odO{^-T`Z8%7|g21Sq}EtC^sVz$Y#rl
znx^Z<k;LrekgV3V@R?Yco}Q8^hfku*(*WFhVKuUuNYuu%Q=K}txewmM+Y;dwiRu)F
zCDj{hYh07t0x2p^7^IF_gmELOZC5_{B2h$YN=McV%x_>l6pP>aV@mBaW|gxOS85T6
zzbH0d*F0d?5+n%8F^lIJyzG3-_S*OvhRicbs%heaNm@WbJ;kgx+Z4HCSz|>lHB@QV
ziF(Qi>i2sa*!}S;(k_))mTMw4q>*FRqf(n+w-&~eDnt@+l1DDK)oU;VW9fk|MWj@P
zQm;YVRhful4#BT`V!5Vs9E!R+f*_T*OYD7nZ-%!D=79bpY0wE8Fm6$qI3V^IeB!yF
zKZ+{NAt~nS3txXI7R0UMd85@bW&Jm8Ju*Nf`jLUzN@r0DTIx!f9u6h7)yLl7rLm06
z=);L32#lgtSuJA2hd!ehh~y_OU^HnOW<<5$jbqo>3Pdv=S+&TFs;s|AzQqmpKWt}L
ziwZ+^rKw|*IW-_=4dk`Wx&868SJXE%CSgx3Vl7Q~7hv4+w)mBGE<%~5S}h_N#;FJZ
z1IV}gVs5rLknATueW{}%6^~C&ld$)>#%#gO#A=?rQ{F+PS53T}4)(>-f@(&aFlW~h
zRp|gc$FSsJQe<%Nk6Bu`iPJWwr_mKnBzoS~>PWj2`xW0GL&7}mDN1s#_x=9Z+@QA%
z65Eya{{YWy0|w+NBy)xVsH&ctsyV`|7}z$G!Ljdz%ORaB$2p9iD)66&{7D@*MkQ&e
zr2~bO5J0~hfpLV36#}Cm8J1NXo+YA%f@RVsikk~XD;psf{N4Wm>Bfpn8>hpJx~t;l
zQ}}MSxuc$vDeGyfWV<nPMzF_{50w7^(}F`%uPyLqY2rNEr!L7MlBucYXq~>19gT@%
zb^s7?0i2sT&3pyoh^uMp9y*#Cz;=v~BnoWHzbZ!GY&HYx{{RCbWp&Zj_<a1=gfsAJ
zpjiI^{{SCQK`gfI8<2m>;@$C>#C|h;C5z$>0L^m7AI2%+D-hNKR4*Y(;{JyXY9nI!
zXW@B#H{d+GC(L0}Dxqm%U>Q}I+^x431mQ3o>*A-4d_Uo=)}B14F3B@FHMCXKmSmPP
zJ<y9E(EYI=rL@bEh-<=LFz~O$C6gt|GWh&Ip9sv6EnPBHBZb_6Pu1_iwioHGFKq@?
zW_kYr#7_g)yjiD$@@&?Wu(d@lU38Iq*`xYRzr47vO|MAK)#0kDT<0XC%%aPdh*U-&
zpva-4C$YBJdI+}w4h68l&Hz1t3hehfrttPxK4n>`!vdCIg+mZMH4q8*z5q1J508ET
z%qk*)XDv=;0ISqM@t`NMVk`~_fzV@-CP3)Hk$@_|+!5=108ao3)n#-Q&3c+Td5^2c
z3H|Y%QCoEYqRu=KmCsKs)bvsr)k#R>kS?R>HCzkh7U1nMb2)nFIZY;La=gJO$uk5Y
zMK)syj6L`QRV^96Vo1I@U)ij?d_qONO$3zA>pU~UN!4i(ix0WS8`)*tR^dpPOA#oS
zvDod5)nZVwuj$NVWn~}U<#4sgi5aD>Y2%VjN&>c@V{dFQW<0g9v63xT=-84**E@_v
z$e3QLtudZQSzDV9*2SxLF>(z?QlNF&WAlxLt+oX%Ldg^nMoIie=VQ1X_QUN42PH&9
zM3Jj%(t2cYe)uL5F;7t$ghN!SZ@X#!c&a>rF_Mww>4se;Z}zq(YqXtI6mwFvz=)$&
z0^fhO7OEJKMxlDQkyg@2`r8Jo6^MILN)D|-iMeZjz3`;0Rw3sUvP25I5=gO25sHv9
zsELN2m^#4SG;dp9QNgr`gW4ECR9gY%?Y=6H5S&EXt<Z@jT`m9$dFPx&$Y(HQ6)cUR
zWeyFI#^T-Yg*F9p6!kDPuH73H2hHv1F$uVx$Ap5eDCGP&hN}Smt$~;Vb;HP2Sz@(-
z1C#1TA2e#?2D~h<9*vVpUvPQ8E1ePZLv^H<Bqh|@h_E)>6I-$dX%+IsWR!@ekZK-a
z+-=YAi8E#kNm}%g$uxdo2A#Maw!=%YkhNlBX!>O7Qrv)d=bSEXBai_dDXB6l$q^uV
zgKTgu;<Zw8q1NhUj6~jTM{9$M=8c%mS}W2OM!5XPy|@5jHbRiSJsgt6E{YYDg8Tv7
zd>Tk}+ImRlSkYL=wZJ0#k6b|!D5a00qEGK^6!Cl8oD^bqsh^Z6(Jr2M1bbm?i30+W
z<Teh)G!VA;y}-ke#s|yM)YBanx{^)pxk9+TV$vyuD5H4X!LHgs1-%b!MHmJpmS-+Z
zvH<|GzZbU{3D!m;%qM7y>fScg2;#(X`{0l>F^8#=IHHbLVEeONa>U%>Fg1HmS;7ly
zkWLE*91D8=umA>>>j>TWQNH*}%mWnk?@uA9lg+B&-+K}`AEqcI+lWjJL}Ogdq>a>#
z!T$h^CT0dx)Z?Qjk)=u7S8h2r!ci$BB~^@O4<vV0(YYjdKHiw7QL_@ESgk7Ys90an
zZ-Gi+-Ch<oRa@Bh*bT6vNa2~PYAQ8;A>{|Zz8s{*F<%WMtz|@$GdQpc2O7PxKS?xG
z(>t|JnIf>0$_eblZLrI1luSSzfU4a^)nUhw9gY-?>$G@8@drL-w&YvXVA=|-Y*c;`
z%qp^|DyinAR&dfJFSE!1uo&#M!Q6XtRy2vtekbHIXBl!qI#{J7&YKZuh+T)=i2=9x
zG3fg}@n!f_YH)b6N*U;6nJVuhDPtKHKHk{v)udTWV<{fmcg2id`M?7R5hB0l?|?_s
zng0O8dV%l<D9bY1MxM1g8Hq*RwYa>N{SGsu7ZXCvYAQS@@YgKx?L{QZCVC~zXA%u1
z0<l=YzW)H1QO2v045fd<PZ-g71I0tc6Rh(zA);6#unv#0B>Mn%^~C|Ud_(c>PgxB_
z-V@8@%1(BA^^${bxD0jxA1?l5{%inf@YQ9>lm7r%q?TH@Vyh=us0(kX3s~6gxxfm2
z0sRyFMKwej?}wzDTolb6RXQKY8&GR|To3#>h8fdxNngT#GpO*)uOnsIsFN_u8TS!L
z4d<r^((Tky*fV-y19`wB<!|XVlEaqx#tP^nNKJGh<Y0t#9Bf+lwZ_=dY9o^6*}Ya*
zUr${{GeK2NAd)F#Hf3SKz&M|7{5$by{<rXkU7nbFGE^ZFCBYih>1!WCMaDA&oP1&U
zz2c9Do+Mfd7&7;ysDWjP=ZT90dl9h!?}wnw_zU_<Wtr_=K3n1{FX5F_xQ!}eC7@<I
z0B^cn{l~rthKFpz5$phI{{Rsy{4XY2z8>*CTy(MK{{YqDc|i%(KTn^9H{$02&ys#4
zcndlBb(|V3%@wKTyHi!ix=f(^@WZ;{f!Ked_rw!cwO$aeot{X+sG?_fW1xLe?sm4s
zTecGc^c%XyrJa>ja!IhjBUy{$PlV;pq{%;x(k5XW1u)3^NhI39osRop18Bep3;4_M
zb3D!SpZ!hYW{z3dD4vUDH(niY<!^N(_rs$M-8>cIjQX=C$df+E7$sayPf;u}?Mpfm
zph+L)Rs&`m1I>XLOa|RAhjN*>Y`U7~lBg8_04!x&DPJJe*YjV8d3=#d)U|R^YUDMY
zHv8}V@y&C9M%&;LG|bn*S+++JEegv|d%Un+fga<LjvJgCpqQ+7h9ZI}nV#g_-+jB|
zn`lT*WRbyH5=CKm00Y0a*nvc8>K%F!`C>8+?|sK@u<=rWkC~ESy;ZW@T=y8Q%q>{O
zPGF__Ft+ME=l(F(zK~`GRaGa;L?LEb8Hm3E-}l5bv_#ItX=C}hV;yU|YSnKk7VYne
z<w%wTm_+GN7haH?9@_majP6NTreT2#(_U>$cN=LW-`wLyP>?ZOG}6W(X0h7mYo7e#
z31$dX$FB7a5=G_#cL(1W04v_EVWLfJ(Xjfjad2@t6Gk#Kf{Jx{oNPDZ_)N@7xj5_O
z6?&z9cl~X~42qCOsh6Y}Z6LnGn_mL60pT~{YKv=qYpUcND*Ye=w>4^b(R5hfQu^=Q
z;ASR65Y?DOidOOf9Jg`lYzk74im*s*+c6emyOJ;iFgY`i!gbejori0i904M9()Aue
z*7}qSo=Cw0RKcuxWRpu;0tpH@zpf>Ln3vDqmOhWwYuw_siBw}BIW*8ARaL*0@6E4>
zkunG*duowx6p#o0cELpkQ!$yPA&ja4Ae(l#wi#M5cA9Z@{6~e3%1?8OkxCV7Qk_I?
z8lA2;IH?p@R^<7LM;e7uXFC&rH(`q95nD`VDk_MnWN9@<>0zbK$Rqx6LlB85;bbUB
znRYCq=GWsB0Yn^fm#zGLB`io5-@hNO1jLTwH5AuW5lwX_%+~ze;B*-oA)S=O5=JHO
z#~_a91VR{#$nsH#iBrvRcHZ{Jdr8_DMr#$@RE+Il3FK|QC~*xG4NXZEIr@&^18d)&
zeK0X}QJ>+arV!A@c>%d%Y_`*4aY_*sjw+d)#AR(l>Z7nDz9gC{C{{S3a?Y)w`A;|X
z!z)ZrEXfIVjT%tVZftyniyPovMxh}Ibm=QIl_PzxZf%Dl9+nh_p%l9=xQ(nko17+W
ziD5N@NM%JGMvPdwA5G5o{jiyF6%?`+GDR;{bgDdhRYv4o+UM_v_?F8P%5=fgF3qTU
zZMT?qz9K*xl~e?lNVT$%$^HTDib0_$qe&(#v2P#@NVduk7^PVcNfVV8sNA%O8s+!}
z0N4SEx}3~GmlD#RzO^H#j+x~00ujxw2OD~0WW9B5#Y@U1Mst@_=Cn1max{%CD+lV|
zeNsm1clQ|ey`GV_((|a4`3p6stH?82x)}pUEE1GpdD!>Ip%KunX&H$;T;B{dHW_ld
zap1_aQwbBvQqdRW5C?2dxdB&{#*J4TlP;)YVDc}jgK|GyS7^_>J|6gmJZ0eO4A?Ab
z^ALi_yhh_<qwQ>D%2CZfq|bzN8pv|*5z_u86%0)Tk)Yl^Ob)NN0~#R=eC(iWzwM1c
zV#SaSeXxdZxlzlrKMT}&aMIf}h2F9nuyw0|muU2j*I|2%NE-+Aa?Pj9J}u?+kxsEk
zUkudpt+fdhDR8&#x`Ge<;V>Un_^@RNGTO}2sybJqtd4jlb_-^{f-mS*ikuV?v0ww^
zPmX>k%`-n4*X6bILs14_JI4SiW{FR0jqzg~{*O6ESK_SqH1Otmlfhp_Q%}}eU2P;T
zr;y`yxIM8f2h{!;@U~Uq45~b<C#UFA#z_FNVoBta+~Ek;{w{nprTB~C=^{l~^IByu
zNl{^|P#@Wo{nqb?Kt4Io@=V*q8G+05dP!)j5C-YUENpln_ZXp{VSE(v{C^NU6;D+9
zR=SGRm1%qV)kT}^!+bzg=okcR-Y@V*N8_p}sPn3JnIM!)8%E_F9C{IiIyQm4OW`b^
z#knMzK5<C3G_JN6wz$o#8Bb;&qX24EcvInbg}fa!6<J<g9CeVwVKpb~k$q2V```^r
zzZ27%-w$SVtEW`dvY@!Q-ALoU2?+f2si~1CySo`w{X~*O1I^C(p`UtuD)A*(i+&&E
zxxH+CI+^Lfll)A+U0<!QgcUA4PStVve=w4QWrnFBc8S>71`1B*$New}`2PUG9~*p4
z;QaPl+3M!aX{UDiib>`sISDt^hw`=fAbs%0eRtsx6;OE7!}Pi4T3_YrR{A6sc-V5J
zdV_=@K0c;;uLb8(L?kkrIZS;$*f>%_9{0coweS-;s?Pov<n=YPODyUng_=`$@;fbw
zJMC+4gHfAyVd0FcGLfa0l~!ih%O91$TXXv32e6O0MxmT|Cp4qHv|1}v8-OgX2it@C
zV}j=d%aZtyQ&6h;h-wq&spN`i&(k0(Kt9JD4z1jxkhMsr5&{*P<hil6{jn8@rYjvs
zMCzU;3u9y-%L24Xm>Ft*VG~qLqTXBBo%{Zn36Rt>ECD8ERZ<R~<eWM@M@A<*C2GW{
zPgIO1$hHd<aHNqE%GyV!!w=E`Tt)LHRcOd6LAct-oE2ZF0mnv<E4NijUfM6)6B1%I
z5Q>r!9+<={xevJZ7^wo{S5(sF($#e!g^RxL>3-J4>Y`;*3zfxK!&B)o-_Cfqd=yCp
z0xWT~i4fUUO00xfA53NxQYMlZZ)RX`a^0_qW{BcQ#FK9~OqD)TM)tzhgGmE_GhgzM
zH89_78ZfIOW|0-rPsk4=-vHnZs41FFLA5ok_ZH(9AZun}riGSWO=lbsyIT!OqLFB#
zl31f;u{<8cU>r{aO1k6I-%9D)*1!=83F-bC?#9X9=Ljgk>cO5cB409_xCf9uMkG~{
zid|DWTfW<Rcfd}v2=&a>1!Ifwl!6bXk2t9o&N9<MENaF*M3((Gz+7eGJ1tAXNRc|D
zwY=ONjy01hQWB^lo@WfrFIBB#gxuTLzB7@V7)nWEsREt)j`C_Srq)0&VsLk25exhl
zWR^)vsS<rU&imhM556u1Ewj~>vQpAhtSxuA>L3>u9l`a)wIZQZi8xWCb53`16o7+p
zKU^9_1^)nrH1{#?P@bCGoANL1g%E^;OO~ZLEv`glAQA<|hyC#25Cv6CDxTq(%$5M1
z*5q6D^}xyuqy<~iugcXkOCUN=NNiO1u)(ZJW-De{UQ&T{h8G>i{96)d5t&jbV(Ii+
zMvRFK&cs^Q!!9Fcsb+=xYRo5(@dp4kv8E$t6EejS>O_pY0dsx#-)v+`lBCnsGES>&
z5*5Ymw{J_~s8NGQ5MXZdDwFgs<P*j%MxwQ}>D{Dl5r+XhxBKEMili|b8i*fS>6wci
zVL`CfxV5mc5{!KFh!Iy+;x=_YxAx}*My(ObT+`(wv5A9AAPn4CTNI5F)yV$<5J_ug
zSe11ST%LdC*crz%QfKU*Mn$>}fE|y%DwkR%((WVC#+1}D*2wLzGL%fj@DwOSAF|*6
ztb4pC>?ms^=C6#ISN{OV=gnb?$kK{xk7+`NQ}$%Fz18v3wF8|<1+ihN+WbB6;!hI%
zE2N|obZP{xRE~at3EUsk9PII8&P60^Pb82=>mn-<9XNj180jGTkNPrrl1kqV&y$o@
zOuj%PwYOF*Nj~?!Ghv%2#h;4VABLc)$g3gw*(zy@m`3AETyN=$Q6Diwl}Vpw62*{F
zPb!mifO*^l#~rV>G>{iL4}mj`$@57irIHBpx@jkv%XA>F!9~T3T#Jkn8An4?EiH6a
zaW<KvZ9tz<*#7{&7^tUJ{*9S1&3-CV)|Fj3eI(T)$AUmX+x$lvxae+w(vQU-*0S#o
z$J26y=4Bg$W3XSb8{yMvj+O8$$4}#*1VZ&prn@e0l$?*w00mt8mFM30L#fR_q^H8#
zhOIs_$>EY!m<6wm2hdblN%kXShM;p_0Qkc-@K=QM`s}urNadPHqmMC!scLt>(&|T<
zSboO<8~4HQ=?$E>h^aCk7uQ2kK~#EC*2tE4q(4Yz8x<#Ok+-f8A5UNr@}Kmrg`x4D
zTPtb_Egjc#MZ*ww?S=)H^hV5SQ#0`nT+Yi^Bv8(YugfASU`QRvEI0oE784Gq(z3~<
zVi*P5tS`P4fDx`7YQZ9+L+8c!Yy_Bk#Cwff5pQ4IV2~dyd{OuZoVSVJF!1Ct%}1J6
zgj#sPA1kO_vmVQQITg72JK>jwr|?&UGR%smujb~Yk4s6W+?&{Y3+;fDV9m1%8XUHw
ze8JUeQZi&GjW*vFBjkUIzYX$CvOK%RUJj_K%)C9C$i_y2M87WAy@v#M@}4x|sL!Q-
z6L@A{33wkb%O%Vfxj-_<D#xS9=TH{?d*K5cgQ#^XMZwsN0yLb`p!g}R94eW7@-r*O
zECZeFeed7CFm{Qe<R32a<s8f-Ge_nZ7d!8Sw*shaFlSU%76N$g+<Auh){aC&RMXLB
zF?6aThN3h1Tm~P{11h%R6cxV?G8(jHjwz{24q=e(`WuXLKLKflp+#HpoyjjrnkixQ
z_2Iws2mP_m{>}8TXjN8xF3%%6>Dq#!tzqXY{-W5*zRz%~mB0EE#89#8<&(G{Pf5}D
z{rJXzqq@DM(MZkV4Dk<A9G<OP%Vg1Ux2XpcUJ~!5s?an(4e>2V1NdaHsW&%dAExID
zoE6&kfOvi!_=-aDNlgMkcN(T$U&{MqT5uOhiD3`I{Ndw`UapcgPs^!^`*Dh2XWaD{
zpyfBhsoZ~C%;Et4SfM9xxj*fVSJ}R%6h|ZYPn9AaRkelB=1nX7t&KnQ+g~uyq46hx
zYH}JWCd=me#MtPN0OH)8xyLsV!9irB(9_}urYBZq4x@YRzqUN>BtR*V;VBH7NNxQO
zrsoNkB{M|KEzy?J>C`sgb-pT*B5^&MGld#krtUzn^aGEvz`)HSKZ;_~Rig`K0Q!-8
zVRnME0hULKM~XF*Ng7xlK|J9|BpKsqN=98s8;fo?7#k3gDtSlD>W}dpEtPu%?TVua
z56h}JDz|nQH|%|Xd>{z~F+64<tQdKe``>edj1d}*;!2b;HkWIuA8o&$4&l-!GVo#7
z3u$JO;@*P$?}mV;eo_jSMuoI15)HT(<M+aebx9doFs|We3NOIH0D#EMDAW+E(@SjL
zgKdX=HgU`(xrH<-8*tH)rNG}~wi7Vq2j=PEjyWTiHmEwh!o(ZzV}n&y6wE=Mb)@OC
zs8hwax%R=$9WKaboCKNHNmaEjpnD68SYqhGA~DpYGRrF}>q{=Xo9);POEQUBLKzlU
zK@!`jOAvO!O~a8}R`s1pI&99Yev!ufVLLG_%ww#2DI1M0i?|!#*AcED49e>;5v7gC
zn}fLTg&<;LCzf4NFP7ua+fd&Ixeypf95MoQvu~`wHpa3v6R4ysYKYtL%!f(z_prun
ztY*qE^=UHnrG;daSO(;R1@DSx9D$dDc_->CTrU3h>^ov~kX9t3=(R`I+C{fLzw+3n
z3PfV6lAcr44`u^V<N__X?TU4fGL`YgPYOJvX;|Ek<#CM3#FTv+ctkU5azSGK^&C`(
zCE7|#CrLwfV<5(Sr*o)U#CzgJ0DT3HPNJ>L>_!nWBq3L+9(@vdg8}{C1}#fkNm$W-
zF?>}12xziAq1CG?LK>Uy5CQc4{c-f%H9gY(i&LCZ=dI(|^BNq%+B(UgEdX95c!N3v
z?k?;90A4iOGeY`+^u~cB=xQFPg+3E?qn1Kef!q&PV1MTvTFT+3n4AVUoI;XmVua}j
zu_GOlGdoYgFC66F38OSsQmWL}&Sa>R{V^hd6-TKj35IKb80s3k#?={sm#YO_X(UcQ
zlD6O<Zun{dz7+WKPltXik2#K)=HoEEJh5;}F;Xq=2pDXjeWT*P3{d#b!L_+~hosqz
zJz!Vx*vM26SdIGtaFh>-GYpq7$}<PcYpLXdxmZN;OXY1u*d6_Ei(y3X`Fmzx0=^hz
zIlJWWLz`6A6wEbSsPSuN3V!M=eL2J~Ln%L{9#K^`f0cNe2sP!EbaBM9r)Rlf8}1I+
zblM{G`XR|xqr_@didJYyx)FC8fwAL*xWaA2HouSG6mxHfZ<a%s)6vvJT^xdF>PDq-
zEHshs4>)2u=fn?)z6kL@!T6%e=wr(3rj|I~js#RONTTGCZ!&ru3Nwb~c}`=U*QE|y
zNj+U#wv<SBVtZQy2>VU`Akh3c$^0pl_?lXltF1_>9%i#NZ(ub^-rlDOXTCUmIj8ae
z0EHxFb%!v^mFK0DjjwIgpF#!!A0K!}#kKwe@hv`kmh{@Lms+TDOl}A&L9yL!hBNE$
zgg+N3eko*(TtiEo(vRzOYR14`!PmJ{{EjnVHk#1rNg9a6u|f|s-rue9G6Fv^-S<3T
zkVNpQ+;$vqfCp(L)NXgSERx<PIz_vGEHF8L^pTz5_-9^MP+2623nyS$cOJO41LXXd
z#l9f$@O8>_s`><fsbP?XJKP&_&MkoZW8oi<Aozvg$~?_{wQ&IjT3WzNpaMqLvE*A2
zBX6Fn3SbQLM+jqOF2QbXdkg)r06NM#T;74{>J?_Eoh)s*AomCPgNbF-4k6+{4}Ss8
zO%$lx9Z5LY6(?hF^~Z(8PSeDxu~`jOWi*zjs$-;`0lVAK;U^dB4sw_Do;}TIK<lG2
z_H^@qraKplDv>s9v*L{_s1*#N{EiRYW1%mr3MS7@<1D(N5UoUHHwOIUdR<a<EMv~8
zWLt?>4q*_3GKTtDlwX6}4nY!M#326i?eBs?6CcFsfBvfe_$CnpCU;98GOh`PL?`ie
z6hBnakJl42qF2r1%3E4F6^Zo3R`QdfRaN6zobM|{hh@+_#~D8otK1r?MOWfX#<D3R
zhM}WZxFP<((EH<p_ZZhUgo<-V3?fNZR#|yqgTL70f)NcAjPZQgCsbkrpq4uuk6alr
zHbTeEP>QUqplM)u7Vm|t5_(8o><X(6FZqbT5ivW3bW^|sP#ybVB+t!>W%^^#cGK(c
zheir92~9G{OpT=pDxh=5*fq#ih_l+BRAAOr+%WY%xI_hBgP9gqWhglv$s1tAwGB#I
zTGXdSW1wBnU<dr+qU8{)<q{I0gpr}Ol1G1}_w>NZ0NjY9bq=OQBTElKxxxleaT=p1
zPDhOqm@`=ZxJo5Fts~w+s?1HUdA1nLoSw26QbM~iA($J4Ha58T#4_R>woq}?O*CXP
zNGvRN+ip$H5~~V|PE4`VAsALAFJLT9hjIoRDBw;=VNv*UvPp4pb^spW^NGZ8Gttt$
zF!OZ{fCF$rH@ExY=%R?+R8om#>S>Rs=3w2IvA!KGNVtm1^CNWRiJ}90lX2^N;%g#F
zM=ZTiB7ZIX%uR*;y|C0@;u7*hQu4~X1-F-BbLdVju??USSt-n(U0T4k_vGRg@d*Mm
zGB1`^8coO@@aCeC7-eh!0Bfipq~F(^DFGQI0y7&kDP7d|1or)K_3Z$ZiW=ctr`?I%
z{`d%7fypAF2UgNw&;I8C5u%nhyjs;ogBcG3-LHa*6xuyeAVVCQ>_Anx-<&6LvqS^c
zYGATIQ5l-Uu(90R3Pnhq(?Qj8t*KRYT=Q<{8fv670jri-VvMUUsK_@4#DZ=9_?(9#
zaLj3g$ulcB2TI>zdvW^UTt%!#Vq&nouFGI7TfO_@wy5aG%)b+D{{XJ@i)tjzb9?d>
zf5twSgZ+g28Ya<C1CpL9%1Cdfsa@~c6cSJEd~_C6Qp74`f)m7ys!!b80}W5A{6&+%
zJTnGcBWZ$I1PTwKTMTekQjwvlX1)T+A@D=26s;t=d=ePgZqCGRe&*QG9i%2WO4;t*
z5_TP}j>9u|lPdYog)wImw3AOunHp%w+(i*fonQ4I{@9vs8L87o&UFRUi(>ZT#}y$T
zP5cn}=UbY~nB{&YsEAY0(F%ws;OI*$1L|x++X^EnM0p>_zlf0--b}MFMg~-n>W-?O
zHXETIOA&&#3LRVeOJwG|;h)S!8%T2csHOJ`ZiJuySQHPM{9Ew@H}MWpl4UhdrW~f3
zY2(sQ;sw|i2a{k2{WxHEkLaJAM_1tN-jhnK)Y*a72cs(3{{SuVHQXT&>2;F)#zm87
ziS^RV)Y1>|xVSg;y8i$?Qq*V5pETV*nffnqJBGEdfJOfR!<wwh4;<u@Wqo$4HF1Sl
zB<Z`UZ!ibkU}35D{{V};4U>4;viWl*l`1m%)~23#tRzMT_PHNP?lB;2GP+F}iHenQ
zRF2#GU{F2=_<`YU)4~2Ht)k4Rnws;-(6)^!DrzJY?Q0Rn9Dv<FqWpDl@lrXUN&a3c
zNyS6PE`eEWq5X>iZ*>?<z<o{PPY~rk9Hx$|H?D$)2^b)GO@U+BVj=?hW@(h?amhAQ
zm{M0HZK6h|kzYf48ypb;^3$q=+usTxb1#iPJAVWCT+2%Oa|)*D(wkfc<df_M8i5ai
ze-<jfAiiNmT}vD@QAHe@!T!@z5NtiR#l#N7O<xN>kt}8R0AF%O_Q4Q2@AQkyD)VoK
zwSOYAJ5$P&NgDH@8@AoR<l(3v9GyJ&?QB?&r+=fKTjR`)vgqWef=>u$6wg#91xXHg
z;M_IEh&x*n!!%#%AL1<A{{YDq6f#xM9X%{@G%>4?g5u$=*|ACmM}_`1c(=n|8U7JN
zn6QqXQ6)RNhbpA`qu=u1ar%q`I_(F<N^gqZ2%9sOnmTOjBV`p)uh7XR!PfifBye~u
zk2~5HrD|UQVyjvuG;xjR0Z4AwzaO?d6=gG!w^B-~oh|f%s>pdGfov%XLx>}EH|hB!
zCd6~T*wTzrwjj%?AyG7O{hjS&id)wTTZ3`e)=`41RV{(i1@HRfMdF!9%`9W_4rdf7
z4Mw0z9Bv54->zjFIq&^Xnjy1PDF?V4+qMPcm{TA#n#trhtFgHNi*Cb_g1ln{#p-M7
zoP}zMyr#zYAo|+a!n{?+6FG;DQy3EJv#B>cj@XLaxK6AAp{PkgjqM~Lf<f4W{`k(d
zX%bC~8B%wdgQ}DZ>@AAjkP|I=foE1raxOnX?};fvikU8FSZsh>P40a!f{Z3?h)5)=
zS=7Fm^bHC&x%c+P1jXkiM^~$>K|6cf+Y^jL%w^r>r$!v88m+#^6xk^INyH@4cJnCN
zhX+q=5eS&F7r9+Z-$CPXh|xu~gvx663uP;C_r15nVp#XgEN{9qfVv-Rf)9KQzz#%4
zZi!o}-IRlCn{E4H35RJaBSB^S{GRE!2Ny;O5t^&!B|T3vA<zT+aeI1TtH=dDS(EW~
zDIBt|spAmXsNxnhG9}r(p;?Kyro#9X33XBhL8)$3Uj`<t(6Xb<2!z8>>H~&4#@4Xy
z?}n~Yxj5^QmEdKMr}<Z#6T!X}7;{ldx{7B#eO4$uiM`z4aBYn-VrC~(m&IQomI+!R
z<<{eWAS8eWGm5b?CTo%lM6J~-%Ak?UTa$=YiA?Ghvl!u)IV6c?GRJbaJly{P;KfLp
zflB!5P$a!(VAoYA%VFCStc5u)Lpg?Fpb0u(hEy{Z+i|wv>5Un|n6HvYsE>U`h}48{
zu<dX6!rU#vX_i-pHf2!qsa-w5ANjT-85KnrsGyP=KMzYIo$Pq@Kl6mikeLZQPY+F7
zVf3iKd;4LskVdKy^sd8EG6e+oxHzbUNvyp%dQs{+yr%Z-FMHrpyG81w>d6>7v@DuQ
z99WwJd<;xOyivqw3cW;IgeXV`#>C;UL{b_?s)%WtLIKsIxKX(MaSE~(6eO|fh;`Fc
z=s+ZKYuJ<NiNqKnR)jo3dWyotTXA!+{c)m-AtID44s=E&1X+0+LErVnt3;DAQ#`Vg
zby$mC?_vk1?|`V1nxtzq{Z=}x*41DvExA3-uvctH^qd>xy&6#bMVc7Vko=u1I6vNK
zl(+LZ`kozQX;<WLKpzKkwat8gO-^EIK%=ZA4$boN0DnS9>y6Z9XM!>Z&irqcWWgjo
zO0^OJu?VK^e@%hDCBlbf`1?cR$*ZXwEQ(>5#TY6f?BJ7gZop$YL~%Ah4#PazJP=l<
znI@(JMI(Y%$Nh26X%mvs{1EX@W8!%-^`%&-#K4-8-a#2_Tzc4VY;`M{#OnV53jQ4D
zId*U29}eeKOnfUPGbBkZza7h{4lTXN1p94)irQo1cfky|An;XXSA}S&H6ekW67n>W
zgK{nCHgEcIN=eN!--ccz%e)br_@<(YXd+nSSZ}jBGg?D#ZEP_M{1>T`FN+=<F?9%f
z#SSCp#1KjL9sRH{)cVKctg$D;Zx9JtmsCg)jr`%%fwyan3M1m&;Z`9?!PShAET3a?
z2>w`OW4!+WM0y$G%lt{27GVtYLr#iD#HeCOKlNJ~*KiJhOAO+wo5LAJBv1GiH7+Dl
z0pV^v$9z(V`D<RIVc!%7UHC~Sf_xX^dMxuj@dQ%T#eSSI##%TSujeFvL$MoTSZCEa
z4~sIN6446WpD>QLoY?A&@o{?)csPJ9er0gLqVcT;Nt)y{&7NgZW-w5xs#J6gz^9wb
z@3+|C1LL`VD(5+7c~M>ASgE`}OC*KkrKOE*5dKnac2j%U@%m!m5;l*I9yY4+eof%&
zvL=e2uP*tiBOt07!)YX6o(-^+4G-a`imSXU<BX!Vj;eTKdZ^N&B0EZq)?h~mW8V#g
zea$4H_B*NL8I0w>8~zvOe-SdwxMecNlhH{lm6VVq1#Ac2;{ud%`Yg9S_#2ewb(O!>
z^IXV^Dr*qRP!P=H+;+x_(j?U7_>1DHs_H7gja00a4b*)G%d1YCf!l0Yj*a7wj1zd5
z;dV`yLzzh?ZonpDK+tr6KnMH4;2F()BjCL2#`&1bvRZz;+_v^mJxMqiRH64*!~Xye
zP2o=lWjQSJ^`)bySlR8S=bk;UY(P}!pVANECSmagmoLmR2w-f|k&JGxLK$Lj@gMG;
z?SN*h;D6}6>y+0Y6IJx;>LDotz}FP*>VLgr2YxW*2D$L}!P)PCJY}5a8SN86^Vv;G
z#~{B-ev>QeQ^D9@+g38am9`4)HVH2BB+)N>1L%EikCWVDc*8A3rc^~xwqbrv``Znb
ziDe5EECF3UW?whozc|rKAW+9>*Xp^ysKR0tkc}cuQZ3oIB>H!@0mLk_$4tFbs!g?9
z)AqpFg9KCaG4(XBHc#^V{jliLQi3Qn#H?tbokVFD{YEGhOgq9X8pQ6hcHbGPBe6)@
zZ6hm|H`F^=ar)y$2^gA4(ibfg7Vr1uUj{J%Q-qazqgC|kDm$NiLnw$ydJ)IvP~;n-
z-ro2d5L`l+kcfjK>S4Y1!jXGH)Y1p74J5YIIP|^-OoK@RFa(rBben)rZO$YjO#@Rn
zW=1N8#QPjlv`LAd!i2`!TIIGL+<}J7SW4Kb%0$6r0>BW0_usxP*ji#KBJ^+dSw(>z
z@tZL*28hp2=aOtiy9`X3lp+hLx-~L07|;IzGk#7KgfkS%6#f$x;@o|RIC2>|P>_6z
zLv8-}sTCq|(-Q|&t7sPmZ@vEj;{;kV4J1PGPas&|N{g(Ef7Ans97gHpf{{!`E<wK+
z!K{1-iCG-1ho;Kkm^nVUnlT~7fJ`MQ&E>WE7Av>yjV4ly%}gFQtB$KvA@W8=xBme2
z!67mXb-c39t##A<$m8_EkWoY)RB~evcV95$xv>|-YQ!^0W9AE?P^zy8xHjhJd@3<g
z2(d!WntGmZtGGgW{cnf3c!ZvHsDvqHDucfs_!;{_nn6rv8+CNA;eenH6dT&uxdzc#
zqLZX$KZX`S0<R}yxAMdUaga%w%0E|Oq+A~M9ADQOQHPP5p=fnXt=DUpQ)^u8E$?pl
zOiKyLB1sf<;n|29j-9tR+W3Z)K*V54NM+F0Q=l;1f=3qZg%*h;B1@!#R?-?U2(`8r
zw%?{6kuHomNewqhNM&X$2z4UkPdxU;pwU#Xpw$++4yC+>uWR{5zn=KVAt?NCK_M+F
zGDh3ohnq?FIJ$j71qK95RrRcgmVV?81^`va9dpKEA0~>fJB_v+o$w8S#hNIo5lYe(
z=TRJ}`+MP1Mspll60IVL!5Md#O4)l8Yuok4iIhv$Mw9&_DLf}pEq!2~IrI2oN@&qs
zc@<a^NFBg7$JWHq<Q@X?B~O8~(Vjw#UKO*)$59)Rzpb$12Yc`@fvGBfB1iE9FIA5#
z%xFGlDt__HB7np6IK`N{Db}ZoDWbKn`eH_E)j4_jy-K@xwlj#!yqBFl`29vSqLN=r
zD27Px)&~{^oi~{U_Z^M^2cP(QkHncRW=~kQrmKj<CXI*(n_-f1j}!P$!v6r#{+fRj
z<&jNOnN6mifK+*eQUP*F^dKAm04!SM5;_-w{8vfwv*Gq;CxvMRLrp_0V23dRqRqdt
z+XxOv;!o(^n90zCE_Gg>RTwWJ^8C@1hCk)e=D{M4)8P*e(0Dt;w3#+v7fu>@z+>Iq
z{Y+1LoIxiy{*Yb-&wOV?M>bg9S^xt<{JwfMk>sWyRFA^x_rs$EPoJv38u*XHSwy-1
zeU`~ZOA!&GN<8vA0s#Pa2b@;22%4oeH1%~6Q$rIx(y&xOH+DN%Vx%ML{{ZOk;VkRH
zz8%aLJxM8~tf>thG?wxJw$yFwjG2aYhpG_=)v!@}@yEHrAU;$0qw&){&$DXWvnQ&P
zFUpfuJEVV9_BJG+Lv68QD}E1rE05w;e3ccsgm7iFQV*DhGkKo-fCuGM{p=3IQ?Pt_
z_-8+hGCZ*Oa-Joq%Lhd%!P31FI8nvLu@qo6Z-k!&M~AE6@gIs_AvAhknvv~j?zhzU
z{KK{zWCzj|lua-Vrs~!|z7#;Q6oD5{wi!na{*)dOIj4l8&7fP)l}cEz_v3vbzhVKv
zpnS1Q43#q^E3+T?zBVA5yTn7QSdGEs-vA$Ie@6qASA0C9%xQAiX{*MndZ|(nhE`H+
zZa%G#IEES4un58103HVb6&@tZX)AKtiRvMZrKhK#r6C)~sy0@)+#F4M0l}!}jU#nd
zV9W-SVsCwovGS_1G9fKYkkt{dX11aSVS+&@u*Ag>8AhY|N%SP!Y!U_oPcFKhGB%|L
z%x}HNZ|8wqA_+|_RTGH(pdmZ%Y&gPd<q^oi0v{`Rn4hEWFxX5UC|()1Z6J&3w;S8}
z;21+vL~+Qj!+S99H?bgh!=n{O6Y9DdB#CZ#O?(he=NZw6?lTm<8Kczkuq;iiO~Doe
z^u;SgYEEC6c%_hSGLSjA9me=8AR$fE5=SWfNeS}<dy8|owk2`MB6;g1F-T<ReUGL1
z!CS0R=%g~BW@a}Vo$q7Y0^~_QmU@7U9_k6+{9lXWq6%hCqmil9o9R()_S*jdt|X}d
z>NT!g>H5Csd<279mU@(j>Mln+TiXVbDMsU$OknC(Tb;e}rkIW<ZaN@Iy})1(9Gl`q
zVd@Tmp?~w7OINfcLKxM0j9XM<>^)C%FqC2SJw#qrTQ!(BrG?HfAl#tf((*=Se<?ff
z>48W*a|0vDr5G!<hq{4=&QyWQVtT11U6qRK2epNTurmaR2-<tGByV6Bd@M?k5mcl)
z6;st~p!5S`F^;&3N1>{kXrzNoY6&2oz%9l7uqc33nuWiX#jL~b2XDSAicUb?>S0MV
zs}UG1zzf)SC);s>gH|ymD1=2UOwDvsz>9C`wg6=rFi3z8FIru|?m-(LV{ABzCze)7
zWR-rCU_Sc;f7=3$M&y<+lY%G~^C==i+X94x`~Lv89wyYP#LHB~k0934svQKLH}?DD
zm9i#7vc=Pn<wCXOkINtz1Rmqtwi_{jN#vwYlp<GFz1diAakYo<g1bNwqgs>rEBJc`
z2XY0uzkEXpkk9a{cZXDSd3cao#F2At_{Nk`ss?BtN@VCorb_^OEylyx?SpW%kgV}3
zkjbG-1$f=PLF8C>!eU}b(8*6vBFL;dtEhVcz_-3LWr(2>jI|N^P?u4yP1M`@pW7O)
zMZ!R8DP%~bnl@>AZbGLwx2Lu<WFeJ-ts+b2kuC|@#@5>uiV7Z}8A?s{2*rpZ_fkmX
z4<WF)ik-<4M6yOUP%m_`z5Ou~6h`v+;u)18iKM(TtG8jKxFZ{I{{Xzda8u`x7gf#S
zzlxqAow|RCR?KxJ?yf_C2^(A<arG={Y<@DyV$ZxCPn%^rj4FDQMxyTMPT&tw&N52H
zhQ~tiSH#~BR^>T<SK<14no3$o(w$?N>Tm%3$GIl_V>{0lEe?@Mnu(&YWh^jJhE&yO
zS%n2rXwn(rz1k)KU+hNX5jIk^kk(n^Ix5LTk*h%|{?Z2IA5ccbV(E57X%g<Hq*OFu
zHNpP?%l+|81^iRPMNW-0s;D`4HWue|i&7bjNTv+GmvOcjA2NSRoc3Cb{{Sz^)#MS=
z!`G4{^t(0mus*;LacUv|0O*UG70vuZllel+O%+h}y0)M6d?p$6R&yw)r@yWxgi#5$
z1D%dDEceU}0G4id9q<99c(dZKgR*+0%5yr1Y9w=Jj=|PD9m{QCMktd;&-`=n-{JmZ
zC8EjV%q!|GQ?8vAv^Bi9Vtl9VfmMP<zrzoWGJHbu1x`~oTC_nS>p~QlXR-5K@y8e$
zVhVJO)@pajt0Jv-6#W<KFg77HkazoHR1b+`$mh;;dFebiLtkGPRIDLmEafj?Ndm)c
zZ6H3U_&?wy@b|-J8JSx%t}88L18{@_0uQzS0DNN2B8>b|_>V7v=%As?X<D;7ty9w)
zZm_Q!$mEmRacHEm%Cf%!{7>=aLCh-_bFXE3nZia$Hw1uqx$H5#M15o7dTH`}hKh?b
zt&XO)ID*MA*hs^YF$^-$%#CX@oIysF@khf_c(cJ-u3ZBE09lp?Xb1S$%%k-yYyf;I
zG;>hZyfZ6DG)z)OI}k?1V?rWXP*ml@F*adH)g+rTtLWHUeX&4&i~Sxm+_yFOeH>X$
zEVR^=bu!bU%OH2>R_FD`Y%_N8PH8?<K@D6L6p$6EiDdbg(v2Bl7z5d?cEb^R!sBcJ
z0L!4;gM>1_#7!&Y8Gw&gvrR6WZf~TWuvci0pDC*Ke7VzQ++Nlojz3I%y>}UFk%yQ#
z69re1WYWvSUz;3DDH0r#DJ6K|(7_1uditC8+Z9#qE+itRS~*>cb)$QEyXqX@5u`z}
z7K(He8A>tIEUHbn_rxg#%*`~(8RbRy<gah|!I1X_B4=|N?{jhqw?3Gtvjj=>+7*^q
zwP{i{Y8#VlSYUxvQW3;u0aHrsE)L&uh*e@@PvxYM!8;Im<6tj`5P{(#yn|hqPA|u%
z_@E0-GNt1QeL9rMr*b>n?}?)ntrO8wtiV<TvI|*{oAe;!w35hl^#T<s6p_O!HKlDk
zZEi^zY9qo{(WEVqog^;X4}3!sX4bl|l~nR~W409-qYF$)d0nFbi&)<F92{ImN(wl-
z-8mUj_qF#P+u)|)#zPZB56b}>Fnid6x%N13OmPjsgg`lswA?T|-+(XAz7S$UD0P%r
z-9uk}TMl>_&q)f3U=(2_Qh#Phy|(Gwzw6%>Aduv+y$nVjYGVV)Q=Rq}#WpyU4jOl1
zrIB?GeZkuTFR0B-)YHO-KPv`t<&8HV_QtSMg}N%{!|DAE$mD*O#%!Sz(9<XlszteC
zZRv;zi_y{|Rot$yR^(Wa03#BiMFkNsm+G~Gn>F`RE;v2*#CH_9hImDSnQTKHzr(Qv
z`dDJvOrv>dMtMs$p2c??g}15O4Mu?_q-W_LEQ+9Q+>Suo29gsY2`Lg#WY_1gusrSm
z04D;DB67zpl9-CABkN`1En#DY7E((pT3rewWmVJ~+h17qzqf2v6r>b1uLy!T;=T5f
zZ@unpaG6Og9Oy&=)V7@p&Ta*{++od>(ndO{@jV*4sXze(Yg?0rHQE~Xfibi$OlzbD
z+;e+(z|J;oK-APX%DFH2ZU*App63wGWv(G9>qJ7)C*cw;bKL!3>559lO4cNjp<$D%
z(JxTjzW|$zQn^gZ3Z}hdevoUk62M;j0ynwa37D2(4_vWS*eaJYYZf-RJ+QJfnABZ)
zfQwUHY<)D1$^LlJRhfzj9Mt;c)uaYC)K8~u48zqxn!m0%m#QJU0;a;pf7b&rmBv2|
zB1f(}ynj-CKoPh&n3_nEEV+EK>Sih=O$NtwE#LIUiAb{j!$_QO`a|T&PhFR15u*pI
z*9^~ni=a@yt+Dk~VU+&>2K+@NbJk>)4yKvYs~CO|gJb#|;|tX8Elsz?c|gmuTKcS&
zBc-V$sIo`3*-h`abBq@z$fg|lS@AjiPfql8r57=$7rLD$RQ~WDqrI_ikP@-cerak@
zomV)C779PXsf@&n?tkxq3-LMf5Z2sZ8xRxXHcOm%v%wV^c1JR$T%lBg_7Wxc0OM*g
z2HoL$2{MllWqEY()Ou=Ip>`(cQm6-<AUU7(fcRaQc-#1XW0Wi+YFMOMo<pQ)8>s#7
zi=zP_=*!?I@ZBzJo>p`orlo~6GQ%*DOh5)<xA?7rfa#toud#{^USdz_+ZnJaPAb*!
zWxI22U&|0tqI_HNomYnZFFdq*g!LbT6ALj$J?)E9Po61!Bbm=bTjE^yDwt_f#5}0Q
z>Sb-#*X`V#X(2?`%ykttJvBy_X&Yrk)XvAy4e-G0UkyGB_{uE$n=!3<@(NhW$nGZ7
zG^%&d0-KBXy|J6JjQUnMp)i;xNZvbGhTIYFesKx{!QiBBg&Z-$x8fuUxBCHsfYE*>
zd_c@{IX{8;R)$LK?m?<qPzH{TPZuX`XVCHA6-ch&Ic`nhZ0<_)nrFG2J#3_wSjmy@
zdzWti0Bl3?K9GsF)Og!A@Wm{7Z4^>Qku8;)`(M)-SBPUpwpK~;PsC~X##`tc4{KZg
zacJyQTO;A`=^2`Q<+CSVo3So$YbfkLLym(JuKYas(U$nGno4?ySgMe+fKMO*NA3^*
z09-i%sr*#<F_rkJK4+7(RCV(CwGEO+Ki;<+_rR?Zw-kAA^l*<i@NEQBRW$~9vg)1w
zxXKf20qO?h{`jd9b)SQu4`uji;mLB^sbHR_N!m##hTurNEy47}f$xm@Z4Zn5AtpfC
z#Wr7EG^q65Spuw%rut9ZUf8t*p=4;V<g`#My<rp)ppyEv*+9Mf-wA*ufR`AOh}1&W
zF~=IW5(3}lu?PKeN=d-8iWw;LiRk2~WRM#rm=pur*!lh?BXq@>Qk~Kn32r);2h@$N
z`{SLQfvGB1rfFNtYYPjXCA)sM#WP5<8rGQ-NgK?~aK3=^d?_lDC?Qm+l3Ipu#3tKu
zeg6QS6j!*T)b44?1$D?qkViZA#BCVVj?5z~Dyu5m-O0mJ`$5LFwUYGC(1Oh@oB`Yn
zC0QA>F_f=XG3rlrByQw?wjCHK%)siiH+ZF!lW;Ayor$*p0HzkQ34pK6OpI2YE})L1
z+hCyWY*{iIf~BNVp_IjP1+hO#QVCaAFi{*aG<xhv9PPL`O(h#NKt*1Hps7{Ri>mMa
z?%;diqXhCjC1+B2)pY2SWj(jUY=~zu9L5PRA~k`yAbazP(jl}pJxbK*mZ4irqySg%
zzBEX%E<@ie$(RUPm6eGKM*wgy`e0<pwgV+f!7PBY1dqsE4sE{w0Hz+10#6`g84)w;
z-XJy>?hmdL$V?KH$5E~cS~YF$uZ{ga*py}3#U|npMGMMdUn_&CDLzwS#wSG+VhXBB
z`jqkrv<)mAcNRA9>xS`AkXWl$mQR;$T}2>;zU~-s52zyokQQjPpp;9~asm`K?T1~Z
z2d0i0sU(0aD_ZfM3zM<MTZ<`5Cs9Hn3m&M{0&HKBFmj3kba=xFbhMjBSIm93{{UQb
zkft*F5mgJCh?+<0o_>M`_ddRuq_$}SZ6OXiOBjGQ$~I>m?tSo_HHny#uc-0HjL#~U
zU<JrfEO!3@d^#waN<vz*O-~xL>M0>6G06V_wT2Soi4BN%JsIjGH4&B43}^}1_TShx
zG{kZjtEi5aK{-YaSf-CqdHr|98M6$>EIlJ6j-l2&#teWPkz;%M3|vc6y>kUhqa>Y8
zNErJ_po>@@_(V)Rk|kRqjk-uq;h2-G@B4qgA*n2j+!9#cny;vJ29I6H1oO530DLVn
z2*rUtQHQH6O27uwr0zN7Uz_4xG7~gOMFKd|9Z0{O4%Tje(*+c96``i61;E@7#2%yr
zxgYO}RF)(}W2Y+hB`q9_8jmk`H{gH196$urlFfRlRxuw;g#g<{$iMQ%!?}g0a0UVy
zbxXF31Up=);@^Bm(hDlOmeC||1<=Y1vF77)E`IpdM#3gSWO5m7*43k9e|%+FnbC>C
zRG%y(8bX;r5yx}J*Zr{Rwj-332U+EsNdq>S8$ge3m~J=wVxmE0xs%i}Sr<}^02=%c
zaC=(>jWuGY#{LzD;s!*NPf;Wf1m86jfNJCrK^}(q`YsyxGTe=*(o>(){419r$#Y2q
zEcLw^4Lc2py77N}U0))OXOwv7Im%n6)iPAm9iADOup_;%#x!e6!KfIXvnZ~QJ<7U^
z3Q4Xx0NF`DLH__lhr1RL-!fkuP*iw&pE#<SV2VW=?s$IV_ZZ@2$|jU^Wv9#|sD=ut
zU#k(bE1|e5dyEE#*$MfG5w&@(aNgf+Zl-Kq(B~0S#DZ4o-^y-wzBCcA(#%|6w`?^e
z=ikyF#4_Zc4k|ugSt6RUWu^>-gJW`c9BeUY2RQzTUL~v^Bh7p?U8JI(kk%@j+9?s0
zNgw77{{Ytm2vg#B#r)#G$9ac`d^nwHlC09g!_`ibKXH6ZC>@I_p|6WAr2ZqNt9onJ
zG4Zb3+x5mqgO8O%Q=rXD48=~R>HyYZ++V%{9?dce9Q!YmFU)DySY!kcHn-c*;?$Ez
z@Qp8oygOB#Quuen^*vmyem!$S8Krao0Jf}mzt~$1lnWfc;u-l`c{8l0e6m`S?;IoX
z86jWKCBBk<Fro&joc{nw9DqvnxqMYMY*<E$s6$BPi&%4ss)4je;yRS1LmfPZu0;gI
zo0#wY<HFk+R_scNQzSJguRTCmgA&c8ZF9-Ld~jUiTeOF0hM<H(N6cvv%r1-wCvkE6
z<C<;UXCZ2=zCRFCND5pn!aoEN+Z)-vELhPl#OKxdRFtzx3ooel$5j~Vl$7Ne{#{d*
z<_{d7OOjN9wXcrktd!?q`8|B}@`j|9p<`<>HZ~pbGJ)E>6Y*N2j+E2q4<yu=1FS{L
z6UqBy8I=>a_-8tbx|tR^V|60&xHkn)8;os618jp)U#skJ!1)vUMO4(c#QNBcQ#^6S
z4^24fg0~~ze)!QyJD2oc@hx6?@bXGJ$(Cly>WwT{`h;3TC?~zHZGosWu#tbirVs^*
zEpzLJBZ~OfOnxS;Xr*F7WH<Ve&cfcqoOs-GEX<#Ar^!z?@&wdSd9DCdVX-#%#{@};
zS|Zx+G@U9*Jc|=;{rAC(6ssdMBI-rz#wF@`RP%dre_r@dG*wZ<8^(a?vm0tacPrl4
z?~1BKs-#7vh2El1Gi<jF-(%n2*p^c!QgoD!7eYzfRC4YCBgxqFiA5AcQs`Q0l?$h<
zC{*VC$MP7eZDks)h3iEuF<M>bUpBC9U^W0>1c&sCe5yjeSQ=y?vaN|EjqiwR_KAp7
zo}EWXM5P$mo=Own?Y=HV52Y}LfzzbJYj3vv3=GjJN#+#nhCM6Q>L_pzJM)KeL4+x3
zsirc^A~Am`L%>G9{Bv+Eh*Amkx>G-qRy4ko$=}>y22inyZ!B>tvK>0lpyt5w$imao
zI!I!aDkN|<EQJ|bNX?Jb52*FViI7o+%&xU%m6g)&vRLu8fxaVLie(2CG<k(8AH-4J
ztzZqe2h)rS*##J!=}}DG2zriHONSe51@`;mnX(V@2Tc=4DlmS0gqz>o?~Hqc>Kvyt
zMJG;nR%ppoXBGqjYhYo>8%sSvkV(0{)Skd^wifJ#Ah2qwf=Z=$?;LhJT<&e(8Y1E~
zY(YJA(1SFQESg9~Q@L@l{qdecQdBkKS2O<r?hpO8+RP2O!<1NZ3so~!I>{*{m9P<u
zg&v>z>xR{4uA>x**(FUefBw6h?l=e2Y)urE9-5_)#{{kTdTs=MRW~N!k=q)TAT=-Y
z+6)h^M0!r%WU=(NC6^&F3T)y?t6gSJzfwIx$td7#2n21wy|Ge@WD{u&)JY80CaO2;
zM8ok94iKAMeYwRltfZtf3CSB!W+EA7)D|+%Bi`U`x$W5E9Uvvek5tbaLg1rF#hNp5
za(38QbG{Pfp*1}%B0}Zo)bTuG@twk7{qWlr8)7AyMChs0oBL7L41;G=>U$7&+YRXz
zC4f}aO9fnXrBpvoBIF;;MbG-<CQ-g4V!5G?RqCr$AHjAe;Q;3U0IxU{b7BTomYEAX
zFuI|(`YdmMxWG#e4J{<HD}Eyln%+_ky?FcK(yJnZM^doO8xN{D$Z!vssTQ#I#mGyD
z#T&Zo6F1?oB@o)>fB<icq=ukot45=UOQ!cEfo{g#{V+3P5*1jC@YubNP!$7^2saz?
zhy@QBNPxHE=@)Qqe&h@V72m>|rjkLXOOi_wwZ_|DwT>EEkk-lSQ7trS9b3WyQlN{1
zJKt|nfs{ExOmb2<)Vnl*@9v}m2<?pWQ#MSG24JBys)W=C_3wM1d}i4XRt_hgnuc14
zky*tvn4&w~)o*Nie$TlUiD+{F00VqsmoUuES>hoaMpq&kfUrg<=wbec9=*hlM(Qi$
z{{VzdHC(xtNu@-mQ$hJ|c_Z(EFM5W^P~`Bxff3`*(dMD7081QTH%$7FdH2Bn^Jun*
z`TUJC>i+-@ODLwNt^8VAkaa>yH&z|jabhr{(vc?7@Pjd}T)w{~t$#fXx>Eaqr?5T6
z_ZXYrr7alkc`ZSoErLx~VX@lVjgA^^8x!#tg<<hkB{e+N6VpcxN>1G)V)|}EpYWde
zvQ6HV!fZJf+qJP^YkwFr$IrePc!H7$mTAQ|Rxm}*rDZ#M8v}}?63TH;=!?`(h&inK
z7{ZxZ5<g%}(U3mpNyRW5XTslyQRTU<e~L3mRqHF~l6Y0t{Ul~)A7f%Mn=wjt!7kR*
zbASXhjQX1*qn5I*bj2E$YXVJ&pu<vF;NCs{kX3brQ}}hHrHx4sCzo4}+a1O(iX)#>
zd{XgEKDg=gs@Rd*`ZbLqk0kAZl|Z!5^Pdy=!zGI>q>8?>I0zLJmu6RUzU2P^rSXkj
zRCyZ*fqouI;VzzGn?%DglFJ>_Xo0r`_xBj{xXv|~6%)x$sY_O{^wuX*mM3J|<6up>
zIOI#+#nFXolDe`pX0jGLNGzuR0REV!qcW2QZNf4MA)-Z*)Ooz59rW%k@4pz$l*$nZ
z_03IAiyqLT*d7`-?hYbx7O^Vxx*%goODSMTVmo&q$m71#$xe$dX&x%@!e<mN6>Tzu
zq~oUD*s-H2q+}i!u9~N(G+i}DvlH#Ox9yIHxTb2XZ-Xs~A?Soqhhjec@y{bjkNh|B
zjc0?rKr(E_+xTrm{{U5$xQWTxFa6Wo(EahP8@SDuC)D``P^_m$9mgH9x`E5SJA4VR
z@zs4kf8oY}<{?BCH1d#(Dht`ee|T_5d|eomVg8Rk1I&B};VRlp=8b9Vr>%Ej4ar3T
zSAOGSNBO;Ph9jyJQ-BFz1B!e@>Qi{0wNvYmp+>dB0-%ybx!WEm8BcptHZ@aFv81Dc
z5d1O+));O``{U1Mh)BpL2xaKK^?5-9{r>o^SSY}frWtEvjz#lCO@a<w`A71;9Ud$S
z<8v0CqBA2XAXz}UwYdKPj3#`t9OOug9;-Wb2E*U=_QW$15}U1AR3vn?af?0F3lqi!
zteA9QHBp+1^i!#Vl67%&ZT|pqhujokbm|_ePnc~bw1iW`f&T!0F)5BrBy57x$g=B<
zt1P>f->??9+Xk!@W62aW4=W$UPb`EJ{Dt@LiFqk33Q})%Uo@NA`xXZF7@tUj)zo#R
zjOuHZ8ZEax{@B&77p_BNEJ&yx515hUM!U16mPWPBzrrt#-EkRLR_N8Q9B8VS+j2P<
z<o?*_yD4HP+BHd~1d+w6Dp;ZhM{aZw2*0?o7}K{As^WR`UZpXLUo2+K1ZK<uI{|Uu
zz6!i;gAqa<tW&6xi(C#jz5f7hv4t+=Lj|e{qFPElMk6asK-$FcFX#p?@6*tsJI<0A
zf@zd$A>V5)xc>l*MvP2MMG%5C0oq0k{#V@J)cYJgrO`~(5}(?uYXqo0u6Q_+M9n2o
znZVH@F-QXfHqv+4{+Mdaq?4dvu;w!bYjld(dX^Tq?TuFzV4{O)nXFl~+enai0PcR+
z&LFDCnpnPIv}(Z%4bJzz_r*k@;#5Eh>D`6@0NeesOV9|J-D!XeWK&>%!sO!_G)bRn
z5fF5->4?_CGDyA6i38YSw4zeBBx+bfy=Iopt59*tBWsV_43Z{kXRCHFsGp|4iLhOW
zBb~2{qcb)^CYQ`MS1zd@Qo2fNE=cm0w>uvEVXZrXmLTdNhO`*gR!MAhzjJ-SC(w4m
ztjzS0I%ra7lFY=cnwZ~vjmY~RFe1pbRVSFw3*5@qgdZqFYXPvow`>gA8Y=pNROQh_
zPfQo4#v<y6Ss*KJ1&6)yY^xOrtcC08Agr#`G|4PN?`?(1xE`BfI?1sLs<Q<C84^Jw
zLj*+L?%eau{`SDu#|Vf^H6w{>#JX=_BLHeXhW)RISh1aAPL(848qCT8^92_^RXkxW
zHkA;8mTBC_5`|lp1X}7i-}S?;;$krso?}WiBE+PrBby71J=m2^!jBBjB#KnGNS`>|
z4^n?zRS}q&4s^BE8mN;}vVh1tFdJA8d=ZlxL^;T+QKJnkcO)4tyFJGDKG?2IOQoq7
z6q!9eG$tu(6oRFg`Aw~R?tMM6-D=9JofNdH1LP@YDITp<%@~vtM&yp*cgB3b;36$6
z!AD&LEMt{pABZIvRJDqWe!OEBNU;pL6_V11s*+Sjlr4(0eI-rrw>QQyIk{euYTByQ
z%H`-&>XH>R!~nJ3Tj}+)0c>k$3yRD*pEUUAFM}iTb#yc{bs!S;qJKc%U_VRa=?kS!
z-|(wAs_`d<<7%hZJS4`>e?7SVSmSlb-CGjJ#F-T&(7ctD@w(e^MaS)gq_M{)@XQ&^
znTA`JnBp|8)`lrt%%tqV9_ZEw*yC#5i7_sI8_89X=VvX=Ad(p;O%Tl7NEdws`i|eW
zChS>cptzm)!!fjUv&44`E}(wu4kZ+9Z4^?XSvd!MX%R@Vf<u4Jw#0gj05-uUrji!Z
zqD3g<)G)FC09;TMehu&@Meyq<%;U+TXkwf-OwA$GZmMm+WdjXKV^hq2CFFS`0Bd1&
z0BPxwe@l9Pm?9Dq&HgfFbaaAhO;r+t10Wz2CvXk;zi!_6aTJXs;?KkgvtJKDVtHXR
z4NnEsf)8RZ{+JXFKjHrX3ueA9t}tb^`jBrVr^<-E?oXyB?d46tb`J{tGs*lpEJn2=
z%qoHNYS~coEDpyWUG6oT6&)(FH@bYxM^hXzECMC-G;yE<QRk0KW0RcB#+AL0YK+!r
z%wS-V%t7*l*pY3nF>i8Ar8ULGjdpWVlNgdH<zl5ljM;8T{zBLp@+IA55*o465owW2
zE}artg~r9U?d^uKiA@;dMo1uuOcPSUKBc=<6!Qxn06$HM!BmMGOhZjaO(_K<Ym;$s
zLzA}m;~BE47|35Uf|gihq=78<>R$c8;{EZxnyR!{%oZwYhAZq>jBKXrCoMNlL*=#m
z;=mMfhqyRu0Vc?)^LY9d5iF6nKBC^3wFXnP{58xbprVS3qFE()fJJsUE}&Qw?~ar*
zW2sWrB#HHJji^A)#uypC06l;XP4P4s{7o9SO=F%EC5u~E)Ghq6<ngT+1D{n-PuF^h
z6-3J&q*89K2HlR|R`~LrjMyBt&r=wTqehZQg+zBC0!JPA7)aSjitZScG!i4simzol
zh&K#L18iF>6f*Kf6fVmvNXvVH!Lb%2+~RArY%U7T6tXMcMQuZUtb5q;Y-X7#g45=T
zl#ZdalH0lDpZLXXSg89z$y5@YA1ITXkIqf6fH5H$YuNrOBI;&5fKPIJUyMD#J55m&
zNd(gA&;Sb717d&ghae>YNv3lrOs3@ZKp@!v05O3@O~z}2RaF8sgBt4$hUzRp0DIvu
z*<^Z2ni!l%r(4Jjn_of`u>Em;ptypXsZA9;g_ao_R%PF{?0(pmXsUxTAr&%99GX;0
z>=rofeYYgBKUW)K=!)NP6Ous^^y8VX-fn+EbLou06mo0VBymL5h<YLA8il~x!0mf?
z!=nb76M~`PhE+3lBvL}icQ0+oJ6i#9j^L2hN$2Ud?dFh+o&fdZd=9v=3VJBp<>H!7
zq{%B5Ww8U)@Ao*hqO!=<V-w2}mZc|Vh)25UazG9GV+2N#kWA85sF5R#ei;a?+x<gg
zFW-TSc*_uCCRrgV<+zlE1G9iX*ztv=MtXN>Ab9CjM6<S*3~VDj+!4<Brez5dls#EU
zsXBH>9Y?jUz+9VubmL9MQAO(zK_^fu+<8KqHr(Iz#(l(XVDmtduyW}e5ptt}h-C2`
zNlFbIPZMvtX&Vv?f3UtDODP$#kt}ab{wRS^paO0M@AlZ>?JBD!7o0Utwp8k(0Kj|i
zu*67%3o|5gMK4Ias;h8s<s$z8_BeXPY{#RU<%^`ngG}UT4Y;+fw|~AgP-D?T{z&=M
z6q0!geg62&nkdgkFelQ{tcpO^dyqx`{B4afQ$;~6*`s>IjwrgGVA030T{is0cNg0f
z=r%y9Bg3I)bu5vFX9H_?_87*Vk`z4%bg3=TVN6(-QDd#gmqFirXpNC&n^LUEI&T?W
zU^q>So^AgC7`I6m5~niDDq)H?(Grrtl9pzDt_dUG5wwjMk*2Drk|82UtU{K1gJ4^I
z$EERaOk_4tb3pARhILX*jEYD$+jDN)3}nc{MJ%ZdQAqb&9+`Cj5;TEp5BJ8&6*^T{
z@<&vw9DsD<>e|33Yk+n?>w=8k#(O}CT+E9Dx8TZc5}r-AB-`mDd}k%?6?Yd)Jv~q=
z5-~EU1FOPVi<<+z@w(hJMh67qzEKSEOr;ct2o91jVm24wzAY~^HbtZ4N@;1*nmT@x
zu9mS)+WTo1Kd<eE?y-nnc?i`CYFU7ZmN?uhG9}0?M(1(0_Qy5Xix@asS%8K`)WuU#
z7aI-t<AdpqQt$Lyx~h{}xZ<gfpe>|t#7$(j`m6`obB5QH8PA%2D0ojWgFddUr-i4c
z>NnB5Mxg8n8~`ja?(p|HmX(a?Z$AKYDE|P3)a9}xr18nF#ZKx+IE%ZDl-m9xK~qta
zR4pssQyI0kIE4o|e}McwnAhhK<_|2iwDj^Fa+a|>?gjgL<7=$DOzA_iS9o`+OY;;`
zt1@m9ZR|nX%s4pme^RQz&ZgDj%ISqS^~UHFP$Wk-&`<i~(6w0<az7IMV9scKRWI=Q
zSLJBuHb8E&*zfus@z$t8-aZw0-8^^Uc=Hd#`M8fpsxjHXxc$a6EZq?GTFc-4aWVp*
z;(bL{UGT5P6?BftJXw5<tT`K~C-x^6gt73%nUwD-l1F2`?c1B<MJ6SlLq(bA8G!jJ
zS>^<dOrYrlxMRh!4|P#;1EppE0100*aXw`%ix>c<FgDk1w{AA|#}&>q{{XC|SsSGc
zRJlDhGEzdYC<OvS<4L#x+z$BiF3FlkY^<f-Q$g~kC|1X%t(@!~hvm1n2&_SXWl={z
zQm#j7OX^tAFw{E$eK9nmwm_<(rfB|VIhj~AYpKPJ!=6XzF!55WRgh(RS>>dXB$13@
zmKW`7*jsB1YpR+}Ol<n@jJG<BV~4+c_8Ve#iJe|7PHe$x<VMk|DI+oJP)I{<hW_Ie
z%ntp;Y8~c?+ei)d3y>3Q@9k`7SrJOKg`}-$B}3BEAR1fqYv2Abxs4@nfIZnURhYnG
ztdce0F(chi81(y&lm{##SpEB9sbzdr<VkN^{{YS$Mr=7P0cl0oW4<&+6C12_GDVg>
zMJN9N%t7Z+JAugkvC$JIIUkNbH~6o^zB7%o)>=h|9Ssv6q%{gn!x8I^lO-VfYrq~c
zr}58(a@_u%8YQcX&k@|mBAqP1p$6XAk((rJ4%)ZHC>*c)LinRF@XkS(&y-fx(O0zX
zqDW1V&?(fd>&PP%qBVB$WS<ax5tMj_ww@zel1oEZZIe=!V8DJ-LA|l%drdJ`6BIoP
zO35EfET~3?0{0gi-~I9AXvEP^Nk*2jnSx7j8ZtoubI;!sw-IR(>iVc^?hLHWr3RtG
zY1kjvxW=yX9wRD&DC3N-p)8y2VPS4h-w>H8n=y)*;-x(p{{XcucNe<v!1czOL?l$j
zNGc^XvcE{6JMc}7$o+Aeu0-pQdVnUVjs-<oEUZr33jw&m(qfr|(1c8?qy|$^&8Ggk
zPZ%kUxQRj1(Z%xRnpL!Gs1-K=gSh_ywiceFNQ&1~tvC_}k%+p#Zl2e_>M)qinM1`?
zCXOfze`z<6FXt9J-}J-!LtjwGS_*24uo^bHu8>W(>}|$0S5=XFK|v49#VJ@?Na8B3
zV`F#N9sSNBl35a@Y2yi9OwCIua<0NccS|j-Z?W!n#VLBI8hn<yO+6<`q|_EdNwt$!
z`i~2JICQljks7k~If0HeQn3<sdy}yT(`;tTkqp@imYNEY5M3d!pr5_}0G{|vpv=Rv
zUI`tQWC~=`LD(CMk@|Cu8Ddg}q>f2q0h&fJ#`=?sHTd=e5|!>6f?GhqNd9ZwFSV{X
z#R-AciT?nI#T;v@H-yZ?apolOJ6K~ET#2vJSiKEQw9h`J9T2R6@2h>R0rfbwOhdF<
znmtu0Bvx_tmEy+RU?oQB>E&=56=rMsfZD@W1(#{6hM6MXc|Q=t&G>d8-(!o$Lo42>
zx6?6=K`N@;*lp>ITD~DMho}`W=_z+c21gtDN$>5xEvqFaQee_$kyPd63b@gf4Nb+s
zvHRm*TJp^mF$URW3n_+Kq>)vPtolyo#ev|B`L-pkkCdcpX<&4^wyD94dF)QhwaD9z
z&#ocSMO0qWFw#XN&@_n4qAo5q2Dv(}dz=dvCW;bCMIyy+n>xyfx`40))DCTeMYbSi
zmP^YyT`FY!HQSNq=bc;Ne1)zdGQ+3L((KYR6(|?YwSe@sj@VRoU{}PpXwtejjZ!@U
zjqJK@ZfsBb9BGpkSddJ<H-#r=ktSs>hB0ws)))6S;{v3XLRG{)Hec3&7-Ei8lGidh
zAP@*3{>KdqR4ZueOkv?VMB-E$$+Hj{S7q)9W&U{0RwSU^T~#$bL58xSVoN(n0M%j|
z)&PC5>y9iYVJ6HQGFnQ8hDcI584(AWUhQUkbHK6ff_RFJ+*(x4PeSfXGSm+uw*avq
z_Qs8MRH=&8y*$yp^K}hG=S*lDQH=Uqp7*{bo4JW*7N&wos~)bMKMB_N)}&n8#NUm!
z#3JMrrcyoCK~o&96BdYrBbNirc?>&S(+epKVuv!2M=6P9Wn+CnU9L@vlka=&-wj!Z
zMl1y+kU%5Qtx%@yOYRhIY!7=JX%<i@>m)-Yu+04l6q(SC{NP%|kI>_t)XkU_69<{s
z=UIUkdkcbizAaiH8EOzMHT<X;f<U_geLIg!;=Lf!iK@K=FT@FIDm4mvs#uo9*>!@z
zZR$YBvA|_x?NX7AnmS4xo2fK$Mx^fjG~V8}8|{v$n@Fq7b6mSP1W?w+GY_dz!NfX*
zjdkf&scIq9q)QvA0>ak>V>M{Bf+oq~x{8d~!+Cs}o|LFqbV|B3>ycQaF$31u$C1RM
zt>#mkOpMoMpFRydj@l{|#t(1++kb3#a4nQg5c%)K{uRwKEasw}scK#!CX|ywI>Fd+
zk7kSqfBuU(CS^yK=aW`NBoxxm6mg`0tMwI0CdYmlV>jG0yvLTlutGJDdvk>l9L%yB
zY~LfV$?E*jW)!m1NI$~rRQ~|3DM0yF4}|_5$#V$fo`!0PpnFOukh0t!ZN<A|#=FK{
zlPQf`BWKGfV4<dQ6j4*c_X!kfZHH~W@yD#PVra#@GD}8K$np7r(7#h}xwpB)oJ}ae
z=Z={qGZc<amg;~4H2UAZ25@!{LmEv@EV8#%hU*hGu0Yz|_P~``vo}zsRx$ugOD3VF
z5{eO&9VN-`eSY|sd_`CEo~dZ&hDwcIV`hE#AZ!Kk0#V$)raq)s(j)1(H`rJXcK-lO
zXpNGTjgT6+<fwP3joKw`$zyA;+rQfo)MjY|C|RJ5p{HWDk4~mwKpY+|#y9Q6wp>Bc
zl_?zZ%dG&jMn1O|;EuqKF&PW$AvHWylIe+-NWpC~erK?`xITkyOGQjrt<LGhT`Ayw
zaTQf&{Vp-vW#p$tw^4YRUM>0b$3+;}^%XpFHOpH5zPQmsM$46?aLgmrw<8*$F}7sv
z%$N7y8z~HPuZZ6XGLIH`p5j)ZnVl3!zeyI<z>j;I9A>wpawI9*z8?5)kHP*GqR43F
zX=0^PHNVvCP02rVjfys)s`ewC1fM?t07_%x6oW2k(N0Ml24@IKNw)&z3k#22XreW*
zgpSpp54=cY3Pl}tJzb5q)Q+cbO@=uAqe)u(35#658D><gik?9b2S8z^be~ULeE#f+
zrs0Vxkz=SKmraW4w%2b%`(TN0h?H=o(@7fXj7CTjUz4!EzZjKRm_)IbS!RlwKQM@{
zpa;@Wo8ITX*xB+?#Emqyb(J&E95OAQ(a#|Ag|)RC^Ul~>cND83N}RPQ>H&^fCRro7
zbGMq?kKY-xsVuPtrREctRuUl5t4KEoYhTb?7m!40DV}OjkWCuNAR!(@`NrVen{$FP
zQj`sCGtg2bQ%aziw3Usu5=p-t+~Oij5UqEsm#%(^!i_!m0B$|4g0I|XxOXZqmrC)g
zC{Z4{Nw$;#ov&_4AXs6mWN4U?o|c{JzHg+fxkin58-Q*t{+_ryM9Kpz4+T8*kvx%A
z)IzBs@|_ADSnca!wgq_PBpZ@wo}LKdRg9Hze^Foo?YPA<%|b*X%w-UDWo04eJwPw?
z*c%_)7^T?m24fLZJzEH3R%4`=akARroB9hJ3esq)N;_3fi4sD+Hfa&gt8mL;E&79t
zx?2#;=!ElDbRzO3it7#Sa;gV^xH#3D7GP00#Bf!0rFH2w)>gSDJFWK}#`wofM9m_9
z)#;=|FZG3lUM)Kb&F&80mlY+EEW^2{%86;}7FiUSqf)lmDGY6YUe?7sD=>DLl31e3
zuF**=&ocDLat?(yC++F}Y&C3hC{9YcVM`S8KA4+OWCXJSO|Eb-v1JdHR8JCoxNZrP
zU5?|6T;U@}Xw{-QBp)+oiPf4*u8n{oci)TQy(GX^<<ObqVvE$ZwG-H$*u$4E5Qr*x
z+BKeFtVptjTOZQi!xoFUaU7?FJY|*^9ZiIHv9MoG!1l(fgVG@Bo@9v4BwCshM3>y@
z1Ov~Zz6Dmx<O-}QSzbhvYE@{961oP)>Odf47hyAGS4$vCAeL5;D>9X_vY<QI_u~;y
zP`0q#l`RbVf;FUFYjOy=IzT?;*xcc=<ThbQsjBKa0zR8mNWi+vY(?yDLEFt@1-s(8
za$mWcs~KvxhIdlT427CI4#lm1zT9GKBG|mAm6{?c5xd)etdp?0{&?D(LX281S*L|5
zHLH~bG>SJTRjui<?~RpWu{w29MzKVuJu)%5upgY>#0ztb@*-xtn^v_&L|K(GSb(7F
z<rE#k`x{|gtg<q9lSxIhoWe?}XEGwJ%cogE&6dX9{KmxoxL0c;D)I>?bUu7a(&_0h
zK`af6F!P&xoJ{`!p-xA?iA`Pu%&cUFTa{DgBE%7H$9=G=nCS8$Pb{$1b!61?3xb5%
zqfxbiAI}MwAq-{pNRd4}tFAU%g&d(L(DyhJD#NvOZEK~HWCkXQ;cd;qE-zuf>&_{S
zmHS6vo+ggsRu1iG(ZJ-~?{D84EPIVLP%-DTRJ4=UGVLH$BW5H50Tw)rDNAt-(kknc
zZ<>u+qi3?h-7t2(;{NvM89idhJFyCErb;?<98A)z%;=I6xo~a<+yi`5)40%Pl9UML
zkok&SCC%73arzT;gs2o#ocwW;uO^=&&FHG+Rt8uCjjZSufw!R#k6+nU#guB&Dm-K3
zYQGV9J1fqprIMPmDGU`$6Y0?4ay^Lck4Z~8r8awAm*)wX$1`=+gA?oAgZITU$Q0SU
zN8>!!k3UM9T83Iy2{cK{x-bUBAJk(mQp6;E4IFgI1Q0~5s<6f$;F5%eBG&fx$Io$1
zE39Q!lLO2T$>pz5KeZ}aB)0BU8*#??t{M4v6^Wz7;yG8wuMuTgoVBwpHCoJd7-UZ<
zBY-=LW9cGv9XsMT#q7s4@HdCE&kjt~J$Y|Dk+|wXGK*;a@5tO>P&+5UkBGG&5xf}n
zIhsVdjTGN6J4P(B><Y<l#EyOOF#~MzPG~Zmx2!+3CrSginDKvZ_|EI9EQE1tnyBk$
zjFeT9L$r<#?Q%}9TjS?m?3lw@3rMm-P$APB6;dQT=&%;HF~~9{t}mIhOS3MdQa27Z
zx7yp{mk?qk0t*krRU~tAK|FhLi4aH%G7=Gqm*^W@k<Q(S#l(A$D3R?C;ew-2Q1>SN
zurlH$1{0?YaJHgAxw!y7_akp?F3~CPnWqUER<iKpdvpGsu_L1qhcIm#CQV2<1aJv9
z-|dQ52@FddvBV^dG_kO9s7}R5xI68z!^?2>kn=@Wh3C~9Gzz0w+z@u{?rn!AX?%;2
zn#k1MdU}Xs1vT|A${jp|`MI_-)(w!T#bsEY8tCaIW$DZs>wWkH5$nzUv8|?q6Rbs|
zg|(QD&ZqYn^wjR72BM{Ozty%kMFPVtk<z<<{2XY2$3yVhR~zzq$4ZdJU&IKF4RTd#
zV6!YiR@Vi=u_NEgG3IfK*6wo*9ix$V;a?OPpb$*Uu0JU!+a1=fNn~tpw6(%eEY`p6
zjX;)dl~H(yDyhpW;uBKT#!^J$;QAiN(-x$fu3hkx!@e5G^Qs)0o>WZEm`5yfNYAa5
zHj}>hI=95!q?RH%y1bMW<(vB`$c#h1z_soLtOz#8%{D46A}9P!Yvid>Pa?U5JZIL%
z_TLdBI=qF=Hi+&zmzV^1x0DT!l#bwE3MA1>#G;BQhFZxzqm2+)3ppgU+ql~oyAw~O
zUox6p#->VIJu3t;tYKp|U1`ZbuNa!Nwv{f`5`a}zL}HUnb7~=8<3Uoq5<LjM3{1-^
zIy!XA(^O2arZFMC)!eZgpG#ibV(A#j(N$GNrldv@#$GtI5=550i6Y;)7Q`tGq#T4v
z15_>SNpt<fVPbvzV>fo~VJYa~hNiqhqop8Vu|GF%cN|z8Dn?NyMl0f-k4BsN%P;|m
zU_e2zxf~0%&NXI}M79%)RC1&eJZ@nORigzJHX`TO@6HsZh=l8DjXq&aWpBpPsvQl%
z1X|#ZRM=r$q?RP<5W<Xfe9qFdkkON4(p&BixF-_1C@QENzM&AJn4{EX(xHDj2HX3d
zaHSR#G)w9Vs%j;aNR1U!*<=?408R9ZAF9KAUaFsP7n?U(^9YQ|(m<$-02`1uz5T9l
ziD%0p%v_N@NtjC;J4$+h>`@N(_rhk8JB4ebwqA|pjJ(f%e7bBdN7#46$aGT)tp`Xn
zjZpv!0Rwda5x)cbxaYR)%&fgc*r>i|Q!KTyLS@$BMDbh8b|mtBkN*I-8`E%BSeI~A
z!#q*M-91$7k(=&p&0<Hb@vgFpl%Ohd%2;8P(&}qKQAaHyJCbou%DY2Ikcy@+mO-td
zQm6|9aeqN>=e{GFBvH945-4pNGRq(+TyDsK5(WKE5>`rG7_OS4S{Y1n$D>lKFepvU
zxfUJ8zn&^l@EcdeH3ZPS$r`snwYsu0@w*Z}<n#VqQo5@GGM+;qE(2ML>U~5F2eqyD
z#7GFsA4JBoBVEF<5#8?0x8C~#0m6$Y{*gH4n!YEdr>9=9uy_9e`e-j=N%bGO!4}#n
zGbmbUps0{jtvqv>%En9Cwi|+P!8oaQsOh+|RDzC4>1rWnFdOL?HdEhitzbs@(PF<d
zY*kNYlfd;f{TO30yl6E6XG<Fo`as1!)ngm4kzZd=1x&qWW(?Oa5Ftf~wxNDEJ+YfI
zlFX(eV1O)0%%jgDleh)8BHhim#I7cD7?!<$S=D83oSZfGLw-s7Y;jCz&d~t~pE8zH
z8%q=^7R$EV?Z3Fh<sw#05=dTbzInt^nt3#a3P3S{G}^~;u*EY<MKZL0MSOC704rWg
zF*dq{2ZMiMjMT)9T_U{E!wV}J4{f}h?t5PN(-M$`%TYrUjU4%;VX*{r$9!WJSrJ(U
zl&mqt-Bu;y0JAm8W47Md2O!Z*i5)vfr79+5F}<~Uz~aOAxy6-5Gf!3$wgD0=Fa=6J
z!1gEfz7-gm8Le4mm!l0r>5WRIh#a-Aw{yujhujf8B&b4D>D+}v=J&W9@80-wErUqO
z4XPJO0H9|)@uue73-SJ3SNMd7YG5!)9<4FUB$okqQoC8jwgCF#U04VOcF|B>b&^Di
zE_b-OKX5TOTWFcGInVTjrm2_1*%fC+L=9Os>Nf?HSRei-*!De@+|A}{hO6-Z0Ku~O
zgTmSCPO=JZA>t#Bs(X8e$F1CJ6Pnb*%3XA}q$D@CG!%}r;opXz`scw}HewG#YGyFK
z{{Z(P4{|~K6KrLu*z5H)sdpV^`D7(S$Hm6L08QJQTy2k=b@z?%IhbA=q=z}9jgzkc
zVRGAoPTLL#?TqPn-Y>ux7CwIXosvb6c>6e_g%u#{bz@b&kQ;IZ`(F6^UKQnR)|EBn
z%qL2JmlDWez07y=-<#Xl9R;6Ye?}bspE&Rr%2U$QQ&eU1l&CQa8TAcH<a&{}{W#5w
zHgAfxOw`nnGpZ2GKqu>BEI(`G&i0dgvo|@Ma%qG#jb@A$RRfd0=KlbEc*?Ok>$Hie
zyoO=Et1&$JtO?(X+YL~2B=ZE1rWbY!S;ruo5C`dmz|44$#d{>06_vYgZgAo%?jl}S
zl*=B-w=Zrv<oa>G6hT8w`XnLV>tQAMF2CXRIBbNmn#9!uv~w<~<VLmkD#F{3z6MZW
zbi=7l(<yQrf6M}of1VD}QHLn0#IhI!EabunB;2C=j(5V`T8zP7l+vZ$gi$F9r+YED
z@5TyUh*5{Kx{~y@6f;E{M=4c|pC|wmaeH>gmRXr&@idW3RUwx+5mjmdOUC!$Slf@j
z_|5lZM{sKTIqOVydc3F=6}T51*!RDt1ZH)RFdX`VN=Trr{{Y=!T-aLadvWdQj@}-z
z#f@#WaSfJK#ZeFCy|L&cNa_hR0-jhWjdl%Y7WLa20kdUQhL%vLYvWom10FgO)>CB@
z!pcz0@yH8UeL9zZ+o{JFw3bS(^D=ccQJ4x!hpdIxO++I`J#^n}aqzrEabTkxw}m`S
z6-p=LFPnuX$Mn8EglQTZ-3?~3{{ZQYK(P{B1B)Qx{w1NQ%REDvBWYBQQ_*q(^0Bx8
zdjpT0;;q8#5X};erEi|P%jJzoj^}_jAP;knR(S0*4s5ju(o3o}2U;FLQ+-w+YkT7j
zWM64#cS>PDU9QsIR1YvxqSyUf{{XHvc`B;}it|XZ)S9SuMNXmBKqaJdeTUU^i?))>
z$P@-^EOA1TQL3W=E~AZPSnbDbXMQ-u&70B`RV6$rMH?xRRLvnDM^Nkr{{Y<^VY4h^
zqf--9BGSn|i=zjRNfs``z#ndKq`Qh^)jcOP^m0QFRbxWLTyt;%9C3@>Fj80ig+%hg
z%(Ad<n>Z{r=?k_o+Qc<t!kucgr!5;Qvaw}tfzr19?oIJ^+D&9k$xxFCB5%e;SrvyC
z7Y5evafP*tV47Rz;)Lp9=P1W>W2eeLTn#A~tV;<5l>Y$L*G{%4QQOFGa6b6b44^L*
zLV{8>M$#8&Qc~k{dyh@;h*o72EJfy!wO*pJ^tEg1fH(r=+t(1Skt{}4j=E>9(Ik<<
z5rtiz&Pi=Viw*Ye+Zt9k7C{hk6`7-nVrGzOWm{Z;f85~H5kzjP6{(;|x=jU5IMj7+
zBo`!J{+hV&iErD9r*F)ztcjAP6Y(3V7*}LA9=qF%3`BCohEc;5aaPEpB~^Pawih8t
zwYT^4U;H@Jxs{8pRzWD>WHJL1+{lGnZ#Z8tx2W%dHwq<#g_X!Hatmo-Y!H$N0Cxur
z*_2j#DBUTcRf;&pgY>`#{1f|)u}+dE7?G`LX__|D(aN?}yPG@O!u_!t<W3}6DrA~N
z5nurT-us;(pY_DGd`g+-D^eALD=R1fgP^+t2)X;7;~Q&{oQ2F!A%4D?oRS>hNx3&5
zAAZ<{XtqI5sEW>#%wp+u^pdDl@RkTIe_%!gxfWr}Y8q&|brHb&<eos+y{x>Cup8}-
zsPZ1{LBk|8^~o(Fs-O=WSbAQ>lib@8&65JUs|!@sJXJzC`h<`Kg++n8TSd=rOcIXK
zHFA;RG)QBJ=|t6Qlh|*4`Pp#0h;a(ZW_qZMhychyH^0NFvV(0!0NZZH*TlOsF^d>O
zEg^CpNa;uBO|HC^{#d49Qr1~|xjdsxCY|ikTw3I895*4i;|*IAqPsyO$<XPqMD-TY
z%x(%P0>@)*?TjSKpty~_T{FWZe90gsivDyK-_vvZjA=Z6VOW)v(@RZJEjxZRVNt+j
zwaXF!K7-#CMvmfF5Se*}vxJoCG3sP)rs{wlt?ED90=7icaD`OUNgK^Nvo%DHL_?4+
zK(QXy=LKC@mId?SSf4GRZMPP(wa6FaY(rKoO&HBRM3m-Lk4Sl}DaOC-knTTHH#oKf
z)Xd1Dd0B!yOKt8+)IbOAY)dIjH5}KIO6mYNC%8TS!?rV3VyL4p(t1aby6KQGjPI)Y
zcHh@*ZmS?7nvRH<SK~$%z&vtEy|yCv!=~b3I+ZcQPajp9K?0Oepnwss2;Y%^Fv6n*
zMFhessl+bL0*;7#k_y|(Z|!_TBC`b)u}TV05kmQXYfsjvWQoxZ;xiL@ZRxrH09<;0
z&1P2o8rj@yzZWY%{CnW~I!u99jyIGjWVOK;Ya8=?dn#^mUk`YLC9LrzRbC>?R&K1T
z)Oe18_bb8oz{<d<)O4AB6*f>H%VLfSR*0C^F=YUY++#ZJ2Q~9lrZY5CGfMveK~eb$
zxg*e6W98;@?IA2uEHQ{#RLMEJ18&zA_re*){x`C}jw5|uSEP+gk;x9?`1(I*Jgt6B
z5wRoT--2E%@kdIdCyJ7?g~+v7oGgBZ#EYAE$7IyjC)Ym-d;p&gye9@t*M_2QtIaIy
z9-g6Nwfmb5u^}R(;>qhxL_E7QF~6VyW6k!K)iZNOrORNNL)YC_O|7$7@89oid2n9i
zIw)}zPLCIq$Qw^geHJ$3`F^-~$|cq!@<SI<Clg&Z@*Y#({2UCbLn?^Y)g&;}#;YTS
z49>%0wTawwh$V3zsS2`5{{XfsBGh9Iduq~6hjIxRro^f&m?z2_>Vy%jZ1AZ-?oS=I
zJ+UlQB*5<sGgPf2NulEj=iHYJ7~5{f_$t!cOd@7VnCRkxVOdoyRn7GmVsCTlxc#u7
zX)z%UMw*vqc8RqEVaa=3SPxJ1#6u|pmj*}8NE5oNf)1$EZaCiCmc`|BaZx=Z$zr`&
z*G{Ry97$j|``BYxfnPL{E@>=`s#;bJF(iE=)&m(=Cdi#~8;-CzrZTVL$K;AWS5~9u
z#iM^iW-(n=*JK*{#ld46xYC5~dE*V8fY(B{S6o1L={dUJf!^5fwDLObJe1n0C0fce
zZP|Ai>`aO_h;p%5wAB#)WfvZVjC2w*XbpW8Mo!&6yIM+PCcsJ!*MEPf{;X$u*D+!Y
zvQwF7lS@r060b>&mXTN+hhjqy@RcBgkDYX7W0B5h@pCfHa(u%tt)i%s3Qby}mL@9E
zN;fJ<<Q<Rik7wD}rm=3cHAj)Xd?fyoQq)x(x5f^?h`>Qt7`2Jmhab-P@6sioPf*ke
zqYO7z7X%xE4}4OL=l=i~D0+2tS%*+Z304v}9%Zoy_BirAr){xgH#A60Zw9FyS3xG$
z)FfsXB-?;7<+Nf;0EmF%L)0j2g4QO--;J$^w2@%#8=E*;WIah*R*i@rZsz)T?S+#z
zUO>fM*^Y{#Br3uos>*M0N`TkDaB!llw3cXvl*d^#0Ir&CBdMorzV`t8ZEQSQlmbf=
zQq)etuc1uMeZe3QHv8aZi$tn!BTHW-(7--ltgJekM-~JENj#5iG+?7iNV%T2wdDyJ
zk@acZi;`};4mTFXE<mKjEU{jFI?`Q53B8H!xb!%ReL%{+#3?DKsfdXFxvkOwZs-l}
z-h;jxqXI06M=++EIR~CNzXhFq+U!ptdtzOKxG=3mVDYqTDh)B*Y=_(Q-|vkQy~7*4
zQb#R8X$HV)Ad>8R`eEa^dSU{Wo>)lo$*aw6N6TV%TLXQ&{`gIaY8pslS%*znl28<}
zy}{g%Y)d9skP@gyw5bZTV4|Cm$!9m%ac#f*V@6o4L6#zPG=ZcwURdT?FDCca4#xh#
zTN0k4MrvM2VL`8|TSbM%t<L_I!@6l9HjhMaBz|cD4WxJ4*97A}*%^lwqeQJbc}P-$
zM<deSx4`Zjg+x+A8Cd+T?V)$v6KkK_Y(is*57TL<t9VuQLu=cMDA*Bx_|aM|@+zBx
z$QCp}$#hl+slmD64{TQ7u|TS#E_(5@$X@QCo&e+zTMR?4MCp+zf<}PU*(GoohBxG3
zfJ9o7IO^fm8g%ATL~3^g?rsOL_3w*avR<Ubja-I9)c((;SjOQ)YeTTTx9xGZ8@z%=
zO=L|BuA1BNq#&Xj*+JNS?~I*tGaIF-YH3VTI>aYCOUUxrZT9xV+x7}5I0RIb&R8=|
z9n-%ht@@M3G)!9{qbh>e5Q<V)b{c{aeZaZ5ro$P7F(lJcI-MxP7EpkI00BU^>25J<
z-lAEBYGwI}(0M~j8B3kbh_~s1tCWGV8HSj=_gA?xGb)k;CDpb*pn?11nN+<ZdT5#G
zY+Y8<lWpu5Vm9aU<27tcWyEdcT714GnU|>vTf`738m)3j=jt0_HX)`WA~jmML}<mH
zJISMSYZU=;6qe8>EldlVNTqs8DTc5lE%XpZ-sJE&#*Y$NvST$-*%5+iNkIpD-3TC)
z>Ifg9!fJO4vLOWoHB?B^%Oq^N14zdA09@_f*t$iR=0r-lQRw5029K;w(^lXC&Hc^*
zqJ)d_YGYE}F;Jy#W2rB(1mI6o1Or7wJ5m!bOe;%h_a&qk_4{J9#JEWIVKUG}7$in0
zN~>MXh&LAdleP$YO*DvTYmm}AC|Oo%NmUjm_rD#s+XD(kxPfQZ3M?WbR4NcO5;g<Z
z*A%PjD@>1kw!5iyPzlzcf}jn6^u6#z&LA{KwQ<vgv{A+qPU>u<pHaQB9m3Nh(vzZ@
zp0!yJl3^D+dYy;9I`~KTifFWp9Gm(`%{b0-$okiT={0ok!3;(5?;)wh)B8YipqTo{
z;SO~_i982KQ&p#`f$7WKoqBcz-@ZBGHUemtpD!~;-CbT?{Hqw`l5h0m<yI_m>FGUB
zEle?qm7{jDvmtS;6Sb|z*WVh%bW@Q0bB5WbQ9g}5N?8<>+=jnB{;Ydm%dRY@iAbHR
z`Zi`&6&?boj%3;?q(nM20-)RwM$PYz-s67LxKc<P6iLkfD$M6FpoTZu!`?dr#OhKl
z-u4F`SG2oS&DtkDmbuZz9;-19bf)YGu{R@wZrJk}#hA3EPmrkmZ^WGH>7K!O^LyKT
z3a|+(ftr{lMDl2D6K`{H5Cf!v>No!Y>xzitA@VIeLS@uYfC?RjucV#3_QWWnS><%-
z(R2b#vZArHn-D=3AGQ7P;%#m!#$l3Oax@UJRc#>Hf&k!KzXucsDveTTXpuy+YgpOM
zmr(N&f7ku73`kGwHS<7WisltJ5rPh_TkY+J?=7R;$Ey7Eeio^EYz2+AYSV5l&e$sQ
zGt(kJ)(uc#+DTHR?{MKozg$d<)rr(q$s}?^C)PpI2Nnj`{qQrAAy$&TEtyqT%5;uE
z1Rak*t|mmXl9smXsJ}r=9V|EVbN>K`0=N;On8hTOL1Qs1l~E@4BwN2@d*Z0kVTP85
zDdqWAZ7k8Rn`;Lva7DkKHMab=EgC1XTDd4{OfziDvjg8ArK_h(<aCb?Rj<nZURavM
zdMVr-cB27ppJne+NSTEe)i8O~56^Avacr^$Xq=nHUN6WzU6@l(mq=sHNGo4L$U&1x
zBUrw~ju?H9t~|eKS;v^alb+)D8s2l3MdCb?w<M_Y^|W-G>ghhOD+BC#^%ofPcw5|?
zk~3C`!Kw1<x=iQzeDu=_sAVz92tr&koyCUzvGp{0ERKWp8^M(%<XL8^de^3p&&9z}
zV{Ayo{w_TXUJ-wuWdKbPjGcy}!FT-*GvaLXZ8DQplAN^BM(G?gI{?R9!x<ou2|J&E
zLyw-*BQ-&K`j{!=o}_A6>DJMWb}kM30d2WBRielk4Lr&gHP;@wTELqXefPQVZZGSJ
zYDGySK3!8ZsSsA`GY+9cazWUE-|vZakU^MgERvyVtrW5dBC~)<ZMAK^yA!@0Xwff~
z5n6wm{xd5Wv^z#pP4yrax#xQuZGyg`r6R^`2#z{+WQ+n6jsf4>p63}zofcS)(oxhj
z@-ay|H_#sT^AXtJk*5`DKZ2;Is)8hvd8Cl7*cPzZ8-jiPyW+NlLA<lcO&wG%GQ&{T
z7v|b@*dF}xhScsBN;OMBj5Q5H2!OOC0C&07_qRB4R&0$i8jmi^>gF(%UKdP&pCXIg
z>BTJ-n0TJ4hL+G##NUJ?jH82gH(#XNdsyE1m-MK&0h)P|M_FFxFf@XkC_Iuqw#G~b
zE33XwGmct!R!)fX4a47N=WC2Mc2<)74BD|`bx{h)W0g~<*43!)!R!fJ0k}KcZHCyV
zq@(0E$w8Q1L}SXN08wrmt8Q=hw%5jbF;FD*#szrhc-DPL>np}U0gnfJ?c4mg(U%d#
zZkiQT03y7L8>Eo8B?{lDH{$;Qo3@-097QTau%}oeWozq<>-yHifA=`e)tWISmL>%A
zERxD%j!KBmyMQisI*#4;<YPp~FEV6iJkUokKqj~(F3RJ5$WT4~F;v_s_L7z4sFEPc
z*M)`RH`v@0x2YJ<yX*kch`i4#OK2v%kz9Qj{J*KbEtX~J+%Za6Gc1t_85L9#ZD2SU
zomqSaRJ=_&jiYP*L7S(gqg{Zu{kO#`;ze0lVkuE$3LB^{7CYYLuE&4$z748ph`mfR
zz3L!aB7)=#UE5CfAE$gMOCX|%)kRSZd1Q>YU>VdMfGXy~$6(erIBc6q(jg=WX-tu)
zMI|e$#GBu}xd!KaM&<d2G7V6XyFomua~LS)3DYITfhVy5Z;EV`mKFn5L&UH6XHi>_
z3K9V%k?(6@b;y+np)(L=iY}g#M3(@9z*zqM@M$AWRLqaj5J;%8D87qs!~jVK{<s;j
z24Zz^=?N5Ws~{jUjyG$Y{f@&ESjHoeM>ABNH5!XdZy_n=2aQMW7Wk}~8G&eaGDR9U
zO=MG~H{{#D-x>D`LS!+TR#a4wvC|<o@|M-lYhs#`V51gQ6GZYwXH?r&h}bW0U~PoU
zBTZB!FuGB_OjMFsw@tU$mLS}N>;^41$c9mQsl!ATMbRSy#^4q=JX`KgC92A$%1U~s
zo|c_<O%ra{7X<(oHs1ZTj34q0%A*uwIi&uvD#aC;c}>ayIR5|@$rm`$H!ArRMHZ7Q
z%c`I;RX<uu6&Qha7Y5+l*8Ae-p(Rr=<@C`;Bt6JyQRUFbeg6RC3XBs5CXCe1Al22d
zxF*^b=EmdK8Dl9K(To|46vOa(z@wyxVXovdo$*!N5+8t?s<)N}U0O>B%j+a;RYBu>
z?S!;zmm*a%Y(hfun!lTkHK;ya$R1uv7w7rnsTH{)(yJnq<9~uH{88b$D%_@%<|d*f
zIE-FLM)dyx2>Ombp&CY~&2Z6AE0D2YNDO;>_r-|%hv2PtN&f()De`(6*e0okURjY&
z`iZ$V_PvfWVUN|v0z!~0DOt;%BwXk_4bNl17Wc==-CkZwbK;_vRO?7-;aIx04j9Gw
zgH3?AE=QrppYUBb2<JZzGXDS>n3pqoBa#hgR74Z4)B;Hz?g7WC?B<IxrkNch!g)0h
zhBCTLyDm<hJvh?0<oc8E?~g>#-g4@Q-ILCwo$YXOp$9YgkJ6hyK_twgIDmCdY;H-o
z7srw93j4(|yGa^0S(Vg7Gv<(^C5cd8_atw75wRHa)=P<;8*z0i38IptmMlbs3qG<r
zKl$y8tz~XN!K0??)guaznTi=BI@H(_0+0zDUiQXvDNj>2s)U(oV~8Yy(j>jMJoCA}
z3cvDNhO4VtrRqzmT>k)O7h$I2;@@vfLqDh)q(q<VZmg0?6GY%#1vk@mB#%?KH^u9a
zQGg0!w7)RO&avJ!+WjyM$sNmag%07W`hlf2LrE01JvdTw-8YH#6d^^6Ti4U?jNu@I
zNX)A}9D-8{h2K#-dBT&pz3{=2m4+jORE`xqtsbDjUhWiazor{gaZ0ihj+d<Rvm~04
zOEDi#o1KmJ-x7-1DVzr-N+*UW&*Fpu2n4B?+mpv{=Ze)$D-xgO9-_WT&y+6U9mHf1
zIX;JMDpPcfB0n}u9bt^bCS4L-N%S+5yIc|6a&dY{(zc{{P*c<yCMzX}mJ|<in=Q?b
z=EJrnS|JYO)%kI$27MAoQGYG2%t!+JdJ=KEUS(`eDI&|k*~3FwEgf3vVxdUvY<b7A
z!`+dg(lT1zMd>Be$CrJG$6Xj0`6J^dRa@});>AqVk1P?q!m^r65C*R?vF<N?X%%J2
zgQNI%u7kw+RTh65s7WQ!JW;sS6+i`;8}=j2JwtlmA3MbGT!#8;X37dr2V|9*?KW*Z
zQ^i=5q~fX>2y#a2xc0C(>fpGD`=Zm*cN~Vi$r2AK0BlCz>5o#3TupEKMrD<`uft`o
zp$y+4I?Fl%xrnJ&Kc=8@s??K0@J3{F?+npZw7y^(o^?P8cLKzcch$Dr`{TgkZ8BVC
zQfQ@ww3O0FY8$N8K|{8Kswo34?WckC?lH#iB_)Zurg}*A)2n$n?(cisoA$+S#8Zlc
zq%+j1YI(ItSPcnlkVVP%;@8AdO^?KA?GcJPYMN}V<&Q~HRTOXJEo)x?0DL-aHl8P|
z;xW}cL1SCOBxxhQy^XAIy|}>UY|<2$GD>KXN-2`&O+*m8-H6+R-rl&MrAUwrz1~ik
zlc*{pQfBko(vxz3=>rnDg1H+tMvF9RR!hp=od)*%_Qh$56p(34K3Pu=nRN509is=G
zy>`UD(@9A|{LIvqA!L<Ek!@l<4Z+*C4Oq^MN}8@-w30TLnU#h6k`EuHu}Hxn!fXB_
zq>(<7whyu2zooD#RABawSffZ$bjZ(g{#|EC@7sS|X-}l4X$i|T0w|y;--mH6t-B33
zA8q;n02VW*(pVekOI9FY86%297BWS)BmgbxiDqD)CTXjXN2WzqJu|(?xngb)+Y4|^
zm(EEnRE4z2ShH(!=HLU*H^GoAVliJ{(o_Qmpn@PlbHkBiW5(v!#k8b3fs-(FGLFm$
z7vDwAw)^8YW*pc(ElV{;MNoBLmyHaHQ@I5|0D7EknB+?~LUmG#U<4}DBP?faH@bpA
zvG*JQ0GAVAq=_nw)K)9VOoG<8QsUi1ak(D9{{U_!n<GYGm38VV3olbrE9fiO8=IZG
zVyj>1aw}aLtpSp7%n3S}UsdgLJ+FK<uYjaAPESP0W|CN0O4w}tTpNAvJ+WxUU8HK#
zdWff$S6eYwMIT<ogKK)7&LOL~mLW9LWpsqe{ffw>s#@bvHUwL7esGqXi&05sH8RA^
z+N4WaZ{-Y0CAa75#JkEQ2co89Q5;e=_y*%?7VUK>^0yXmTvay);fnYYo*^h{0-LD-
z-&=x6^8KxRHVBZU%M8#<ENj#ymM|~e?i$=`+}{^!k}5LV1VpqFNSgOuO2v<xYhKp;
zq+%IjM2HGwJSjReHQ1F?^%2eg0DZ9wkTQ&z9z#wdby=oXkORrl$R7Lgi;SW+Br00+
zNy?;WM0VXRy@4Ok4vihfGh!xn`R0+N5?MAD0Gk^V?YTI~nmdS4)gz%!{a~vvPf0}l
zjzBl#jB2>4tb<a(pD8?nx{DzEFvH2Lj!$AhKfWmxQ9V^69G%Q-cNVkjJQgZG<b~kl
zJy({(W(!YDwUjbXEU~eU8^{aTfLnVW_ZPRITVhuwDk8>4t*;Z#tXdLQ`)cwplnt+@
z++vp^RkA%Mii(M4gHuSlk|qQ2<a1+U4*TwKDD{yjqNfi2R)jpjHutguZ~XSalx(CJ
zuxhf9(w1pgOpe_(Cfdk8ZMf%*ICAn6`bwO>T?SJlUEQ~m)*%w=Ki3&cD3YU9CLtW_
zGPZ$t0@n_f*zfP$e|rTOB1VQ-<&H>KrXEWwZ^0HSEImKh4O$?iUa#em<C<AS^>ML)
z#4fsl^AbI6x8DwuG^W$0_(pG>%3zaCwM3@f#@5HuaL+4h#_D|C@$WCB@b-L}ZeNzi
zM+C~V7g27Z^8!A?`0G$Bf1}1@@?R3E;AgT`!89axEvHZ)uAbP31F_7C?qicn1<>T%
za6*H7kIDt{^4B*qm^MZrkjy&rB#M$7NI$rvU;*Od`~J9wT)tEmu`aR)A21^6beP9*
zH3A6LvD>~qFK0Kr{2SU8_`l+Mp9%OnTDm%jp{a5aHEvDzHuo6zQA$30@Gp&gOAm{(
z$tiPMmZ_e$5osi1j?BS#7vjej$_LW9-eLS-KFuIrp)|FVQ^pq8vanl?yOCp$2af&H
zWK&W~De5PjG;xOxH59M}D7h={HpeYD6H2s+88k#`<YkYj`azn(<UXTw$FJ{)+YpGn
zb<j!@FuGC@8`!n`+qN>b6>N;yUZ$#gn8YwG!bn;-*QVF!^xM83vKCAcYW{F)UY*^n
z0R^Ne2BWy!w{7v87P%Jm#wjxCX+o(kNNGIUk%+h>{2-{tsH?Q4j76wwC9R<_&dbyw
zg;EXsckjmD*w3~hNA(Ov{X*s`WNBFG0z~q<9vA`X{+Oy@QnX0TP|s5%7$Xv>zg9qY
zW*hU0XB%B@q+(ZQ9VuioGa@tp0Dj8Ek`LPpa7YYgYwBFa>;!0IFLR^-cNQDil5j`4
zyohXpwK7WS9PK<dkPtQ?5$bQ>8LsSwxFM*9dWQxpNI}#P9st_p9sK_Q{<zVjA+R`e
z2NGN^nBr9}tCs_C1^2ncWKk(IG)kher&dV%W-zx>nvJ%$?Y;3#%)wWP$;`j3$dYQB
zKf^L6_bhHe2h(etVWYH%&52j@1LtMwOB}MTsw0v;TM|HJ+-|oV{{V{{*}KbW5Ur8A
z<hjz-#RTfwWlt-qJM3}oBgsw2J|uiL%f2soYC1V2T3pVW?MYTe!V}7{<f;Bg9Z14z
z8ppzag;l=~a{R+2@d80wGf7igubMdYTr7xA_uQZ5jPFrf7U)$GSxs^|Y9WG6RIxyh
zQprvsbNGxEc45!H-uU_al;)!y1HgHp%qgS0d4RDU!5H><d%VSwy0ngu6+AW6GUfG&
z)u*YAqIGT^SXhtS9cm+mAB9<$!)(U0<Z9%o%4(#vT<U>|+gIo;4m|$=XxipmlJ%gT
zoyvN8AC{?j^)p6fZ2`vbVRCLb<7|BVa*3NPMdZ@bR7R~Dx{X8w#l_AIGA6r*sb{9A
zRH#;12Cu|H^pXYCkJlQjs4HS-r!_Ok>{>lYR(6csF#sqRw%6N?Lq0=xW*hz?8`VWI
ziJDh|11KATZAAWnA8b;(vkr^`DPpUr4JY7KbqdJ0)NV%rcCo~}V;?<3RWT(cH9cUR
zk|Nat!X<T0ZoKY&K;IfNWEF|y9E@d_Rq0BEvOyTq4{MukZY(fTIebK-wQ$qaG;%9x
z{4l`zfO4kC_PvG&i((C2Vh$R3>PZZ;Xhl;U{MK8LNh6zaY#g;_2$H0u>enQKW)X=m
zDI@4X<~BC&IKZ}*SWydG5vgE9wx<NB0FIK8u-tBKeeg1aD7kYCT0$#G>=rUm09UyC
zf-Qg|SJXLRdV00RsRg{j3peH+u77+=n2SQK9K8mWZ**0CKSLeZl6&71HIzykmX(w|
z1=%%$W+!qvBzj*5(m0G%$@0|0O2;H<UD3#}*r*_So1Sr`v5@tMXycw(x_Wnb%EKW9
zMq6$@fgIsdU&%_c0Y^h5hJLe2BNZk<91ESmvEyU^0Pe$7T!@1x{B=^%#Uz@cSDJX*
zH`ox$2?o~lalS1XgK1yW{4$I9uNY838;g=RK7`|+OhN`_jTrTsRwPICYze!C18w*m
z;Rrg%E5%a`Db!U8Ly&Bj79!rGj8>AxN(ET7x{+g&T?n=S8(8=6i`7aCOD#Pxs6|Pn
zF$Rz?_X^tf+k#EGz>K?0=@2qkM31TprW*H<6d|;*U*%(r*Cu8SVmV%|ShCCIXqqoG
z^$VF8a=;N`vYolZYGWb3La?0>#Zgk)V5lJ_AK`1Q!R@7roBo))X_T0Otn!irQX-Be
z>V*;!e<>kU2EVPw9}`TKK&_86d5g&3i17x}=eY}iPQ>FKT1scGC8k+iX>!`Su*)LI
zVnx&bB_xsQU~ug-ESTAA6%mRhb}cLI)7C<7vGu;=&42#@ObI3@xQkWF;!_Uoav2wJ
zh<v+!y|7gx!pJUTP{_SKH+F3-z?<j>%18L^v1{%zs7MsGFHR+eWnt5el#_kH+$s0^
zZ-uJ{u_OFpDwalNxDlZQ?#PDi{{U=r@ebQUN0q0mk?JFMb&!>jM(HBlSQ2<^*aMAa
zC1KHqDkrd~eo!+02Cy_0+^P1zH}8e4w|N0NG1i84iZ3vju@B9HjrQB~99pWfx7-zE
z5|}7KD@$}1E38~eW2f!D_^A~|6cQ>uMCGj0?_<I)s}KnE8)9Y*FBGnVl33BDS1igO
z=?2<u`kP`^aVCs4(iFi6S))<`Xxn@3*qy;Ak8D>n`YT9|#}qX%r4*WDnl*6D=gJF4
zNV)6*TbydFt!&#xWfrHTmYL^Ts8tdluKPWR+*t9q7|yntTO*!|60Vk6=p>|xdX`;L
zNOv+RxHlHqgV<sj4K&1DP@KM*38k7gc3o+{sL9wJ{YLneOoc><#<ge?qGz(p<xrrJ
zrEU#}A$j}bPSWu=FNb-AF9K3)Q0uPA-%ZKC>wJ4&&v{xkO{X^glYSSds-&XMBbh{0
z#iMjStzrl`^weiI_z{&!CyT1{E{uoxeH7D1<ACG^7xmeWA;iaVn)MXjB}EPtLms20
zoB&AReLaEo$IWRYF(~TNHR(v&gfa$_H?__87bk9aBMT5$#I^9?l3c+g(6PqQf-T&g
zCmp;6J>z|bn~Hyr{vMAv@FUh2>B~gIOOdf0TmJa=5set*9|F83U*dm>Sum%8nwpBL
zI;yEi@**Q@u{>Pbz+%~e>sbb1^|95~E4NZ?#;#*`Bbnv3xA(_^#Zp&T=Vr(<qs=3>
zrijGNset+$VhP)FeS2e>5tx;1hL<#z^9cO=MH;4~=IRr@?a0^*{<x}c9d6_Xr6Nkh
z3_6aGLdgj83%=ss++#P4heib*n9n51Bu^ZcNS45s2kG2@wiOf9AQEPBSj#Ido;GzV
zInqEroc*xX6p65ETB%UH-!R1^vD(18n}#FMi{eUG7>XABISi}=0~~fBwzk<x0}WFw
ziqb@@vp1TSE~_wfiqWtN$4M5p*0Sx#>xlmVBBVx&o_dO~$5ClVPy=v5U6=uGY&gYt
zWD6+_)<9C4b5RzU<Cj}JMCvHqX#=pa`{A}D$xKp16fe@GeOh8;pn$4`Zf-67@uMWM
zk#@2nR?*5jku-v72UbOr!A0$24eoDl_~&F;;trzIS4){xYbw;?0$N2HwV?#DJ^4^S
z>cNv@M45=iEk)yzx^YK1(mI3_w&PWW{{S`!G`>Me7&S82$<vGbXu}B6ED2J}&A!`V
zsxvVR#ww|&hM6RymS$A5OBo>f*23X|<J%fWJ3^}6p=s;hOU))(so+wYtRt26SRbT-
zNh7$%lUU?hNrEiKj-<6b%Fd+4G&U;Hu=NMmwXcru9oW*_cKMsXg}iG`9jR&=mSOaR
z-yO+t)+Y0qRmWSB)YL%gB#s#fW5QhzKV!Z&X2pqPhh-faH-Z7Ccc&VWBLhGdu_pWK
zuq2;Me9E>)IF~*Yl03IF5rmQe--sE_!-m`s(%A3dF2$l+EKb8oAgH7gNA<0U81_q1
z_lhdWwMdG|B9(Mua6uLz;9>nIAn|5NKZWy=Bcn~1ls_u_kfgTi$FUdN+a4DcW0dmk
z@-uu*UO$(msFEpFq69O?5gmfwz}sVX+a7%4#%x9!WULYn0uj`Ejr}Y}+uGP_vfbnZ
z9U%=Mjeq`S<PI%j#@hfkwYU9np^SXSFH;RdA2&`XGW1_efVRV6ZQFZXV);bYL6FZa
zEWH{@Ak`paCrl7X7PZd&jrQXjLlTu@dh$q;Qk7X)$QDKs^$1~NSPpdm0EZdrCWxd(
z>X+vFbc?A7)g+P<8r!k3;>T-Yy=}8%Hf0rg1T29Q%+2a8rN}F9Z#QfxM`@O^4^|C0
z9V&L|LneVB*jR!{^aS5*OJk7riIlW7G0HV5b!8yjF;(PlEG~cjxY}6cXv{AiTw<O{
zRpc?9Jx3d;VSRz*+W3uQkvgn#2Q2ZWKI*5Ypa-yHtLiE*$QHgEG>MwTTBbuyQj;rf
z)app(cG7ha555%?&vA<K{Zy4=R)&5R?R&P&Sb=+~J-+yD83QX8G0>)C8_iJ@5X`a0
z;`(<xi+9;^YLdvhC@jJiN=kUNNL`BnhRQS+P(PTqGi4j7)g+AdanQ*!{JkQ&AlQw?
zh_Kq<@A~5A--6Oo`xE&EqZKe|kxXh_rS2mIRDxfBPA`p7J6TSMNbyQa)sizSG^;up
z9qt8!_B<YO4-=iyMd~w1>FK44Bw1D4Ok^gOEpxxy%l`n^8D$m|ViZ$H1JhN^jVs8u
zNL3BVBpp}mHpY}qzY<SP5l){&PgW^B&Uh9!CgAQpF%G_x>XAJR0!>d8Wdm5AuEd*i
zJ-*(UrAE*SpzlaSMJ$FJgc4g(jg8HSz1dIxUm2}CjEZqIDKLbr=otPM`tNqNjrUs{
zsK0DD%OVYeM5&l0G_?IGY7~{ZvN!~>0G+jS_bqG=vc!6JuTvj8H84tcNfyUQL_S@O
z_6Klp{PCT-vaUkbBxKCqzg=9fzf8$vVXOkE-^>%XG<wODHw{CU%b3f06zeRlrQ`1#
z3+!#ZxyETuWI`<4M>0xJo5<cN8K6n(UQWJ`?2rOG{$s_y`02EZ7W<AO`K?VnGEYlS
z1dA9k!i_GVO}Du>y~wrr7|r9`(54Zmu8-vma4qE_nN-+ow)#Ony0Iy^HBeneoRhBC
zj?zVL=KEgO-;55~6GalLqppIb0qRKv@izwIAUV}z&ep$tQl=ot#3Q4qjr8<ZKC;}h
z3yma><8NKL##d5N6ifOCLnL(3vaAMD2-%Cc({gR}u)W4Kh|~>LR4pgXMy)cujbg*g
z<ti?By^X*p38~yBB5K{lh<bpzW>*%s(yMW`&44!dz^x!XZh-0P)~}=Rul?m95C`A3
z3bb~OnL^7&EV2loW?FbpM^`;i0}wak(%-Hrm-queFC}FqARRL7OTLZ(AQcz)H#nMP
zu?AvNFolm-@q@f&klcbz_XKPP*V_V>5sJ2Cj(UKr!mf^9<yaG8?0bwl_Zn5Aq+zW2
z#e=BPOkjk(EhE{Ag%<?c+;+Y#WYH(IVwOgytc<VqZ93Iefv~YQvGfNKby-T0Jj<(?
zRY%Z8>B}e0NOl_)RbOxeJCFK?6Ree@-D+s^Q3%niCLr`;jYtuyTFDq9#{3P*H^Xe1
zOf|??!qHCO8FIgpS>mLNCy>kz-Aywv)ZcQ#_89g!2(7GsCqhK)UM}$NU*cS@N*u->
zwKU)s7qy7sgV^KI8l3mVISm(p{2x4C9f@eAsj7rI2hA%NRj~IXY)kE6V!o#_ss$uz
zq?%~aqE?ZKJJ_4C-oRt#8nI)Zj3U(1Lp<~<+JqqyoDcCG#r<&miEK@q!gQiM`OI6#
z(Kg?kupsY_{skj(zQ)##`mZLV&S_-J>!4YnnM%4I>Uqborp!IzZw=*s6{0kGJroph
zAikK=*C29FbAm*iKB9@Ty6o31SNtk!nJxK1)a34c%Ud2765jRBSKPxjRl*pwnXdBa
zc^1Tze#J*BbpHVL$0D{&#Dt_%G`(P}03p;q#HVYLcI9yD`AD@{4j5X#7$jAW3YUqL
z$Pf;ul1AYBFF3u?km6z*sj6j?SrRCuG7_wijaoF=t9RsWd<^Pbq{StD9YtPV^#vph
zq5EkL2^U)rU5+zVXvoQwyNIoPvP-8z@1;n$s+1n~+St-LWN1bRzX|B+9`3q~WUB_$
z2nBu4!rtm}5*c4Z6ty3Z3*Y5jB#E`7CA8mh-;sqyl#I6)ZC5=53MyHoVuhM!H*32S
zvfS*dPWBt~>4zgp#}NdthCITdWR_#o(m^Keu(`Rl>@H2PtGJn-uB)D&St=V#LjFQ^
z`AVp@hj4iR0Of(?DHxZmv2`VGsCi1nMf4u#!0@)%d*UvuDD`91v{Q+SD@hARKxC8{
z-2ku$n;VZo#j&E%l|dFGGYC3ybQ`BCC<6C44PXt=78`6ZT`olO*`%Wnr~5}J6rmQ@
zq>GY!ZGzR%r_@5GI98p)=^&E8uEELJFtPO~0<#RTmR)j&YIyGuAfti|gee;iE=A7x
z8okZbxfRl+5lbZDWLK6@w;xWf!`|4m;v&jMy~XBTmeXe7E~SoS-A@D_<L!@aD6DiF
zj!v&jlIAMz(^{TDW900l<6SXfIm+C@mDWizq?0phNe~_wfnvX4K=jAWLM(B~RAR2H
z<szn#N}@nngI{6=uWO&RhBanoW%z{7!Qd>_GYqPpVJgV7#tN|D?Z!Ta%gJPPt4P}6
z3XVWKHum?%#W7Xlh$-jr_F}b=tE5o0!uxrYYElnlaf~lgR@qopI6S4rM69hS)#hsp
z=p+trzZm&=F@rE+9F);dA*hXv(dkqKSQ0KTZs20WXwjYO4Lr~)h-u?SW1xLyK?3~p
za4)OiRE6cJf}WZQw5X9~mVG2#1R6&J^KEh3&4$et`H7eeS)7u>@rRmTnN>vw)*SJE
zP7^SvB`{=b$u&~6Xn?RI$nrMik_P_(Q2SzM+{Eh;sZ6s&Cst;(;fav8mbhR@03ZC-
zidswZ0<zH~Rk+ov5eO(G2F}X1Sjk^g>4HA<<Vz`<m4Yc`8v5iBsdun@5p%|(Eq*PA
z$&l!!JhjhR(}k;KA~kJ2Ktd2r$lJN(`{MMG49qhHDfxKfk#{nAi9S#ZTWf9af-+F;
z6|0JBiK7vH0gA@JlcMIwS8n$Gv4ly;W>@KGhRvuF^2jf3woz_3zAeV1_3KMX9W-p+
zIF`q2jb!pb?{m)EVahCO*%rBWaT*DAMIcYY4<6n{V#-I{3pd{#Hf|S2DDw)r(>J4w
zQlxafPMNurSS+h?arEv;KmNGJ>v~0Y>oX~18%B=wvZF+*+Sx!OKsO`3#@23d*Bnh1
zqDr==Zk&_JRVJ>RBFHvrSTQ2!xjWkZ@H?{-&Ia9Vt~i57Xk*gX02Aa^B=+{goY(A2
zWLB6>U3C<pq|m??zV>iUt@<ALmT3^}A?<TP9YoaYA<`5)s^obHwVM2U93iVjJtUDm
z<qXu(D)iCcb7QK&jyPk!EgSv~5r^rEGW6q7rZ5GWz_&YdjTfP+^fk_?nmOdu(ZVcE
z?m<#?ll$9__|J5h;${UMEHLIsLokjwoRjrk)inXX<=^kl2gFqRiwv%+O1hI+Y8p7v
ziv{e6b}jlJTtsD&X#K#<l2+BpQ4+^GSs(F9Ni<%>+-wg20R6D&vSN2gtD~l2R)QI|
zLn}2oQioD&Ygn)Ad-05;CJHQ6W-5^r(oaXImbj`iMl9qi+THZ|u6th^DypfZ_QX9-
zVKj2dAbyP~mh$xMFC$#D9lyQph__pgvSLWnR*IS$a~j5F5|g0ZT|n~-dyW3swm{qt
z7m7%yQjqFrx|?~Cfxgz<?R)Xt4_Okll8i=Mru{gVP`E9l`F{Penr<jgSc6=2nO!cW
z>_O03Nnh20AO4uOX%ZT0ijf?2@U$|_`kB&iGJ;0Yjjw&hy>(+sDWscdSY4rs<eC@}
zjF&}MXv>hM;4SU3?{91s+D?n<GgB2b`E+C?(XNMZ(b`1}#YqQ)*dB0|)+5nLe*un;
zM5Ot(RVp3ka6xqkWg~E^c(*5$f{|UOjce))9Xvt@h*T;(OvPD<Pyw?G0&ie_uv5}z
z*2qOvl_A-*=yFI0U69-x4?u6Q{jrRtxK!FDEn9qx$557u02)QmX(|b|jmY0(Frvya
zznhz-98l^S$O6OYL0|>>+yUPUBEwATw68pmXvBdwH?tcNackbkVU3jlMI6ObPaxFP
z=_3gi-~n|k$8D{_Bh!B87ewyz0MDF%5?JDI?I{_WG#%8ouKw(M+Ys#_)<aRsjw(%5
zs|=8U#!w3sM!Jn6_9Eu{_g-;4sFc|TijP!O?F3q*jYMKyYt(iP<t2FIk!(_B_Y^TU
zj{v~2NmdL!ITBu;qCDDkgKM4be%SSR58H3KrK5Iu%TpN7F`JLE$E2m4-{Q0qRAm&M
zIHZ+fuYyStFZ3&dNh9eN?~LzOHrwn=8m)CS@YYjxlgj5=bLIdk2tfC`mE2?I-qR|q
zj(W%<%{6UO3V6J}SoJXxi<8M?=m|JeW?*l4#?j!~AC}K+BUV<5IMT%p)H`Ww57Qo(
z1^bM@BXp!#=yc;updQEd81)Sc7?1X&{3jMc#Pc^)@osp2U1lp=D#*7Wh1anF4nW}J
z!oOer%VK3%l~uH&8o;okw5X&)-<Snn{{Z5(_6K}(*KnC~#AaolFq6`xAi}89Higru
z8-uwb<XG+f>`P(_Suuua;*qq)JwOZ?jUWIGj{g8vhnH+rmMifzaun{>`NR|~vV6rv
zitAKV8>sT!+ntU5Jh*$VDw)xW%9$dGBw4ByREXwfF{5a5qUxsm9yY!*)3@LZ!xL1_
zVsI)WHBwp0FJ*nKPOjI#BaBr(uQEodp{V&sEl(tGPJa<3`ihW8mi(JvYwz0>$k8iC
z5r&GRGNY$CbTYJZmTIMtfTG64p7uK(&c|#ENiHN+WwdIprmn6BoHPMzU@IU2wL7eg
z#@pRMDldM2OjTsdkjk0p7Fb}G36^PFLu((0w&KJwxgy*Cn9Z9UNr7(#39O}fw8JVD
zA~FcMb~<)F@2kJ}aiT^gQAgrli`ubcWr2b~rN|OUQp`3xjrDDdf|XyWQl65!p3Nqc
zQykh`Rf4(^eaYEu2l`<`JBFyz239vQ0@1La@DeEr1U9WldvFEMKWpMGD$61F1*xDA
z#36x}!Mys3*k0EM?tL&;+OE=Jlt|Lm2xp5cG?G;7(fDcrFd<+?!Q<)-4?b){$#IC(
zkBRCES5BpE6q0HP0oGVuPUnDh;-3|Z4e=<>XDU-WMNj2<<7cOk64tq4<|g;|?lBsA
zOyq3&A%?lBt5sxB%4{#X5Ntssn-FpB*<4iXN5tuQbTCT{hBngELf}Xba-?te$5M%o
zBU>z=H3XU!uM(+|TKkct06j_bAKM=`@>7kmVk71&BXc9HOhZ^62b+J=?YS5?F$U}K
zr#+NcK3^j;q>3IbTY0T=E$xp}fW5le(P_I*uUsW4lP;plH?}=CIuvR|8Ma3}PA}Gh
z<6-M{BLrlm)cM`Q&9SJGCx#_v>5VOYAl#1jzWDjJSu{>uMj@pw8C^@F4IoDMQKrW4
zbG7f-;nJAMdPpEEmgJB_I>tK8?IoC#pllAuo45Y}Tw?W&xcSsgh%C-ps>;YHS1*DI
zP4rtzyyz4yfhTfrqzn4@wi`1x?F)Rd6szh{%{@5$IimysyL9&;i~8G~VRDhgmRN^|
zbeP6!o2G$5)(Et04#MY!BO9v7l4&FpM=55QB|Jw-*!ja)Ty_TL_)Qfj77ayc%|w#w
z6pbHHGI?$Zu)kqz{{Y4vr`;n(7+PflaFHx+(_}(HI?j?V2;TkiX%>-6SLPHELsig?
zR(RNI1z3TgfJp+|Zf-~TeX%P@v}6v1rKNO_NQyL5BF!NI$^{129>V)up4eAaqqrGl
z61svVO8Ds0<{eoLz&m+$5O(^v9AI#JU?v3&Q<r6oMpjYWfPfx5f_v?T>PnNQK=8<F
z6<TIxNZ5r4Ur#qX4Y;>{*o>p|DkLd7X%EUvQE6l=szoEGB7^ylYZ2?d7EzCxA4u#p
z$@A5}H7e+u0~<^h`}45o#@5E^NXc2cnx&}74HCanIcn+T^C&XSa7l-7r*8HJ_w9#G
zqFFJV!Z@LZC}NjXY{yl|V)q8t9FAKVI;?RMC@NS4LCn)AMF}4EAc9E;?nnLbCO=}8
zaT%wkmUPm}sq<3lP+sg1eIyU>0(70X{cx==OunF6cMzbQnzG9*aR9PIFH!EO8At#r
z*^TVi!D-oB5>;|NB{f6IB^>gsNT);+SZUF+mIJ=Qi0{q{D@rWIMYfN{lD#yJDf*73
zQ&fgU8ki^tpRoP$t1B&ZUWUA-HL|Rf+Cyn$5Mv=r>#)^fZr)LZ(Nl^dX$-Y;iIuDq
z%7N@Z5DkGmaplH)nk1HN@X^q8py{-;$z~)Kvath^?r)7+ky5c$B^6|GLGrP~5RR%z
zBv%&)NB}4VAIc7){$qzI{i<JVMWUK97?)L~mr!`){N(vRLOk1jjx)t_Gmyn4bp<sH
zvMn#nN*QA7u|d-ZRe%;Y8{D5;VNO=q(pcgqBooT%1T9R)RnQUj5W%${*4yv>>@=)Y
zObTjcrXrpgn63W+5wELUmL5QT6ewIz5&L+N5;4c}bumZyfoc>h`BiMn+O93O>Q46j
zxSBe${KnX@XrHD{LrSJ8S;8xuC?MPre>K2At`aFktErKur-m-3i2;qA09C;^*bT+E
zwk^FXJ=;%7T@^IGSfQ9tt3rz#mDn-vz})`;rYcd|6_(J2B&m3+m3mH*v41#0C<F-X
zc^jJ__r-1v!&Ii4t_dm(Q7Z`tQaI$)OYNz^;DLQ04ZmzP#NAO(RhTLDv@akm$TY|c
z5aq5&J;~nQoE#Tz$+7SqVrG?IzB3GM(y1X>=m3cwZV9pUKmP1E?N%~olSr>=D{3g>
zV3g4$pf^pBt?#(s``7M!Vp_7qZqf-^OC;+Ql~oL|m35b;Z9tDGKo4#A+hOl)Hm9qh
z3cjP#$kf$!5>3+v9UyB!!&0bKJX?O-VYW<ewC*QQNgZZwEE*$iYSKpI$~vS1JKM7l
zZFj*%lM(xkA)!Rnl@Z4^JT(&3F$oYXL`VQraCg;y6zz*ERT9hSQnI2(nxSQMl<;k9
zC<VVu?Tpea**Ab%WtK&yE?&fRnke*3r=_j#3}MJW<<xh%<D7I+8FA`2QL~rRLQJ9=
zqr7@$QkJxfxB<n0AnkL6$fD9k?}7@#gllFmAS9D=2~n{=qrN-1J)^XA7fVOg^d4{W
z<Gi!yoYThD`Ip5U*TRvqm}+63k}_QA3>1*$_WF0md`&&u5W}?;khMH=)OA)UAvFS0
zbg?YXO~F0Km;<=u9tBesQz!?ZmPFB)be5(WVKovGEYXFzBG<Z`199t#N_K+diMMzr
zM4G0uplLEp%I&t20UQzAd)Rto(cqVJd`(e}>OJKIuRI@odM1UWF^%usaf=bg^Z3?J
z6lS$oSc=rLYPWLW*bDB)_5&U_6u$MC<?bqKCKNC`EhK$LkS3BzeE?r_PnP3thdAWd
z={AV8kk>oKNfXYhtg8%R5=f1O#lhix);GBBaS&^u*%ot4E5|Hz>1k8VIE)49*@eMB
zmgEZyZHjuevRR89ww?%%ULb``i$18>0e3o>f$RpB@A+}9sH}gG#MYzAD|0K$sb`Bz
zOCfR<2rQ%x_uykLTQM-ixyia|OFKnTCs|~cIGODwkv6$g*nmg5U(*z|i(<u5M5<~b
z`Dx}WBS#E!XpL?N7O_&kjcs3kF*J)@kMJmv$?BrZ<P=L$Z<rT`cf4^s8<l0by0z>I
zpSZ;;29YiWRXt=N>gb4KGD#Dub~;&@?%UjwED5m0^QVYzDk6@iQ0)ZT0!@8<q9Hnn
zy|1WxcjKI5nF}J%!}8Qhh>`Ut>Q1r8Gh0+>rI?mHmHKwRF2yB}%oUi<V+>PHluI)_
zaLcAexi06H)<)_H9AkUGxgUV^#Pwcb0tqLYsbi%Vmb0mS!P}G17O>xg>xp{Fw|EYW
z327oo;4?fhicutJ>@|?2r~`erCfCMkTyhur3P&5H231B#>Xfu%z@24H)01TvYwwB4
zc8H%y%a}aUO2w8TRL;byC|1Vat-Xi(<5iWsilYhFMN(mbY2j&|$Kmx@UG*brV|~t*
zEVn=17)-d7>**JYGS=$!<!VABMf!+x1@GG9eX%awvmIF5GFZCQkT`XerN*Ev4Vj1X
z$FITVX-<S}P5%HcMW&*inXMYc&c4JcxyNs5OmTX;XhmFe7l%XxK+%0ePTN~%+>?GS
z>1=%6$jIe%JzGmHMD*=S*Op}pAYo;U3x;wnX1_e(+zh3LRU2h_r31>btnf-mD*J#o
z-rH^t{{ZI3*6Yi<tXv{}0hh=sDC3as9YM#@8jK+6Ms4)-wgQiy##u#KT~a20>sn*G
z#^fWZ1z9XdVgm*k`Rruh6P=M{Mml=PE2#YaAzH5O=f25cZaa@Ipgmg|)mv#QtT4H6
z$YvRIa?~p|JW(Q3De7zd!bZ2#ayA_KP6tj~FUS6hi8@MHsPhk-YS`S#A)KKX=_4|b
z1;?qit<M}|HdwTcDY*7=O$}s}(g~xEVHZwhhUCZw;Yas(H$AY~RiaCjX^_ubqDY;g
zic!-lK+p}Az+CR$yK}}BEq^9ameKl(2w{mMk=a#L%_E>-wku(A-Hp9R*Nco)A~g+F
zOhGE(X-Y|UWhv5BQ?LkoHN4*9*sXtqb{dkT2uDYxjUuLr4#vO|51>2mZgk>ZiCl=!
z01-*nmeNy{Sp;P23f^&GI8%F`-fi(uX_azs0;@)dX{q3^%7`m>3RXEI77>%?0NaH-
zgMatNjH`0lHCZT}Roz;lEOi=%Lq-YFq&tPNH|$26la6()n7S~}h$DEaV45zU<1;gq
zz0=A~h~O!*kG?MQG>25iLU8pNV4YStYMwb*?QkS5V8{GGcNVa=AeF^RO79QUJyLX6
zQmIFis_Yh}!|vp-m~H&Mv2j?FTUeVEb4f=CG9yeCS)7z1^sTG{o<9DVRd||h6nSEY
zFW!-*T8Y-lBdRG<$76p(vHh?n+=-^r-Z)knbjm5GfqO^~09{BN+-`BJBC8rh6FHp%
zwLEfD!x@QnU3!`{XkCTC-EZhIZjviSF-=0W(8hjBHi_hEgIt3U(k{TA?llZz)^U_Y
zqKXWosZ#Y(Bw=avtv@V5Hzc;!Hn+am$&y(w;82lk4p9P26tbe2*>21vDz3uXZU-RT
z>@EA_vX)hM8mbY7YPFI;ja?W9#M6(dfg^qRuonGsgHy+8E!5E`EmDP~iK0cDKmqhQ
z*>@kQ-L3hsH9be25a<GBx<f{Ps~($i)3Y%E`hq;7{{ZcRGEnU+DrAyq5+zx*C}lE9
zVA3J-sn~I1tM|rQ;wD^7=9JL<-8>Yp(GdVzOX<5aU57j<0ew8U(&H;Ks*RdM^)xOM
zL3qpRXV<S;4jTGM7qeJj5cKU0JA^)F9+VX8rb%C?)MIeYOW*kqf6avv7HW_9vTKC{
zU8504qy`sI!~wOJ%yFjX8)QN%kqnV5D@z=L%&OW+1hBY0tOx`3!>X%&ic=Ly8dQj7
zNTQPIP?mefP_Y3)<atTN)iRJcwH{$lPNtorjzcXmP|N{n&D6G&`9a|OVv(Xn7<Q@%
zp`d^_)Pq9G2a@9E<c|7{#^0CU14UOMf`%BXrlylbkt9t0KIOw~KqrsBDv@Ot;n?X+
zG;$>Dz^<^W{$8pDTa+GvDgAIPROnS;7K);xHK&D)vP-Sd02Va?RDo{#cOKsOmbEXq
zq$~5TwU0?GI-{^;7WyVDb_9Wa$v=HNVKsM0sS}Z9AX%ZOt%IraDKJAEOjsdfU`6|n
zt55r3%2D`@>D(^zIC$>S)EO79Lp|2u8?u|<NWUD7Uid5Yg0m@!rwd!sZltDl@?4Fa
z*p;yKy^nFL8b9_gQJPwab4L!U%`9O+j97IUMS(r62;-aW>4}Qm9<mq_bR3vjWC}qg
zQp}Muac(;|uGTmzs=GzE5SiCjma<7tRwbG?Nf`jeKsvv7*26*S06k5|f2#PWr*D|q
zeIiuU0&1~1sE0+s(Fp|#*p5l_8<B8vls1AcMdaC~4qH+3pD?0&P!WF*QV^^zd9sjN
z$F;Zh#`ERkTDX>bQj=zJ$4M_zp{MB1WR0z)><z)S*l8cW3bL@8?lCUBJ6MrZyFiy{
zsz|>D?5pNKe0FeeC2zT{ou=%3R~<H4QB_$^!U!Re<zTk~0+N4_$8s^NE+@#J4qdZf
ziFskwB!T{6LtKl26qdQ<ZERKgO4}KovpA@Zl3IyqS~}OKT`~2S@X=NTO>TK&N`MD*
z?T-=YvX{Wcm>yX}OO;-%B8iz+l(BYq3Vg({Cc^gHU@!Y(Em!#h{{X=M04ohl>kBpK
zkjU=R85zd_l6T(3?~eWss}?o1bjaZR5Zcwdd*il>Se{{?)8tXdJ#@NJrj7&z?(FUq
z0e*LET9U^p@it&yuQZBf($UQ;s}uz^t1-Cms^aJTzL@bihn2@x>SD}SQq(F-S3J)z
zR7-F!0{N2mC%wS9*n5$VWM6rZE=DS|nusZ5qlPIo%nZmaW^^rMV1Jm!v$c#{%qGgQ
zE+<K4No0m54Kk#XM-_ugfLM@svnXIl?mpNuX%8g}0qE0J*8Uo-G0!|`UrK<gz-~DP
z{{X4QB4i~%O2;aqqFl!^Sn6b?)jA?6>7uWdZocOI_FsH+-E5U*)N__BLY7p6Fp$Gb
z(197jjK^|Nl5Pk$Am4t&o;JYpTaq5J9fZ>`q@{=~)RL)a?no$Y$ZK6mx9N&jR%KP_
zR<b=)O-Ry9^W6!doRcR|0U}CN+_(dRST>veUYOlkcQ6X&w37_NSThu7f~pzx0Ca=0
zso$P0xb{A{<x6b0a`V*3>IaxaU24_`rl)gOTX)pOimUK0bdAX#xE`3x=2Iyc<r!3z
z@`z*<@hgCe`bg9jh~IEUw!au2<1Wxvi8*J1VtGR^N@ifQtAVVlgf4Bq!o-Yeuc)R6
znN!D8PZVZY1W+VJ;}&CPT}!#_5Bql5!ZtDU4I~n#mSvgBGMM5C0UPgSI+&I>7U%BR
zE+@R^d^|t$CR~BjH0f0oP*SSIBP&c|lXugx+TFRm{c$u#W|zc5`EFrTPW?)xYLA<U
z$0Ub#)Iq)bgSjLeX*LQxM|DS4G*gbC{63pPV;4qabZ&gAN0#=%C5(qg7q6swNoHu)
zQK-fvL83-rS&he_H{;APi__F7n>IrN!%IyRZK(t+Vo5h9<nQ|9-Qj;}e#Xdd0UCUU
ztQE5uB?JwR(r;sqs_kN!<~goZ@Kb!R;mc1B@wTufux4Sf{K^jeT=w+v>WjC?#)?-N
zWx1k}l+5w#j#F(U1+x2U+;9Q&ZZU(i2XQ##r<W|2Wq!5Yq$sy#C>4nskJG-`6K~9#
zZ9A`o>IG&+Nhf0(k@h0vA5M)WRyCs+4jm(VZ{<6Fm}Q(0be5Uqo22Xs>8{|}fdt%h
zww!$S)scjSbBd*szAB-qBUuDsAMFYSMf(rU_r^~0$WMrB`k$Dn%ho1SJo|}bxG0>P
zf;X_eiNn2<DL#@khKj2-sEoTn-7p|cT7|~J&t(SV{c!0;W?<ae3}y1I9byKVWim>-
zRfqu*SwSQn+SlCi+Z2&Zo8nO9Un<f3z<A_!H%1pB3fyWS_TN|iJKq{BDWa8PXzSai
z&^1Lgg^q)`cCZWx2K-w1<mSnUQqe0`rb8fA=)&4gkOGSfY;9sj*1voD40N@^^^k=u
zDHF%|t283YHQVb4Qr`W840EL<!({FcB||-8T3)Y8Ad*KTfpoWj?{E$_d#u5%fzf_2
z5o?cBOq-i&2zT?}?|XLM#}RI^SjZ&N13a|Q$dC`fcT!nP{SRW-1Z}9_jj*WSQ1nr`
z8DcUS7gS+}!09{ovHZ5N!9P$jQP-A^uS+C$k3gp>b7Wvmh~&sgH^e(fX)-OcSsI{*
z4!vz9owm0&Bi*;Q-|da;Qa0JV%1yZz9%_|IYNCLjG$mvKKs}G3Ka^pkHsbq4Dyddl
z(IhcR(UM2i85Sue!xFdpi5vQJh^ni7h-HasNmWVJ>%x|Xtf(iuxNRy{{9l27_|aWu
ziM1oRJdn~lPN}?&8U_KZb>Ct~abj<8z6zqnhh3yAl*}WVE}ZKjDpL9sE}j4$r3v3}
z+XdXQQ7M{djwxx4Bgj>SfPK8C#M=7>u-o>+T1A#1dKm!fG>g+03|Jp2a6sH1!};N*
zdxAzNk))QP7Dadwfku?_PVH~D!}P^!-MtMCZ6;tRjyPo0lRV7v%1zXx05qEm+i(8c
z<2J4_Jo?q5O1<8WI)M~6G6IgsEz{(i4_oc_#WLh!kUYLYA3&`nW=WzNq1JUe0dfWQ
z4STmd*mlNCPFrH5$RwF$^Hs?mD_XJz4oUh@k_z1R)D6GyjOlHZR8tbhg3$z;*V)qK
zQ?cX$&a0d{%V=W|b(wU1TDBDtc_WWewy|<8VeU@E{{V;66;z84xMii1YHElAFfpqb
z<x4Ht1}8}z+uIFLBo9D}UzeGf)5jQAj=-=c+j}+lKALcySX)6(>#gK(?U7>Gk))j=
zlx^tEd;b836RbgrtZ1`3%Iz~orZFmM0>FWBeYO_8{`k3uA)};h))_huvL==3$hNlJ
zhaJ0Hx0~M>QZ2MM4WE*xNZG2SiHA*{-ZmXDr%_vaTyxGepD(tiu@}st(@{{+%`}Xo
zsV7o1c-UFAfz7*I;aqQdACNxanN0E;D*Ht+nn&HrU4sxb*bi%+yJG0=v{Yes%_K_M
zDQ8&VcxuG*LbkNJqKk4*YihOs0K9Rd?N5(U*U~dhnbWzRDba;2@t&9B8zT^QKBngX
z0DNIx(konwr<q}zoTIWM=_==PKpJmj?l7w?OzRPdRvBkMDzh0TABobDnRKZqRB8_(
z+@DQ5-xAGnaaHjej&vznuT2_9^2A3QkTeqOxC9@ii9Pw-8d_HFE|ggg!!VU)`G(Un
zi^kHMYgH!kwY!TokKfxHC1lZJ7!QcEnR435BhmQNQx1y)H6xS?Nx$auvAy`?8r<zJ
zP1;8%q(sc<B9bYL@R3ziZKMk=%GhjL{M)-*wln2z`<az;{{Z|;JDyy+m#-2)Dk|mH
z2Sl@7!MWdcBV)Fch^liXiBVP`j-nVcs>2-JQCA!;Iy>~qA(U)BrR1MhJM)U#tiE8&
ziM9AAE;G`~W0z5qPz!-%lE^H{?0q|9(BLWV*xJgQNXqJxhOUZbR$7=Pj{gAWQa|4v
zsIfL|jw$d{;ZA3k_=2N1&S++)n=djfH1D%W#x_z#j}~pQyEKf;#g1&c8j4Cep?T)g
z?#%XEfWQ>LKbxPY{KokCyp~Zp+!XSzNdS<=BP)WbF-x^UCrNNyx%|BSSZa)lQmji)
z1}$ASaaR>(64OsHG8n;DaH>K8O6_1cJ<ZRqJNQW}GWiv4vO1*=EYOf-mPSGOPyMmm
zMK@zm_~i=^3}tzRA~c^Rn$pxrqWgg&+W!Eph4H$OR_D~T?c(h7EuA9?9Hw=&f+jB4
zXx8?>=CC7<G2(G4?^#>!WnW22Q89*>R+-F?BdYbr;T1u*lv`E1{%>m$jykuy+9k<C
zERQs=9O)QH2!RZ)4!bd9r)`1NV{&b|?QA%9vui??y+wr~S~6*5sHB=nRf0<#g%6uz
z0=Jo3+xl^ARVcQ$`H6%js;!&lviO?QwBQB-bcIs4)wTC2zi(`2uG?3rN?&u?<Wvt-
zCJ?j~&j632_iJipCgg53@%~#8&LQHrB^?OUA?oPaBQ;vpCS?Os`Bp|Y-sf*E_p#%R
z@umBC$lFXnR%TT6&<ZuGl4#?POs7SZA@eA(+Uv#p>c($%SKaj?nDsqU=1EaWEj*H|
zg7C2+Tv#0-0l{EcbNPp+3wJW*`BZxLi`7>2>Y|3B<Pt3_3xlQPE`(@4;I6Gh`?kg1
zWme0|hJQ#g7MlGnGW^%!I;oG$Ri4BW2FJ_)0M{5LJH90{gqAZ+9XY6GD6>rfC(P0k
z%D|nszL2-Zi$+_2nv%*lT}@Lh7GE7w>5f?CSzG{?yI2w0;Z3i;3#`#wj9p}AdJ{j(
zOB;D%U>F;285F1=^o{*7Ye_|f%jp3~9;MNwW@K_6F(^GvWv_i#yAn!|wi>jC8K-(^
zWoYI6Do~V?H`61MZdpL%dokaQu<J(3A(2T#RGC!-re%$!>N&i6pR1_cEsy3P>_+};
zV->iv+u{-#%pIDNF%3qUqK`@on<4^Oqn_+F4Z8)!I!S(FVJxbuv9lkV)}+f4gn<UO
zK!acbHq>lyw>)u#m6Ix{QI4M#1eCoEN%Y2w#4Uxw?rqzAeHyG)ROmwbhE+e*&acIW
zMpm`#00930`-TZ+5~6ahm(I}B65lN<of4JaHwABTz0Hd3d+Nu6>T_-?=Z1R9YPz{)
zU3A(8l|P?Yxv=_Fg7?14cg9Gqa@#9)pqpzcjH;keB(O#JaXT?YAdpd%>bCaS-*2`#
z>wYRqJaId}fa5V_G!ZiCy((F6s0(e++aFnD_LuELdTln4HnIC-a6WaerIj;tN#=}8
z_%O!HZ3wN%`<?#Q$IS6GWxF4ZOrH@P(w!=Ef0~h$Q=mO*44V~D08#${$9Da(ShGvW
z&6Y%dZkZ~cS?c4Qykk>BPMFZ{Ew<p<N4}qYPBO@-fuNRX>*O%hMJ&_)GRQ)Zkc~_S
zJ8ikX_rhOx%%xFc-!kSY7B%^%UnGp@NYc!HkO}n`)wsS2`iCCoAkxn7Bu%C$Oavvq
znLOG}t-Y4twiSM$D&dqM5-hDTC5&Zu(Pp_P{Kn?og|+=L&x)+1K=lJs{IOXjV^4K$
zD{=X^=f3!MU0F>N5S3N3!XC0oW>qSxBLIQ}AELvbs@=Wt+1gvb1!cI6B{Y2#TJcEI
zteU!F>_8rEH$1hkinVS_FF%0MJG{meyt5}w?Y^PdYzfn1Ik@2SfomohYMj2Fq$gR~
zOsA%@2Lytk5n$VDxMus~NXH_g1XnnDR<12bZ5(n)n@N2@oxd=?<NdKRj!dLcfX7Ws
zS(t^6osB&p5UCd=y~`3$I}NYvd=HZYEQ?7OO+<nSqIpY4s128MVpih(`&$W_wy#py
zR*I#Xg3>IN4E0h+8aWCAhhP@q`U{pluxW`h7_EsY;&|nnS!N(e%^?J89fiG(hi_kF
zPSU$#4yvR<mQH?FNfJVOag(S=GLX){^=R#V{`l67^qK348hqnWycHLt^E5RdmEj!o
z-A0u=V=1?9LY2!2E7D3Q)iYD3mj*yUHuEVv4mRzEu3osFGMaCgghe8>k?cx>1=MUT
zc((rlwXjQa{79K9X$3`GP^f5HKnoch5{gFz5w`kU{{RLm+p{n$h}7n7M-)j;B4TxQ
z14ss!2G-n;*8TB1$H3Wo8tqO^HAv_xDz=!}BI*kQMy<);U_$MUoembHm~KqHUMgv%
zTKJepY2)&`#=r{_MYV0*gMB;iiiS#UL{<k&;rOU)C6vmug@!<&$V`%#TVBnxT(;J|
z@TqSpH;FA_y+J6b>!zlRNfSFpSkk1AU`SmnwXdmtNWZ4ov{q%ypmLZ{Ls9ay!al!N
zrlv?_U4D5PUA1W-dAr}#d*2zol3v)Xl2bi;Wz3AFdQT*ZEZ})nPnzAA={C0a!Bk};
zD<Q;GhHsOlSs7z(P>DvSEG{*h3u#fm7UR(4qLD5cMMX16>DnXHsA{@}8cmR=Q3>RO
z`LD}&?~Z$m+vYl={z81EW@RTvNK~}aGlVgMnu3#UT#%|PZO$6oX8e)L7ZAxuUlPd^
zM9Z*1j6>X7%GR(pH@EGCyfZFLUndgAmWM`l1aZwYVg^9M;X(tb5xwtzI6mUoD{d_o
z3M5AJ7~;GIrRmiLWJt}w6>g@=2_S$^=zT^jh_w~Vs9mH=Ou|}^o~Q-%iz>S-l3Xy-
zzjC&}8}p3lk}`T@Ao*vAWuVLDk4nW^RL)XI($0>kw;pY_;0#@*Yeg!>aw;aM>Q!`Q
zX6VTpO(jdC11+Po07?2uHuvWR+Qn2Iqlh@EmPbmac@`DYWRhEHusTxL9nG(AwjnZ6
zL~dNIpJI|srGx6$qe74fBya0rzpg2wxP(`5RB8;iLkzWSOB1wrj0V_-0B!-(xEP0{
zD`VmmV`HbxDPHpQqOsE$AvH+i_hlB?+%MB%^=*yP>b_AoT(J_4Xe$rS7G)I@*<z9%
z${p0GKVU3P#;f3aExAX@WyrmqqpyZF4<F7$8F-b`@?3>BVmLSQ-uJ~yQ6Wt-qPH-t
z%lc4C*OdM#ko0AEh~CL>GaFdk`(v3Idzf2{P*zJ#oYuqgG1bEKv{50C$nm*HC=@9?
z4tD3$8d9wlXzQrdv!IHWNX%5VRV+v(Q_7LAl&cY`j=@RQYl3_2hfK2Q3bHzvg|hQW
zlhMs0vq>;D4bATRjfvZ9U*8_T4Qe)&(F?k%7(;NEBfd8*=b6=ZX;EJsIdsue$Rq`&
zlTkMWSO7UUVaXWey>}?f#1Z0a+0_IPymC}ht4#4B5uPBBX)fdq+RO_N^Bd#K;u)2t
z@j3RD^+>fjoOKlxQ;Iz=G)7WUBz?xPE#?CE9fquC?#io=QEg*+_<Zx`RTVSIDwq>M
zjxVUhNn%CFxE8k9^!=SClQE(lK_V&<g0CCn(KRZ(O&(nNM5~#ih!CvAUfyM3!|%A`
z2C)&vvpmi}7Sz}0u_GDGk++#Tas*b{Ngld;<L7VQle;m6a**a$&MB%OW`cHN(lUKY
z2qREXdEVr2gpV(Pl0{g~qiU&XWoBlcEls|#9f$*tFS85qeR;yxSukr7(P@%uX$0uA
z*8rk0l58J)TKwMokL7_f`G7jfT9OJmBVM%hvIR$1F_{SseZkm`ETiA=hS;jdtqBo~
z*1mxQH1$13=!po}DJ)UFH*SBHIkjuJw_SgLR>(G4Usq9^$wwnI7~AN$Jv|m9Vg93>
zYLaG)1uD{rreq7{lF<iPp|oXXk<O#5wSeD?+ZncBAu)=&`4-x0R!AiXk~nZRggbyo
z(xh?v18gX)rPh@R4AM+9EW)A*)=8}nhH<sDFuDH#4fR^swN`e>HD+SMf~m$}@JRX=
zD2vFgyKVpk4mQ9409<I2k)=H%RdwwT%T!A$mgz_bQSL$zEp-E9bH4bBNp0oSiNrC_
zYNhE@nPPaPjo(2U$OXHbZN=^Bh}PtC=u){ft5$lNc_nV7av3B%FDAed!LS(9)H*Q;
z>LX~9o(F46#f<xciUVH8`wrO2-?c(VlQNQew~C!sK^Q8KvC_5{u_SsM-x^JrBsd`y
zPG+CYErN-H1iO~oKtDhOf;anPv287-m-}D*8pb&>TU|p@Rar!t8`Eog%RM}vRW8IT
z+>gm~bA|5iG=9R>O~3yDOJqJ6uXm`D396EoTFA_D0*Fu%p~o+FD{d}Q{<rF-t5zE?
zxI!k~RpPv^cm%>I!gNxlTHu1D0)OfUVlmL%QvU#2no=gURpNk^6!oyanCx^SY)#uq
zx#Gucb2k>O%D~v1<($N6DPX9RLz!noax@_!P~U(?v;P3ZV}n*X8xqQSW15aV3b8GO
z(iq!vR4RfGb8>D^`eQe)GU=ggq!Olv82aK>7ln00Cg)>vQ`nuXees>zF7J^MJD-JP
zmJEw4>Ncqok{xa8N-00<kE%_p_BtqRqZ$bLzr`|C(P!DDhGmRW)yoWXOl@ERyJ#Ef
z0hDUK`myueO_@7<szWS__~{*}pq71#6`MqnlB58tz^EeP{8;hpd_`#tO41{7QqoQ&
zXntCrS=l0{FqU#ve5S(I79{$1#xqv?)Rc)=4K+;#HB2%rEi7_{aEPN?2Dt}G;jXtH
zzibb8CNpU)i*BrsnbH<$);J?9(#R~j?P4|-*nY=G2YBV?3fT)TbrpP+)RgtB1S{3+
z$#BX%qeujcUu~`58QQrek3y01iiyorEXFD4UWF<z;m#}wR(3WEdz+h`?Tp=Ixf2n&
zD<|tkMM+4+D{1S9P3}1Y{My@JV0#>OrLybkED<1~(FIptY|0_3Hb4ME#^^~FEZdvy
zxWrXCe(hJpwEoXz)WVN2kEs;Z6%fg;(U4Nz%N`cv*K0Mo#)yi)fznLH;^nCfv&W@G
zHXT)s)G{zWP#B8^Ti*Ww;l)uTX%MST6j=aKGStb}VHjOHBp~^U+hQ-v9@oV>d$@^l
zE90SNFk4WPX$H9k$cUTyzz4DQKejWauSjVS5anWpjB%`HN^reM$ok|Y?z{O(=YH7D
ztv7E`!_qxVO(kT7OkQEJNeEqO=DoMy>N{|7T1f`xBhi&<;1JXG6%3LjksF6bV#ES@
z*c1N%PT115WyEz@?IkW<B&JFw>B!SSOmao5f=?r07?0+-rlwIAn2l29b!|v#>tg66
zw|<J1X5<Up4VYMO`{BWrvI28u^ysFxSfE)ZRWrjF{244xomK>SLog@4z~2RZLWreR
z3#EJ1O7c|36<Nfk18NIpF^<4@w<We1SgQ^sX3M5&NDk7LP`V^KH&M8`-EKRM4&J!V
zk=#T?A&x48rZ=-jj_)LvM@F`gq;kMo{{a5D(%P&`g0O~U($iH2Xf;k_SmuPS`fjA$
ziyK(ne%Q&GR=PJ+Ak}dE#HmG4^Yoz+RJ`3g3CkNOVm7jnHXC_yyHmR7Ls-Xg>gSTO
zyvJJ%9TEsPb$tq~LAJ-vPj5yCY+KVNZy{IuC??HXYX1P0nklA4JsH4+^v(R%x{C`9
z?|ywoGi!GxCGj!JQd0Jgf}m8Hp{HpSZXq@bV;YIlIl0?lIKC6xxhWe~jVTA3m9vQI
z2h3_I9iw=>g&gVwMTpb62abE3Y?oxrtWvzU8ss#S<y7=*B~w?5xn1fWWYZ+~y@Awj
z%m=4@4!J8So#a^<s->Id3~|L%1V%#wIszm_)o~!zzMoJ=#YnNmE?BaeGf23l{3_Ui
zc&Zda46+AVpH7Pc0-Y*A^#bF2-xAEK46-dG(+dVKBh5^pK*Lqth`C~W-&g+tTxOS|
z#ie4vt0R)OD63~^)^!$W75tJ58-*lWo%Z+j#_e@(ESZg2Md&GN(zPe7i=eQinxl+q
z699)olY0Whk{bU2n#Y_ZXxt)_C0c)pymgAwQp-@pg`9#S3~WmdbP&D9F?U;=x{}N3
zD)Z1_rY!=-Vu4)9SSrB!nFu5w&2lyy>1;3YGi41=mr+;cKvAS|Nz_T2GF{m;gK}Er
zU-30qTNaG0tX7K3Ax#BJ*Tp=^{anHF^2DGR!iBJ4PRd9+ho-CTiJW3)sKXIvbduLe
zPYooXOmrgXABgC-C2z0;>e4qpy|Ae2&HWam5m7;x#a3z|>Q~gpt|gIw4&k<CQL?CO
z4aq-jLb|Je*?K7mVaurcvQ|T-!40I&9cK&*sB3!pw!Yf8#))y3O2D;_C6yI5Jv4NZ
zS0&!8w3`$via@yvPYa=c=bUJ*+}Z-Ss8&>wM6=apki`;$I<iU9jl*5PDf2bSJlwNk
zGThzdOFI&l?Gw;RM6C4i-K8VVP|Vsw=@z-w!8;S{jO5J~VQx`*sWR+@R5o!AV9}^X
zK^amt6}Sn&)Jf8AcEjW<GOHTVB55?)hOE-Eu4roLVvt7h6uUS;G{PK_ZR|-PSZO}E
zsAcvuRm*9(WVCNxRhQ7^s<j5MrB5W%BZZ6tY)TNMuo{l!i#NU+S!RlrMLvR#mN;V(
zs@YTpUtk4>J=m0@nV?!K3F_rr#|oE!U<J+*M+(jJ1^L+}GPF~yn&YXC>PTkZHU`GP
z-~Rx($AQGWnnrE{uRW5bqmo9Ph9)<#40S%j$DTnSd}8-m*X(Aldn<OWC@Wqzcp+wz
z<dLIt2)5vGE&eP@q}fAR9cSV0U!y3Jv*jVCHFKFXNA&3%0zYhfoDCb7Ch*kN4e??C
z40V=szl&AE33946W-mOCA&eVqRRD9^#jpPWPB=ZGD5|f-&5muIW@!~Un_uF9OvE7S
zNbJM_M`ECA_Q#KTmCRj={-rcDvPB%K9ZQF8+g}85HUwMs#&t|&Evg=*#}CWT8Y!Ai
znJ#141+W$)b~?u2<v6Bx<*NldLuK_}FI&@PX#@;eYzLeWP4^p?2Hx6s!DW<k9?qkv
zsi2E6r_*8z$kqx=>I$b(*+~qx-`5=x=B$Hogn46CbfJ@0iIq}Enm`DVLEQ-S0@of>
z$2h^!cYXnuKq#tFA(5q9RznVpSX?q6F$8dS1KeUC_Q}`zC)4@JVur0ctxqM5iBTxB
zwf5fjZNJTnM)eJhLrYInOd~N!B8)7N$L0Vy7PoU|(g_3mxE8;~0zqiusicU(D@M`F
zFInb|8APK<Al!?xlfL+MW>BPp$uMZAmX)lmLbF7wfc-=PZ?Un&b66W7J!oPS^2m}a
z=y?zTE(0*rtI@0p_48jFVz%Yx821vAN@}#~uUv(>@*P4=><>2F*d6_jGi;Vj5*MnG
zDJUy?uCdP1vPtA6&ZfBqhQO%Qe$9rf>HuP6S5+fL<u52DRB7k6yAAQ5cy|}@u&NI%
zO=zQ&pch@$6<CPuPT`5;k$!Q|v1X5vs+E-$GR;%+bu|q0jUH5ErZ)2H0H3Pg`L;7z
zOC}RmSc1#yWUHtV#4kLs$>xs4mKP)K!Twmyotd!|%t@F@HCd8YS#M1V4oD@%?`^$F
zJn@Bf+CPD_<&Zk8%u7oxJxtvx3SN~|Z5RwrgXw+ki%YD_7We~Kv}OsSF$!7rEOJI#
zDGkZo4S^n{AGR}0mOTZpXiVCVrI-BCSOsG#H2ob~-36VIffqV-+#gN720FBFkXLA(
z1anVCrgoF0k&_^X!ClBULHFBl_{ThXjh8}lU|u1osnJiCQR=CY<3K6nOOYdaLj8eZ
z?dHYR8Jm{AB|66w>CCc#&`{G;9$|$eC;X}h`(x@&ly(xqbg<+7Fep^u{{Rvxo<AMe
zMv*fqgw1o^N-H>9Z+v*1T_t|2Au&vIIH8NH9IFi(VFUFLSb`Sp0XIA9+~bAc-Yj|w
zMNM9L6HMZgSoJV8>oSq}L~0BWn+uXOhW&AzV{xQLxfqW%cw~*KTdJuOtY<(gA^^k}
z{`Q{xVLLYE6p96wzc-RYCsJtPZBG#06KkE0+ylNTmL_GqaZu0+B$}OOS#Q!p>dai7
zwi|^OHa7RRC9=q>s;OuoX{3s!dRxY_G1w$(2?T$HU4QN{=<!oZDCJ7FWuc&HC#<KB
zrzDWtMUhRkxi`|R2G=A5$hpT%o4fffvMytwT8LBSRfq~!rHlSBL#V3;VQa1TwYT-f
zPD))AJ7lRpPB|fvEE`26XhA8ZkJ1gu79@}N#+8e1G|@(6%IQ{^M-;y+X%ssP>X2$}
zLwnh*0k`<En?+Y20(FTP>S`k|1nbt5tt4??Fc!cmQ(%17B!90X1lmz9u^KU&dUP$R
zWR%@>Y)$q6Uwdt<bBSL|d_<^Xs6!Ojnieb$w0CWe#=_URu<iH8lTe7gLcA2!a!aN-
zSllM9M!>bU8xPY84a*%A!qrU#PYH#VHB}La+!hMIQLr~v1xGyg!f7(Za2dRF!+6z<
zu@$o)DbsL49;4Ua5ZNx$VnSNKo{CAL>O!VgR|EhHt5}PT_Z#7}D=67iJauL``a&jX
zN1VRQ@uB38ur}{~Sfp|oA*HB!gt5&7JAt7!fJ15)U=GR$+kLUDTePmwe=M+w;$)qq
zRck1;uX1#gb=z}m3w!p)e3;|sp&Bt>a%zgmjI^@OL7VXrWC&eB7CPAJzKuQaZrF}g
zlr)h;n9@<2$s(Sks$x1-(k(!bVt3ls{X6rHTbCBwMn-K|*FzOud8uTEd1OiTO7bJ3
z#57vPO}PZ$n-jkn?&4XR+R00}(o+&w!SgiqtC@LgN<l|X5m`}yYm(qyK>#g@J(%~!
z*t)TZCD?>a;z((bOv})@TL<$>g2Z0OvzvXru?fUnQdQWTRP_cB(@Le5rZ5y8LNc1P
zslVp4Zg?Wt8f|V;D=3UsRK}GNR?jlVV(KE)$*3s=fx3Zazw9>O6xfdyJ?F3LHBDS?
z8;x+8A4@@djVQv}LF9h8!<@|0mx&C*^)%2uOoldFm_(B(z0R8{kdwICSMP-PoAW|y
z%EGeJ<dp4AD5sC+VT(=o@+%8ijvD-2@EZp|xSB*dRI^%%VrQmijbA`3xgco-Z~<=I
zYB<GrMM_*l)H*{wNS&LcR14XQ+^&w>*yDN0zGX14Mz)kw#1^Is!zi9fp_!Q^QE_V#
zW@D#T+wv`eTH>rlkt%2?+H{4hermF&R@WL8Wkaa3Qp8wp)))TvB3#B+^A_eMJtxbo
zu<4Z{Vp?PqU#PYhC~fsz5B@y%!enK{8GRx0s!1qFnh9Y;DY}@>q0=Q)Fav#!t}GAp
z!$!D`B?ZT6PbEXuc#4BBk=Vg6S5kraE`XaT7Pg>A1aV=DRg+}iWYVoDid8&6EM%-!
zg~aSu(S>lV;Z40Z)o<4sMV3ZmX-89-<>j=-Y9uy{=+ta&Xu!YIWgmTB_@uA!Y|V&V
zu4yakV563jAk_0{oy~@efE1H$tVaCX?~M`Vj7K2#S%fr|F~JkCgH7G!DilPDN~#-N
zC<jr$Ckd|Q%Ta3*bhQUGm{vzgS4TrktYe<73z^u3&{2H_&f~T>Zq@QCtu3PsEes1u
zm=%TEpdnKT)zfis7@f8z>|3zo4v}1={Tgc#RI4yNolWML*-h1$lFWSFtZXgmq<Y^8
zo0i!HW3*Nnuh5BV=M~H(hvwvCD%^s$000*LYaPw^7$}O{di+eHy{Aa<M~2@ZqKi4q
zsU?QKpcrYWNi6P3+fXNCVZr(q_xAL-YkZ}XbuP6xYN-rSzxRMVdfOdfry=oQiu0H<
zhlZnMK&c^pnnK9R;?}jSNd)7P<<?a+yB^b+<`t6GQpVA=ksv6dH?bt#u^@|n$G?1e
zHHpc0Eup9@-k!QyrDmNcgQ2QYLDWL9Af5FOD*|`KWVsNdJ{DTK%>6RTcaT-qkOi%v
z4OcfH{UXHw0MqY{EF)ZKs4C=rH<#s+&}HyZz?x!)HAu&>78v>kRaJ_eN)N>O=kQ+)
z)#ngI)gqcA`eO4FV`6RWdBxI%)ZmrgI;-*6%kz5LT55SsGgAo5kf5~81B1rlcqblD
zv|rvTlU>4ZR~2S!P$zhcvY?70boHDl7P#~PgZ^Fd=B`Z4#(HESQ%BH>1&t&NS0Dxx
z9+L~JGTOs(0=BE~aequ#)A8yR+AkTeq^dDS?8y|X9CH+4=FMVJ3G$XcZTnjpK~hYt
zO(b2%1g|!z;*qES0NfGjE{5Jya%{KyuYHQ!0wlj7MJ;mw0Gs{;R}51v;$b?m^DCIF
z<N<C7Wi~(EIMU84$|WkJu8?KpGLB!DsD^N%BNqwf++2T*h5rD<gsUI8<U=v6d1ass
zk*z$sqnf7PWMi=ejzzD}_j$$|Gc1@-kb1JTltr0;tWr*}#?IucqLO#pxyFr-K4GRJ
z#!8o@9UZ_X5a8KNj5#D7tULEVt`jaQEhJrJ=1O;XrFAJwa~;t681AjU#co)gzb+|0
zuOmb&;;wwS14yxmCy2VEZUPf!G6S{PD_MIFd?l5=zF@eAs*)#*<#a4e1EX-oF8Y)L
z1?}zrEGKnl<&w<1NM=PLqJjvjn7ELYX(0is6?EthMTNKSE_S~d((9~LPZ4x_TC!)I
z+K52}lNqEMkhxF<gnjwvWcI}Fh#@Izn<}89Stk5w7|kJuG65#Qn-OwITMLX0C1|MG
zq8lff;-agXrX_|bZFtDA)NFVA9#8nOO<vNwMDt3is;T5Eixos8tg^)zWRm-mY&@-Q
zN9GsrgK-Srl7xwdirltUhoZx)9Ntj@2XaX_D`p4WcEqAdl|qXwR3tIhcyB!vxy&uC
z>6t@q(J_L;@sahBtDT3X@znNK+Wbvb6??o($!Tb2p{Sam#Zn+Q2X$mi5}=#ztULbz
zi*J5*b@cd`Shw7#%d1)_>BU28nJHs;JDm~`3EIPJ{>K>JUQ<a<ZtROFDOvip6>n;Y
z<uy<yy=250j*;C%DYzeOTW(eSnrZ4R@~@YslBK4KRfkJRx-F+-M#H-sumFE|1MVpz
zrsd%*w<ySA8Mq4hzST7o%ONca>xi^yII&4B>TQo#hUKNcV)ZR3bS&q^R9PKuJabee
zuQ){zt8OmfYqw!ye`{mD<>j_BJ{8SBh((xH%1nJ)*;X`Tz(rKB{{Z4}T6synU~ylG
zIjoQ3oYm@5?+Y?gXci?%)93DZTYF=};%-X&D-!0PnpM^0`7}}2tZiOD0wtSE7|Pv=
zJMPPJPrf;$J|-*h@%b6CM<f*~mjNWP)ARsUj#6|}t-u{ZppwT{{+hQq-Keb5Gl^?S
zMO&3ne-NG+=beX2o`;kyNZkJbhQjs(elZKWDl}kujW%YofYdV=c@0G5LhSOtU@hfa
zZRNhh(;D)bw*s_<s7*yAJz9!-lTbDtL@UEzd+Z0M_~&G0Y(TwCuDZIG^}TYbq?&pl
z+CgDqsff0qM?879;~FGYaq+35<+$B4^phv0q?9tj3{q>7m?Hp50f2pWH|F3C#y72~
zva@wJr5o%z`HWPuzfB{8DU^bN^(eT$#O@f|j^h}sM{h!;s!p#khLvQRMxIyGCbRi%
z*n!Av4&U9yRV1dAP*Uch-3)qOJvxdyo5^A>%6KGPo^hV$kuVEIC(NKGCWb*P7M4P7
zru&dj)4GpuHrQ!xn{wzK!WG%H)IvckOeGA#Jo=Ou0ao`r0BjAm^uo$n6Rbxes;0~b
z%quHRa3u&1=ZkS~U%!4Z=<;Uxl&qwGiqXkTV$mYF^Ev_x>NhqGf23RX^uy-jX(Gal
zF@@>kCAzASYmk5v%ngA6?fGnfdtkS9h+5+zL7WO%?iEYAhm6P0plnGTSRMWFxs0p~
zF%3}bO3KY6G1jYL<Uj~4Z?>K67-H!rW{4PvH)v%rNY-_B{8-SG3flv7=uNk=#%RsA
z;pQL}QPa>y7L!yu?jn#(9KH7}3w=#<#x`bFQdm+!3pkEsSfdf7l1&M3!?SX2`A6<J
zY)Lc7tIR4@>STf{iK6@!s*j;%T|>&nhvpy!u;acltMeD_<NpAXJ4|?Po(#k19$JM)
z5&%CA_ZGFr{>L2lEvqi38q3B&;iIRHqLQL2iA0p(5gV1YJcW&jBY!pRzxRjV9)mvB
zIvEtnqRZi`AW|riOp-z`rGlNWa66OwX~s(VMTD%ZH<m}2v{cZv5%mxq0G4oq<w{)f
z#@GFEqAM;&nkd<gUn-tem6jBgme*~SNB{wC_9LDD0DMO^n%gl9R@BW)Qw(z~y0sp!
zN^5DbxF+Bb1;I8JK8M#Uv1v02nOktb%xn3O76UTG8Ba_rA`&)7JFfeaY-c5me28p;
zH9yZ%no6vtV0x<w<m+0*H<gQ>g^1O*BW_B?QAilW!A{auOsh^oHzv{zHW%B>2?UXS
z`QH?*yu3{r6tke1y-umL$q0{21p1QTSX$Q>95uf$@1>M(?u6*U>gwGM-4~+ek(x`g
zYqjleeQo|zYhzkqA)rdrMNjhzY2}5_Sn6v63X28<&0-X_xZi%-Yy4<i3scd<7I5(|
zN+hL?`f<bton#PiVcc$7{NZhAv6){Cwu`F-(n}a*ymH5(qXmczNjA3D-@ogObdczz
zDvHu1wF^+wypAD_Y!w3^F*hga9@`UqQ>yM$Cuo#aQpS{(H3nG)btQ}tx0px+sE|Z0
z^#pxecTtCFS1Eoz<gQ9LQ10<j(}j{(j$;hcM{Q1_WF(MI%mHG3e)vwfl}*85@gj8P
z5F*Uc$!%y^R3?&6li1sSF`XDD9-4DUO!HPm&{I^$uU6}=-HNJ!H)bF<_OSkV*%CPq
z{D!JBYKXIlGa85L!y3i%bf|%WV1WsLTOQnCRK;0(f`O-|T71G;<93RQCTP+U_Y$ZV
z1XvOf0#B=AT^E@t7fr>2MKn2-5Y$V0MT$u}vFQ?})rE(m*o7Ax3{t-?;M)@K!^=sP
z*1c_YBz0*FdLe>Hz%tCudy;NEs-U0q40l^)w6br&>c>LKGdc{mhCrw0D&&~8LdF4h
zn1FPF+QP~QVQhL7xT;emM`>epm9rY=N3C#GQBBsF59D7`ZM%0q*2ak~&D5Gu(!6`0
z^rI0+S3N9?AZx^I*BpJ<*BD-GO%&zcIL-46>N!uzN%+#F2&);86&H3WK;K{#n_Af7
z;$5y{V)Bu!MM$-he7w&D6+#=PvK58wKx=W1P1v!Va>%n>uD|9oOr8ox6H7FZY19ai
z$g0xVotTY5N!rDKYo)ejij@|L**+M2FrmmPYNX61r>w7)8kwes;y9I;%!z&3tapF<
zZL!Cz!*J_s?p+cl$3x;d>E^5cC=f+K0FG%^`nsw&)IY^*sT}IJrS_}EvKeEQGEE$r
zMNBHuxTw~q_P12|Z}xGGR1ci<e1|W{b2)O{q8Y_49aO-|TUXR|3)t<k(h1whJLACP
z?#k;ld<>bg7nEhyJweu5Y4tj5KxGnK8)^rJxLdIOZ{L|W0;-X#jsF0L$|0BLBet}u
zjrFN;Z?k?^BXSL`&AzNUreDyzgVIv9TEt_gl2b2~^v;GtF1wE44{x^Eic)xxt01*>
zQo|A?2^<ws$9Wb<B3YCk3);v4vshcU`y5>&sx~aL9L^efWQImyl<baCpIbO618O_o
z;f?LKFs0vmC5(#NnSNrDt~Q?0G>CNCz&Ldz?YA79V`}S4P4gj`Oh*=LO(amXo=C%)
z7fp<X$l&j!k-+};IxBUpu1aZ5rImaTe6LbuT8&Vk^XdSF7TVkMt9{299o9-n!TEY<
zlAkV$T9}qXRY?Jz#lQz`?d#tYd7{x?g=>sd%sHh*btD>wsdc7_HL@F#^(ZUY1PAoF
z#Z9+-iq|0z;|VoQO<{G{4zLLyT7sZP54peFd}n5@DKQhs#XhRX{;{V`)>a3~C2MTE
zfAYp?%O)XfCLPVn&0dj6wh#eO(#dPcSx^m!xI1H_^W>$z;g6!4nn)REghSIL#sQAU
zU|WyxUlS}<i-_GMl;6aSRIzof7<ke@JZ>}*au{uUi*^GWS&Fonswp|@DW0x1l4;_2
znPqs0Qk4XiF1y=yx$pj%b-Jr^UVTf^N`Dk(6I14L%aK+6Y+h+5)flH^+d=x4<6s9K
zxOIDNbM4exDOV4MYU`$t__k#m)zq>&OwhPktkxG>04%3aw&NN+nU~6+@B5(ZU%`D{
zl?k%?c{2spGRfYfM3yE^Jc}L8h*EaB3Qh_%SkFv~=^>W0E-_BCl<BWl)<-U+II}nA
zBzNN+$jxrzjUAPwPKr~TQdQJuNgPFKx|DIp9);<tQX<m3Y(ZNe?|zux@4RopcPOmb
zi^W4z^8%Kl88tx!v4t)NO;wp$h#i3^d;VN<q`8q}okGy9OgRJARZ9+~japBb^FL4q
zAVp)otwdaLsN$KjVX6~K_~MwsB-JZStf8CDs_Ch0f5dd9z{Ml3*61a2^C_-cn!1YG
znz<#^B7q`%A_Yc{%AgyT*!_a>d}(Wmm8NEGdVg9PQHxBs$8SMVm*tSt&XLg78RQEY
zJyw-Su(t{o*{|D3$43pt#?qSVs}oQ0OjT1=W;u-|ERwL9pps2vPg$LvKn=)Iefw?S
zoLZ}L<1=_uQ$5U9NNZ`tOJ7X7L@>J5xDs_8?8Ir@lc*(tH@f2lMrktlSNifMCB0Tz
z9UV$T6hA*Ok&LIKsZ5~h))ju14tC%2-;8O<W@xFSTWJN#@>&YLdBs*soP7DPr<uB&
zFy&)Lu+l?r59#ZT(#^zJ#1#dfFK7~^<@Fh)(WJ_P8LFCK>#F(&qj9~5Ja@)S+{TQ2
z0=tW99}WnNb#ty_m0Dy&42h;aWm#^>ciQ@f;9kRgZx&wCmdfriOOn*&>PBBxD^n<r
zK-CimI@QJ3$_2&P+QR+&*exTqybTp1u?}RWh<ur+n@?34ornb74c7N0{#%~+{ZqBE
zI;yc6x(dA1$w{thBZ*^lYGS3sX>Tb;-A8bI-`y6(t(J9=R?NP_{{Sr&9CAYiT+qsV
zut?_n*psaBq>CFJhQ|_)tgR5D_Lg}xRYejy)_~OY1u~>=sHh1lNF3?csGAY#elfQW
zw<KCgav7SUm_a8-qgO*xO0sSxvg!i&xV6B)s$UlECB!RsGE%l`N_v>*%eBR6A}Es`
ziC=O%spK8Vw${fQ{{Z!~cz?g}X0IiQ9HvL6FhvZk)fF;cL9jZ(JwQkxFB=a_Z-}Me
zc&fc?Pxu6khvlY9p%k&xwwC(AkXuTv&Y*TS7T?jaP{(Pii$yH7h6yPjOOTRCA5a%t
zHGmsjf`9npsPMNhGc~MKE?=2^v^4c|yK0#0EN^(xm=*RRMTNM!@81L6<>XxZhY0yK
zo>-DPaCFBD+>k|>wZR8_Er+J8R2JQ`S=3J~mP(px$zW|(SDD#atl@8|$lliMH~M`s
z7UZ&TkhM|~P1T4`1q^0MBq`C6596s)Nftg+ek?XVqZ%exHu%(tw&Mb{M<qQts+bF`
zeOA)!E;mU)JT>-ZJL&Ji8Do!;p3_*&p{l2<tCE%_MMX-AVHqWmC}ovKlXV;YEC;4D
zRF%D=f22k_87kFfj5K7eokA0(?rx{t9CGrTTF0Ra(6Tw5L*<ef>Di$bYEY4J<XZqq
z-;sWJ$4r~Ip>?Z7vwGo79imRWx0dq}a(A|!CzExsJac|AHFlOgOIrFu#Z>h1PG?Bs
zoypg5L{e&7tCdlGJ%zZ&lt{FjsjM-OI&A8au1RC&fDID1{z3V5TYW^|Vg1p3O&|C&
z)m!WeDArYti&WFaO)p-Lp=0C-%jP_6IaB@LYzo_=z6Oa*S%jwPRORMq;boXMw|K`-
zaJL4=<MNw}+Ytt3C9+kB)jee^Nlz;NJd)YbUw!x@!;S#s7-*|<MWrOf=c|sUtja1Q
z5XCdb`r+HC4Vvb`SOS0ha4(L#l$FBPoy<E>BZfH`X?i6pZ?c%$%oqk6>bSMW+IwTB
zD!=cUrE0MgrRe_v3p2*ct@Yn>h)4u!J+4Rd{c(+1TmJwjD>AZ+3fh`<rif}<ns`(&
zu{LJ2>Awuyk!(iT<<Q2GEqp4+_=P9VQm;yJBT6McZ!lm1Alx4R0QC$OvbYK@ndNiG
zSNu5qv5ZX0l5Pk~Z(-`AZr|yRE+a44rO8C<SFcKxs?r2vbxz{%09_!EE<DE8=hqze
z+BmVEAR(uMJrcCPEmrGpv?wFl*j`HjY)As!W34h~Zl;Km+G3L?6g4#w(L8M$C;-$B
zqQvKW2j@{dpVHXE<K^!9Q>ddEM59c%MO{5(Le#O-O2<TZeRms)FS!7B0~aNTw&ZUH
zMVhXIE@-5dIpPT%hRhJ4vXk9O9$)&gg32o1VUS9vW{O`Viq9d6Cb?4`ke1uM$u_@r
zz_sPu9I?n!g%VmpB|I_|q?O)Yq?bdaYXR7gru&c%{9{IFg%om$3V&xVsjB2xmT9b_
zGD#-(*jR9*?TqbLDL0sDkzp2Zm5j=R%EFQ&@7A~;RkJjVLFJDgyz!3Nt6WoBZjm}H
z`aF*_udbu~THMA<M<ZF5i3ue4v0``j79F=a>X#Xpt$(7~l(eq#oh&d)($>zAQ^c|<
zf<n?il;5gIAYR1tj)vk_Y=<RNoM*MUhG<NaO&dt?fduU{2he4)V`24JF6W-z@yq&|
z{{X?CHbnD`h*s0kQT1j~OJF1FDQP1bLldig$8o+nICk933f;_ARCsIWE1=93);5eQ
zOA!Ls4BA@bhB{YQ@A<4Zy>(W>RjS5D&EZ_SwyVX|m2^=-0H#?=>Mzp{$W==d^w`Mm
zZO+)+gRa=_(3Ll@40zIft20VG*<gx}D8zC}6ZIm5mtc|?wZ@_dI)L4WzB=vk4Q-?3
zR=uKs5c6iOtf<Q%mPjb`DWRvSnmE|J47O#G*1p!YkLI=)6??UO^dhw?p!kJVoaZ@w
zZAEu#fGS*;QLsjk>9y5QLiXI*u+xm@T#Q9LqH9&sQ|4YGtEZ=BSm6_^N}*RppGw^F
z%0ivJH^&9*yvE1NQW=z~@eFxoF*A=fO+K5qO!Q?y_d5f#6S=+a8w#6Z9kC@NJX2Ih
z6f!}qqO-&!Sfm7bmh1F`&XO^gIhjGF5R{V7G*TF4SfUz{oeH1~y9=N<RkxI|2N0~v
z-y#xQyo=~+Z47kvjU2g+I=7lTUr!rbfA&4Ei)M&6Ca(<Z4s)B-(&}hYfdV6K3M{94
zYyoZd$34y1sVkEkFNXy^LdnpofK76x90_%R1@)o&f%<l_1Akm;!|q?PR8c50*l6<_
zuxWZ78knI(>4#E<R=_y5_af>={Nvvbh*>Y@g|dxjI+8e&D3(J*E{jH-fZLvTxgE|U
ziAgfY$jO@`o~pB``k7W#5-?;#Vs1vDw)Y@oE57lWyr@pO1cxuJe-=yfE7TQ|EH5#!
zjT8eL5pC`+cpUAHm27f0?mb0LA)+->tQ7rHQktEPx0Utzna6QpZ?`)PWYvtCL@3yj
zI7drFKtjOl9!8a|u;h(I?YFivOtA`jOlA>gf!x;Rzb#PVmt5*1M<qimDJ0(BW#az;
zY;`@Z<}`F~Pl*9pQB1Fwvr80^fYpIhQzMaJgbRz2>TCst@N&CI(-GNZk{70qtERKe
z6ud_4#Y-yrkL9>^{{Xib9@`fPn1+l|)k!@&d739vB%0gs*b7++09X-kQR#tc7XJWx
z7qlH!D#J?^WUkB_?Jdd~2qajz936?rFA|Kgx&G)w`k2C2in^|iI!Rd}Q6EU@juc_T
zT#@FtEsn*x%v@BuI<aFUnzIP23N&J9Qb|<r=N?iB`xd{htV8;U(o6OUEhwO*mX>&B
z5hAj~F(HsRb$vvg^nrUVy|CH+N;YgrWEq?^)itN392sl{HASI`EEPf$E>5enT>9^g
z5&Madl%F{bUTGszMMYIIn@g?SnAXIvqKhqn1CPEkyGH!!`~wZmo4#k3KtnQAvlwI~
zc|cWQq!KIzk8E*Xy>Xd-B+Z#h9M+9#rl^{wucKUmsnV|J@c|2RMv;H>2Dh#{U6p?I
zC6z}bK}!IYTT91MI?K}<5r`pdeF(n?WB0^WBW;SU79(<IRQXgf^^>M&WsFE{PKLQ7
zn}yo@Z+vZLthVF+)VeV2KaY~iDwC)4Rf3fYAMJrsOCM{EUfbhDW@}OjfywG<paQex
zSX4@M(w8?#t!psf>L<;9!q(pvYU0|;JxvlSISmXj*GcmFYoxK%j0|9r<|KjG@wvV6
zwC(c^Rh595Dcx#nrKe~WS3zjVk(`1+V$66PANSuCON`~xtk{afH2GF%^HSxFQAW}M
z6*O_3F_OU*U5F*FSX|oI-vaRM%#xY1WM0=(h~yPCYO;oF%#vU52xTJQ;pW@!d*f@C
z<hcI;X7$=v%^qg;2&P!tlEO!j1p)7Uk+%lh+#S1|XO>bUUr>Ql)Qzg*hHA^Xh{Ec}
zL1U<0N9(Zsx9^WW_DzYC(pf2KQ(R+@<|0)Os8i05YlT+1AxYSfHn;b8-q`4~b(nN^
zi6^L|rp*XxS)q8<i;x;LT|`(P%W?+8`@G_ks*2wN<f_FVRz#qZqGyhy<>nPA00uy(
zQ;QM7-?x2;#x#7lYG*##3`b<k46;&clATM=@!SICz_|_TSpNX>#UnI+#Ij?TP??-l
z%^FVwOfLeuAWh2)puYQB<BrXVxoeoeKBjcr5Ojem=6PzH<?5~<Lx2OijqZCBqxZ)y
zEp>T~rAkQ4BFZXB(wa#tC1s|aeql_a^6_=;y@0o=)sFj>_hyZ8nPMZE$SHFP47Ez3
z);eZL!B}Iul0~h1t?k?Xt}zo<R#FBeL0w5e0UZ_M>e54~e`a8f8T{Z}>my~oufN-D
zTrpEbWmO85F;i0&s%18mnG)Sbl&+8#_xqh+ml!t?zwe*R{{Yc7Ra+7nJd!18hvh#7
zp_z${t4A9h^jh~~z+V0FR&BDZo2i^zaGq&dB_z}a1Zrex+0;q4gJEOGmcWubgN>ey
zttMf;Swzl%MO!jaNix&a2&}AOVhbvU2rauP(s}(bTX}90w2ErVramC2%xPL0r~^qH
z>8+w#kX1tqAE-B$>+8V9ZOK$3Crp(Uy2Tt6QY=J9W37>Ti=+h&ayJYBH`|YFX4Y2a
zWI>rDo|?Lfib<rEMDwh1yn1hKOt%Mee4_sV_rj@lR%}c6g~cTsK+;KDGkm(B03>P{
zf_2{4Yk$4*gDyWlgi%>ySZCE$FPI*a$qWyvWSM{V^#OQ+9)w@l&FPJu_QcZjl~9vW
z5*k`a)|Q=<NP91s+-f^rfVTS^VIngLDKD_q4AeQ!RZmq(43I!0)+wU98CzcM=C+kO
zS*>&RY)2Sv6==6pqN=NjEVnCax|+2u8%s9N3zm^U*r*o(0u6`*pEx+)3%IQ!XCUz9
zJxl7XNexJ5NoI{iWIFCH2{tz4@{NWSX%@$zJ~1sHEuyCC)yAt7K%qh!$s$~h*za@Y
z99Vkcra1{QGhIiRWw~uNL27L>Ygwj!QnsCBh6!>s@4FI3w>G{s<gVp2WRpbK<fWEc
z0@2biqx1D8&?7)e1U7-PsoLA`j%T&~39PE(#l<{z5J5)}Sap>RSo#T;M$#-8T#yCU
z`{F;xp_wj}VW6s|Raq)y=-d)|PD<)KbEt9O4_`<!l8-c8;!26<Me7m(wZZ{?#l20g
zf6I*RUY1NsG>Ye;f~J~Ss?t}8mDkfHdV#NS2>izUe*0r<6^luft4kJX1Fo68KPpki
zy-J9qQBJMqSixWIEDf$NwT9;yJ?2&=?y`i2m1#2cWtpie50Jw%hDpuAI?3HjdXJ|Y
z+x@uoH>0mEE7VF_idyY$RhG59(?vLpln$y!mkn{Zt}{!lir)h@bzaiSF02ztEN>*z
zNgA`Zn;mw!8xQry9jhLsHaRI8>hmQ$U^@*G$t1EJ(@@`g5BL1og_B!}n*dzM{G{}7
zD)n_~RU_-t6_4r^@9T_fip%0vD$z4{dSulTGRq?^x|cds1GwN`_TL*(nppXUL}q26
zie9X`r7W{eAy31MepO!9P(NI4c1swA6_kw)JT=bs#-mA$krPx#%@>ps#@)f(U)2uS
z>avQq`HX6av5`8O=ggy{1tXZxA(AM<0)elj0zWae?{as?6JEH@mzfikMr!i<stD4S
z9KsipSlFz=HwmZ)QZLA{x9PSn<ZN90e_>UN5|vt#qA871tcFoEis3;;(Wyc2q-h@H
z?Y0X}w(Z5b)Ba7L8*wE=G>J=Ky(nrKiz=aD8)duy0C=7DzSwk^FD{?&{TbyFQd1>U
z%L!(rs(m6ghGW#!2jm}`<qqfVjcw(-sQZc<s^&_u9JR7dYr{O1HUuHQ%@`hj!r<@4
zu`J6i)un&m0xHYeKU*?Om3+LY%<+^&WRR7)LUsh*z#4Ysewfj#>JqL(nSC~4EnK<i
zS>>lOG?TkX6h!K*g@GrH&}iiEZMVjJ+-2uLP<aYd%^hrXRXXbAP|YOXRMO4^5w+Qe
zWgP0*8=PswBQoXSHK(LXNi!H~P?V3L{&`iS(8fD?H7j|z-1-Y(x{S9MFA%Qa8Enr~
zohnGWaV#?|Xysf>AlNFY(ph&GYwQ@{wQCtMe6~{BS%ytZQJ2ioopMW2PVi~f7%a-R
zAX`u7H@^JhR*fZy+byHs60Xa$=%veRQc8Jc5y?+kA-h->1P~7E+*^))F}<Z#ShD{B
z_)Hcjr^vGmx2u{{EOF+P@;W#mgs4&Zh#yjsv9~zqy=9f8VF-%LK)0sM@^p@p2Qo1_
z!p%n@3=O}-bq4*`;}LDGt2DgLexg1d&%diA`Lo8=HI*{dBb`L0+@k3O+esrxw)p5K
zLsi=A<eimtmNL#$UH+4B7y;(o_P7I{F_UGqh)AW%=<^!v;)u;lGeJ)0$`ArvpDF>)
z<d!~zoMhHyps3i7)?_vLJp~+)M9|jF5oshsy2Pc~wJE*GHf`<sc*R~xM7Ld_l7f1Q
z+L>f~7S`{h&C^145G*-2^%&0TD>QtJ<0dV?g=Mt0@<~dx(or)Z+gr;##eR|*tSp0d
zL&sr_)|+B&2(a{2tuXu=PwHk!-l2)=UNdIa_pl9RD#P`)@Y>w2NVWmefYhY&CF<mn
z+DdgDH*nWF-uA!dBXRoSYw86pVx>wvo<T~zNkW;xA!C+S=SJedUw<*T9+>E*7A5T~
zmYXrns6md3t}McRB12ViAOIT+AU09j=Y7rYaSv&>knJLM**0NJ^%B)X84irG%;iyD
zz*so%a4m0NL%uU>QCy6wip73SH7toe4OCwyvM{7{9F=<*?(Mz2x^55U7|k&I4H&eh
zgXR)Ankf8(SQ0*w8-=+W8=bp);B=Ejaf@Ovn8jGyBb!Jf0IM`)6%0uOZf$KRe|&RY
zMp(DNmQflAep@Jxc9wXmq;9*zCD1xETm%H$O@^WCjW~{9+fVoZ0N^r<$D3NFCajmF
zpta><90b**6(`%uKjRRUW@Y)2IR}%VlD(=S^F$S8Nee@xPzxr*%1H@uPv$t?m3FD4
zD8$sXv@y7;c-^U_c9LOxohHn0ZVk5fU54ioL|bdi>MT^Rq^}d&l2u_8;3~Pe4|1l!
z-oWv_u_&@4jU^Z~&0b_$sA-ZFF_Nt&gB$B*RZmlIG1}N@o1|&DZ#b%smoLlm_GMR`
z%QHd-un3o?LNGT|Vn*EWj)&T+qS{zRB@B7VNl{u_GBl)PSkt&D3FNO9^|`?%w{lI?
z)oa=?wFZsP&p$$jaOO#LnEb$8fO!Je1+jEk?i$5F<kgT=<}~0UsxFjYqz6*IQMTG_
zKl8mU#%5BcdFq;;dFGd|GgZXNBLlH^OI=UtwiMZaKk`dBl|qcI<moh>UZT6Mv#L@q
zEn+QjN`Y;x-ny|3EMw#+c#OxG5t7si>19+BE5NIJ+0B_s@uY41_QFe;w7S%EX>Kcx
zO+?gU4Qm;WB94>BLJ2hx7+UOD?YIW#wjVbxN65Kl5V>>|*{jb`5s}(38l~eZx|9Q`
z7V?W)`ba-lY;2r5vW-y1Rcth`6&*Y=O4A6|8AOE)PR!QOw%p06SROR(h||)fvWQev
z($v#HdNpEakx(T(A!QnTq+a%Bx+iVE+(RO?aq$L5im_*xiA^-H%8RmvbvAS)9Y6~U
z4cP6B=W%wo{gamC!%Q>;B;6HBbgtllNL8|t%G@r)jaI<S&2Mjrw`3>s$yb}x(6uDi
znnJR=c~vy(EG$QBpVt|sm3CQtOq{gwB~TR<6f)H@X(f^30_2qpNLAC{n;-CTj)$z6
zHix2yEWSEKhKfpxc>@_w_L72FpEx%20yP_`+kOr%ip$z`a)nH_u!@RRXhKd&cYXRw
zP2Xnjq%j}o#uu)%W74(iMyf`aFG*ty6;nkUtH!cjNfDMLoz1rdf8QBdOk%(71d$$&
zrjn9p5<Ky|V5Dy-1jq<Bu^Wq$EG_0O+Z}w>$$ZV7mNAi4nnMO>TTHVr%ZRCDGH49U
z8p=kMA62ce7P-WJ<2ApAhAy%b%=0lyQl65YNETQ%O<g{jX1Vf!z<mIXC(CcE8|_?F
zg<nvW9Slno{M{u4@Sy5bfgyODf}|G&d2P8Xz4^koe&1;6Ra{1)%i4@I(@9x0)hDR(
z>uquy4cf{@t!sX~ag6ReNW6x;JxsZ+ZBdcrhvw$0mSG9DvY>!By|x35&#o%kNn2Ws
zw5L}U)tP*9%M?9ig>*LPIxS+i*d5OQ0ImhyA1?xvX{fbyrzDD^T{H9z(m6Lvg0?=r
z@6Tb3DY`yHS19UU&P6o&ZA3#%k-DfPld%T-A6`$c6E$V_=pK;SRIM&`9CB$fv>s#%
z6dx`B04=>vDO#;{b@_@_kli?*b2?8~Jfb+{ajQ>eYYm3L1p>m`V*8Dh8`8s1MH!AY
zv@Fq}Z!j0{zb&xb{{Y4+G>8(BgtdYvMQF++X*-LRVtM}nOl4N8^eA#!rhJ+ijIF6O
zrK~p{Kn45oPCC~sQm<1hO<aol%)U7Eek9HK5Xt6$&8!Xme#aRy(oEiQ{{XP7Rl12K
zT+rtA?;DhO+B8QTsMT-w81vHOGcT9e%F|W4hs*C94J`ivim=9f$6(^*k8xpdOMUUu
zo0u4`p}aXBN>rVBgOM|yY-J#U>981vS}LZVeN5A7e6(;w4LxLNsU*~T*Z?doBPEA$
z2t~N>Y+cM(z|oCkDS>lu5K}E%JFMm9md$N?R^VK22iyK}94gZ0P1MfTODgpr@f<L;
zL?kiA3zmvVP<b6pfe1I>gV>G+Jw#ea?yAvNntAmJk@$KHqr-6+>Z>POnyDgWsFPZ%
z1=s;^{Qa@V#oJj|PYpgF_Cu{AFO*a}Q_?$WFBLO7wXANk6&E9Oup41jRb!<L7&RqB
zG|@!rj|EeaJS;Af8y3}W&2z}N0~uP$yhgb%iAPN|pT(>lfT!w2fE!#DB$MiVqa55u
zHrqobHXjE=9691pgjc6#mOU@Olpy~AVn^E-VXMqikj_PyN13&CEnKt764jvELZtp1
zcUuwqTONYjTwCY(DpkZ^#Bqpn8Y$JB$ugi~Sl9upU^pMyuitZy4r5%jtldhzu-CHM
znun>QqiLU`6icN=hvdDs9=rSFd#g@hDZ5P}{x_7$Kqgq&kaz_`xFhw(Tt+OdPP&Cw
zoW%t^rlU57l0c>eSD!_`rz*zh*L+R9uC2QC(_hJ(HCpG1>WY?XY1>3<DIHcdRj~7P
zh0VP+n|_?*cWT^<w@(WGYyS8fIaij}%LMfdZ7Wklsy343`JF)*2eruuoA<`mS}#ED
zQOUCUNd{)pQ^h0G#XPaQFPJjk+xl!a{c(ylX3OLXw1}I=9))8p!6aMS_s~^tG?TdR
z-?_$?mW^sv>Sso*2;>n6r(CItnwB{Pwv+}eT1^BK+*w8jwyf3H%9_*eTAL0{mL_15
zO7ql2=<=vBKAT*FemNGf_S@4JZK`Qa#T6Qi%5<J_XOvXC6+E3l@P6cAY@5VSxFpn2
z9JZP`qgsBj5Eh77svDaN>^DEiVxHqoZTS@KUA{y!OtOk<I2u?B%FxQDQ7fZqSptFO
zVfV&-JLAxcc&w?^*0ahOsPgz0l*s{v7LAdvR?8Rzd+p{sV`SXJu3byo3Yv$@Xr4-$
zq%6*S?poF{iwp2P#QpI%){s)~TV7c9Uj!9psAPqDRYRgmk_u`vHl^R{1x2rawm2;<
z8s~|~n?UAyWh{Ag(#H@_l<D*kZn5f!lVE-A`wx6=ajF&CYE*gURSsne#E@R3n3%L-
zv<)O(Z?HB$t%tqcF<DcnA+l%BG#Nc-N}^cOG@6kSZDmBCVm7_@9^Qarq4P9-qcc!P
zE>A!wl4;tijn+nzLQT=tgMXUrZ+rT8H`$h(e1huJ6W$z=BZ{I&f+=1&m!`}JC>dh}
z4J2*%z9+O0xtft*DHfKYQKCj@)@KOCWIvYn7t$_8uZ(KdTWhE1=l3hLW>iUYV<gBX
zD%~qcNfwe#EN$y$0{-V63zty{3a6LEohcG0RgzeZ&<#qnZF_yrIqtPtyiF5vWg#)P
zn9h$jl0e*p8j?TzAGL-%DzsjO+RLd_^zM+QOm$PHwx%5*M@@BusDMX1^XxEO?F-9D
zt9gvhjEz%NvbcD(ix3L6(&pfe@38*>!;Blbyv%EtQ7ptmLs+mSG%pk~Lkwu^aH}cO
z+YPt^-k-|}v36Q?A~YqDvqR##?5sPrDPVLlzWSJ6{{U^j@MBurRbK+Av|fd#Q>Y}A
zn%||UEs4I*<!k!vd*6YMO0`v6PnY-9g*9x|ooMq(%#6~*DugX#^srI2t-<5iW0o}Y
z@%x$AE~RZGpD~q*3PzWe(5kPL=~H84{!xc>80cn$bs*430zmGmQw=e6)v(ls&A;jZ
z<9mxm=x-WiSLRba4ofS*#Y<NFtAB|XYoBr~3I71TB}if1x-_YpiY8E@khm-Pc-VVl
zYmAni2~x@pRi=KUvh>(ax;FE$0H5Xj&LLXA*-9ywO4H^GQ6-*MmQOQpq@k247w$CQ
z?n&g|9SGGlQ(~y;(ao4JhAD4RBatAuC1qtF$RGYk*BU-D(4{Cdtj4CZF{w%9*Ba9z
ztah@fVuaWXVMePnYw$B-d8~gd)b$a&hWQBQD}O0zR_(X3QEyCdacI2;`&7?|s-A>X
zh{CXzbyp9)?ht>WIL6(^UW2qL9XWUTW}adqR%CM5U`C(~&NfA-FiV$G?uu51V^wnV
zO;Ih&n}rHOs)4`&TEg9iA)YNNQ^eBW?iPL_p^q;4Du^0EEQ$+0s}rcb#@)Q5_c%D*
zQkN;#m8bXDP`uR>qNDlh+UcdJsaX)l6{C=)hv|-v7bI(y>S=AO7H=^x5Yh@orHVP~
zI(2Cj@+p*yFjHW*`bRu^pHqdzHC22Gm13e*IejdXQZq!P$vYLk{UM}zR{sE(*xw4r
zyzAliIxXF;%Xv_`6e*Qc0R)n;m6^{_-%Zq91I@ql(-8L>-L;7<)x?DcWi?Gp)5@_t
zdKLFUeb|Dx{_nOiYmF5-*{W768k)KYCoM0`)ie@0Vi?C_3S1Gfu=n@Ii*d30n6p%0
z$5mBP_>x*^s^^9R(L!U1v|UDn$ny`axIOXGhSt`N)Fw}y*X9-f03$U^>1k>ynnCrl
z!#0&;eTxyvBkgP|rd9Fj&{S%xcn?cY9I-PH!|^0dnBQeKHzxP@zx!j)s?nnL{ye|)
z{gGY8&QTK8BANdH6Z+Fr*|)k{<Mt%uZX5SMI(`a`A_FjjIHP?c!D>uur*NQKi~auq
zkj7k5BF!2$a%yBzER@XgN3U=K#26cT`G~)!J8ffeTAg}+4UuUj7OA6(nlzF<L#pB{
z6L6`c=@<V1D8`12wB<|8OD={w&k@sQ(xCZomwhp>lpzUl!rj6D0M2p4!mS!wn4;1}
hhG8dCb1SN|J+E=L$_B%?>5iJ#w6BGK-3xA~|Jlx$;er4F

literal 0
HcmV?d00001

diff --git a/resnet/inference.py b/resnet/inference.py
new file mode 100644
index 0000000..0d04bd4
--- /dev/null
+++ b/resnet/inference.py
@@ -0,0 +1,333 @@
+# import skimage.io  # bug. need to import this before tensorflow
+# import skimage.transform  # bug. need to import this before tensorflow
+import tensorflow as tf
+from tensorflow.python.ops import control_flow_ops
+from tensorflow.python.training import moving_averages
+
+from config import Config
+
+# import datetime
+import numpy as np
+import os
+import time
+
+MOVING_AVERAGE_DECAY = 0.9997
+BN_DECAY = MOVING_AVERAGE_DECAY
+BN_EPSILON = 0.001
+CONV_WEIGHT_DECAY = 0.00004
+CONV_WEIGHT_STDDEV = 0.1
+FC_WEIGHT_DECAY = 0.00004
+FC_WEIGHT_STDDEV = 0.01
+RESNET_VARIABLES = 'resnet_variables'
+UPDATE_OPS_COLLECTION = 'resnet_update_ops'  # must be grouped with training op
+IMAGENET_MEAN_BGR = [103.062623801, 115.902882574, 123.151630838, ]
+
+tf.app.flags.DEFINE_integer('input_size', 224, "input image size")
+
+
+activation = tf.nn.relu
+
+
+def inference(x, is_training,
+              num_classes=1000,
+              num_blocks=[3, 4, 6, 3],  # defaults to 50-layer network
+              use_bias=False, # defaults to using batch norm
+              bottleneck=True):
+    c = Config()
+    c['bottleneck'] = bottleneck
+    c['is_training'] = tf.convert_to_tensor(is_training,
+                                            dtype='bool',
+                                            name='is_training')
+    c['ksize'] = 3
+    c['stride'] = 1
+    c['use_bias'] = use_bias
+    c['fc_units_out'] = num_classes
+    c['num_blocks'] = num_blocks
+    c['stack_stride'] = 2
+
+    with tf.variable_scope('scale1'):
+        c['conv_filters_out'] = 64
+        c['ksize'] = 7
+        c['stride'] = 2
+        x = conv(x, c)
+        x = bn(x, c)
+        x = activation(x)
+
+    with tf.variable_scope('scale2'):
+        x = _max_pool(x, ksize=3, stride=2)
+        c['num_blocks'] = num_blocks[0]
+        c['stack_stride'] = 1
+        c['block_filters_internal'] = 64
+        x = stack(x, c)
+
+    with tf.variable_scope('scale3'):
+        c['num_blocks'] = num_blocks[1]
+        c['block_filters_internal'] = 128
+        assert c['stack_stride'] == 2
+        x = stack(x, c)
+
+    with tf.variable_scope('scale4'):
+        c['num_blocks'] = num_blocks[2]
+        c['block_filters_internal'] = 256
+        x = stack(x, c)
+
+    with tf.variable_scope('scale5'):
+        c['num_blocks'] = num_blocks[3]
+        c['block_filters_internal'] = 512
+        x = stack(x, c)
+
+    # post-net
+    x = tf.reduce_mean(x, reduction_indices=[1, 2], name="avg_pool")
+
+    if num_classes != None:
+        with tf.variable_scope('fc'):
+            x = fc(x, c)
+
+    return x
+
+
+# This is what they use for CIFAR-10 and 100.
+# See Section 4.2 in http://arxiv.org/abs/1512.03385
+def inference_small(x,
+                    is_training,
+                    num_blocks=3, # 6n+2 total weight layers will be used.
+                    use_bias=False, # defaults to using batch norm
+                    num_classes=10):
+    c = Config()
+    c['is_training'] = tf.convert_to_tensor(is_training,
+                                            dtype='bool',
+                                            name='is_training')
+    c['use_bias'] = use_bias
+    c['fc_units_out'] = num_classes
+    c['num_blocks'] = num_blocks
+    c['num_classes'] = num_classes
+    inference_small_config(x, c)
+
+def inference_small_config(x, c):
+    c['bottleneck'] = False
+    c['ksize'] = 3
+    c['stride'] = 1
+    with tf.variable_scope('scale1'):
+        c['conv_filters_out'] = 16
+        c['block_filters_internal'] = 16
+        c['stack_stride'] = 1
+        x = conv(x, c)
+        x = bn(x, c)
+        x = activation(x)
+        x = stack(x, c)
+
+    with tf.variable_scope('scale2'):
+        c['block_filters_internal'] = 32
+        c['stack_stride'] = 2
+        x = stack(x, c)
+
+    with tf.variable_scope('scale3'):
+        c['block_filters_internal'] = 64
+        c['stack_stride'] = 2
+        x = stack(x, c)
+
+    # post-net
+    x = tf.reduce_mean(x, reduction_indices=[1, 2], name="avg_pool")
+
+    if c['num_classes'] != None:
+        with tf.variable_scope('fc'):
+            x = fc(x, c)
+
+    return x
+
+
+def _imagenet_preprocess(rgb):
+    """Changes RGB [0,1] valued image to BGR [0,255] with mean subtracted."""
+    red, green, blue = tf.split(3, 3, rgb * 255.0)
+    bgr = tf.concat(3, [blue, green, red])
+    bgr -= IMAGENET_MEAN_BGR
+    return bgr
+
+
+def loss(logits, labels):
+    cross_entropy = tf.nn.sparse_softmax_cross_entropy_with_logits(logits, labels)
+    cross_entropy_mean = tf.reduce_mean(cross_entropy)
+ 
+    regularization_losses = tf.get_collection(tf.GraphKeys.REGULARIZATION_LOSSES)
+
+    loss_ = tf.add_n([cross_entropy_mean] + regularization_losses)
+    tf.scalar_summary('loss', loss_)
+
+    return loss_
+
+
+def stack(x, c):
+    for n in range(c['num_blocks']):
+        s = c['stack_stride'] if n == 0 else 1
+        c['block_stride'] = s
+        with tf.variable_scope('block%d' % (n + 1)):
+            x = block(x, c)
+    return x
+
+
+def block(x, c):
+    filters_in = x.get_shape()[-1]
+
+    # Note: filters_out isn't how many filters are outputed. 
+    # That is the case when bottleneck=False but when bottleneck is 
+    # True, filters_internal*4 filters are outputted. filters_internal is how many filters
+    # the 3x3 convs output internally.
+    m = 4 if c['bottleneck'] else 1
+    filters_out = m * c['block_filters_internal']
+
+    shortcut = x  # branch 1
+
+    c['conv_filters_out'] = c['block_filters_internal']
+
+    if c['bottleneck']:
+        with tf.variable_scope('a'):
+            c['ksize'] = 1
+            c['stride'] = c['block_stride']
+            x = conv(x, c)
+            x = bn(x, c)
+            x = activation(x)
+
+        with tf.variable_scope('b'):
+            x = conv(x, c)
+            x = bn(x, c)
+            x = activation(x)
+
+        with tf.variable_scope('c'):
+            c['conv_filters_out'] = filters_out
+            c['ksize'] = 1
+            assert c['stride'] == 1
+            x = conv(x, c)
+            x = bn(x, c)
+    else:
+        with tf.variable_scope('A'):
+            c['stride'] = c['block_stride']
+            assert c['ksize'] == 3
+            x = conv(x, c)
+            x = bn(x, c)
+            x = activation(x)
+
+        with tf.variable_scope('B'):
+            c['conv_filters_out'] = filters_out
+            assert c['ksize'] == 3
+            assert c['stride'] == 1
+            x = conv(x, c)
+            x = bn(x, c)
+
+    with tf.variable_scope('shortcut'):
+        if filters_out != filters_in or c['block_stride'] != 1:
+            c['ksize'] = 1
+            c['stride'] = c['block_stride']
+            c['conv_filters_out'] = filters_out
+            shortcut = conv(shortcut, c)
+            shortcut = bn(shortcut, c)
+
+    return activation(x + shortcut)
+
+
+def bn(x, c):
+    x_shape = x.get_shape()
+    params_shape = x_shape[-1:]
+
+    if c['use_bias']:
+        bias = _get_variable('bias', params_shape,
+                             initializer=tf.zeros_initializer)
+        return x + bias
+
+
+    axis = list(range(len(x_shape) - 1))
+
+    beta = _get_variable('beta',
+                         params_shape,
+                         initializer=tf.zeros_initializer)
+    gamma = _get_variable('gamma',
+                          params_shape,
+                          initializer=tf.ones_initializer)
+
+    moving_mean = _get_variable('moving_mean',
+                                params_shape,
+                                initializer=tf.zeros_initializer,
+                                trainable=False)
+    moving_variance = _get_variable('moving_variance',
+                                    params_shape,
+                                    initializer=tf.ones_initializer,
+                                    trainable=False)
+
+    # These ops will only be preformed when training.
+    mean, variance = tf.nn.moments(x, axis)
+    update_moving_mean = moving_averages.assign_moving_average(moving_mean,
+                                                               mean, BN_DECAY)
+    update_moving_variance = moving_averages.assign_moving_average(
+        moving_variance, variance, BN_DECAY)
+    tf.add_to_collection(UPDATE_OPS_COLLECTION, update_moving_mean)
+    tf.add_to_collection(UPDATE_OPS_COLLECTION, update_moving_variance)
+
+    mean, variance = control_flow_ops.cond(
+        c['is_training'], lambda: (mean, variance),
+        lambda: (moving_mean, moving_variance))
+
+    x = tf.nn.batch_normalization(x, mean, variance, beta, gamma, BN_EPSILON)
+    #x.set_shape(inputs.get_shape()) ??
+
+    return x
+
+
+def fc(x, c):
+    num_units_in = x.get_shape()[1]
+    num_units_out = c['fc_units_out']
+    weights_initializer = tf.truncated_normal_initializer(
+        stddev=FC_WEIGHT_STDDEV)
+
+    weights = _get_variable('weights',
+                            shape=[num_units_in, num_units_out],
+                            initializer=weights_initializer,
+                            weight_decay=FC_WEIGHT_STDDEV)
+    biases = _get_variable('biases',
+                           shape=[num_units_out],
+                           initializer=tf.zeros_initializer)
+    x = tf.nn.xw_plus_b(x, weights, biases)
+    return x
+
+
+def _get_variable(name,
+                  shape,
+                  initializer,
+                  weight_decay=0.0,
+                  dtype='float',
+                  trainable=True):
+    "A little wrapper around tf.get_variable to do weight decay and add to"
+    "resnet collection"
+    if weight_decay > 0:
+        regularizer = tf.contrib.layers.l2_regularizer(weight_decay)
+    else:
+        regularizer = None
+    collections = [tf.GraphKeys.VARIABLES, RESNET_VARIABLES]
+    return tf.get_variable(name,
+                           shape=shape,
+                           initializer=initializer,
+                           dtype=dtype,
+                           regularizer=regularizer,
+                           collections=collections,
+                           trainable=trainable)
+
+
+def conv(x, c):
+    ksize = c['ksize']
+    stride = c['stride']
+    filters_out = c['conv_filters_out']
+
+    filters_in = x.get_shape()[-1]
+    shape = [ksize, ksize, filters_in, filters_out]
+    initializer = tf.truncated_normal_initializer(stddev=CONV_WEIGHT_STDDEV)
+    weights = _get_variable('weights',
+                            shape=shape,
+                            dtype='float',
+                            initializer=initializer,
+                            weight_decay=CONV_WEIGHT_DECAY)
+    return tf.nn.conv2d(x, weights, [1, stride, stride, 1], padding='SAME')
+
+
+def _max_pool(x, ksize=3, stride=2):
+    return tf.nn.max_pool(x,
+                          ksize=[1, ksize, ksize, 1],
+                          strides=[1, stride, stride, 1],
+                          padding='SAME')
diff --git a/resnet/schooner.jpg b/resnet/schooner.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1c4fc32b15b54c29de9fe5d06be4801fc4ff374d
GIT binary patch
literal 27436
zcmbrl1ymft^CvzFizT=P4^9Zd-2wrEOYq<XcbDJ`A!zUb!GkWaNRUN?1b2c5cM>!>
z1pQC){oU{0-MjyL_ulpH_H=j6^i)sRbk(Q2_WsBH3V^RDs~`(NP#{1G_yO+s@kU<R
zID0s|+c>+>@^WwiLQ)DUsQbX*g#Y&p00Msg>-dj$@{fl3F9)-~ZO{k*YLNfbSn&VV
z9)Q>VC!zei?(APh9^kaH0x1q)j{dI&@?R~vY3cvn!UIwufIgW2k8}9{wXpxsmVbR-
zf^`6J0mt!wOsK#9lK+pS`~Mf(zcK&k3H%)^I8GGF|NQ>zd0>I90Im_3{e1>7@TUb9
z!DAp;#C-vf0g(IubvEPyd63gPfJN5U!IIY7&DO)i(uvm0hxUbqvzaCBf6q}dEgv{Z
z_Xl7ve+hsE*eTfAJP-<CV`5@rVPa!pVG}%j@Q{E64;veggp7!YgoucY0Q+D1ufu;T
z|9cL>dH4_q7Y82~7oQjx7nk^NhD-dPO9=jNI=F8K2r$8s!cZaf015#Fl>l<T2tWbM
z`!0wC$R!%&UjiBan@~Y1grcEiU}8OZ2+G+1N`wF?sQ-hA4?v(0R1_!*8U{Kh8Y(s~
zNF+do(h+i_y-<HcMDH5RgHD`~TP4N7NTTu0jF-<XWK0@^DN*xq^~l_vpER%f9kWc5
zmc`4Cd=G&~<JxPM$2Fmy6Q1iQvMe79-q$8~O>UePBD<$H&vdN3!cvOrdZxF|1?6<D
zy~9)C^}RDcF9-k>6p&l!Kb|nq(fI$dK*vo81vzk~Cqm;1P9Xlv!8eVuLtaL+Rkx5t
zX-yJycfKPg^uG*XF!OhegG}T<vUsU2;9<G;-z@z9bHMUHS-77Auu=crlK_wa_UFdm
zYRsv>o{sUmWTmd@V4#U^i0^n+^hU?aN@6Y};u-GOq^7DtN&B+Yd%%L>+nFw*jk457
zpQ80@D%QGI?TWl4QybTX9@u*Qb_??4w!E*LuH!`lQ#Jn-+&<$rc{IRo7dxL9e!4}_
zFgNre4u5eeo7enme*dn+sd>urs_`r)l{CXQNZZ!yB}0NIqo(DlTK%*qbE<gTY8|T_
zJ1geQFgL4Y;04~Vs?5*iUhlDjLQh|%i9a&8d^MD5PwDvxXKHSQO5)`4s9CIZjP`Fp
z?7-Y>Nc94lqjasvfr7*1ivH?jgSW=H7i;V?@ssxkoO<8$RQLUglS&ozWTS;EE;|fh
zR4>$6x@A#xSK#;Ge_zxFP-{L?qo7UH;0UgG*Y&GlO`9njBhGR}6rr7bR{5AFaYj3O
zN6YZXh5lCe!Nj&e!>Ppnl*#Vn={ThzmF>99q-TBo)+D%(wOQ^q?oRH3_Mo1!9E792
zZwn<QO3Fd-t(EpYkWVsX*mw?4F>4`Q!RS3r|HF$bBqi}xsO`7$;aA#CtMyg0`LskO
zo7}>4IYwNv<;@?z%?W6>sw(_y?IEt0d`_<S0KaRFu}GM9StkisbAcY|%*PIDqv@Q_
zy$u0)FWZK>?}3qfKnStYdtmXwDOjXtBNbZ#;j=J*utPpF+Q(GC?C0b!SF1!Z<RyAb
z!aq~x8MOWcHD-e2fG3-!|IA6^>|s(#(GMF+nMaKazZMPmB|Lo}8U8{Byy@(&*k$h`
zZZI65Mvf$oDkJw@=T8kQ+|_%dnHlgIbky)xroXYO3PWR-LY72x15EpVr6zvgz49z_
z<L>1N>Rb<Wu2>#%zO-Ce_M)-E@wpszJk6@e+q!&I^EPfcsNV8JP%AQIx%l<odhvqf
znw|BXioz}DozvQ~quxP)FxrPe{$y!t`y3-r@i2Jvc=H{R^Nm^DCn25$A*FB@BPPvz
z;CreWIjs;Q2Q^NdQcZF;m&owzG)6(n64Y~h+~729QHNgF+o2TU6mTZ6E8}IOAMMtW
zkNhHkS$-=(**e}Xd`lHQdk;8>bm5gs=t<a{eNaw4*dg1;0G~R}Yw#M0Rr`AY?;da}
zy_+HBbd$*4?vwa6oDmD}2vP#+i!Xo4D-t=WJ*6<Q-&es>P-zG)A-xCg#}2Sqn$TTw
zzV*3AII2pxs2XakRyi#trKtH1292;+-rW?z8u7TQ<;MN94G<m|KYLzsxwDP8-vfuk
z6fc6VbOJ3StE63hiH?UkJmJOW<E#;HUD)mI-Hj+)&e<%kBWdi~)T?{0NReIqsanST
zlL9>wi`UC9?W`lu3+O#4W-bC$uz6`Vl#!w)7un5EFQ}B8pS>v)$cR`Zg2c`I_*u#F
zOWd6k_0isnAlrj!NFep`PBt#w`HJNpc#7Q4d3}sS{iyV{uoeH<5xcwGrm;#4dwJR8
zbl^If!w^Ny&S^tLbdpMxGTUX3U-z6+R+Pg<fTuTw_j}NlO1b+jTif%t%a?Pv7Q=np
zk9FDmda6eHx`^u#M$m=>%a_yq&9C?O7F!U*wl0D&)7p?9+!XH?D%N+0bI!R<G5!p4
z&po#gy}QcEOiHBE-+LbHL<_Y*&kCF#mA{&gPVcGVc+!OabF?<;Cis;2uGTlzV{WI%
z9VgXdU7%j*njhJEA)J%3e>3%SQvW>SP;7VB-s1*glB_ANi9UygFK`#zzIxiW{`gcY
z&F2+E?}sV77q=f?jl6AO<`_o3F>WsROnnn2^3GsqP538Xi5XeKj(}dtm7w5KPf+36
zqm1<py@`{2ie6nS_Rw`B{9hQSs_sFnY<I3sw@!6?&yg91ckro_@>IUVc?9Ig?Bf~h
zf-hkUMNv-Y7Bi=h*YANu`-Dw7Y%gH&MlUWSBxu^`({A~vxTD<Lx1c;d&m9vvkkIQq
z`+?>|(&<*5^Z6cFvi_}ZeF@IY8=C`Tg>jK06Q$9LY00KWTl-qa<eWmytn1jD<;_Z^
z?OQp@VzYWS^6_4qt(<~hyh81F7wL!-GAJG~#^;<0;lPbF?v1tYH_NBtzcHjV7PJF4
zIbW4t@krc{@7%u3nW@CtF8q2`H)R;)AaM`8%)5%_EMJ&urb&ZVjUe}P(Dy36ZyU<o
z?#jN<2;Om)SUGa{T?X3Vq|1=UXdCD52p4wh2>z<WEs{?Ey_XlVit8O1Xrsq8N~!FC
z%_Dk{a}za_QpM1~VKXjy&XF^N{pqSIbM>^Mq7E;nvhwcg>vp)k(Uz(IBa^dA&Y-C>
zX4OW{BDos_oY;GyV5(2ROf~deZ=tp8vPqawz2S8)DuG1OT+?!;9&qZEB`Gnw(3`_;
zWYD&gJ=H%Rq&)2L>Ca)^9nxfnCgHWj(3)?k&un$wJup_H5O1t3J$h&!Sv+(pluWh&
zxd)7QrQzab17+caN*UC!aDMeN5j8>&svx(T56AQA7X-C3w#78dXijoxZpWz`)0MAJ
zaF=KF!{jtiv4X8cmDJv)UtBrg4W>S8cPc6TX*oq*kcG)`VszKqJ#lOABW{(*{~;jI
zOIW@AmvphkyuF*O=*lCFoeK=S{GF=#jQT$+bBMK%vX}!V>{|Cgb6{jp$S_yHtc+8@
ztGmNL`FE6=!;K&K_33;3BN&=>70&F5IFimkP!0Tc2~Lf)S8-y$(^*!p@V=r7E7m?!
zK}t*y^r6>bov}Sn3O{Qx1s{l6nKJ&?hN<Pe`TQw+NpNTTa9cj&YHum@&j(p%G2bay
zmm_J$plQ4`RNNP|GU5`={yd>=#ivW3B^G>?CiRdeSvIzQY;fBPLZ!?V;i!3JvhzLg
zp=Lry{AISq!fMd{M9sBR>|W4HaMJV>9MXF8GFQ5W(Ki8cs3D^&t;?6aEtXDYNx$Ny
z1Ji2!$*;Jpib<PUvv=4_hS&I+)wZtFr>I!i#^W;h@>nOS)r!)0`djO?<Gl7O%3d2k
zZeF}u^b3$s`xEr%=+)594~|+20g6oAmAw!uv2*>!n8ka5tnns0)%>`uv6A13cYiW+
zf1h35S!KX0pJ~IkWU=68q5MN4rEgHD#Kmxs1NGTG01aAdA-OosocmHT{8dkz(~s<G
zzqE92=8;OQ{nF3CxKrh-J*k?9JA?ZBjdTY@$nw_wu6?HqxrsaY_t!eBn>;|@(ocKf
z+u?=szV@(>NQkkYjmJGuqC)Pyn)aw7=j!P?%F}kfz4R*~WV0KZ<jjF9GM2qM=-Zxq
zVBA)V?V9IfL^%1o=R4(n=BN)BE<~hdc#0gC_YL#y8W$SZ6-3UD#|VeS!i8E!d}8Dw
z9em@IICeZ~{BD!9(qDW<u6n0No^=NQnOCWcxEl^?xj|+nO^K-P&JFCn@v41Iu|Je>
zYRK*xbQ-WrwJLrOsJVY-R=Ck{Rzx1m;Vysth^v6(eCN@25Y>R;{3myD^lEnEw;#uC
z=3oUj&Z1xN_duuVM$N9>TWN-3^BFmKgo8`@Xis^0VCO-NE(ZU>-134p<-~4rSW{&!
z4^tOmud?lxNzRD@VS8^I5o<m2eHVYbVA27>pUw+S?9EOoeVyqB8RPtl)3bMviyFVp
zVmAx)oH%J`mt0o2ZOz}NPwg~?i929BS|V$+KG;A$2kv~U6j{WBTfAc*d#AR@RaU*b
zM{^#p8e<>*_Gqk>(9QGq1MKCjxN$s-eSYMa;J#g+m&BnS&B>o(dx^vqyx4su{pebv
zMwr-(xfSUQiJ->iDV4QUkMBYElkoi?X3yiAtjzGn77w(I+NP`vMZGQ#Z<Y)H48jy7
z1sy!@IGq*~ey7cNEqMn$)o=pEt8lhXLXNxnk71zO8llEr+(h0|rK|O<=X|yGa-Gke
zNl{6g)rIq#a#z>raVm47gNE@JUmg~(rG+43-7C?s?Vl<~ZFeE-iK?kG7+<X6Wg|;t
zy{iYZ&iQ|unU(i1y$u!RshjSBP<VCCL_&?z=t#uRYel}>bn&q!KegMFxrWmujr0A}
z&j<50MiUadcV-eh*^#F$!oTah<&GbrB--v&A`f~-YpMl$lG?W2@7h!d+o}(4IVYyg
zyyb44PjrDqtf2eZ{~+)G;A0FBIf57p^8bh+i3tcO2q{>}$XIz<Xjyn!sKCTR|LAX`
z|Gxo%5E2RsI%+z4GBW!A2Ly?NiAwsvAxNJ4F5okWuu(w(`42q)Cxf7%qCwFy{sSxj
zHv$w5{~u@r&%i)KL&Jcgf(VoV1r>yiFQDpgK+Fc>MvVk1GZ3l~=jK&2@K#B8lAwP(
z>KNA?TU~R1H^F#l&Zm`>Uqb-i69r5VGyuH+-#df-fZd?JP$zmr&m(0Ptl<`-`M*N6
zSu!Z4MP~$fZu?&k0UZox_P`V@DGrppmH+Swp9^%Zv`caUL}V}<=>(t)taqW}1K5(_
z$tVdCrnF=*5Fx(<B5Ho4fKCrB(Ai)E<-+H}$Hor>=pxYRV3=lPn1CsGI^)>^Ssvg<
zNC)eYK`DY-Fh*5zAF#zUKVs94WY%U(qTe(nh)-mVU<9Ph9bVvD7%=zo$}0o3Wsv|t
zPAZI#6%ijMi7G8`=@KP9_d5Os&l|K?A!;w=`)C13`2F`eDj1~&(Efxh92^Azd<Q<G
zKLK4CP$<w>2yn&IbCF9yz;UVo?I17s0LUE-fVr@ImISK+G1do_P%6}5>fuAFrqFAt
z_lb2i3MJpue%|tnES-lfOb71AbY-dpy-l!dx6n?%OkmWJ1UrHP*k%xH6aWf7mK8uU
zz8&le0=3~HgupPty8{3wBmzZBhO2}PhX++Ts#;2MgAyFCAT(KC{@ce5O!*0{kDt<s
zKRo5)ZikRzl0ju;LQz02Z4*%PCN~na75dXB1!O3RgJ~IPG496}Ang<uz=~b2I=Of?
zzk14-GOVU^0@x?IPyoQDh0?{KLIEy(pd(&#1zif03<#B%WaN^>hsDDrxg|9La4LWY
zFYq^*(97r^D9G7#<l}_WwYy-de52gfxlUt@5}DuYv>q-;96i+WvG$;$+V>hy;b-Ub
zOU1Pr+LpLU?_7^6>fkNi-$=@Om8B`fntD2$O?kt9kk7|wr^KN#M9fDtCr>;62p={_
zQE?2QF+7n(g~6opL6;E}2FeUX10wkX6~7%SK${3dkp!gC@nHa%q`@_z3l+eJ&;f+;
z^gOKZNZ--NM=}c0hCX;mtNauni!c~U2aCdjpklhA#G~GiFQUA{x1q}op)bmeq0>sB
zU@nM$8A497kI8}({IP>p$!1FN4Zyhb1cI48#)!>;8r;r@0?rJ!2GE7G3;HLz@Z04d
zkYO4$10S(|QMA(KLiUIWfkG_cGWZqD6ops~-}eIwcAU;&xod^7fc>cLPxp<JeTS?o
zs+J5hQQs~5e0aHuX6$5;W>*_l?FU0vu}dRETU?yH?bVo{&)Rf5g;KP8aym4(Tm0^_
zO*+lZCiR|fJK<`IB`0<JnfcqDr!9*tjZG-bc~%-WhgtY~o3NV=9#nl9N#CEd5_T+~
zUW=E+F3X!t@Z5W5p(o=hna+rxLzoNHA={ZwAQA5LwD|3SGMYEiZ|n)VApi*_q-&Ra
z0MMG!g72R>5d^@_1y(Tsx%?yns1)eX!!$*e0!nh@;}bbF5(psgn15to;eU&#iztQ)
z0THlvy!(k$Xd=A=n&7JtY5ABp#E}K~5LGk?9iuu57QrhVOu!-9Pxc2)@x_N1m?%Il
zH%>&c8Gs^SD4Iqu;Hno;Or6TEKw5yUX!3++X*^dxw^~UO^A#$-<_naBK0s1l9v9Fc
zL?v?noE26JDZr=W5^B+u*gn*&j9P-eS+}bVS=JoA`f&ZIGfu6?tv+8Yd$Gpl+!xu?
zXk)7F<FaV8MgBET_&swKf4-hDO(N~@-NTb>i3Ek8;_gJ<DQUYMOOydS*)dc!<r9Av
z`J3(6O+pv9c+0zeZoJeqtv{cUIB#0q2#A4aX%^veI3@2k4X@9(lig+Q@RGT;1eV8S
zv%rmtmS|LvO$%Bt@?JgR8{mS58Wv&76i72aU^LKQk*5vAN7fzb<CYr)^N8x28e$k>
zpqrGQk^AaTt-HW`yiaFS9PDlp2`tH%1`t&8SD$5InC+51P#JmP6?3F~0X;33WgnEA
z0D%3+3H?{_!G#E1MDVeJC`oQ&02NabK!K4#?k7)K38lzvxfmD{`P@*jATSufh(-&(
z+1>O&7%O-YL=puZpu(Q_^eLj_eA7L7CS0-BoG9xzv^sILU^%s;@aIP}QQ4ij`jhYN
zJKpBUr3)RpwKpc@tt=_e6zs6&aXteCsQB2$`rrx%$~*cB1r+|uG;yB{lP+`7S^dgT
zpzpG9^}1IUo_Q9VKQi=XW)=Rp)!IHX<!lDo8HZ+&a#?3!ku39-ct)yam)_3=GpW<v
z$wbObS%ekYrHoL&JK9mBGbZ&H3L@A|h5EJ_(@1#q^!BN+G3SV*!}c}~8@D$sJb&tp
z1vsTA-UE8wn`dg(+XhEeWR7^YTjz3>Ge#l}f&qe+j?eUha6a($>yNc>R?O&c*VWjZ
zOIfiLT}8V_vt8E-#2GiM!0|}u7M+>#>H3QlQP2q?C{&SOs4xxQ(^~tMs?juc!hiE3
za4A;GwTZQ<j1g;{&W<Wi8%xg#eV!Ahk?YqASrm*@eIbsOq_wbML`T6wks^+uf59k;
zPHP4}YU#hT^uP=T{8b)c0@o2x1p?gI(7!c|`>E4c_{y|t&X^zK(HO%~Wg^&MA!eqs
zDChztWRSjs;%EX|nCWK>;5%0YHV{$HwH_&ii7IIM6GU8ZJ<Dr9t{<gyxtz_WP-%`V
zJ;*#rblVqCISL~+94#J9{~e;P_RV~Ph1CyFC~@BNTw+ZePp#tV^SPPphlPVQ{ZU^q
z08e*T{1q8&C>I1<l2CY3>fj}=MIt?)B<35y%`;1F+tq+!ordH*j_Md`ao4hZM19vb
z{U=Q<{f6(3SE8WfDz>Q3moqBpcxcJLzPvYXBi7EKSE+8_g!tfapJl9}H=%XGvNboZ
zf6%KeZ))$)09V7eq~GQs_6ag34Pt6uOwMmOzg(Dl?h==?9z=9-57_<|(OG&bcsyy(
zHFCl4h8_$lGWNTDDSv$IXJdLJphA;Bv)x>zwuw}G<~~1Iml|$qV3Sf-`S5$gu?eTv
z76ZP+m3Q%BcgEpDpB+CMcGK^fZ*?`cgFmplPwxSZyIoE^gt?W)xqZEDXJ=i#L6lj7
zd<>5pD><o_Fz@f_gT5+rebsrxgK9?`m$hH}22RcDqPbM($Z`wm$w$ZR^DKcZe3eyH
z0S-PCS>n8zTGz!*e*_Mz&ld92sB{;QV<}WVzc-9bcIIX678ujkuSJC*6thMO%sP^w
z6+??61p(USO;N~zPq=>tfR*g86o8340@PxdpkSb4L9hWRDhyMS3-x~b^gDONU@=S{
ztpN){PP!V*O%NY%v7s#4L1g*~miK}lAbSAH832)=C0#*3`+jok<UHv~`EM1p^So8u
z=4uYGUaef>67hE_yxkVMc4DT!)!*8j(tcgNwKMD#Hhg;db5r&?X?>eHe}M3)idxVS
zo^I&*AFn=4Id4>md;vO2d^{scf+)ZR)5it?Q!J|1{3(v4hi%ion!l;#KAt^CoTcTp
zO~Aw2uEPWxVs<O+g-@r4iu^TsFQR=7$+@1h7K%_m?5JhZ9R4HVCqdI{7$EzYx7+$z
z?sUJ%v8zPrm~Zl2^`Lm_CTE4e@R!r`+T&NFmfuyH{2h<x;`k#4<_@ZU-Es_{PG)!3
zSN!CZs5h<{0RT@|>#J^WkJN+k>)yCEKM4)Z@r`TvhtecU5u0YL$%Ov6$XOkqdf!?h
zwiXj&!<7%2StQ8ZlI_+)f^b1l0yqXW;3hvjChQTEy8@s5Eaw=A#&4w<a6x73NVDkV
zFD7d5+3;B=R0mTH*0*u_nkv9DC<$$mA(JnlFHY~4`&8ugG@wVKCTMEh{p^$fp6b^%
z_3!9qLso`{RRMws_szv?ocs~bA4}N7GYUrxYPq|lc6;?*vHFhD)6LEm)^C49f@iw`
zKoT@7KxqI402`2m{oUaMwJvB`hW%>}K?i7qK~oT*g@IdX(4hO7)A{!e6_THvS?gHo
zzj0ZDdR!VGjSI{r0c=H|M4%Ah25rd>bm^8~L=6LHvB))el3MId;4s>%#c-ztV&rNm
z@6k842iKi(*w;~9+UBpK9TPp2q`T`D5%U!-W<w-OPu0>2w}Zy!XYJFBo;TWy7f+tf
ztTydc%}=f#*kHkE!ardGpCJHFm8<)Zeif{jQI>dvF_J2c^l9^a2<^(5Q%zs*=FEC)
zj#m-7$i9Y}fPts5vB5oXrq0xCEPs40FzgrLyB1V1+4V&gze7}&<VOyK$53Vv`i1%T
z!|ZjxaqH75wWMk;U$3c2`>uu4Xs3?ra`UkrpMYU}B1vBwYe7ReysvdQjznP^&v`mX
znq{$SjWnWXB%LWPaz;8aQ#Gn4Z0y&RKb_t={;~+6FGC77k30oqaDtX`QCrbflG?z~
zHNsqAYD?SqTZ>?~b%52_zD}v+$z8^dSN`i7f6mpaUqm_@aaMH>hx_Hz$1*%Fac0lh
z+9)bcl%MQA$Jny~UllbqACCGfuX7%nlzZUv>>}-M*k4o<nD}eGHB<C8Om=sA#||>7
z>84Wj%gGJX$kK?4JZJs3b*^kYwtKoTg52?S*cB&9@Y%dlEkCW#LHzJF^dVJ5a9A4&
z>`P3<)u`6r6ag5zv;Y*-6qFADloC4d4Fq?JCBf{o>8sDCP*6-z$Y5q<pm~M@fjz$e
zzD(6#K%mtjDXA#O$cXiR;0>b%n7gqOVm$yY-}p3Pd_XgSiwFP>DFNLKb{FlX145M6
zN<^hXTtFL6;Mf*hGyjr9dY#&H`?FcW`Bf7X_HsHJXRCW)THLsWdsr5u&(TguNE~CL
za;wsgPh3=Kv(j97r5(<s8=!(4)2p7?(tkHG0nSx9Eg4OCG8u{_N{E=k^LBk8k*tdt
z<ebbHF?CSgDVI0hlWH`@kwaA(xve?WM(Mtfj5XMgrEc-HzM$6n)j;IyLOAoX-LWS;
zd5=#pm&Dj2l^U}s0i&y`AOVN*1xNN+V!2mFVB%V8nT*k=w~pkGY8OuH<_DUewT1rP
zJwCbi=YzR$U=(hsPu&Bchy?w3tFv)o<b28#Fi%6m04@{NQ4iHM{1eQCX5Lmekuv_?
zd#ap6vfy4`{z+<0wnFQ8gGVRNmR_KQ>9e>pU*3;lJhd~H_hovXh?P6d9EXp~RKJFI
zTiHbI=geB(JCr3El9LwwYX2qv;&gOyU@NPQwIz0!VbMs7ro}r$Omy3`)EBu@{{=DL
zb`#WXc7OoO`QwJGLB8F8)WTpu3>Ti@&ZU3ZlG&>Hcv@@ayW#e^brXWDBJ-jQv#(bg
zw!YqaoBXk(vKHp8@sTzC?9(mv#uIoJ4cPsst@T63Mt4l@)8gs-X{qlVo$84Jh#o-q
z9+VS0m=pjMfdvp7L17@wgGmBhf3ZDie{g{ZK;nLE35zW1^WQT1Ck0|IDp-ho5g{uU
zq))y8aAWRJ{O!ArXjx!{R{E|XS~8isPQ<NsotkbxrFNQpN;Q}^D0A(k2qZcAsLkp9
z=I6Qd5lx#(<yKiwemKfF$%>wcolkaR2z#tNl2)xqGo^LXX2n3Hr`4_|yhvr!cmgT3
z%eqw7=5gwKBi6diE(ygb+3Z7KVTQs;-+>$v0J7&=s?%fivX4s6S}nh(yIl2nfm){0
zKKzm1<a0QKbFhj|)?$c~-j<SPzmxGccZdB8R|d9En;e*fwiS%y@)gwz4LsE844<KP
z>d#2Eo1ANZoDRZM+5L9S@kkqOm(AUCT_-IoJ@uB=I0ca<v_A?od}$1ecOM`B6%^J>
zk1fCGbv>f;265Vr`hwHCb+tJqo`rclrq}Fp1%Z(hf^2R#QuhGUxBmHU;YGHBC9!>l
z<^b(>(ErBNIWUcPZ0LT(E2ucLF%^-6_Cr<W{jY|ZY0&;*fe#HWJ{`3x3;izOz$xE*
z!ri6-AL_q6w?E$L&%$ixu<HGz9caaQoPM;R)?IyP^!lRQ0r{@-^X_BS^A_717W31>
z6Jkz<){459>Ay>jPUp;OYm7{&%NiVoTgdML=H-CQ#*);co}<Gue|h61|4;kAqwl;*
zvNne|w`vGl=~zT^v&eWzOPf6X$LR3imVv5jy5|p%hWFJ0bsAfmOa1#hB7R}H44=XI
z-Nxt=@7Vd>Zkmkzom6#&EgvlpkH+$eMLiehW>0vH>IA1gvu^a$L8HDeXG*CNP#DQy
zagv9b{yhMMpgRe~=ZR3T450<Ul`0Gbb+BSn(EJ@=hCtD{K?0N*REC%?_`nm;_hBue
zIXQun;kpNI)iafB4jO8EH;4M%)s(hrJ9^};YKW_;2j<O}cP3sH60zh2S-p)jshnaF
z4Wex(u+%Uf$9gU^rPtAdRV1%~4WnOrhtdAfm+@xO%lhz4C}%EiQMie7*T%zh!thgN
zzcCy>BXkdJZ=45l-s!hr0u4L9G-moc@(=(MIzUF=nx880$iTc-W9cD7K8Cj3YvflY
zaAzkX%@DV4)*rr6uJ&vn&sc2KC{CQG=+`EdkvDvz^hmceA;1}7o_%%hdG<S&ZB(pg
zjxtr4`f#44Zdo?s#m^c%!xFYB!V}`1m#<P$*)7eQ7+OtSpHArsGHA<c*$IB`jdbcu
zn$comb)vt^I=$3CK{opbN*!c?CU$X6P3SHLhGy)K8vSYarl}^A=s$7+T)Kj~{$7gg
zvc3g}M+Qzo6K||^r(77zwd4wV9bO}p8mkQqINl*r@E4lp8od(d-XpzeO~WYJet=(|
z1}x}9GYlEY6<>n6=GSt5PvYO>A)_AKLPIb+_wgP%@1ZDHWMa<yral#aZ#P};7tsBZ
z=5x87o@}~uW(%%_;E-l%fAfX%9enb{!YQ3`K_<XfG=Of)$C<lY=N`xioS^X<4CHq(
zcg?kZIFr5>QkUewLT`#jMT2-Zvc1<h(-p@aJ09m~ksX(|&buD)+}_+jZSd{yodyL`
zgdA!Xk8QR+P4V|%zRS$>j)yg4I`bbZFk;`CPlzm$RZBFDw6;`ryPRL0T<6<B>@adS
zKyd<{YyV=Z{@GSQ7g+gM0#)f>k0UMU@S8ZrfATDWh<z0kMfnBS2W&ITK1l*vQ~-v;
z*|2tNiSSmMrt4X6__>oB?xE}|Yp*Vf(0i+|l<@QFs}J`Q&(2+WjDz>v$@L@MyR25u
zTb`Ls&yODUG`&ZY-8~by>GOs60H^2zPTm2$s7=YSZYscl*v6-<7tf;lIN8KUI58_S
z#yr+ae=yIIfKB^1V`(2_IAJJaU*zf;jpH?<#51h{#LG$B+$Pj1vbD~(-o?EsIfE9R
zlg@^(9p?Su9hSN%tzy&24Eqr0&NVs2<wzxs(@f1IOQUUjLihL8x4TW1-z;_O_p^Gf
zpW%o79d*w=@JixNT-PxnI=V!Au12Xmkdku;+}mBc2PXO3COQ9T8G&1kp(klV<gEtN
zE@wYPnx@$M^((^^gJNxTo)y}qt@#G#U9vaD8Qbp!-B^vP&HPE&6i@ZHcMj?Cd*i!V
zKIQRo2T`}+V|Zeus}z`i?Z`dQ`}tdv=i0g5*x~#t=jg;taem>Mvfixc+^(?#%aARH
zwVd9#L4IAS%^l@O=D6qMy_E*f1{Pe6d=!~ig&4H5jI%;BR<2b&3k*bB1e$Bq2A^#@
zE4*u-K=?U(j4xxgh}G<^>#v`Q%6d(1KW?%)oz8AK7omENco`L0k4VZdY6=L@|7miG
zCv$wXj3-4GJO-mXoLt|z>K(6Lq|Co8Yb|+%`z4WYP#L)>$C`w~g9>wjNl{hE7+hc%
z5fZmIoL3#Lz*xTM$5O7zsp<z))+VSbw=FWx+aIPH*%qIcrWPeCiiI1*X!6YE8_Txk
zu^3%vw?5wE@r^EPQ5-95q_`E33*JBy_on8K80snwIpSB(S8`aCZqj9CCX^R?6ACRN
z#%9g0QXJvOhPyf+u`$J#D^_Py8Uroye$%9;W$X%xEu|rQTIn4J^%r#05Fb^WNVEsO
zr~860#jGx!y)Iis!gCf0+|-ocMQ5#Uv)-lrc+^UNycTM$3x72gPOAGajLK%*=*G?O
z_8!E30Yt@C0F?MHF3_!xP78qrgV3KqiVOyVj4*74(DxA3c+ftO1Ry4$9|;Fmz!<a9
zg@Oq})d-*%9Siyba6dDdu$B$yG_vWsE%G{CYBi5^ixn?U(f3JclLH}k&RU`ZV<ekb
zwlFfzGBGdf@$rdn$35`1ByPrIRz!}?(0R47dY7pF-Bp{`&pOt1j;}`&hp{b%nT=+H
zoiwS*xn`63&qd$VAv*ixXpA4G+D0R4XJ@s=WTl#R)Drq@WGms!Rn1;CPg$hhixfX0
zOnm02gk8^<sQ$3}BU?9hKK88hKCrbakebUdKCzq8&Np<p)ZKUDX4}#gkXi56y^*t9
zr3}oncFK-x*yRy_I`dXoYVonkFm~$k1hRptZ##vnNlI}idEAcf0!N3PNv4Y%|4mS_
zN3Yt~d*I6nY27}a(p_Fm!%RRN7m25y-BUvXGb^^T!|&gANEI|Wqq5qJi<YRaZJXi(
zBm&{d>s|Gv_N#uyt7(SfZf~#B`6j21O5V-*1~i#a^Y`AMee#{N@XI(pzFA&0oP=u@
z4Q(qK1~pf?3#`@fmJgYlyXz>$1ca*@j0L6{aIm{Jq~E}C#WL>Rh0W>R1E~n3t^QgE
zUu}P!^BSt9)3bV%z-jv#Ve`eeKB`SKt*>i4oDh3)q{<C7&ptXXy1bZSv8tGK%HSNb
zzhY4_OsQ9Q;`g(;o4J7JS#Fk(B(c}LDN-t~F@AcRcl_kRz)K&E7JYvTi-IsY;=mqK
zF4jp0ztS6o|I}UbJ#cbFL42mh!8)n)?2c0RO7|X^y4yQRbDQ&OMaz=VbkKLL>~|(n
zb-S&%26yyY4vMB?`~0E>YKRJUo_$;kTmUb?po52(70J~tQQp+?Kh-l5m7-PccO~7P
zBKg=iY6`Dc-`#`s+7vL<zj6X98S7F}D)R9%@Z1&n;Y0d6Wj8N<Z1pw0n(V%XXYAVT
zPq8-{xV@7e|EgF0EFJkcqGNbkbjv&R?696i?!}A&scl=Qlg%f?!*g3n0`R?yRpD7X
zduDK0*D%v%?GfNv)lr8ObV#01dneXxti2z3tK+uJdm-n@9pvcipvRWdj3~wasGE=2
z`uuIXDRn}k`ZC{}Mt`$nr^a`GPI$j?YRyqD>O6mAMWvHZ-1<@S<bfea!AMoKu=n&9
zC*qkLlQY^`ZDw8U+(OZqvs&8eg>L27axUee2D_maCn^NL_U<q#jdk8`j*5-%RCZ#j
zZfW((nYjM`r^9Q$rsd;!Oq|Bx2+aT53!^0iS9I|ENnRdQZGS^*K~Jna<bG;7n1~?d
zP>S&hYX}w4{tBN@m_8p2K&3J+Sbx+)4aX>H+vIG~6n$I1yTzu~@&1YDrIr`L+FRqU
z#qb9U^3S1&_Towb>K*n{?xxrTjj_06n)l+0?jC0Y$g%T$O}h~?;(lc3>d>B!iVd|a
zhRF`AVYTj!X0lV~n(st%j2`FvR2qH$(vMCWUy^lQgU8!=&I~ieaSXG>T?gm=g?x*P
z1XJIq?3bMgT`kU<q;;_CI=gQBb~nST53J*lr>c9M87j%$eAQl##!MBgdD{%zoxT2b
zqf>#XJ;_en&M8)7y3qORarm3xemj6~WLR`D#J}9QFj()PX>VR*AwZjF_NmeZVej}V
zyi>8V!!Xg1wwfuoiaR2I^d2ZKzvaJ(<MYKkqyGAO#@#x{;UUq+>ok2kG$Z911>GVA
z{O@UD9oAMfO_#gXOHchlRfxTQfWr3Obf8jg^DW|bi{*$cOX}FIUTe+6!gcA#ep7i-
zW4=_25zmB^;^hop%7z?IZJn=EmP30pf+g*Es=SRd!rqhph$emZ=@(HJR^2<o?TGB*
zn(*{9ePkR?qvIXJcVA<X33y&5fAa~MQ6PURx+wD`qtlf|MRw$I$+S>24Ek!oH=L~E
zI?Z-;y5U>GZ3^a5>env_It#_JpNIR$6Wxvklhp{RzIx8(%DdbgIi_8@pLGMfvD9ZR
zd)ZsZX7>R6Y?vd5;~CP}gtPRHfi!hS<zYRG#ZroiF<d1e$H~uTfjDh)*D<C?n;#4X
zF*(AWGp;u%-J~u|?imy-PvrcfI#xn)p8moL{)=tr01?yd5<E0ZpIyOjRQc}xpE70g
zw@XD)jb({ryg>!0U&%$Z{a9KD;|8oeFL#}g6CqyZrf2-6Mf}=%#`u=H($>nJI_}5w
zH_yV|YSS9Hp4qPWPF-$aM7vnmU2EKEMm`m__;&Uo&{%)VkUd|Jas5o}xz|IlO2Qk)
z8t!r@HbP5kYC(0Utbt2ETq=QNv?=SPEN46uN@ZQ^vi;GJ#^Rs$V%N3#s`FXwFTYiw
zTb6F;uX$ytWL_=4g>KuhNwbGmG|j0qx@*iU?QCqC*VVJ~GsEGYt(wP`ok_ez^rwt<
z+Vgs~eoT%7ugF?cr=9MME{_E?lO{OKJL?)6xB&`_c4>eNMhl|qCuI1vkatj20%d$$
z8GLM7S`IKQos5<Y^wUkBq7a9sd2kVj!nyz`EXq6)9o(>H?a$bmj#3ZEm+3#VzU5z<
z&HBn;`6-LP6o300fpz4*QWBKT3;Mb_QqfW&X>kslLL>K3sOHqE`tW33?vOe%)+c@7
z^}sg5P+0q8x&Q0sdtmp&sa8{U`k@eKjNXC1p3BqnMMwDiyUmd%=Qs}0-Q*UlpCN4B
z*=qdk@7M|_^}PJ>UZzUqM4D%%-Z4C$=CnI|x)_yyJMne1=kWBFS%M9Rt5vDTQ(Lw0
zwLQO4oQ|Pw5<bcUC^uv?Xi^~a%qW=~$Jw~{%y?jO08*MV9UuBJC7-lu_n|G*XY4^!
zLU12Esgy{DbbS!lvCKu3Eo-{ce7;e-^1_?fhg5sJK1sSmyG3Q%kuX{ZkrTRnicnKi
zGrwc|ME;~QB(T~*MNLLehqWeMBCL&dTxj|`K?*D1fSc=8Ony=So`}WDnbQ7t#cfF0
z@$nzRP_kXtYSR8zz7@U5Vr#b5C3oHRMQDa|B(|3)`w6c09Fr1qPXv*u>g(uxXi={1
zs6K)yt+Nk*{xZ24k?HK%=CY=Xd}y0&5NTPJQC3bBVCJa#bnYJT>b2Cj^C8=zn9)+B
zF)%F~8}=FR4G2iu>~uD|^m=xtm%?(y_oFH6O+aZ7LHM|JOViHW%>_G7cIjDpaXA>#
z+~IXX<*%Ey%NjH(7O57eApY{%BIzcnvzAY5-iZA}m3jD*ud$TI5RJZ~imR-yZraL7
z<v`!;CPwC&#rgE~VJGrsnx4zzcGLR=cGYkk>8-cRYP(|5m#w6}U-fik(iyJ`bGWy7
zCr<yAtM=$AF?(E%us5<LxY&_rDD4Y7BU&@~h(5Y+c2%gRE~tF_dB?vzWT_t;OO}wI
zLD=-0_gH<bQ!d}AXhgu1uYdedE0RHnuxZzpscWk|H;aFAy|%Npp1JI(Woj*EBzlr9
z`Kf^tS;kAn&W|cy9nJ-_yB3TqzkK7k9qWm`Y04euELZ1@oLEC6aTUWE600Q@rQ}0{
zS*hZwz<>ifMnV)GKv9O4z5r_BrcOry?&Cg?WVoMMgg{b;paAy+Nh~^0b9K|vqN|k(
z_s96DXi`pQALK<>@q+qk`zDM3Qszv$^t(E1Hbw*gXa4IKcJBuy{S~C>!?}nvHdHD)
zNG3DC>9G&NpXrysa98+fBxD(})=#W)raZEPaB!Sq9DP4IK9pt8LGkV#qG@P8xzNs6
z+_U%XnGv(ECmF(*Z<78bZX#J%MJ19|$-}?*&EijPpn$cnK!Xq?_AJ9`=l3G!NU2DR
z?0i#Z+&(b}N`l#ja=9=Ii^y+6c?(%f4M|yxL{lF2I9K#DNGn>y9iw`Q6aSiW@wS)e
z_G&rvm~)?<FZ+dQ#L9ljw^$ST8CGlWJbjlyHp;19t77?3$6)3lgv1@M(b?U^*Wt5_
zprg~Dc2PBh!y9EhuS@^nBQukF&0|JrA~zk0URM9q(kL5q{&Xrl^SbVfLN(Gu$<10|
z8qV-av$-l!RUtUQDb?1}*}zrUz{2nw!GrNi#QQu&OX|vEr2bO!uHO6!6|&pb(Po*{
zQ}^L`0Nl2fYt`d;bcd%5S)Oc0MU!F~s5x}@QM+s=HavG*@Q>2a^l*MFve(+0fpYre
z)F{71N>5i>Yw1^h=Q<n{?Eb+4oiD?csypZGaUm-fo4uR!&R=Wbb#U><wAi`z%b9}R
z-K*?0<Pj&qPm-9{jOQ8b!(=}8n~PJ&W{$Jm(`)6uZ$-8p`$iG$z23SD=8kT=6~oX1
zxPbT$*7$KGKTA%U(bwv7IXP^FbaHM)u{Exun8WFAouSusyPk6V0ApfpN>}n+Ib*D$
z_q#lcbt~%4fj!~<sQH9nTvmFeWpR9-9xY1WoU83sstj+_y)uJXa^u;06O2^e5{W-I
z7Bi2sv9Lg4M8PMFPk;g&j1leT^nl_^dVIo!e*8o%c?EnFNmkG~`h5W+N$wyoF9`sD
z5mFHfKpsBbxU*heG#i|Cuyb%tN49*~<a-Y!z3`_qvc&SIFX&(OLwg&t_3j<zcsmI$
zqj6|R){79FZ#c}F4w~K7i(Q<eicvh~iZRbSNiS_K&Wi=y;CMe=I7zRrB|y)0#q<77
z`*Df@CWfyENo-?0EE7!}{Ky#1@e?d8d|*Q*B213NxiNUPDT8ej*=%q(#)SFKFY`Qw
zUT3AEF!ZT%w?{ZCq?%9ZODYr#l@`A-6cg)(h`;@u&g@fv`Kax0-Wy9z9kOw`5}SJN
zI@Wmdhz-kghWarE%k?c0yVV+t7qpHcJOQ>n6qU91pIV!4h?TbP0n=7eAD>-U_Pp<T
zo+7sGKmA4RH^!ds;HjdPr;RifrMf<$FT3t%>yI_S*Hf%wi*3X%?JDm}cg{h9CoW(*
zS#)qZvar7EcXn0YQ8=8G>hj&4ntn8UN8}ElA$e?961St}XE3pI4`5Y|_a>`Zsu@?3
zj^syA+6%#}vWmBM?VE90!YV_vjr}S*n-KIHR@2vdjXIT}{lRr&{`O$!4^@k|1ajUd
zZsDLi(UT?TQO>#v#qCKn_2+}aRW)A9!1+(R+_jy-LKai8A1+g5j&+p+d^01nn1%+E
zv))!@`Uuoir|R$~vG*p~bJsOG8)bb@)Bcq{ndQisF67QupJJ@68rKkFl~nd?gsP!V
zc*B=}UQCx7*~=L1x)Fox(ch2YNnHIArWt#bzv990{u4;&7>N_@I=fV9n$=U>@=2Lp
z96O6mQ1Taxv906aJaRp^O-sAUU?BAS_~A^<6pfY`3VNmD0U#j)oi+j3fKqiZeo`QK
z&xH@UADcG=k~qR><Kw|F4hRrN3>p+Pp5luy_s`=b7wmkNGP>=bPmdUn;<mQ23m?Ac
zds8$vjz{@}J^zK1GJBV^e!G-{xGYog-YVMD9T;1?DQ3*%WM=Z*sErJ}g4z$uKc01e
zvY(7MTlx0a*;`YLOK{K6Y!1$@&i_(3^m*F&dX_tYu16Vp{(2^9ibnAbeFCwt@YSG0
zr}wPEqyEmF)cNtn^WvNKw;TFVyNG8@&gvRn17mz<O)_DODqab>ebMF)!O#M5!!Qw{
z*q`u*vX;JC#G$mIS{qJb=jF>Rv$(q~(WE}6mYQsfL;w3_=rPBsvo3XpDP0!TxA(g#
z)6q@Sg5+SJ4#P>Z?$dh!zubN^K4C&Tw=Zon=gp|KBhee}64EoO%*97il5!f_%H6hn
z;ac%6YhIz21w~fqx;mGMDQMBgP^Wa&mj**IE$G6EHKi>)tLwA3VU;gE{rT*x$g^JB
zI$-s{gWy53Uwl2@Uf3|}raARmF6hzQ@?*#{j824Da~7L=DX~}+m8QI>j!9}s-bJ2>
zHTKN<9?ctal`MIz_4oa3p<!!!E>pU)Z)JGaP_ZM(6Xm`-zh2onQuwK?p?dhhx^|s?
zx_Nev7yc#7ktywP?`Z1n<AaZE)J1HgYpYXn%+p>v;~%=s^GW5u|E#NM+S_#~nKFnJ
z{-{{0`kdOof%nbaRv~M8?AKVshCrn1-0#0a_$SuW?8e7OVYEF_(4vHcdV*Fn_UfB!
z$B^h?N{;lj-0|-NtJ2yMu_pee=OrD5w>_uJRJxC?(zf`*WGxs^#Y*HA$Wg%fB1zPE
zFjNx^vLeTazzR^PU<H_!_v5n;j8Y6%po1P%(*Pms15;KMOzT?nnggpxaz^6S_MX%8
zVN0EYg|8BN=U11fHWyB%5i2iZ+{7w1ykUmo1&(Dg(1$MsF<I12V1yN)J2FwaULh~2
z0&|o4+xO>ly+p;Qg<9S;o6giO)uae~wVah}Mb_KNQL`$|4J@4hx;q++<X5cNybWh}
zEAvii=snMv_`_X)WUyVLiD=Osa3T{IkZGDcJz`_<I8(!8KL#XiA!)lh^Ar4YV+FG@
zyXPOYD;?W@U}WY^Rwd*LST(6ZBlEC!p*vPcq7phSl{AM>n2hxDXbgt(dDCG@j13<x
z-97g?a`vT02z8y+ytNbTCL*ty?xH<g&$5iC-A^lOk`_FC`Ft7~swid#DFr2gUmIW;
zgu%fM`{Js&`r1{-pEO6O>25o=yeVof_w_a7v_We}oESz{nuD%4W0q!EPo5$is`b(*
zmEVPZYcSe)^o9!&F9`LdP)P_R@tCkSJ5P_ZHBpExZQL4xD{fcv?E9FTpgAn}DHLTM
z@rm>7{LrFGvs_jBvU6I06X!E8m*Ew!934+>xa7H=xLZBVr1Px5tdXG>PMy2sQ<phY
zY0#xR^JdJ#upyH*!|Ow|{mPI%Ja(idti_ubAv$DO)@x&};Y)>;^}3wFW;%IH4I5tS
zZ|8bOCI)BIuPJH7eaimr)AU+>T?_omy6E+%YV+fAym02HHEr3(KE1eQx-pMYOY~K-
zIC>NLtl2?vY}(r~3ud9?a`n{Afa_=)vydWPh85WQ-&+{{RPpX58FdUakE#=Kwag+P
zv^Z)oSKhYLn_kWP?1(HGj=HY3mZ}JU$ZfPaWP6%r^&96hotGtZIz2s$Q>(0QK5~Ah
zt=p$1yKSF(4GT;3>k1Tt4TUHJ8u%SDgrERNkpcMN-#TUz<Y6(HFc>-y9j&6w4;X77
zCh!+Nbk`#@TLiI~c8(koIfSjTt>j{Nz3}NhCb0(yPK`cW)$puEZoypQ1qE_fc6`OR
zXh<2&1EP9pd)-&`KAnETg^1E8`3y$Ag2gL!c26t3G`yZHEX4Ay>AAWMr>&x?lyG#p
zHX)r%wDzj^g?RYoIJI*@|8#vw>G9Q-O`hH_#*^87{WIdeoN2jS@$}2L+YwM(yaw=3
zm^%*#drj;GM|pQs7SoY?l2)&BAdG@Touv;WJrzq0YnhBR5_wQ~zMDbXaR_D9IiR-M
zlZ($^etrB^1()A=yolQ9xk`Oq`XgU)#7`r4n{egjPcyYO<CC7GpFVN48rD0%g9v!I
zOS9LFk5&o1MF_j^i#r#aSgUz2-pIv;=;Y@UlNLYC`(BO9|7)hhU;Sajio)U3dOFgI
zTs!%qSfM0juGE$p^2zu#lU78*7~>p+LY_i3Wr$v~-s>2damR;Vq23kt@g1CYgDCz5
z+o#d0%sI9yW<Q9tXp)O4nNE1e@&}t=K^YK9qi49h%X8ZG-MQ8Vt2>T+GIpB^KbND<
zY=`u77~;x1^ZHtT8aYC%Ie987(?$#(wykY?ROknm$hCK?M=BFUDy)l+Pe!OO$L(Iv
zKk4=P-oh|i+wIFVfTOeP*g#dE-?MrhTNEkPZ<KPwxyfJg;~p4ruJDN^Udhs<T=%G(
zIe=c{RuD`@GuoJRtsz8Qmpp_WsgbjGl6+y~NlCemD#IVM-d@pU6zj9-j*t%zU?_=*
z_jd|b-1^@Gq=FOAB@%aiWrPdcxWGS}B}TutwpN>Z)=Ft>;nBZb(R_TOaz4FQ<rp>?
zWubwjDiNf~^HhtH<wWc>sd+DGPFSC?Ej45jYJD+R)d*iu(5IsI9QssYV0J<jPuw@$
z82Q)0W0XXNKw;Ps5L$Ww{NKkU76UD%qGW^u7>uPLQ-Im0K-?oMCE0Vv<}^qhQ3E${
z%}*_<yRK_i?aC{Kr_LI;2u0gOKbz#?*MG>c;p)L(oCCb*i%J%Xx_PDL<u>u;slZod
zB5K1rOU0>Iv((iMq|c#_)=&}y%9$S{Vo0qc4h8CznxGf`lTHewZzfEh?F;Gdkdz`F
zsdhFNlOC1(9SzCI5t&fet3RL8oJVw5yRl-SI$(*xOAWj=o%Zo`-X7%5pDZnIAn^5L
zA$S?W%_Qn{?vEK?3gdHtu}!G->C&b=d=Zyl)*i6Dip|93l?XZ~z4Du#>N?V4`=&q7
zwpjUi6*mg;SSSDMbgSWouL3@7XKmyxdjA`BIgNc<<8JEVc+0Vwx)QGuzi}qL275tW
zP4pOQ6)t0z2eeU=P=!#{lg&QCQsW)J#>XDU#@z)9FB{96c*#`mV)<Zr9(~&nRX+6}
zFKlT|be);@ugIsi1)NC=<s#rze>mq1ww>$~yt7V^kFP1JQLsdXzKF}I<}XAYRsYtw
zYisz~10wT@j?>p#8OqgqKPzQi&l-d*j87tk1vtJAG__*)d1}?D)&AaX{N!@3Y*^N_
znqQ@_-r4-6o;qyIqav&eaPtoL{Hbfd)=KKi_iN5yb<=oU*!5Y3&WG)aA8U<&MO8-6
z;DruyED0g<dY!EeXR6ln%Ls)&`E2Zb!q2%kzos{znAtsii6K^3{C)eX<ZwBTjmjy{
zUfS1rx~eY8YUslV=$$sfX`sLwNSdvfu<h)vt2be0selpMhO8(E6OhB0>Et1_#GxNS
zbq)!Qk}`$GW1-~VPkl#WV3VVxkB0=4Q^7i903N}*xjNn)gu;55)e)(?o{Cc~1xZP7
zRE;N9EEpQLHhU0h7cm=lEQ*{W*ZNi^@1*fk0mqfFnnWK~lB=W6aW_VfWj99oMA1(H
zo}00g<``$;Kd#5C<g$x2B=#g8pF8Gk9#c?#9sPpkV=GlwAXZmd*`-U8L4kdLfy>;7
zg_H_qg?)e8{a+lFAytFY%ZTopFH-SI`DlJG4fd3eY6Kil9L@q9&rO>T#PVKQAxpIx
z3$buLgquF@@J$j(YqTe>@X1)|^Px~YaO0L-CPdTi#&LaG+3ozsZvAtC$Eu&Z-|{)$
z!`RYFWb}i~0iU*WbTPXu#haI)R&ODOg{U6jN$l!ombOHaUpA}8Y1G~2EzS|I=~JD1
zj``NRTqpoxuHH&sAzm>u-;<3#>1TONB^4ErSQ6^nL~2`%ezBb_DZ%6oOI5UBw@9it
z-6AHo{{JdC&v3TeHjHZ@Riip+c&cb0y9m|RUZqCunb=fOBoZ^RDK(0sMyTD|5|J9Q
zXYE}hK?t=gMoaD0H}ALm%YS^hj_bIu^Spj%2p!+BjwhESqDl|R0D3m?brvSv6mx<F
z{pQb3UXx>!Uab#VvPC^w(KWBgl~yclkzZ=~|5{3A#eY}G-7yrqsiV6_=>h2nExn5O
zI-Ls)Zss_#u9!5{R6_G*%=fi3jj5h3@_4Fw+u$&cKZsOwl43<%At66NYHc)c6iq>+
zv`f%?fAqNs0^Un?JUf3P6V-~R)58AIuoC?QhFsv!dhhF3a7TMJv$hH!NO0J2NzN|S
z|H2(6a8wrn7SnM$O(s?kZSyi)66bvy*JSmUC=CL!8}ERAla=7XSm(@*kldJ>HlC~3
z6+6d1bwf-!wnRJArn7^MA4|_$;0a>YuCc$cgw%ZFH{+xCGpn1p)e-Z7KJzfDNSzog
z)^=jS^D&8w^JBFS0b-6-p!GQ5vXO&63i3;`WVwpLqAN0|!r57(SRP&d()aQ$9W7N&
zBJO-leh7N`oF____aSWr&GQlcs`<MK1<GZ$n}Ih2=ec|`N?#eSv}#wHsrH^3@CPh@
zuBg(CD*XB7j&YJJFHcinnM@3Tg>>&h1nbxpftqVJ0_x86C~QehIIyumno#U{RIN?j
zKdLAJcu#eA2k{e^Rz-*O2S~`I{zlQvi^A+<V|&Lrin^x)<U$UP(RbD?Y+Grp09Ov{
z#@6R>?mD*c@`N}A5)$EwY}>AM59J!_6~SX+MZ<;u`>=rSMQ}@bk3@CxmnUp>Jg{#f
z+PXbhJw=B9_~epaThb^!)Oe4e=TI}Gseh*i@;h*=e38Vb#ec1g=Tv*(%OAVxn+F%F
z5L@gm76YI&o;3ggnD{g`NL9~PR%tsJgM^|2w|b#S-lm~Hvh(L@K~y((oDs8BQ=Na8
z6B*$1E@XZeo~Fb*E5}JTMDkkc@IxX+_A{3mf{L*v{`~eZdwexBf4wwa53q2tun+?b
z8u%ty_le;AKAV5VtkZl;)ti%{Ie;}j&e*a{xCA_j@nt*pf*hs~;rP#)#U^z=!z?c+
zkq0OK!SM;Icf-it@f2m^5ofB0&uLUc#-OPOPQR6{iloR_Ml_NW(h!f<T6J(l_eI+A
z#wRogj+>R%aTWfh>0gedLgbRc6-EWIXXr!&^xEs@))}Y4C#~s_%?7s1sNKF_a4jxz
zoaMS=mWI{OJ)}U`ew}qjDP8E@Gk73wf@}Zi#C$WB;N3oTCyR25IcZ(a;(jTIadHw$
z=sM2FfTy!3q6d74FqxS_sJO($fBZg;jj7stUjrD3xR3vMc6m6l$L2%?#a7*uYnEvh
z;Z2?|X*xw9e?3JI&n0Kw>m1rMK$Nc~u(_LWPMa6(Lv~GmQu6*(?3|e9NdDpYRX6No
zLhuCMp9F92tz4!lDnXB5+)}Ydl1<a+ce%b|=FgZHM@5g`l~E*H4slghaT8xFM7&SR
zk?4`ysrrxY!YETQdas8<URQ6cy`^3ZsG7jk<`vq^8+?4vAOC-5WBWAm{!Yud<=)e+
zBMIY-pYyAY{x9bUew8(63G#ctN^Zsy@7{8&%5uV*-T&_-4%M3K(P&msV|~W(!V&=g
zr3)E`OrG@<FT`D{NJ4jIc*<u9Pi!GBqgMMwd&d=F)T}T*t+WcO#L4hZ;2>P(ipz?+
zM*og#+f{2H;ih=`o*U(3HEcRvFG6PdXZeocb535X8=I1N<8kd4>5klk_o)WV*rxU*
z0|TfDCMw@Ax6NjqYF($#$Y3iOpYJyhiGyml#`X#n*%AH<LqupqYN1yJ36&ZTzOu`~
z?{W;0i|HgVdpwyG#N6My-R_{Kq0S=J6&CrAHGTY5@%Gt9=!bmYY8!Q5mm|OrqkuCb
zUlZ<t-1{GMtq)IN4#$XJvcVc-VHM<?A7GGl0q4_Vb-dxPAQ=Nuv=LC}VWd4<|2k>!
zfRcc#M;T5e8#@Crc;|WmGC86L9pz_`^f&@XOE%-tj`hEjKOeEDA`J+7|1FfAl}Gq|
z`Y4Sr<NmXJnm9NEw1kDN33UxQ>^Nba;i!viu{5Y|4i-?iP6J!Ee7#um^#|qb!>`9y
zx+PV--!1{HlWU_?6t9jZkvrmu4a2W9cSR}bf67g>xdT@zQ(d;%*ARC{uS~=YkMTd&
z$A=je_QPLx$7`ox#5<Co$<C`^Nf`Y&e$b$|?lSp8xYyOtLa^lrbxx;E!V^sEu1o2+
z-Bc2@n_=8ax@UGEMQyNV+m-$4WrHcpt%Mm>$8IQs*`(J>cqU|bsKqwvHo2*_G6iJS
z!rJspY(sb+;rPYFL4a!%L-G1cqn~943-j@>KCZSo6ZW+ss9I|cLfGChqzj0>W9IyJ
zZp*VNH`Z;$uWl=5#W(3vpH63p$EB!$5tVrqX}~@*l$N@TVXh#}{=Bk-9P`-bLu0mS
zggNYaXsBxH+t+ugI43<7V<`ChedA*i{q)B>|K8yH5D`X|!EQPjm;0Bc*+@p0-Kb7K
zL3sX=C`n{SVjqrJR&|ev;?-cWX-i4Bo-`ZD&DR=dr@bzbVDdR$;7wP$wq}fSw-xk3
z>8{xH4HJVUrDnIUP00POX6;OO6M1x)^Te>RQ6bkj-JQ%o0m|B1MfZbIQ-^G2)-H$|
zYyrU+HT3}X+v7y*m>4LWNe(V#5?&ce-E?<RKqSzGvf80?LU6pu3d!GPNEV8%uK9M)
zh<=k#{Z^Lt{dJRcCE=x71qi}JXY+zBkljkusk{Qr^QUmD;itSKXr%JnqCDw8-Pvl(
zENF=oc1a=_cB#4{hPpUZlZ&pFt6JGSSM3N`L55iVp8XJ4PVppOih3(-+Vf|r&TU$;
z7-jL~L$hE0eq&LInR@pW7L5isLA~lorzJ(JCr-PtKMr#4<Ey<E)Laf%ClAMXkDuOE
zO?m}ktQwIXs#CWPKep2CSIC@dIT+Xbv&h-Few!viTe}mvrHVi}hc}R3*5^nCzxu}6
z4S>XQ5U4d-<fF4{Z~S>D=-Zs$=bMi26937c?5dX!JdB;*Eh(_~T5(t1Lij>38NySH
zc0>5o-u9$1E1yY7Ke?9-;P+Ix1m$y<ob$Aq<AQgGEtNJxoF-Ow(S-{!$C2y%`(qCJ
zvbDoQ!LruGXg%V|r>d2r*POle%N5RP6DeHfV@Un{PtE{gOaplSF2unL)s!^uweII+
z<}4~D2#DFkp7oT+Y7qj7CizfZc<3FgOdOlQ*@2YrO-=Q4)O)gBXQG`yU)K9>y6U1g
z4u(@7fBHJ1XWBL@iPXfXLf0LKdHs*SEVyl5LkIY+WkWX#K<26Gh4Mr$oKpc>&-V@m
zL>YH|^uzZcM4lLLAmz2vyLJGSEJAKS9oJ|gVJ-9^o6-qJbyOo(q(5m4dpzlt$FPvd
zaiOuw0b-iOv=EdQj^l_=Nu>jOuXg1Kg8hDdCZ&T=xnev{{MP%e%`e-Q^~VVc0L;LG
zed5-_!D@Bv=%C(ie8?_;ei|sU$w<0`6>iP-^~c~~>`@a!Z;;nEMTDsAijm{1r#t@P
zT<CL-$~)D~S$MhmeI*0NwIPjRS}S6Y?Po16S(zDXl-J!+IkgDA)1NY#IarV#beLvE
zaQzljH!rub-*V)08IR01$3bkS#G|ZD<6BGw30j;p-cA(Tty*;Mgd(Di5V$QUF9k%s
zj#zlsCh<le$0i=z_b0vfS*sv4P=QanIF*0f*?^n#`~<dg0P&#4%Xr&OKDEotzgUju
zzL6m#WS3lG`#>K_JTyAg6ucR@20q3@l?U$jrtn^Z6xS-0^0<}5tIjL}3#tgcU+u+)
z8u!hr4ftCKyXFl(&&qW-NiN1UJq5;1%1`D2Upz9<n=!&Ce#w^5*HdAy^CLUT#4w~U
z0-7TD(s9+EB1;UYbagiBJ%*KRy4~g5-w#O5DbU{CX4%4VBLPqaKUO_{`iEGDmSo=l
z9=@dCVGyHz`yp!S`hPrgkFKilIr32<D;0j0D+07;f5&PKMec<l@~-NLY|AZvs5zp|
z$c1jR3@x~Hq-95Bv_iLU$yPYfS!%@+QA{ye>yqW+L+cr0SiRrlMWDMpxfm`llgh)?
zr3zgfOeP09(HIA`wEZJp{s~`(tgDVL><v6OgJ3jF_w0(Q4b+vxdu?q~r1dldl^F>Q
zvbIi67(HHAJ$E@`#bM~9GaJ8Cywj~1ea^!_nT@e+k=f>ZqVdfN&?TRf&5QLkmkH&P
z6?AqQCV{Oi4oUn=b1ErN8#?ABHw3QjS|YDO2KDnKt4fO3HQKr)D}A_>4cFN~ue0YP
zH6{PBcuOdDo#(-PPBCeY#Oi&PKhWXG;HQFVlq}eV(`)6=gOMd_bK=+~;9=j;LF1Ev
z5W3B@2423Pc@|7vOgHH;+A3X1H&7(@fs|u&uxbFI*Fm7^f>@D|TY&c4DFY|FZn{UT
z4^LW76~M72-A{Zsj<y1bgG<Nyw$(TI&{<9Hfxvm&Cn>r>8&K7o1*T5P<2ZIRH~ph3
zRLQp?j02u~N?877H#UFi^JMw-Oh;Ob6<0BQ;gGY%&cId6;C1CtW1N3X4<>z4GOtvu
zILlA+&pnd&<EmYqlHMR6v##~^g42Z)XIs&Of!ukKB|G!cjmF|}YvitauwL!KGyH?D
zW~03vr(^Fn_<XG`sRAk9o0-8%T9e6;J;j)G)#oR?dj>x#tn$kE6mXAim9=keL&6GM
zo$pa#Au>8X`vuh92n~dh_uy=cj)T=)n90&|3vZ!~?X@QK6yyt%J1U3yi5wa49{1~Z
ziE*U^*#?vp6X<=vi}<>P*-KYJG5UJuf|MZY@TX5_qO+M%9=n0fk<RaI!~x@KUnTKl
z9<fpr6yQ`bXepUwG6=_#V79c)l46#`4jl-kaE;<+f~YJ)7dXpPrf646#K2YZO81c|
zA3U5<HcA|;o=$}w1Z#l*wx%6pMKrhQKm}FCX?cS{*0j)OOS+3p=~*r?np#=zR_Ecm
zDxcL**B7k!niTY;+e>h*o5J22QrVRGy7-*5E;Ob77^HV2lu@E;-IV}Y`B`Bl<~HYr
zFMO)h0CQ$#9s1sS!zXky&#y^qPY-s?n^#7`Oz>@G<#yr*Iv#LVvzHcI69b{nru*NA
z=cS*u0YL%iozPn>*<7H2I17{Tr|Eix6)PL~I9KpfbdK=UPR4l(@KTvHo%&vWD$7pm
z)5QaHb$Ur{*FvG=`<9<=cS89bc8Rez?<UtO_!H2zqw##L_6j+QG6#TjNpU})qAanw
zGPU{@=L0U|LXrY_QP6=R$G0{Edvj@-T}P2)9sq2c;!i%T@6VJQ)G4bFPuR6dgx%9#
zU!zGA0SL%rY)5t%K^Ay)sS|J<q;d&ONJmxx@TId*cInHqn8U5jOjFOEn>WDyHX|4_
zW3vN{h1?WCM6nx6Y|JEpE70r%24uKy|KrJ@RWnOgDP)DD@tkFCi#GeUsWQYP)xPn7
zNVyL)I~cb#li_N+rt^~R0J`elZ<wQUuLUpfpc>qgL_nq$fDD9@*JUN#4{gUo!QI=D
z%G|Cy`S^rDr;YSccd`tv1xDK0rZH2^I401-E-w_rG#zVycnf+2$j(Z~@brF85z?3{
zTI_X$&#(l1DlSovmxIHK7kIj`=<zmiS)i6M$m?nTGqU@TrarZA0OIYl@il5zIx(MW
z+m2%R-R;@Mj$prH!@D6x1y7T4_CWUk-iiICk;*AG0LtqFhisu@tW;?Li@*z+bZwXu
z?&MZgo)8!LzO8<q)_&UDOA?pp_sDRG$T%Z$^!40mI;N$b*1B-cL$3xk)P;V`pQ*Qe
zxaUF_6`JvCe!3&=tyV|NVcd`t^+bKV=N9kwzq&QjUjMucylNjv&HEZYN<zMjcWV%%
zEyjJ_T7w+aokjfOZcjaSQA9mw>@TBI6kin{d4A^};cPeH3BunG`2o^$=`XR|4SmT)
z7B6%7*%&yh=^x8EdZCwonWN3o%MC1oQ}Hp~)nKoA8-YW87D}+UpovX7TI;+-iIKQL
zSv(3|7AqEY)wa_@*nlxfZ<76VTFU1D{n26+!Nq_!OieYm+tMjBNNV?1c~b;sKlFC#
z`Or<QU+IzAPDTU78h>Fhv>{<%Vjx`E6s!dNMiFt#&0BZAEU1ebT_$<II@qeGRFcpH
z+*K-C8w$Dz&|X0wW><#fc;BO(h;+0e;#`RbfW_p^T{iy~-enzJlcVg$113k@A~t?~
z-(EPN&cgN{?3b8r3lS9LdIm|b6Dg@X!Uj{!m9=6QZbAZ&%r38-g`}rLsQdp2rX?)!
z_@DE=5z1k=Cc~bLnc6~Uko#^@Ft^?;n0Psi`Abu;-<UD;#lWHm>l`HMje8K`a{#A$
zU$yKvrMBz7y)i2oc109+#y?El*c%}yn0W?JkTbZ%$x}U|Z?_8^db4oBYNO5@LRR*S
z`n{4?OETl4Z?y0<_$jDo);e77f1&7D4d0NN1pqA+B^xY&B3rp3jglhKyci5cVl5t(
z=vCTi&@wW$fei>iYGo78BRqXBa}s9D@-{T{GOkQrxFM-%h0Vl)jkp20EVos>N)t0U
zeh>%O&;QyWoU6-6O|;SsRN}?~POTpioG}J#>iR9xe`zYsw@Cg;EUt<7*@I3J^;Y-e
z?3CJ`V{KFZ(oEx46~1$H|D~xNS__>r``mgnd<2#wy~Vo{K-K+iF2S$*wB$mIew|9Y
z#!U#V57%6@52j3zt*~3$4<5byd@~Py)TURG^%+}spL9CUz2qNI@eWoinw1eH6a235
zY(^eDzS+oy_9WM&KT%#&6dr7NU0tqb*<*l07J)AQ*{jlpd7Z^gn6wV-wqhb18|~vO
ztY??_FA)Zq@H{OPJP&BvXb~7wktkUYy8MQi+_tn^ueG}=3Y}9qJq!Wmp9=&x>eiSz
zCfh;U{-7)?r)?XHX5DME4(74HT?2*9+$}eO7t6Mt(cF^0%;<}y1zwKjw6;jQOO^PL
z6nRkEfquoDm(?GDRrx4f7I+f9`onHsdaK|s4a*|elXc%?sPS*FqSY2Wvih(J*dKD4
zBc#0@ylVL8F>Yt}ko+ORKE3&P>IUN63VZpm&4lxj`ms*Zb4~lP)1mAyfg*M%^j4+)
z&OnN+8Z_bP7_v|gW!^eOH=GxOb&42AH+UObA6mJwSJXxxQ>#z*ftVkDAN7_EjL9jO
zlj&)#K4pB%WS7?JUR>yFwt8wob2adc#dgu%?fqSrb{ZPkj@LtaH{!S2Wi2J^8_gha
zqe0D#$H7=8AtwP#EoRO=MiTbtcj<yjqD6=B><3nmyH>b3UX~|o?K`V!bQjplPohOK
zAUwLAzKy*Gs`8AO?Z_>Ud>kXF*dgo}FHi%0jyGOW2hwF)(@V;|xF5UcbaSGM6$Th-
z=47_SP`(O+mDFtoJ5*pW2==+P%ufx|-;Q7K-{c3%GuPVj(t~05h!)rG$R$+5>6uuP
z<cdhrk2M;1FTY3QJn!u!lUu(vN!rTM94Xzt3f8YypvHDi3=$rx!<(|hyPf0``>Kg{
z<4A9Daa#vORU#w*3hcPN7s^+V=*Q4h#QcbdsCMvPu=a2ZN;0n`HqV6(t%@@l%XMG!
z#mw)HMtg#)8ji=W4%d^S-u2<S+p)FBHZFo`qw$-c+5OGxWbGo{xzd^)n%6J%>h<jW
z1@qjb&pxx^p#>2m3OVXkHnY5EO03nRVDHP$=u+au9RaC4;HI02&&2CwaNy^#sCX&G
zE;Unq)t7Hgi|9UTs9ceJQ}4RPS4D=Duaiu#*Z?R`N`yxOeV;(fsgzcm#2_`qWa5;%
zibu{}9m+e2Hu@tzXm?Tlf#H1yGNegl3H_Jmn)1r6DZAB@m9icdi5raz7S27X=iwJt
zCy!2UT3m@7#2mO^<|+?7pq9$^@_DrAd;2Gp3o1(h&r5v(QZ~*@UH!L%N+*<s@+%Ad
zr2#p8t2sx>Mn&CdWH&<$v?YgyVE9uNE6J9BY5Kh1c0Fl2kahOy)aFA{{@A>zc1@*e
zuRFL`uv`<oX295Hlmwa?ItN#dJX;18-nfT2kU@g1yj|;Op`4Dm<QXMF(YKMsH(m%m
zq<tJ&+C_7ls=v@X8eX|7O!I$&<}MAJ2{RT)+wjrsA3T>|sk|UJ$G2Upnw)Agxj4!R
zt4Nd|mrfCR$w0+v10^EqW$H~sg1(QXzGM5Rgos6x$ID;+kV2HR?eaT1r-Ur~%^s!=
zl*>%RzZl3Dk5CmDC^Phs^AaJ3hXuYrnVw=YFB{CKn!cmY_aMiB2`Nd7G)2+kbdPJO
z-b#wTHN;C!C+F8j8A4nbP{@QWWR^817ID9>s8BzRIyPmRFi2v{L7-vTM<c`-DP?)z
z$-0_XHc|;3XDZ`k4PAjRMbCVq%S0?|mp<K@%X^{+H&izsK4y8DY-UY^_<gl@UF-_z
z0)9<|)p+8Sd1iIY{gx0Ge9VHebbHGpyF2d6jNnjli{ccW1#^(WPZcAWNqFeX?Mz%s
zG7)_cS`)c|%>6D5Mh5w@iL;E2)}+Z1HZRA}<BjcVQm$PLJLSJU{_ln^?d?ukIodtP
z1_369FUB#iTe9m!Q!v_Y3H9FGaDhd~yl>uin0_6Pi8}i+pX3~RaH8OCrxz3$%-CQ~
z3t{08QgMQm9yX}BF>iu@6oZ!WJM&Yf-6*oFV;nb=*AIQNJRB$*yKI=+abIWr*}0&4
zqo#srBs@VjWI`5tGZc7XeiVNwbIR0Q6ytH%TU&RnPV)Wh0rUaM0P}$=9=h)Fl=%~@
zm@Sm<{Nl&IsqC(iGB_I<ZvLSqrhQ`#Pw1`e^LN_;&0<8c=!39K#0LUZ#PdgPJ#(9-
zb}AEIyxeGQNbhuq(c#mE4K#<*+*AGP?an)Wu3`xJ{N|bKmWMwD`IBY;Ln;^Aa(C8#
z+V|{=BYzv#{JLN{>MZ{5>$4O6-guDy%1ZtLY-2wiqey7HNaIUhiUY2JUL>=D*ZK*8
z?2%rqv;EA3IP-A(Kn{ep5#R0~bq|^3S6SjX)G$M{b&|&SDE;OWXxj<l4JGI^R<p0-
zpXtXrZR#7#Tle>x82KI|E-ZhYin+5`^2k>nGQpEO2uKDTB|UTk6gLo77XtvtlDnFV
z6m%vIlm$;F>m00a!+WPKPE8NMylxDxywu-nGD*HW^|h`~&t>LXym!*O%8j0D-5vtx
z!guI;*sH|Y|I^-5%NBc>ycBgKB4sHC7#GVO*Uay&)@gA^f0U$Bq;N-3Ue)B6zzvM&
zw1)AD)fcWRR}@_ScD^6a&llQ^BX>0+_cisP)7sM~;#<N(y=I*eN3>);lkb#by3|^Y
zW3n~ohMMQL8_GJA<U@Xzir*1-5k>fr_2q<`JK$D}K9NpkIV{Xifj2VlPsFO(tjBUP
z^Q=k$q_W1Y?x;5zE(X%+iWXH`K*4#Q2v1`lw>7k@XEN9(s_7|#RH+{+FCoo9F-zpH
zY?!PYMa|1|flZ2gE~^citM_Y8l6q#zk2XnqPI%7ZS+0bH=<rVnH&Aa}LY4PP9o&2#
zI;%05nPa2F1?*_K1~E&$5R`;(7Ix6(91q?r7MyKZ-u_`>eY?ox>1Ki?IGnI<W=S&g
z`s6dq2}%99x6`0CvYABby(e#Z_@p{=Uhm{{RjZiVgY4tFUwoU%W1`pASF3&(wiF7A
zgb0OoZx(pzz&6_%H`~H319jY5Qns%-gT$X#?1(*RzOLO6TXpya66=bR#sgK#Q!qwb
z4@GCkSzo00yRg-W8EPA^46wM@qcS0k&@4{MVwwo3Eha)$!I-ud?DzGbzl6aHRsGjS
z>Zh?S0)3C7ed-fm30pdVk=_~^nA!atzyP{N>ui9?5gg1!RB(0qK|d>Z7`!5f@cA*{
z(g(Ecl`^qh4uY&VGo_n0K(r7*zuM8t?5XJ*Q1qM#{1oM(D`ulyhOZYN>Q|TwkU19=
zJL9kA%dsSEyC!$1bwK515(9aq4D@Ni>*%}yew)n<(F>0B1MNf45*A65f{2Skf)#Pq
zMD1*7dEdQ`k^rgeFlaUfzt>_3RyUdLau;5SiQ8`uM%Ric+VKG32^^7g2oY_ODid+z
zKYv&syp%7jVI~M1PMNhwfaf?^*s_qgo7W&mR7x8CI~-2XNob)OS5c<T>9t8`^i8vi
zmwX7(n1*l;Z7*|MLkqWkS8-2<ZP&E<gP3ieIWr%#pOW`h0T!OPo#bW^WFQ@cA5as|
zureHdBwP1{`T3^lNlGlfE8ejdEby|<^b1gH%k!z?xTbj&1L$i&nwzz%yzXK-njVN(
zWmls8wrb7bO3lg;N_r>s<#!}Uik2pgtCHM}dn!$=`5BJJY6KH&gsAQpNKuy+2T`k0
zz<`?{#+WW_Bid5VL#ASgGlm7t5n>xV^u@I`LyQw6`kAGZDWs+-b}_Y<e65kMJ~ie0
z9_nLat{)8-9;#yn`vUnxr;RKRZ;=#pwoob7llM9;(5cLP=IHI=Td&1#U`PNh4<MvW
z<+|ku0X?PfF^tOwVZbu)u=g3IXr&jk$<4O8<9_2y+3)Hc(-}}&B)=+OjP(R-({&i>
zE_kxn1!XnPl*Z4{2SR&4jjF2PQm?_20%vGTVmvZlyh?UWe=dATF`xsXNAjz};nnQ`
zxAeQ#jw82Yen_f9ZH4NbfaN#8ZkwW|yOYhE7`D*?FZWjq1VLMgX_2+EZ0FXU?q3l=
z6{(ZkNbmL*Kfka3A|z`8&^Gx1A=+!2*7!t+KTt~qRG$>lFU*5zcHx`YcC<o|6+h0<
z_w{7Pg$sjw^0;&+P;%)Eskzczg&;=vJa`Jdd9^Wa$?cU5q^Q5&iOa^n*krLTE>P8C
zLr+@j4!oBn7$YrioP_|mck<<#Jh*#hOc$~A<%uPyNCo=G`&LXSKaKDF!F!i{tfFMX
zifFLjgRcD@V6Yw-<@)fy72;fLvim>QY+>>Ta~gH-nz-iAew19YQy37luua`vC-&hC
z^B^{niTpAHwv#$eqQ@>;KGRK-^0H;K4Sw!+pHZIpp1l}_e@}$?D$$S7r_U1x{<u%S
zcg$&&e$Z^g;rBWJ02vVS{gH)m8aa4%qXc)$-*#}MOw(TarPue{wT^j_FVBxaKpt?n
z0wfmbtj`p74O50sd!GYC9E7?!P)rQR0TpL{Da?*l+G9ZdK*8>dYqc|QV6kfbrY|Yh
zSgS%Z&AjFm%WRA%sQ%}g_hHaDiwqO}!hj|m(H((y4eG(jkoMZd)!!4gyIVLR4)epk
zq~*QsZ!~P&e`!3gN6u!m%cDP92+c_)J=Im$0i;j8y->LDT4nRV11fvsIX+B+*=?mz
zTf8YH*oJ&?PlGba9KFbQ8D5aSzwn&M=;3Tr2`bA78Rymx+NVcPR~8lU)^S45wCtEs
zd9R4qoiGl<XndIn>_>{=DzTZfQWo-%5!xdowr2$D{?e$l2wQQ&o!ri#%k+q8j2iZP
zsl0k!y~~waD6t&dLfYIPQp)R9(E)w1wHMd$J)b8_Uu1CBsH<a;Y{1<oN$kEbwy+L8
z{Ig*UfD7OBJ-*EJT&N6e4ZMc{CI1U(v^?ifvt|G0$1dsH9kZA&S{mN_2wFNX<_5h!
z=;D|wP~X6V**jz4`|kU^w)XgmS3`_jQcV)`up&632ru+HBMgN6r!?)7B?gSkEugcP
zldAczid_0r%j<hexhMTPC}?^~_AIVQOwC4UuEU69!ktzGJ<_amm%ljdQH#@=N+b{@
zPM@4B)FLc6!{>I!M=z>J`6R52rJaBc@Inbeh5#mT*<oydPbQCcKZL}$MNM{igmBf*
zw~&1yZib`5q_Y52J=;UXUB8c8YfuU_?x?~%)p7*0_*aiAo1ybp%@3ADme;Ul@c!@7
zAF<sb<5B4GtY;m|b44<@_|3xA(w<R=3Hrp31xvi}9ApZ)F6$Q1ajCteAH5b{pSmk2
zGLG&PZIwN|k>D-@$Jel8MUTmBXu;w#HZvA$n)N*h9(KoHC>3Zy+I`k!q_3X?e8m%8
z9aj^0#Dp*&x7-E+PJLky%{PO@wQH|o#AFD{1CkIsy~aR>@{t8H#bD%&`3eZ5{k!mE
ztz6L8i=rKTT}+)ZMnNQg<+`=0%`cM9AQt?-0(VP<aYK5s>8gJA_@frwbTSZYJQaA9
zPOPaS4AL)GKtV4ibHuU;%AVu9M4bLrAAC(ko@*+2?>L!6+gzS4E$+f9{C8?7+IAd)
zhxL$hJ#LP;Yiw(ccUBiz&K~Bv(PK{+0Jep=bmscHvh}ykyx-fz_&t9)idW6qeSZ~3
zN8YXdA}j3ofUacTF$`4t_1PuMBsOvJqWCc_WOlgv*ABnBE3x?bJ#5clXM;=F>k1{I
zo~x3|U`lU!X;=;E@pCVanO3%w_K*ya0h<HOYA%O($WL^#4x1)MXL_hzT#y-UWCq6X
zIOdvZ-uV)BMFj2}Z22{!9$WknAaH*G{VWQc)+-@C|2m9^NIa9qI_xr#Mqk=}>bY8A
zV`DU=Wi<%(FnmM9aewyL5p(fzfy{L#4&lm*HZ6zr;d{@WqYBJk9d;zsK)O|Uh3K)S
z$zxH3z5$x}V9cEP*OIx{SBkCJHf9OZ`%I2Pu>Ox%EU`*G-K(>!p4(5_c|osdI~urh
z>IEFbWWYt)o*w)b0kTIKZ(TW>I1IJ%fv@@ct}>_YAFDSQ&^f#XcUD17g&p(1_g!h9
zg(qGviB0|}?4gk|!Gdvzbf<fHpL=Lf)xxB2v<0#6{$-4Zq77KEH9<o^9!_8ZHIt}H
z<6=Xml&F+$9Z1+Kov_R+eo*W)$Fkz$$NxkPHYHolj+IK#L^Bte$%Twd1zJlvg!xfF
z3E>WF#DpbWdxPIV2{N-=3F~NodTt6gd)gTBIdzNJUrl=hGbVaq&3Y7_1r^dc%=Mv{
zcDGK<d|CDbUsEm7J}w1}>i4rwNNZJEn3s5a>v`2cTE;C2ti#6Rw;ocsG*eh|QGg<w
z%p1ciwfTdKq0ei#ckEocX{1?k0x@IqipWnibZ12i|Ei<l7#jl_TJEf1C7b7esFA=k
F{{u^z!g~M!

literal 0
HcmV?d00001

diff --git a/resnet/synset.py b/resnet/synset.py
new file mode 100644
index 0000000..74fb9ec
--- /dev/null
+++ b/resnet/synset.py
@@ -0,0 +1,1007 @@
+synset = [
+    "n01440764 tench, Tinca tinca",
+    "n01443537 goldfish, Carassius auratus",
+    "n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias",
+    "n01491361 tiger shark, Galeocerdo cuvieri",
+    "n01494475 hammerhead, hammerhead shark",
+    "n01496331 electric ray, crampfish, numbfish, torpedo",
+    "n01498041 stingray",
+    "n01514668 cock",
+    "n01514859 hen",
+    "n01518878 ostrich, Struthio camelus",
+    "n01530575 brambling, Fringilla montifringilla",
+    "n01531178 goldfinch, Carduelis carduelis",
+    "n01532829 house finch, linnet, Carpodacus mexicanus",
+    "n01534433 junco, snowbird",
+    "n01537544 indigo bunting, indigo finch, indigo bird, Passerina cyanea",
+    "n01558993 robin, American robin, Turdus migratorius",
+    "n01560419 bulbul",
+    "n01580077 jay",
+    "n01582220 magpie",
+    "n01592084 chickadee",
+    "n01601694 water ouzel, dipper",
+    "n01608432 kite",
+    "n01614925 bald eagle, American eagle, Haliaeetus leucocephalus",
+    "n01616318 vulture",
+    "n01622779 great grey owl, great gray owl, Strix nebulosa",
+    "n01629819 European fire salamander, Salamandra salamandra",
+    "n01630670 common newt, Triturus vulgaris",
+    "n01631663 eft",
+    "n01632458 spotted salamander, Ambystoma maculatum",
+    "n01632777 axolotl, mud puppy, Ambystoma mexicanum",
+    "n01641577 bullfrog, Rana catesbeiana",
+    "n01644373 tree frog, tree-frog",
+    "n01644900 tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui",
+    "n01664065 loggerhead, loggerhead turtle, Caretta caretta",
+    "n01665541 leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea",
+    "n01667114 mud turtle",
+    "n01667778 terrapin",
+    "n01669191 box turtle, box tortoise",
+    "n01675722 banded gecko",
+    "n01677366 common iguana, iguana, Iguana iguana",
+    "n01682714 American chameleon, anole, Anolis carolinensis",
+    "n01685808 whiptail, whiptail lizard",
+    "n01687978 agama",
+    "n01688243 frilled lizard, Chlamydosaurus kingi",
+    "n01689811 alligator lizard",
+    "n01692333 Gila monster, Heloderma suspectum",
+    "n01693334 green lizard, Lacerta viridis",
+    "n01694178 African chameleon, Chamaeleo chamaeleon",
+    "n01695060 Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis",
+    "n01697457 African crocodile, Nile crocodile, Crocodylus niloticus",
+    "n01698640 American alligator, Alligator mississipiensis",
+    "n01704323 triceratops",
+    "n01728572 thunder snake, worm snake, Carphophis amoenus",
+    "n01728920 ringneck snake, ring-necked snake, ring snake",
+    "n01729322 hognose snake, puff adder, sand viper",
+    "n01729977 green snake, grass snake",
+    "n01734418 king snake, kingsnake",
+    "n01735189 garter snake, grass snake",
+    "n01737021 water snake",
+    "n01739381 vine snake",
+    "n01740131 night snake, Hypsiglena torquata",
+    "n01742172 boa constrictor, Constrictor constrictor",
+    "n01744401 rock python, rock snake, Python sebae",
+    "n01748264 Indian cobra, Naja naja",
+    "n01749939 green mamba",
+    "n01751748 sea snake",
+    "n01753488 horned viper, cerastes, sand viper, horned asp, Cerastes cornutus",
+    "n01755581 diamondback, diamondback rattlesnake, Crotalus adamanteus",
+    "n01756291 sidewinder, horned rattlesnake, Crotalus cerastes",
+    "n01768244 trilobite",
+    "n01770081 harvestman, daddy longlegs, Phalangium opilio",
+    "n01770393 scorpion",
+    "n01773157 black and gold garden spider, Argiope aurantia",
+    "n01773549 barn spider, Araneus cavaticus",
+    "n01773797 garden spider, Aranea diademata",
+    "n01774384 black widow, Latrodectus mactans",
+    "n01774750 tarantula",
+    "n01775062 wolf spider, hunting spider",
+    "n01776313 tick",
+    "n01784675 centipede",
+    "n01795545 black grouse",
+    "n01796340 ptarmigan",
+    "n01797886 ruffed grouse, partridge, Bonasa umbellus",
+    "n01798484 prairie chicken, prairie grouse, prairie fowl",
+    "n01806143 peacock",
+    "n01806567 quail",
+    "n01807496 partridge",
+    "n01817953 African grey, African gray, Psittacus erithacus",
+    "n01818515 macaw",
+    "n01819313 sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita",
+    "n01820546 lorikeet",
+    "n01824575 coucal",
+    "n01828970 bee eater",
+    "n01829413 hornbill",
+    "n01833805 hummingbird",
+    "n01843065 jacamar",
+    "n01843383 toucan",
+    "n01847000 drake",
+    "n01855032 red-breasted merganser, Mergus serrator",
+    "n01855672 goose",
+    "n01860187 black swan, Cygnus atratus",
+    "n01871265 tusker",
+    "n01872401 echidna, spiny anteater, anteater",
+    "n01873310 platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus",
+    "n01877812 wallaby, brush kangaroo",
+    "n01882714 koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus",
+    "n01883070 wombat",
+    "n01910747 jellyfish",
+    "n01914609 sea anemone, anemone",
+    "n01917289 brain coral",
+    "n01924916 flatworm, platyhelminth",
+    "n01930112 nematode, nematode worm, roundworm",
+    "n01943899 conch",
+    "n01944390 snail",
+    "n01945685 slug",
+    "n01950731 sea slug, nudibranch",
+    "n01955084 chiton, coat-of-mail shell, sea cradle, polyplacophore",
+    "n01968897 chambered nautilus, pearly nautilus, nautilus",
+    "n01978287 Dungeness crab, Cancer magister",
+    "n01978455 rock crab, Cancer irroratus",
+    "n01980166 fiddler crab",
+    "n01981276 king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica",
+    "n01983481 American lobster, Northern lobster, Maine lobster, Homarus americanus",
+    "n01984695 spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish",
+    "n01985128 crayfish, crawfish, crawdad, crawdaddy",
+    "n01986214 hermit crab",
+    "n01990800 isopod",
+    "n02002556 white stork, Ciconia ciconia",
+    "n02002724 black stork, Ciconia nigra",
+    "n02006656 spoonbill",
+    "n02007558 flamingo",
+    "n02009229 little blue heron, Egretta caerulea",
+    "n02009912 American egret, great white heron, Egretta albus",
+    "n02011460 bittern",
+    "n02012849 crane",
+    "n02013706 limpkin, Aramus pictus",
+    "n02017213 European gallinule, Porphyrio porphyrio",
+    "n02018207 American coot, marsh hen, mud hen, water hen, Fulica americana",
+    "n02018795 bustard",
+    "n02025239 ruddy turnstone, Arenaria interpres",
+    "n02027492 red-backed sandpiper, dunlin, Erolia alpina",
+    "n02028035 redshank, Tringa totanus",
+    "n02033041 dowitcher",
+    "n02037110 oystercatcher, oyster catcher",
+    "n02051845 pelican",
+    "n02056570 king penguin, Aptenodytes patagonica",
+    "n02058221 albatross, mollymawk",
+    "n02066245 grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus",
+    "n02071294 killer whale, killer, orca, grampus, sea wolf, Orcinus orca",
+    "n02074367 dugong, Dugong dugon",
+    "n02077923 sea lion",
+    "n02085620 Chihuahua",
+    "n02085782 Japanese spaniel",
+    "n02085936 Maltese dog, Maltese terrier, Maltese",
+    "n02086079 Pekinese, Pekingese, Peke",
+    "n02086240 Shih-Tzu",
+    "n02086646 Blenheim spaniel",
+    "n02086910 papillon",
+    "n02087046 toy terrier",
+    "n02087394 Rhodesian ridgeback",
+    "n02088094 Afghan hound, Afghan",
+    "n02088238 basset, basset hound",
+    "n02088364 beagle",
+    "n02088466 bloodhound, sleuthhound",
+    "n02088632 bluetick",
+    "n02089078 black-and-tan coonhound",
+    "n02089867 Walker hound, Walker foxhound",
+    "n02089973 English foxhound",
+    "n02090379 redbone",
+    "n02090622 borzoi, Russian wolfhound",
+    "n02090721 Irish wolfhound",
+    "n02091032 Italian greyhound",
+    "n02091134 whippet",
+    "n02091244 Ibizan hound, Ibizan Podenco",
+    "n02091467 Norwegian elkhound, elkhound",
+    "n02091635 otterhound, otter hound",
+    "n02091831 Saluki, gazelle hound",
+    "n02092002 Scottish deerhound, deerhound",
+    "n02092339 Weimaraner",
+    "n02093256 Staffordshire bullterrier, Staffordshire bull terrier",
+    "n02093428 American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier",
+    "n02093647 Bedlington terrier",
+    "n02093754 Border terrier",
+    "n02093859 Kerry blue terrier",
+    "n02093991 Irish terrier",
+    "n02094114 Norfolk terrier",
+    "n02094258 Norwich terrier",
+    "n02094433 Yorkshire terrier",
+    "n02095314 wire-haired fox terrier",
+    "n02095570 Lakeland terrier",
+    "n02095889 Sealyham terrier, Sealyham",
+    "n02096051 Airedale, Airedale terrier",
+    "n02096177 cairn, cairn terrier",
+    "n02096294 Australian terrier",
+    "n02096437 Dandie Dinmont, Dandie Dinmont terrier",
+    "n02096585 Boston bull, Boston terrier",
+    "n02097047 miniature schnauzer",
+    "n02097130 giant schnauzer",
+    "n02097209 standard schnauzer",
+    "n02097298 Scotch terrier, Scottish terrier, Scottie",
+    "n02097474 Tibetan terrier, chrysanthemum dog",
+    "n02097658 silky terrier, Sydney silky",
+    "n02098105 soft-coated wheaten terrier",
+    "n02098286 West Highland white terrier",
+    "n02098413 Lhasa, Lhasa apso",
+    "n02099267 flat-coated retriever",
+    "n02099429 curly-coated retriever",
+    "n02099601 golden retriever",
+    "n02099712 Labrador retriever",
+    "n02099849 Chesapeake Bay retriever",
+    "n02100236 German short-haired pointer",
+    "n02100583 vizsla, Hungarian pointer",
+    "n02100735 English setter",
+    "n02100877 Irish setter, red setter",
+    "n02101006 Gordon setter",
+    "n02101388 Brittany spaniel",
+    "n02101556 clumber, clumber spaniel",
+    "n02102040 English springer, English springer spaniel",
+    "n02102177 Welsh springer spaniel",
+    "n02102318 cocker spaniel, English cocker spaniel, cocker",
+    "n02102480 Sussex spaniel",
+    "n02102973 Irish water spaniel",
+    "n02104029 kuvasz",
+    "n02104365 schipperke",
+    "n02105056 groenendael",
+    "n02105162 malinois",
+    "n02105251 briard",
+    "n02105412 kelpie",
+    "n02105505 komondor",
+    "n02105641 Old English sheepdog, bobtail",
+    "n02105855 Shetland sheepdog, Shetland sheep dog, Shetland",
+    "n02106030 collie",
+    "n02106166 Border collie",
+    "n02106382 Bouvier des Flandres, Bouviers des Flandres",
+    "n02106550 Rottweiler",
+    "n02106662 German shepherd, German shepherd dog, German police dog, alsatian",
+    "n02107142 Doberman, Doberman pinscher",
+    "n02107312 miniature pinscher",
+    "n02107574 Greater Swiss Mountain dog",
+    "n02107683 Bernese mountain dog",
+    "n02107908 Appenzeller",
+    "n02108000 EntleBucher",
+    "n02108089 boxer",
+    "n02108422 bull mastiff",
+    "n02108551 Tibetan mastiff",
+    "n02108915 French bulldog",
+    "n02109047 Great Dane",
+    "n02109525 Saint Bernard, St Bernard",
+    "n02109961 Eskimo dog, husky",
+    "n02110063 malamute, malemute, Alaskan malamute",
+    "n02110185 Siberian husky",
+    "n02110341 dalmatian, coach dog, carriage dog",
+    "n02110627 affenpinscher, monkey pinscher, monkey dog",
+    "n02110806 basenji",
+    "n02110958 pug, pug-dog",
+    "n02111129 Leonberg",
+    "n02111277 Newfoundland, Newfoundland dog",
+    "n02111500 Great Pyrenees",
+    "n02111889 Samoyed, Samoyede",
+    "n02112018 Pomeranian",
+    "n02112137 chow, chow chow",
+    "n02112350 keeshond",
+    "n02112706 Brabancon griffon",
+    "n02113023 Pembroke, Pembroke Welsh corgi",
+    "n02113186 Cardigan, Cardigan Welsh corgi",
+    "n02113624 toy poodle",
+    "n02113712 miniature poodle",
+    "n02113799 standard poodle",
+    "n02113978 Mexican hairless",
+    "n02114367 timber wolf, grey wolf, gray wolf, Canis lupus",
+    "n02114548 white wolf, Arctic wolf, Canis lupus tundrarum",
+    "n02114712 red wolf, maned wolf, Canis rufus, Canis niger",
+    "n02114855 coyote, prairie wolf, brush wolf, Canis latrans",
+    "n02115641 dingo, warrigal, warragal, Canis dingo",
+    "n02115913 dhole, Cuon alpinus",
+    "n02116738 African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus",
+    "n02117135 hyena, hyaena",
+    "n02119022 red fox, Vulpes vulpes",
+    "n02119789 kit fox, Vulpes macrotis",
+    "n02120079 Arctic fox, white fox, Alopex lagopus",
+    "n02120505 grey fox, gray fox, Urocyon cinereoargenteus",
+    "n02123045 tabby, tabby cat",
+    "n02123159 tiger cat",
+    "n02123394 Persian cat",
+    "n02123597 Siamese cat, Siamese",
+    "n02124075 Egyptian cat",
+    "n02125311 cougar, puma, catamount, mountain lion, painter, panther, Felis concolor",
+    "n02127052 lynx, catamount",
+    "n02128385 leopard, Panthera pardus",
+    "n02128757 snow leopard, ounce, Panthera uncia",
+    "n02128925 jaguar, panther, Panthera onca, Felis onca",
+    "n02129165 lion, king of beasts, Panthera leo",
+    "n02129604 tiger, Panthera tigris",
+    "n02130308 cheetah, chetah, Acinonyx jubatus",
+    "n02132136 brown bear, bruin, Ursus arctos",
+    "n02133161 American black bear, black bear, Ursus americanus, Euarctos americanus",
+    "n02134084 ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus",
+    "n02134418 sloth bear, Melursus ursinus, Ursus ursinus",
+    "n02137549 mongoose",
+    "n02138441 meerkat, mierkat",
+    "n02165105 tiger beetle",
+    "n02165456 ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle",
+    "n02167151 ground beetle, carabid beetle",
+    "n02168699 long-horned beetle, longicorn, longicorn beetle",
+    "n02169497 leaf beetle, chrysomelid",
+    "n02172182 dung beetle",
+    "n02174001 rhinoceros beetle",
+    "n02177972 weevil",
+    "n02190166 fly",
+    "n02206856 bee",
+    "n02219486 ant, emmet, pismire",
+    "n02226429 grasshopper, hopper",
+    "n02229544 cricket",
+    "n02231487 walking stick, walkingstick, stick insect",
+    "n02233338 cockroach, roach",
+    "n02236044 mantis, mantid",
+    "n02256656 cicada, cicala",
+    "n02259212 leafhopper",
+    "n02264363 lacewing, lacewing fly",
+    "n02268443 dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk",
+    "n02268853 damselfly",
+    "n02276258 admiral",
+    "n02277742 ringlet, ringlet butterfly",
+    "n02279972 monarch, monarch butterfly, milkweed butterfly, Danaus plexippus",
+    "n02280649 cabbage butterfly",
+    "n02281406 sulphur butterfly, sulfur butterfly",
+    "n02281787 lycaenid, lycaenid butterfly",
+    "n02317335 starfish, sea star",
+    "n02319095 sea urchin",
+    "n02321529 sea cucumber, holothurian",
+    "n02325366 wood rabbit, cottontail, cottontail rabbit",
+    "n02326432 hare",
+    "n02328150 Angora, Angora rabbit",
+    "n02342885 hamster",
+    "n02346627 porcupine, hedgehog",
+    "n02356798 fox squirrel, eastern fox squirrel, Sciurus niger",
+    "n02361337 marmot",
+    "n02363005 beaver",
+    "n02364673 guinea pig, Cavia cobaya",
+    "n02389026 sorrel",
+    "n02391049 zebra",
+    "n02395406 hog, pig, grunter, squealer, Sus scrofa",
+    "n02396427 wild boar, boar, Sus scrofa",
+    "n02397096 warthog",
+    "n02398521 hippopotamus, hippo, river horse, Hippopotamus amphibius",
+    "n02403003 ox",
+    "n02408429 water buffalo, water ox, Asiatic buffalo, Bubalus bubalis",
+    "n02410509 bison",
+    "n02412080 ram, tup",
+    "n02415577 bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis",
+    "n02417914 ibex, Capra ibex",
+    "n02422106 hartebeest",
+    "n02422699 impala, Aepyceros melampus",
+    "n02423022 gazelle",
+    "n02437312 Arabian camel, dromedary, Camelus dromedarius",
+    "n02437616 llama",
+    "n02441942 weasel",
+    "n02442845 mink",
+    "n02443114 polecat, fitch, foulmart, foumart, Mustela putorius",
+    "n02443484 black-footed ferret, ferret, Mustela nigripes",
+    "n02444819 otter",
+    "n02445715 skunk, polecat, wood pussy",
+    "n02447366 badger",
+    "n02454379 armadillo",
+    "n02457408 three-toed sloth, ai, Bradypus tridactylus",
+    "n02480495 orangutan, orang, orangutang, Pongo pygmaeus",
+    "n02480855 gorilla, Gorilla gorilla",
+    "n02481823 chimpanzee, chimp, Pan troglodytes",
+    "n02483362 gibbon, Hylobates lar",
+    "n02483708 siamang, Hylobates syndactylus, Symphalangus syndactylus",
+    "n02484975 guenon, guenon monkey",
+    "n02486261 patas, hussar monkey, Erythrocebus patas",
+    "n02486410 baboon",
+    "n02487347 macaque",
+    "n02488291 langur",
+    "n02488702 colobus, colobus monkey",
+    "n02489166 proboscis monkey, Nasalis larvatus",
+    "n02490219 marmoset",
+    "n02492035 capuchin, ringtail, Cebus capucinus",
+    "n02492660 howler monkey, howler",
+    "n02493509 titi, titi monkey",
+    "n02493793 spider monkey, Ateles geoffroyi",
+    "n02494079 squirrel monkey, Saimiri sciureus",
+    "n02497673 Madagascar cat, ring-tailed lemur, Lemur catta",
+    "n02500267 indri, indris, Indri indri, Indri brevicaudatus",
+    "n02504013 Indian elephant, Elephas maximus",
+    "n02504458 African elephant, Loxodonta africana",
+    "n02509815 lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens",
+    "n02510455 giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca",
+    "n02514041 barracouta, snoek",
+    "n02526121 eel",
+    "n02536864 coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch",
+    "n02606052 rock beauty, Holocanthus tricolor",
+    "n02607072 anemone fish",
+    "n02640242 sturgeon",
+    "n02641379 gar, garfish, garpike, billfish, Lepisosteus osseus",
+    "n02643566 lionfish",
+    "n02655020 puffer, pufferfish, blowfish, globefish",
+    "n02666196 abacus",
+    "n02667093 abaya",
+    "n02669723 academic gown, academic robe, judge's robe",
+    "n02672831 accordion, piano accordion, squeeze box",
+    "n02676566 acoustic guitar",
+    "n02687172 aircraft carrier, carrier, flattop, attack aircraft carrier",
+    "n02690373 airliner",
+    "n02692877 airship, dirigible",
+    "n02699494 altar",
+    "n02701002 ambulance",
+    "n02704792 amphibian, amphibious vehicle",
+    "n02708093 analog clock",
+    "n02727426 apiary, bee house",
+    "n02730930 apron",
+    "n02747177 ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin",
+    "n02749479 assault rifle, assault gun",
+    "n02769748 backpack, back pack, knapsack, packsack, rucksack, haversack",
+    "n02776631 bakery, bakeshop, bakehouse",
+    "n02777292 balance beam, beam",
+    "n02782093 balloon",
+    "n02783161 ballpoint, ballpoint pen, ballpen, Biro",
+    "n02786058 Band Aid",
+    "n02787622 banjo",
+    "n02788148 bannister, banister, balustrade, balusters, handrail",
+    "n02790996 barbell",
+    "n02791124 barber chair",
+    "n02791270 barbershop",
+    "n02793495 barn",
+    "n02794156 barometer",
+    "n02795169 barrel, cask",
+    "n02797295 barrow, garden cart, lawn cart, wheelbarrow",
+    "n02799071 baseball",
+    "n02802426 basketball",
+    "n02804414 bassinet",
+    "n02804610 bassoon",
+    "n02807133 bathing cap, swimming cap",
+    "n02808304 bath towel",
+    "n02808440 bathtub, bathing tub, bath, tub",
+    "n02814533 beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon",
+    "n02814860 beacon, lighthouse, beacon light, pharos",
+    "n02815834 beaker",
+    "n02817516 bearskin, busby, shako",
+    "n02823428 beer bottle",
+    "n02823750 beer glass",
+    "n02825657 bell cote, bell cot",
+    "n02834397 bib",
+    "n02835271 bicycle-built-for-two, tandem bicycle, tandem",
+    "n02837789 bikini, two-piece",
+    "n02840245 binder, ring-binder",
+    "n02841315 binoculars, field glasses, opera glasses",
+    "n02843684 birdhouse",
+    "n02859443 boathouse",
+    "n02860847 bobsled, bobsleigh, bob",
+    "n02865351 bolo tie, bolo, bola tie, bola",
+    "n02869837 bonnet, poke bonnet",
+    "n02870880 bookcase",
+    "n02871525 bookshop, bookstore, bookstall",
+    "n02877765 bottlecap",
+    "n02879718 bow",
+    "n02883205 bow tie, bow-tie, bowtie",
+    "n02892201 brass, memorial tablet, plaque",
+    "n02892767 brassiere, bra, bandeau",
+    "n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty",
+    "n02895154 breastplate, aegis, egis",
+    "n02906734 broom",
+    "n02909870 bucket, pail",
+    "n02910353 buckle",
+    "n02916936 bulletproof vest",
+    "n02917067 bullet train, bullet",
+    "n02927161 butcher shop, meat market",
+    "n02930766 cab, hack, taxi, taxicab",
+    "n02939185 caldron, cauldron",
+    "n02948072 candle, taper, wax light",
+    "n02950826 cannon",
+    "n02951358 canoe",
+    "n02951585 can opener, tin opener",
+    "n02963159 cardigan",
+    "n02965783 car mirror",
+    "n02966193 carousel, carrousel, merry-go-round, roundabout, whirligig",
+    "n02966687 carpenter's kit, tool kit",
+    "n02971356 carton",
+    "n02974003 car wheel",
+    "n02977058 cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM",
+    "n02978881 cassette",
+    "n02979186 cassette player",
+    "n02980441 castle",
+    "n02981792 catamaran",
+    "n02988304 CD player",
+    "n02992211 cello, violoncello",
+    "n02992529 cellular telephone, cellular phone, cellphone, cell, mobile phone",
+    "n02999410 chain",
+    "n03000134 chainlink fence",
+    "n03000247 chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour",
+    "n03000684 chain saw, chainsaw",
+    "n03014705 chest",
+    "n03016953 chiffonier, commode",
+    "n03017168 chime, bell, gong",
+    "n03018349 china cabinet, china closet",
+    "n03026506 Christmas stocking",
+    "n03028079 church, church building",
+    "n03032252 cinema, movie theater, movie theatre, movie house, picture palace",
+    "n03041632 cleaver, meat cleaver, chopper",
+    "n03042490 cliff dwelling",
+    "n03045698 cloak",
+    "n03047690 clog, geta, patten, sabot",
+    "n03062245 cocktail shaker",
+    "n03063599 coffee mug",
+    "n03063689 coffeepot",
+    "n03065424 coil, spiral, volute, whorl, helix",
+    "n03075370 combination lock",
+    "n03085013 computer keyboard, keypad",
+    "n03089624 confectionery, confectionary, candy store",
+    "n03095699 container ship, containership, container vessel",
+    "n03100240 convertible",
+    "n03109150 corkscrew, bottle screw",
+    "n03110669 cornet, horn, trumpet, trump",
+    "n03124043 cowboy boot",
+    "n03124170 cowboy hat, ten-gallon hat",
+    "n03125729 cradle",
+    "n03126707 crane",
+    "n03127747 crash helmet",
+    "n03127925 crate",
+    "n03131574 crib, cot",
+    "n03133878 Crock Pot",
+    "n03134739 croquet ball",
+    "n03141823 crutch",
+    "n03146219 cuirass",
+    "n03160309 dam, dike, dyke",
+    "n03179701 desk",
+    "n03180011 desktop computer",
+    "n03187595 dial telephone, dial phone",
+    "n03188531 diaper, nappy, napkin",
+    "n03196217 digital clock",
+    "n03197337 digital watch",
+    "n03201208 dining table, board",
+    "n03207743 dishrag, dishcloth",
+    "n03207941 dishwasher, dish washer, dishwashing machine",
+    "n03208938 disk brake, disc brake",
+    "n03216828 dock, dockage, docking facility",
+    "n03218198 dogsled, dog sled, dog sleigh",
+    "n03220513 dome",
+    "n03223299 doormat, welcome mat",
+    "n03240683 drilling platform, offshore rig",
+    "n03249569 drum, membranophone, tympan",
+    "n03250847 drumstick",
+    "n03255030 dumbbell",
+    "n03259280 Dutch oven",
+    "n03271574 electric fan, blower",
+    "n03272010 electric guitar",
+    "n03272562 electric locomotive",
+    "n03290653 entertainment center",
+    "n03291819 envelope",
+    "n03297495 espresso maker",
+    "n03314780 face powder",
+    "n03325584 feather boa, boa",
+    "n03337140 file, file cabinet, filing cabinet",
+    "n03344393 fireboat",
+    "n03345487 fire engine, fire truck",
+    "n03347037 fire screen, fireguard",
+    "n03355925 flagpole, flagstaff",
+    "n03372029 flute, transverse flute",
+    "n03376595 folding chair",
+    "n03379051 football helmet",
+    "n03384352 forklift",
+    "n03388043 fountain",
+    "n03388183 fountain pen",
+    "n03388549 four-poster",
+    "n03393912 freight car",
+    "n03394916 French horn, horn",
+    "n03400231 frying pan, frypan, skillet",
+    "n03404251 fur coat",
+    "n03417042 garbage truck, dustcart",
+    "n03424325 gasmask, respirator, gas helmet",
+    "n03425413 gas pump, gasoline pump, petrol pump, island dispenser",
+    "n03443371 goblet",
+    "n03444034 go-kart",
+    "n03445777 golf ball",
+    "n03445924 golfcart, golf cart",
+    "n03447447 gondola",
+    "n03447721 gong, tam-tam",
+    "n03450230 gown",
+    "n03452741 grand piano, grand",
+    "n03457902 greenhouse, nursery, glasshouse",
+    "n03459775 grille, radiator grille",
+    "n03461385 grocery store, grocery, food market, market",
+    "n03467068 guillotine",
+    "n03476684 hair slide",
+    "n03476991 hair spray",
+    "n03478589 half track",
+    "n03481172 hammer",
+    "n03482405 hamper",
+    "n03483316 hand blower, blow dryer, blow drier, hair dryer, hair drier",
+    "n03485407 hand-held computer, hand-held microcomputer",
+    "n03485794 handkerchief, hankie, hanky, hankey",
+    "n03492542 hard disc, hard disk, fixed disk",
+    "n03494278 harmonica, mouth organ, harp, mouth harp",
+    "n03495258 harp",
+    "n03496892 harvester, reaper",
+    "n03498962 hatchet",
+    "n03527444 holster",
+    "n03529860 home theater, home theatre",
+    "n03530642 honeycomb",
+    "n03532672 hook, claw",
+    "n03534580 hoopskirt, crinoline",
+    "n03535780 horizontal bar, high bar",
+    "n03538406 horse cart, horse-cart",
+    "n03544143 hourglass",
+    "n03584254 iPod",
+    "n03584829 iron, smoothing iron",
+    "n03590841 jack-o'-lantern",
+    "n03594734 jean, blue jean, denim",
+    "n03594945 jeep, landrover",
+    "n03595614 jersey, T-shirt, tee shirt",
+    "n03598930 jigsaw puzzle",
+    "n03599486 jinrikisha, ricksha, rickshaw",
+    "n03602883 joystick",
+    "n03617480 kimono",
+    "n03623198 knee pad",
+    "n03627232 knot",
+    "n03630383 lab coat, laboratory coat",
+    "n03633091 ladle",
+    "n03637318 lampshade, lamp shade",
+    "n03642806 laptop, laptop computer",
+    "n03649909 lawn mower, mower",
+    "n03657121 lens cap, lens cover",
+    "n03658185 letter opener, paper knife, paperknife",
+    "n03661043 library",
+    "n03662601 lifeboat",
+    "n03666591 lighter, light, igniter, ignitor",
+    "n03670208 limousine, limo",
+    "n03673027 liner, ocean liner",
+    "n03676483 lipstick, lip rouge",
+    "n03680355 Loafer",
+    "n03690938 lotion",
+    "n03691459 loudspeaker, speaker, speaker unit, loudspeaker system, speaker system",
+    "n03692522 loupe, jeweler's loupe",
+    "n03697007 lumbermill, sawmill",
+    "n03706229 magnetic compass",
+    "n03709823 mailbag, postbag",
+    "n03710193 mailbox, letter box",
+    "n03710637 maillot",
+    "n03710721 maillot, tank suit",
+    "n03717622 manhole cover",
+    "n03720891 maraca",
+    "n03721384 marimba, xylophone",
+    "n03724870 mask",
+    "n03729826 matchstick",
+    "n03733131 maypole",
+    "n03733281 maze, labyrinth",
+    "n03733805 measuring cup",
+    "n03742115 medicine chest, medicine cabinet",
+    "n03743016 megalith, megalithic structure",
+    "n03759954 microphone, mike",
+    "n03761084 microwave, microwave oven",
+    "n03763968 military uniform",
+    "n03764736 milk can",
+    "n03769881 minibus",
+    "n03770439 miniskirt, mini",
+    "n03770679 minivan",
+    "n03773504 missile",
+    "n03775071 mitten",
+    "n03775546 mixing bowl",
+    "n03776460 mobile home, manufactured home",
+    "n03777568 Model T",
+    "n03777754 modem",
+    "n03781244 monastery",
+    "n03782006 monitor",
+    "n03785016 moped",
+    "n03786901 mortar",
+    "n03787032 mortarboard",
+    "n03788195 mosque",
+    "n03788365 mosquito net",
+    "n03791053 motor scooter, scooter",
+    "n03792782 mountain bike, all-terrain bike, off-roader",
+    "n03792972 mountain tent",
+    "n03793489 mouse, computer mouse",
+    "n03794056 mousetrap",
+    "n03796401 moving van",
+    "n03803284 muzzle",
+    "n03804744 nail",
+    "n03814639 neck brace",
+    "n03814906 necklace",
+    "n03825788 nipple",
+    "n03832673 notebook, notebook computer",
+    "n03837869 obelisk",
+    "n03838899 oboe, hautboy, hautbois",
+    "n03840681 ocarina, sweet potato",
+    "n03841143 odometer, hodometer, mileometer, milometer",
+    "n03843555 oil filter",
+    "n03854065 organ, pipe organ",
+    "n03857828 oscilloscope, scope, cathode-ray oscilloscope, CRO",
+    "n03866082 overskirt",
+    "n03868242 oxcart",
+    "n03868863 oxygen mask",
+    "n03871628 packet",
+    "n03873416 paddle, boat paddle",
+    "n03874293 paddlewheel, paddle wheel",
+    "n03874599 padlock",
+    "n03876231 paintbrush",
+    "n03877472 pajama, pyjama, pj's, jammies",
+    "n03877845 palace",
+    "n03884397 panpipe, pandean pipe, syrinx",
+    "n03887697 paper towel",
+    "n03888257 parachute, chute",
+    "n03888605 parallel bars, bars",
+    "n03891251 park bench",
+    "n03891332 parking meter",
+    "n03895866 passenger car, coach, carriage",
+    "n03899768 patio, terrace",
+    "n03902125 pay-phone, pay-station",
+    "n03903868 pedestal, plinth, footstall",
+    "n03908618 pencil box, pencil case",
+    "n03908714 pencil sharpener",
+    "n03916031 perfume, essence",
+    "n03920288 Petri dish",
+    "n03924679 photocopier",
+    "n03929660 pick, plectrum, plectron",
+    "n03929855 pickelhaube",
+    "n03930313 picket fence, paling",
+    "n03930630 pickup, pickup truck",
+    "n03933933 pier",
+    "n03935335 piggy bank, penny bank",
+    "n03937543 pill bottle",
+    "n03938244 pillow",
+    "n03942813 ping-pong ball",
+    "n03944341 pinwheel",
+    "n03947888 pirate, pirate ship",
+    "n03950228 pitcher, ewer",
+    "n03954731 plane, carpenter's plane, woodworking plane",
+    "n03956157 planetarium",
+    "n03958227 plastic bag",
+    "n03961711 plate rack",
+    "n03967562 plow, plough",
+    "n03970156 plunger, plumber's helper",
+    "n03976467 Polaroid camera, Polaroid Land camera",
+    "n03976657 pole",
+    "n03977966 police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria",
+    "n03980874 poncho",
+    "n03982430 pool table, billiard table, snooker table",
+    "n03983396 pop bottle, soda bottle",
+    "n03991062 pot, flowerpot",
+    "n03992509 potter's wheel",
+    "n03995372 power drill",
+    "n03998194 prayer rug, prayer mat",
+    "n04004767 printer",
+    "n04005630 prison, prison house",
+    "n04008634 projectile, missile",
+    "n04009552 projector",
+    "n04019541 puck, hockey puck",
+    "n04023962 punching bag, punch bag, punching ball, punchball",
+    "n04026417 purse",
+    "n04033901 quill, quill pen",
+    "n04033995 quilt, comforter, comfort, puff",
+    "n04037443 racer, race car, racing car",
+    "n04039381 racket, racquet",
+    "n04040759 radiator",
+    "n04041544 radio, wireless",
+    "n04044716 radio telescope, radio reflector",
+    "n04049303 rain barrel",
+    "n04065272 recreational vehicle, RV, R.V.",
+    "n04067472 reel",
+    "n04069434 reflex camera",
+    "n04070727 refrigerator, icebox",
+    "n04074963 remote control, remote",
+    "n04081281 restaurant, eating house, eating place, eatery",
+    "n04086273 revolver, six-gun, six-shooter",
+    "n04090263 rifle",
+    "n04099969 rocking chair, rocker",
+    "n04111531 rotisserie",
+    "n04116512 rubber eraser, rubber, pencil eraser",
+    "n04118538 rugby ball",
+    "n04118776 rule, ruler",
+    "n04120489 running shoe",
+    "n04125021 safe",
+    "n04127249 safety pin",
+    "n04131690 saltshaker, salt shaker",
+    "n04133789 sandal",
+    "n04136333 sarong",
+    "n04141076 sax, saxophone",
+    "n04141327 scabbard",
+    "n04141975 scale, weighing machine",
+    "n04146614 school bus",
+    "n04147183 schooner",
+    "n04149813 scoreboard",
+    "n04152593 screen, CRT screen",
+    "n04153751 screw",
+    "n04154565 screwdriver",
+    "n04162706 seat belt, seatbelt",
+    "n04179913 sewing machine",
+    "n04192698 shield, buckler",
+    "n04200800 shoe shop, shoe-shop, shoe store",
+    "n04201297 shoji",
+    "n04204238 shopping basket",
+    "n04204347 shopping cart",
+    "n04208210 shovel",
+    "n04209133 shower cap",
+    "n04209239 shower curtain",
+    "n04228054 ski",
+    "n04229816 ski mask",
+    "n04235860 sleeping bag",
+    "n04238763 slide rule, slipstick",
+    "n04239074 sliding door",
+    "n04243546 slot, one-armed bandit",
+    "n04251144 snorkel",
+    "n04252077 snowmobile",
+    "n04252225 snowplow, snowplough",
+    "n04254120 soap dispenser",
+    "n04254680 soccer ball",
+    "n04254777 sock",
+    "n04258138 solar dish, solar collector, solar furnace",
+    "n04259630 sombrero",
+    "n04263257 soup bowl",
+    "n04264628 space bar",
+    "n04265275 space heater",
+    "n04266014 space shuttle",
+    "n04270147 spatula",
+    "n04273569 speedboat",
+    "n04275548 spider web, spider's web",
+    "n04277352 spindle",
+    "n04285008 sports car, sport car",
+    "n04286575 spotlight, spot",
+    "n04296562 stage",
+    "n04310018 steam locomotive",
+    "n04311004 steel arch bridge",
+    "n04311174 steel drum",
+    "n04317175 stethoscope",
+    "n04325704 stole",
+    "n04326547 stone wall",
+    "n04328186 stopwatch, stop watch",
+    "n04330267 stove",
+    "n04332243 strainer",
+    "n04335435 streetcar, tram, tramcar, trolley, trolley car",
+    "n04336792 stretcher",
+    "n04344873 studio couch, day bed",
+    "n04346328 stupa, tope",
+    "n04347754 submarine, pigboat, sub, U-boat",
+    "n04350905 suit, suit of clothes",
+    "n04355338 sundial",
+    "n04355933 sunglass",
+    "n04356056 sunglasses, dark glasses, shades",
+    "n04357314 sunscreen, sunblock, sun blocker",
+    "n04366367 suspension bridge",
+    "n04367480 swab, swob, mop",
+    "n04370456 sweatshirt",
+    "n04371430 swimming trunks, bathing trunks",
+    "n04371774 swing",
+    "n04372370 switch, electric switch, electrical switch",
+    "n04376876 syringe",
+    "n04380533 table lamp",
+    "n04389033 tank, army tank, armored combat vehicle, armoured combat vehicle",
+    "n04392985 tape player",
+    "n04398044 teapot",
+    "n04399382 teddy, teddy bear",
+    "n04404412 television, television system",
+    "n04409515 tennis ball",
+    "n04417672 thatch, thatched roof",
+    "n04418357 theater curtain, theatre curtain",
+    "n04423845 thimble",
+    "n04428191 thresher, thrasher, threshing machine",
+    "n04429376 throne",
+    "n04435653 tile roof",
+    "n04442312 toaster",
+    "n04443257 tobacco shop, tobacconist shop, tobacconist",
+    "n04447861 toilet seat",
+    "n04456115 torch",
+    "n04458633 totem pole",
+    "n04461696 tow truck, tow car, wrecker",
+    "n04462240 toyshop",
+    "n04465501 tractor",
+    "n04467665 trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi",
+    "n04476259 tray",
+    "n04479046 trench coat",
+    "n04482393 tricycle, trike, velocipede",
+    "n04483307 trimaran",
+    "n04485082 tripod",
+    "n04486054 triumphal arch",
+    "n04487081 trolleybus, trolley coach, trackless trolley",
+    "n04487394 trombone",
+    "n04493381 tub, vat",
+    "n04501370 turnstile",
+    "n04505470 typewriter keyboard",
+    "n04507155 umbrella",
+    "n04509417 unicycle, monocycle",
+    "n04515003 upright, upright piano",
+    "n04517823 vacuum, vacuum cleaner",
+    "n04522168 vase",
+    "n04523525 vault",
+    "n04525038 velvet",
+    "n04525305 vending machine",
+    "n04532106 vestment",
+    "n04532670 viaduct",
+    "n04536866 violin, fiddle",
+    "n04540053 volleyball",
+    "n04542943 waffle iron",
+    "n04548280 wall clock",
+    "n04548362 wallet, billfold, notecase, pocketbook",
+    "n04550184 wardrobe, closet, press",
+    "n04552348 warplane, military plane",
+    "n04553703 washbasin, handbasin, washbowl, lavabo, wash-hand basin",
+    "n04554684 washer, automatic washer, washing machine",
+    "n04557648 water bottle",
+    "n04560804 water jug",
+    "n04562935 water tower",
+    "n04579145 whiskey jug",
+    "n04579432 whistle",
+    "n04584207 wig",
+    "n04589890 window screen",
+    "n04590129 window shade",
+    "n04591157 Windsor tie",
+    "n04591713 wine bottle",
+    "n04592741 wing",
+    "n04596742 wok",
+    "n04597913 wooden spoon",
+    "n04599235 wool, woolen, woollen",
+    "n04604644 worm fence, snake fence, snake-rail fence, Virginia fence",
+    "n04606251 wreck",
+    "n04612504 yawl",
+    "n04613696 yurt",
+    "n06359193 web site, website, internet site, site",
+    "n06596364 comic book",
+    "n06785654 crossword puzzle, crossword",
+    "n06794110 street sign",
+    "n06874185 traffic light, traffic signal, stoplight",
+    "n07248320 book jacket, dust cover, dust jacket, dust wrapper",
+    "n07565083 menu",
+    "n07579787 plate",
+    "n07583066 guacamole",
+    "n07584110 consomme",
+    "n07590611 hot pot, hotpot",
+    "n07613480 trifle",
+    "n07614500 ice cream, icecream",
+    "n07615774 ice lolly, lolly, lollipop, popsicle",
+    "n07684084 French loaf",
+    "n07693725 bagel, beigel",
+    "n07695742 pretzel",
+    "n07697313 cheeseburger",
+    "n07697537 hotdog, hot dog, red hot",
+    "n07711569 mashed potato",
+    "n07714571 head cabbage",
+    "n07714990 broccoli",
+    "n07715103 cauliflower",
+    "n07716358 zucchini, courgette",
+    "n07716906 spaghetti squash",
+    "n07717410 acorn squash",
+    "n07717556 butternut squash",
+    "n07718472 cucumber, cuke",
+    "n07718747 artichoke, globe artichoke",
+    "n07720875 bell pepper",
+    "n07730033 cardoon",
+    "n07734744 mushroom",
+    "n07742313 Granny Smith",
+    "n07745940 strawberry",
+    "n07747607 orange",
+    "n07749582 lemon",
+    "n07753113 fig",
+    "n07753275 pineapple, ananas",
+    "n07753592 banana",
+    "n07754684 jackfruit, jak, jack",
+    "n07760859 custard apple",
+    "n07768694 pomegranate",
+    "n07802026 hay",
+    "n07831146 carbonara",
+    "n07836838 chocolate sauce, chocolate syrup",
+    "n07860988 dough",
+    "n07871810 meat loaf, meatloaf",
+    "n07873807 pizza, pizza pie",
+    "n07875152 potpie",
+    "n07880968 burrito",
+    "n07892512 red wine",
+    "n07920052 espresso",
+    "n07930864 cup",
+    "n07932039 eggnog",
+    "n09193705 alp",
+    "n09229709 bubble",
+    "n09246464 cliff, drop, drop-off",
+    "n09256479 coral reef",
+    "n09288635 geyser",
+    "n09332890 lakeside, lakeshore",
+    "n09399592 promontory, headland, head, foreland",
+    "n09421951 sandbar, sand bar",
+    "n09428293 seashore, coast, seacoast, sea-coast",
+    "n09468604 valley, vale",
+    "n09472597 volcano",
+    "n09835506 ballplayer, baseball player",
+    "n10148035 groom, bridegroom",
+    "n10565667 scuba diver",
+    "n11879895 rapeseed",
+    "n11939491 daisy",
+    "n12057211 yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum",
+    "n12144580 corn",
+    "n12267677 acorn",
+    "n12620546 hip, rose hip, rosehip",
+    "n12768682 buckeye, horse chestnut, conker",
+    "n12985857 coral fungus",
+    "n12998815 agaric",
+    "n13037406 gyromitra",
+    "n13040303 stinkhorn, carrion fungus",
+    "n13044778 earthstar",
+    "n13052670 hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa",
+    "n13054560 bolete",
+    "n13133613 ear, spike, capitulum",
+    "n15075141 toilet tissue, toilet paper, bathroom tissue",
+]
+
+synset_map = {}
+for i, l in enumerate(synset):
+    label, desc = l.split(' ', 1)
+    synset_map[label] = {"index": i, "desc": desc, }
diff --git a/test_resnet_inference.py b/test_resnet_inference.py
new file mode 100644
index 0000000..763ecbe
--- /dev/null
+++ b/test_resnet_inference.py
@@ -0,0 +1,59 @@
+import os
+import json
+import image_io
+import numpy as np
+from resnet.synset import *
+import resnet.inference as resnet_inference
+import tftools.var_collect as var_collect
+
+import tensorflow as tf
+
+
+def print_prob(prob):
+    #print prob
+    pred = np.argsort(prob)[::-1]
+
+    # Get top1 label
+    top1 = synset[pred[0]]
+    print "Top1: ", top1
+    # Get top5 label
+    top5 = [synset[pred[i]] for i in range(5)]
+    print "Top5: ", top5
+    return top1
+
+
+if __name__=='__main__':
+    model_dir = '/home/tanmay/Downloads/pretrained_networks/' + \
+                'Resnet/tensorflow-resnet-pretrained-20160509'
+    ckpt_filename = os.path.join(model_dir, 'ResNet-L50.ckpt')
+    
+    img = image_io.imread("/home/tanmay/Code/GenVQA/GenVQA/resnet/dalmatian.jpg")
+    img = image_io.imresize(img, output_size=(224,224))
+    img = img.astype(np.float32)
+    
+    sess = tf.Session()
+
+    images = tf.placeholder(tf.float32, shape=[1, 224, 224, 3], name='images')
+    logits = resnet_inference.inference(images, False)
+    prob_tensor = tf.nn.softmax(logits, name='prob')
+
+    vars_to_restore = []
+    for s in xrange(5):
+        vars_to_restore += var_collect.collect_scope('scale'+str(s+1))
+    vars_to_restore += var_collect.collect_scope('fc')
+
+    saver = tf.train.Saver(vars_to_restore)
+    saver.restore(sess, ckpt_filename)
+
+    all_vars = var_collect.collect_all()
+    vars_to_init = [var for var in all_vars if var not in vars_to_restore]
+
+    init = tf.initialize_variables(vars_to_init)
+    sess.run(init)
+
+    print "graph restored"
+
+    batch = img.reshape((1, 224, 224, 3))
+    feed_dict = {images: batch}
+    prob = sess.run(prob_tensor, feed_dict=feed_dict)
+    print_prob(prob[0])
diff --git a/tftools/var_collect.py b/tftools/var_collect.py
new file mode 100644
index 0000000..3900633
--- /dev/null
+++ b/tftools/var_collect.py
@@ -0,0 +1,50 @@
+import tensorflow as tf
+
+
+def print_var_list(var_list, name='Variables'):
+    print name + ': \n' + '[' + ', '.join([var.name for var in var_list]) + ']'
+
+
+def collect_name(var_name, graph=None):
+    if graph == None:
+        graph = tf.get_default_graph()
+
+    var_list = graph.get_collection(tf.GraphKeys.VARIABLES, scope=var_name)
+
+    assert_str = "No variable exists with name '{}'".format(var_name)
+    assert len(var_list) != 0, assert_str
+
+    assert_str = \
+        "Multiple variables exist with name_scope '{}'".format(var_name)
+    assert len(var_list) == 1, assert_str
+
+    return var_list[0]
+
+
+def collect_scope(name_scope, graph=None):
+    if graph == None:
+        graph = tf.get_default_graph()
+
+    var_list = graph.get_collection(tf.GraphKeys.VARIABLES, scope=name_scope)
+
+    assert_str = "No variable exists with name_scope '{}'".format(name_scope)
+    assert len(var_list) != 0, assert_str
+
+    return var_list
+
+
+def collect_all(graph=None):
+    if graph == None:
+        graph = tf.get_default_graph()
+
+    var_list = graph.get_collection(tf.GraphKeys.VARIABLES)
+
+    return var_list
+
+
+def collect_list(var_name_list, graph=None):
+    var_dict = dict()
+    for var_name in var_name_list:
+        var_dict[var_name] = collect_name(var_name, graph=graph)
+
+    return var_dict
-- 
GitLab