From 884e91e9fc15825c3b2632e3a48a55e5dee02415 Mon Sep 17 00:00:00 2001
From: seoyunje
Date: Sat, 30 May 2026 15:44:09 +0900
Subject: [PATCH] =?UTF-8?q?=F0=9F=93=9D=20Add=20benchmark=20images=20and?=
=?UTF-8?q?=20Update=20MS=5FEFFGCViT.md?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
deepguard/MS_EffGCViT.md | 57 ++++++++++++++++--------
docs/benchmarks/celeb_df_v2_gcvit.png | Bin 577156 -> 83900 bytes
docs/benchmarks/celeb_df_v2_gcvit_2.png | Bin 0 -> 583530 bytes
docs/benchmarks/ff_gcvit.png | Bin 620478 -> 257464 bytes
docs/benchmarks/gcvit_summary_bars.png | Bin 0 -> 154079 bytes
docs/benchmarks/kodf_gcvit.png | Bin 89756 -> 205929 bytes
6 files changed, 39 insertions(+), 18 deletions(-)
create mode 100644 docs/benchmarks/celeb_df_v2_gcvit_2.png
create mode 100644 docs/benchmarks/gcvit_summary_bars.png
diff --git a/deepguard/MS_EffGCViT.md b/deepguard/MS_EffGCViT.md
index 2a5aa3b..7c4f5bf 100644
--- a/deepguard/MS_EffGCViT.md
+++ b/deepguard/MS_EffGCViT.md
@@ -14,7 +14,8 @@ This Repository presents the PyTorch implementation of **Multi Scale Efficient G
This model is a **frame-level** and **spatial-domain** architecture, designed to perform classification tasks on both **static images** and **video sequences**
-
+
+
## 💥 News 💥
@@ -27,21 +28,49 @@ This model is a **frame-level** and **spatial-domain** architecture, designed to
## Model Performance
-MS_Eff_GCViT achieves state-of-the-art(SOTA) results across deepfake video classification. On Celeb_DF(v2) dataset, MS_EFF_GCViT variants with `8.7M`, `50.3M` parameters achieve `0.9842`, `0.9981` Accuracy. Notably, the MS_EFF_GCViT_B0 variant demonstrates exceptional efficiency, matching or exceeding SOTA performance even with a siginificantly lower parameter
+**MS-EFF-GCViT achieves state-of-the-art (SOTA) results across three DeepFake benchmarks.**
+The model ships in two variants from a single architecture — **Fast (b0)** for real-time / edge
+deployment and **Pro (b5)** for enterprise-grade accuracy. Notably, **Fast** matches or exceeds
+much larger SOTA models while using a fraction of the parameters and compute.
+
+
+
-### Test Result of Celeb_DF(v2)
+> On **Celeb-DF(v2)**, Pro reaches **0.9981 Acc** (rank #1) and Fast **0.9842** (rank #3) among 20 architectures.
+> On the **KoDF competition** leaderboard, Pro ranks **#1** and Fast **#4** out of 49 entries.
-
+
+📊 Celeb-DF (v2) — Accuracy & Efficiency
+
+
+
+| Variant | Test@Acc | Test@AUC | Test@LogLoss |
+| :------ | :------: | :------: | :----------: |
+| ms_eff_gcvit_b0 | 0.9842 | 0.9965 | 0.0283 |
+| ms_eff_gcvit_b5 | 0.9981 | 0.9984 | 0.0089 |
+
-Test Result of FaceForensics++
-
+📊 FaceForensics++ — Accuracy & Efficiency
+
+
+
+| Variant | Test@Acc | Test@AUC | Test@LogLoss |
+| :------ | :------: | :------: | :----------: |
+| ms_eff_gcvit_b0 | 0.9808 | 0.9969 | 0.0637 |
+| ms_eff_gcvit_b5 | 0.9850 | 0.9974 | 0.0492 |
-Test Result of KoDF
-
+📊 KoDF Competition — Accuracy Ranking
+
+
+
+| Variant | Test@Acc | Test@AUC | Test@LogLoss |
+| :------ | :------: | :------: | :----------: |
+| ms_eff_gcvit_b0 | 0.9655 | 0.9792 | 0.1237 |
+| ms_eff_gcvit_b5 | 0.9792 | 0.9974 | 0.0492 |
## Model Indroduction
@@ -77,6 +106,8 @@ While both **Xception** and **EfficientNet** show great results on DeepFake benc
### Part 4: Multi-Scale Feature Map Fusion
+
+
Modern DeepFakes can leave very localized forgery region. To Capture this, we adopts a **multi-scale strategy** by extracting features from different levels of the backbone.
- ** (_Subtle Artifacts_)**: High-Resolution feature maps are extracted from early backbone blocks(`l_block_idx`) to capture like skin texture or boundary artifacts
@@ -177,16 +208,6 @@ model = timm.create_model("ms_eff_gcvit_b5", pretrained=True, dataset="kodf")
## 📊 Visual Results
-
-
-
-  |
- |
-  |
-
-
-
-
### MS-EFF-GCVIT — Low-Level Branch
| Model | Branch-Level | Image | HiresCam | GradCamElementwise | LayerCam |
diff --git a/docs/benchmarks/celeb_df_v2_gcvit.png b/docs/benchmarks/celeb_df_v2_gcvit.png
index 3704f611ea2156cac2019560b962d7075374c470..771904796ddea6c07efb768ae40f3a364962398b 100644
GIT binary patch
literal 83900
zcmeFZ1y~(RwkX^{kl-W`T!I95cS&%E-~ocW+r}+Ga0?RLC1FD#xVwbl?i$?P`FGAa
zGjo!eH<|ap`{v#IeY2sUcUASOTE41Qb>C0kF9PUNVv=G26ciKyg8TsYOVHDzATwhC
zkd*~!002M$9zgK|(2y%w0DzJTG6Nn!uAv~m3Mr}I{{x5s0NuSs0Kh})kRjg%AO#@U
zg8cd3`kxP=;$UPCAp>j_%x`qWgwQK3>cL;H%VMH`yM|%o0Dzd7zg_>0rcg28$@m|d
z{!N%zm{>S?nAmw(nMjzKdDu94n7M&}R0jYmfCFFzd}qM@(gSQ$M@L&8Mn-D~20cR?
zeIo_~8!JYTo-HFY0}~^_CkV3DGq5mnB+)lAF|+2U+^=h*Br!AOr&ME?Ws?Zfpz|F#d+mKRF00of`!~?RjwK8(lBLP`iT08K7_(^|*&I7srUd>1lv~#(;Kp~
z8gjBTbFmmR>y!R5yrIEgN4IsdxBP8vLjy)5OCu{IYexqNHJBMm8GoPjf7O@}68&}1
ze@K1^j*vb)&+U!$9F1N;iokb<(lfEsvogK>3zHex*xC6Qf9l7__?;Mkn&^M+%>N~7
z3Gf*j@EClbyN&(t!z&xv{hx8$(oEpH>G&Nx$d}(QAYdUf_weCEKE^+f`1d6Etp*};
zko*2BppZLB{tci1&V&3-$&IWbn(YEn;rkijIRFm}3kUlE9u5``0UjO!5d#TAV?-=8
zbYu)1EIeEsEF5fnBFd-ugcO9>IHU}u6jao-bhLORjI4|_ER-~~G~aKd8`hDOFFre@|2
zj!w=lAXhj4Hvxe`Z-YZ(V&BEZCnUa4%F52k&C4$+{809}yrQzIx~8_Zt-YhOtGnmR
z@W|-c_{8MY^wRRm>bJG^jm@pYqvMm)v-69~tM7P00WiO#^;gV(!V3d}7xaS%Fc09r
z;{^rn0x2*U4`81%!#xsKgx9lsOv>VmfGHB4S=#cDj8*9XOW%G7@d-KG62;+n)PBS4
zUqj6A{}*O|MeJ{QO#{d?nk~EBaAXDwdJ<#H)dn0S3D1;+;;0F@F3($Ui55Nw2AF_G3K3pQc!g7?q
z!4|y-+Q&~Z{{!ehH2RMm{m)VnherNGl7j@_Q~uXX8n55JwP$^gA8;#+?@Rf!4Iute
z|JhqS$PNdBopjN4O$E48Bt5L2HdY8IiFxEJOt$)_*EdC2R3FMmvZ2BAVOVg=Fj%_=
zP9uDcsXj&I?ogKHg<|{#e6|4;(7Mo}QFz~Yv>W0y@yVO_GB#+}%_ke)G%dQ}UJoty
z$*x88Fk-)4YgE~gx#ZpG$0ZV?{R(Pt6aL1y4#TH|*|P45t2a81_>b*bj{Em79u^XJ
z@<@T^_^1XL&vN4L0aKNuJK22Ujca>Q)ZB?hxD^tgkcR%a6ib}&WC56&!E@>U-+VQNgjRc(5%wM;kgsnS0pEx
z7tihi$Fy<{U+^y>bGCW05A&%w70j4LvJB*X)vE~sov|>H6A5GtUzl{d$%p2SJ{Dt@
zsP&kCG0Z3WvWbs+f8-QX!>8#-Y53V2j9AxOM+1%o0jU^n2_hw(GH*6mz
zIZcF>C(Gk$UTBKPRq!UtYy}gkD5q)Ed5&Bu8bkeZ$`0qmcpmsRE_AvUHStusy)j$(
zYM__b)ys9Eymju^RMtCrlDq4|G2!k;%&UXxh+w~Xyf>fU9$eUAQFS8k#em`
zp|9O-ej&f?D*_0Io}IY|*E(Y!vdatTZ7d&fp9M0;OnH0*+TEUzFZvGRo!YJNBei)!
zkFZ}R8fg7
zxYeVSvj~W*Qu_fwWrF(d+qFctew|o~%80u=x5(9wWTDpVfbcJ)ywE=)gL)
zP}YS0WcW7qrY7HSE{!UgtHrKMldgI0S47FEIXv^X0-H`7%<>9U`tBIN_^RYTvUa+8
z8Ir7Ym=~Q3s**pL>-{<%pOL&2!F3MQkkPq23dTKo{VQ9?USVg4l3QMdtwg8L95zj0qEs+ycgr=x4~%?mFaS!$ZCWd
zYGmAbabwM=#J^I-)C;FW)a`Z`yyDPh3-uzW2EwF+F(hx|%7d@D!gu?1(cY)?DJi`;qL^OsIrG{k5(
z!Uqr~DB3q3-b-ol!>*}{XNl5%P4Dc2lH+10*Is0s(VW!a-tX~+vV(x#o?;gj6cQZ
zLqE%lx?5NH4*NY2pgCW)BrANbHBR4e-?+TL0I4QqDhM9@A3#+K)wK;x
zW~6e+pXKHqe0@h30YMs%BGlerk)>o=@GTx%fL=Mz*WnI3P+exZMCjMH+ZI(1`W1TY
zPL9v=nX~Uv>UNT-(Q~4STHYP;5PykFTl{6*(eGh;C|0sW4AoU|;kBVTSFvM-ynn1t+!E?}xDu!*UhzB*WSCH=)gupohEe_%*|5?{=u(a93U5yD
zLtNL^uyq2&se>mqd9!F3vczwlP{e3?J0Dl(K!b}}opznXU6
zU?Vk1t6hKuk3L}bquZ7yc^X`p6fn>WL3=_^tN{6!Cdn;C==DAD<7)TsG)ik!0q$49
zCwqe^@E=J3q0@h);J>N1z_-t{`QhslZJ(W$k~4J_&gR&OWvXCGHAAwGP@PnTd@lC@
z1%7+_8CET1>kKT)OssYB_)c;l@E+K~vbYDb;;TNwH>V%Td2rqXuRrSEVpcRr=!s$~
zK>fRl4%y-G6=XM#h;)z-Eu*>0g{9}LXVG}NBy2~OKaex_Laj;#BXje)#@z&-RmoYj
zcDm(}THj2Vffs9-a_Hx3BA8_e9=I14%kV)SCd;X)1JZ#HpLB|SPLv>jyNbTR-1S9^
zSZZ#}hW^BR+IdEG;+sVI447Xu{A>QX!D<(L#$}b4*Xd4DT5SHds<+|Tj@3T+9PX%C
z{}F@ubN^0r-Z^;5(ISJ-qins>AJu&@+Sm{`d~BHznm?>ztZ8QkD8Nqp<}j2J?=?~(|*tG
zsq$NfHpz-7)7o(jDKI$-FEG5HzD#KKBGQ(=7Ix(4(y^X9^EFR1_H;2|b9kD@yWD$C
zhz*Id*)0-vWrib?f{D}WJfahzv|_{HUWFYdRq25>EEX#08|D+3sw=eVvn6Bqx%*Lw@GiM7O5WAsHfshC^w2iZggZY_FRXc5A>{!fA=pc!E
zpcVlaCbom%OS7wdGZiUbez-LU8rzmT=Spf_%E~c&&+}#c1$4&Hz2f@k@Ii#nVlZ;1
zHC|BE339*?SnEr66-$<6p6p`F4C6WEnw?dOE#35l*VCjKxK+YarsZW35e&fYB(i-2=^~N!)RJWNY~OF~?_iBTp-0`|!LzlIgVOKcg_V$_>(sy_zUD*I~Kv
zF0>H9uaJH@USdRc&8N{>hA(_{w7@jUMbzXtVPm$mi`T-S+9g?5rS&=47pt});dTer
z8_zg-DHTb)+Uz71ul0+`^|00qDf5j`W)BlzXjj7SLD#ZeZt+ZK>qxuitHJ;Rq;lPN
z>4jalC$cUJh)Y>ws~8tX?f!7=^4#8v`FnuFQcN;;$JS2vl*&Exj|gy{GTt4I3~G=sE3YRoy=!q*S>UJWG3T=5nSw2cHhz^v+X_EW$rOmy^7?
zNtf-0e~6FqqlFH&&ExIIW&=by%M>9uGyC|-l)$mBv>HF74<9k#0Np(H&}xhr-QGBJ
zO#6`}*R~Wxvk8b%?w~QEs`3tZTvx&M9bYK@Wwj9u85yN-pX++dJ#fi6fPN3mOx%TF
zZC~jIcnD_69dArOOV^_41e$W5GGgFD8mfTI+-Cof798yQrYBdRUoXy0vS9F
z9I7ZmGe{uy9(d+na1TuA-quLzVi1>V+&mj|V!j6+S-h0zpEM%#j`CaZ8CbNK!)|jU
zH3etqMeElZq*NqU>5?C(DdTKGU5)PNn3b7X}DWR_1vq`y`**}{+k-=lRNOP;ww3no@1
z&gXJ@yjOI*k|qQOa6{8D0b!qOKT{u
zyL&*#FJb9j`a#-_2@OVZbO#2wY!b+
z#piICR)u5HhN^b=fJa~n*EpZzlIuNSoXA$^UT553p`IDhCvp7bb(xv*imHa@a;H>-B^8}d)%`U0l-MiIi@_$yB(
z&Tw#w>$(a`?*{7{rak0#XxG
zg(nHcxwxf%1~!Hd+eq@tUEVHvdq+1+za}j!(y!%CR_<@NUG8$Jc5L2tu!^U$-|ARC
zA@Ec>Zwi}vAP4+`m)54c)wllGKk3RDhqN+4zbc$G91aUZ2ylneFoC!}o`f^s!SWT?
zI+tmIFTc4y_E*b%yq&dWelKPC@(XjYSzmC!(z#WuvE5DV3&|mnpBW2=j}Qhpwe2WXgH1!cE?8=S+;sE?71r
z4e=}cZ%a$@P2LmnpbG3ut+3yE9qq5k73TJqXkI9x@Ju-`B&&ZtC(}=FY+K0BC~;Cj
z$W(w;!2wYHK9|(KrHGeyYkrh)HtB;HrIXF%wBHRg~>
zM7EOi-rJNG|FU9zh;HBUrL?d|WPN#A%BrBjt4{q@!A9
zs;XxSFzF2QB%zmxucp;a67PnZj-;3GflpzAS4d;K7R$szZ0P}YVueT_O$Y>6IF4K9@`4-N86Y8HTo2rlrL>(S=*9ATIV@{JbnYy5Co%U>FtuqZf
zet((2^RwrJkNn~F&gPSfeqTD7kD%eWORUonieH1QNhS5|0>u?nf->O>%+l}%Pt4M+
z$iz!aqwkJqW^xQ~B``1BT?GT!k+gZwq7L7wRWZ*6InH%K2YCPXSirkolyMev4~`<}>uMqYQ|SSokf*ItcxE}Kf0v|4u8
zualwk$s|hL49U*}*}NDsbY=4-?d(|CXRoO3)Y=ltPFmrMUE00P4eHv*pP8Q(e=wnp
ztl7h_%fq=^d_T@*II>E_@4E#BE^GM1chY&&6^ukYZ7SBE}}w-
zyY`{FeP}-eUwNYI?}2c4cE#Eu$GTmS>AQ2eit73bZog%9l{AKXfEFYALS-v{k0~pJ
z8c-C){C5?oL$!!|U^N>Qd)Hc}d&ORm-Q|6xSTA`G=xLSQ;*Ba}oHqFiuBKer+_k7S
zT~S-Oee(GEs74^BqA2kHx?n{w+u>cf?YW>d;v{yed|7(iyy0o5d8%{vgG!rfZY-P`puk|Is
zt2BIZLL6!QE{><$DjAPOmvP94p6tnV@M>PJ@#pv+trs(Ea9n+x3y+y!xKzxm#-`*Gj&
zVZ*R=sWhakT=TciG;`M8rVh0yi`lk(uK3*2Oke`WE2@gQh?FlMNyW$x)L3OPEFhp+
zg=X#HGcFd+?m+pf%y<4cQ5fT4&MesgJb~fic9PY6Fznp54(=XlY8HBYh-}j{$u7Co
zJHK$CGpNG_JF59p(UW7Gu$cPj`Va~I460W|&ap8dqVis_yOO%l)kO5nR~5Vb%}9&XQGqT_UzT*I_Ej7C2y&nk4>?J;O&5>g!RNLPV3$@jl`l
zU=tfwQMRJu2BGlCBg_`?=Bm##%k(S5dtgazBL_~Pj-n@BuCnYkMf{3g4~dlu`8uJv
z9PhYC+SB(Q(Jq*BL$bC;rssev#whY(JPnh>d@U~Ba{Lv3{@j{KQQ-hF2kXs89(gn^
zx<{9YhS8ZZB+tCxU53|uj&SAQ+<@h-XpsAw*(j|`ze`c8hx2+U;MHyqUrO`rJ3*i27d4j=y|vtH!$*ojHyL1cqv>29mNX(K=5h{;}j(Z^Xq-B74|_0ip3
z!zkb+Z`~%P1REuN8|HN&`lisuJ^PT{2hN`73h~{A^U!LVWNvlbdYCvFUrHtF%acX_5zOOE
zt#T8O2{g{cve3ZTbyXM`g4f88JDGd(GcazO6su}Km)A)<$1gi;ANs+FJ+`xaWb5EN
zI;L2x`)Uix%80OOz==(G_HhLn4xO#*Wxrs*`QaesSc7dZduuNe@549gyicyD$X!;B
zmQ(dIr#AaAs*cg(@H^{f_;{@?uTq8wkq0g$teeVTzf{kyNLmyMAoWfj^N)?lIP^dL
z_@p-Cqo-xnc(i7+q|2r0Onq|(VUe7zz0e9wiDr@@>U0N19o+;@W$f1gg+8+i+C)StTt_co05;eb6
z(;+Oc<9xbWEwQK07oC%+v_i}&SC3|6&Q^_5THR1{h_zv+p!uA@lyuSsp3H8YYkza|
zV(@ObR)DlYTDJH|CO+yiXGb=;VFspTp=*)WdPF{=e{C7G8lANGk;}Nd8!)unfEAi1
zEYyu&ixB4Rrx3&U=hT_(vQ*5#T{wuI)zYEEE_{g5OQ$S}L&B_nUOXs|yXl|gb5XWN
z$RzJzL!A0p`t0o>5l6QouwH1@RDxA>M^qX^>u5*j`uH}3*(1RNU7F~!kLutyGQq8=
zxb;k)MMNvgA-ZY=J{`;te6e|?`y8tqw3sI9Bl)=F@dq0^>|Wm5G;xx!<7RMj@>Ka8
zo>tuwL5vt{8Ho^i3hX+6H|{MgPk46oqhZ=@Zu(-(
za(iSZc=&B;A(s46b_<*_>#Xv4tw4!I=6HqT_Eio^a;ScBU8x9d1EnhLC^n`6JIf(s
ziEOJ(V!n4hlsFq`?6w;mefYr?)iJ70u>)oTPPFH?ZpaRuyh(~#A_X3Gp*in!j`5rl
z)*ZqeIuW`o^}~U$R^m$ao;*Z{?6p4ahtD-rXr{^v5&D1a%)gKCp|a9+Ni|On3FpBRcj4w#hYL6FY#w<}
zszMg(VilO}o;Hi}my`ndkPa#(cOjbdMa0nFJ=_Niw|-#n6Q%LfrvaFXLa_fS|5s>0
zj0M`ili~~(+@W>42eLIo{`;pP{$1&g|0d(Wcj)lm12N&t^4ExS-W%gtk%ad^kJusQ
zZGd&tiG`w!`1sueNC$_drfXQudtf6Myw!3*c@vwCat}<>Oxy#a^fpR3|Hj40ziZL+
z-({TtS&Ofpyoh-+@_q~`p!A%J7%WgfvP`adQ~OTSE8NM|g|PK<-#oeyW0xD=7PnJe
z#4RMaH=dK131k%fp|FPP^7HUUu}ce!t~SUSe@^bsqHyg2i$qA8;sd{GfMC_7IOGGv
z)*4pfHBCgaOJxARwCbm!MU4vHYOsOvbe>q}$_BqIo^?t7Hagq1_N}`1z6Lyg0j$W#Sgk(&zJ{$V
zw6l6PnWk(jmCdvm^=9wP2)=@qY@(oqbi5*YPP$!9)fsPY)_Gt#l$PbJijJdmd`BD8
zznQX__jpvLZsub+Wyi3#JXm{vO1yApy1gmu5%x{{IrSNPHzH+=?p6
zQ$^V7H!QGXRb*&u)RcBTy~r3LX@v5+b>qc00`ueNw%cNp3q4H
zP^w~`d?jv&?h;mSLS|p8N~|DE9NOP(F}5cs`p^v
z=C=19@FKpUE$}m}u8J^?P!dJX$LVH2mi5HX@$P=odsj_)=SQ;+OBg}Wgsc3RntDb=
zYi3)UW2o3>T^fYxGb~{XMGiGE8e+AUZT9*pXB9>(1BJT&yj{agR-}?Sy^VCJ)?kTa
zZ~Cc=Livj;L#G>_iFA;KQhG;iXHr5&a6Pjb=>p@qjs0NcjT2$e=fa{$^_}7ytEFBz
zVb_ns4{dW@R!v;ycIV4U#~nAz6UNBu!X`V5_PM!KRJP?Y+
zI^~zgeCc@K6KyZa7pol<3A%7vCV=F!9?e87oO~UGJ5eGZA}?ifbV4rTL3hJ*0?l6S
z-;m*Xux@J3XBM;w1{qe@DLPXyN$^!fyqJp%P0;hJ^xEL52BD6eJ?5%!bMvAC{HM8v=}83H-FDlDYwD!)c8y|ODnzTp1D+OEPBvD2
zn*vH4M_}rw;`!swNPXp&*F6WpwrM)`z7{N9>emwIx|0R=b7uZ9;njP8m=t>
z?qi>A61dBMb*v(^n_-WgH)r%=H8X$xyd(-Dy0>#SfKuJP&dr^HW|&nUBsse0M6WvX
zVzlCVzYdk`_i8@LgHwC>5Drc3TvR|@8GW*pQ&t3k~Ezh>*sBCCuUYaAe
z?Blr(%nzlkJW-Nehp6(ej!a?33rZeWjGy+2X+M^(Z>o2hl$s#>dl6jS9#Lp@K&0ov{*_D`qr_KuGx5J&C0&JHgiX
zn)A$Phm*qVK&%I%oeQ1Motk8cIj5MWx@2#hZfIjK+^mDbcLciXcq89OBs2G06mvPz
zc${;szqR|=W3aG=^qaKqmF$sK`3juGFe%Wut<*anYHc;*)Qw6NC%|PVC&b=rGKash
zy!DwEr_3a+L2WZf!!lLlNKj)kuk1s~a!o*KB2u~sT!R$&w-(MC)6aONODdnAxsSi7
zjN+PM_IgRZpElNYF@FyT)eJjz)5F$Zm2Dh-?nBlKvt9KlTJeqTR&s6O|Cln0eqo|?
zupZdIzjF;XA3v6%%y}JS6eJMRS0kQnPyx6FRMzCqPtVOx>$b3QSRc-IM<4`88Tq@R
z(`YzJfn%|QIS~`=Y
z=A1w9cCL+lMA-ECYmiqn8<*Vv-rcTi2Ac2#7QcLwFn?(s;lgeCrOT4tlT-(V#`5Z6
zlIT^=nZEKP88Wp;0!!#mgGrEq8bAefBmB|K4)jr4TRTLPkgurFonk~Qr;J6Wm+rka
zCd@4LNd}s3O=HF9_<7#KVanRrF9GU{-4~Rmr(6&2Fv}J++dOSd=r$5KX?Brc+zdbH
zT!yb)N(Z~@2CrIi983DQUcI}z9cwHL#MkQ0W{lajV8Hx3MNZt{CrMZv;?raHVLJ`p
zV%PZ+Wt1mjdd(uwGL5EG^Ip6#;Z!_
zlU*7yUL~#=$4St?y<9vVUCTSTnNAO3CxjbO9(Q7^N|36Jo*v)Kun13pB8@6Tw^xQI
zEA~VI-1@MV&hYLUil1k<6qsX6rB8}1kw+?DKTOhPj?OiKS)a!8(n;r#;0E(UPCBdI
z4OEU+$lC0}O-KY9UA^m3Lw0uG{(~Jj*A5$}sQ&Ld#;vp6S|D&|UwzJ>aJndVpeQ_3e
z50ISA;8$4U*G9mxVzyago@f
zpyitF7tkM1YOyb$R5KMuc|%TRRsAiA^W4b{c2!6FtNx3ATTgR|A^mVA=8BiEp(d3J
za=(;#Wv@AZQqkIFX;ThYRw}Ei6XjN^4mJd?p=ri2+l4HxP!cBlik?kaFOYO{7>wA+
zC}~V;Yz|)Xc;-AQHQ^-*BVC_>E>aXiXAek*N3noHBZ>QrbD3g*>?seERInt!B>6VI^~fxwLm+B*gx_DU$5oZ+7}cxXFV80{4v7J@H5vY>!HU|=~B
z!o+|~V@P~JXAFisO`JserX2h*H)a|(X<52(&ufUy)bKf7*iNR;0|s>;etruboTrtM
zy;Z@aGV#+Pn1(5_zFTtUQdH2f8`Fj{GDl{W5$8C^?=zGPTe@fM`Vruhq8+!%Be=%<
z=ai_C3$iF$1te$TxVXvJOW2J=fC0}(9ik&sS{(*XjsZG*)0i5r`*j5A#pbePQssju
zp;nx7k-e3bvTtj8&dJZoS7T>m)u=L{Lm;JaOH(wW6!CeX7Dc=1Oq_0MCo7~$DJ14I
zli(8k!TK$9#;t`j)i6#BRf0JQVumwxswi)zj9Du&q67^Un10bU4GENOHse_I7Ak55
z*V2jWw9qt111K$jGBgva{sIHtAhZ`>AtI3wj`w9*2f;zTGHDOKUr_`L4pBzL$rcrK
z3Z7W9<+CT#o<*dK`g#P2jgUj+7BK0ZF@*TiRY!LNdDEibXvy74R3^daKFy0ncNNYd
zKt5b#o|Z_dmf3hzXW2s$ap(e69u8o8e>}L{lVi1}dIU_t!fe7K1g?(ulM|;T@TB>M
z2_+{>CY#hkXFRfNST18(Ws2F^B-#lp6Yo4!E=yQW^I9nyD-4ZZUZK(7xA~;7AOq21
z?CXe9l(}806Ty2Q@$meWUsYXxFnVo&s>WE~(eX9DRONJT;i)DHyr;t?mQ4gN0=@LNG
zGzb4_C0AM$P)ZgZ-lNZ|svfcY=Jz-;3xpLfcrJ`X96;Y6oi{IwS>@(gboBhL@SCrC
z{$O<1(qH8HyG;KZ3R+10Pp74ce%vEVj0E5Ol;0ln|7o8&2a=@!Em->=u>Gg}*U|uH
zx#Y)fO7S1hC*+ZBd;hr2|N7_C?uE$TmxI5Tk8`tZa3~qXEDAvaZ-@^vkT8{9+!gDl
zeF#N4T`KS!3ZOB8ia
z_S6V>vatS3{S#xXg(f>aHy77_Gp~O!vxrn5Hf{Sn*~n2!KSa47r~j|G^LOm}y@Hv1
zzNV9#>|fx+Ul|(w>=Yj7#uV!09|^(V4Wq=CtWe47n*?}b4o(qL{gN@ib2xF>O35z8
zeR%I53eVq3(|0i$wxaD)j`-Kaq
z>K#X9SJO}}a6?1|qf=%{#hi>c%Wbn6MF_4y
z+~w%I9~K=i4Q}1NYiXpyyi07(MFGj5GB_}3SKqFPH|6t)PkT=Uhtq#ds4+Ko
zQ?^g%pHT)Cp8`TLI0Ff3dm!S%oN1|@TH83u0&$nj4_`5)xe>EtB%3k2*8?ptS#lD$
zD||a%Teuu
zRiHXg?&Q8vj%=dkomq1^QG;=HaWEr_sSO0X+ZgbN%2EtBeLaps5Sd&wAV@A)P}40n+c2FUe-*mZQDn0?xkHDC4&wy%t|C%gS3Guis&v0#F0V0U2z2^n{a|)KOgKk%Dwxs^>Cx7cf9d!?U#Jn;T-0Fa6)L+7v4E8?qh1)mg
z@nSn11D`|R9CNx^^*ijUZ2(!>X&@`B)wH#jfjFa|d&po_U<%0(V1*4nY+fZgcH`_oSGyq<-NUVzpyl*XHOQ8;X%~Y@5PtU
zS5qeS(STZo8H|>jt*czM?zBs@6GHk~fGHq+Sdg;alufu*_M~q6jo3d*F^hbC`o8jJ
zjOXe-;O0a87XUIb>PyI(xb~{vNWl38*aee6%o6al?u6EZrDY6;$0rM$F;bvl}rc
zFg%l;#f9oz^DN2x0DFC6%?$-pQ8Vpz*FB&?JaMJG8F^PGSaOm-_;*jY$=m~w7pNTI
zd9vPVK^{Ybc!BRG;&AxAJR#MuqK=GzIadnRGoM%BMLK29Z0ZuDF{2@GJ`(&I_*^f8
z1M_S*m{u!(`_iDFP3ij1IFj1)9$=Nv^1=PBI$A7OUbo);dUOn#rSqlFmfT9G
z=LXc>pL*tyqvm4*3%}ha{;u&Jc%MHcgnX2+aLnc^y?>eHi3tq+*ofYRmpbQl4i@}A
z`mp$o_dZ_C@57n?cH0%zKbp!PZ6YFtbV7h(jGF?CNACGeACp+41F9S9Y4|d~%41pi
zPr8&zMz}{txSeSE)^Yh3u2$T#3AWvPp+~_``gQ|YZ!B6>2pCK23*?xT_nzfaPL_YH
zE0}O-f$7c+ZlTG!2c%jn4{;(oX_IS)FZzeXqNcRUm|Rf-iq#g}l?q2}q$imc?AgJ5
zH7ll5e$g#BT;%SfE_kvHec;^sK%w}UE;_7C!$gT)WP@6t`h;#az>
z=VcJTU}@CQA!ttxkdgatDyV~Aw-rlzyE?JAiQ7{8i5ty!^_WI1Vj}BB03CRM{4%dB
z2d}VKpI~|wCpuLGbIloAT)K-AYxsQmriZK%^5a+17NE+Z(ibTKQ?&31Dsp?ME0M|8
zt|x^~-bfnTobr6fv+YMOqCW*Eq=spr(MXWQfELf;qU)(mH|cB~KttTd67?-*&lm{G
z!t7lDFUyrEriYlOaAt>Z7(LBj``iXOMRIV22@FtPtX~FX8Wp83BpzZ_}5GTmefK^l4nvY
zy-96Ydz!Mqsc|%C0%CjNhWcU{kvy9zESOAzC;Qds=^ks6ns}&&mW59%e2+DM6XU`u
zv!TuN$CoS;y>_(yD&0?U-%{e>cDk;!d;K74)ISU750VRo(($Rf9K_c{hRWQ?Nz=QB
z0?LnE9Cvg-%-7w1tUE2!XeqpqVnWPxT4GmhzS45$az_)ZK5pl1`)GbHs5=B+i8p0+
zC7(UO+}gbR^r+sDDURTSl@%C#rB%9q51{Uxg01EeoN9JXuK8>tI4>jYZL_PqEGCsm
zqH?rS{g9!*N(w5gYwErMmkU0UE--r_Y~zG0x$FIgV3p;{VP?J-&++vVK7UUivt5Vk
zdj7$c*7)t@kJ_e1r0`?KkGctkTv{MJv5$Ip0(lR`cg>gNoF(2zTUS#4Q3s=bpvyld
zT91Ju?)K&AXiw8v62SLeIf=g8iF8qb^-p$20p@?*^uU;6+U?|&ExI$0eS2g)N6_(>
zy43rFZbk;ozX;)X;7^0UqoSll^bQJBu`n0{vT#M=qwn^%V#i&sR~*er2JH7U^a^fn
zL!yA)G+)wK8n}42DsUfYtdYz-wx(~MCVTNTq`RH?U0UD=9gu@s67TIJUM9=^iZ`RE
znQH~=E5}Nz+BI`cR4?tq(CvBDTt#_(+cw=$!T6?0R(%O^HraEM%=O0#McY9LSi*C$
zO({Nbyc0?xkaq(OoIh?FFBzk1TBUcoTlF4K{k0kX-S)Yb?sc9H$QY;pnT2*F$g#fC
zf3ESwghEyXwCn`%9v5ZH+`?4G>9vh=(*6OMeki&vlK>%(d0
z=m~yU^Og^$wEVbmu37n4pkHW!>N-5
z@zJOshNitOgg-R2wjtXkPQ9ZG*&%4+>f}gCSvA3BS7GCqJ8H=sLm6xR6mI=G1{XU1
z7>W)zWgSM)5z3FYwrZ?=yCWLRj-)aE^gXgNttHU~-%G~gO*8}g)~$G1Xpa)AYS|C+
zLUOh!*f5bbBTgr^@yuub1doLY5`;C9)@JDvxl~o@9?DLV9LQIgZ}1p(G&UfgH(4Y$
zrhk$rtwj!2-!+<@WvmXMYEj*jf(MO)WeVAGT!2+E|qU
zC;YnBPBS9{oP7k
zUuuY>$E&Q=Jg>5n4HR0Z6ilW3BS6v)>ixl>LLqh5jg;u>ntT7&A@d#>7eBpwcLkXI
z_C5Q%DvfMp!2K3c{boM}LjHxeJXec#gY>#>Wo5x{O*e2qYV99U8avY>q7k2C#xJ)$
zegC)K8S%1$s51TZ=*N)rkL5U4+_IJKHBy^PlHbbL2o_TKx-|H0wY>~Z)e?jxbtL46
zq*g`wqj-n9#CZ+5I>pH!EFS4jf8pEk=TwXl(A!oYFId8#JhlHy!0a^oDyFh>uXggx
zljn?IUZ%1kXz!I+8PsO
zu#GkRX{p9SrbBnuzkA*ZaOWfzlrhrLw|>bkdo$tMV2KGV*n}^RkCp1QPc-+>(`@oV
zk;+M0@9_LzB;dJABgZx+mnqDi2>W3kWe_OoY&}{q^=_=In}Q?;)+87nl>EJ<_Ki;lY8w^TXBP3%2jwJcZzT_X95OD7FPooc8=xyv-6#4O_fzsTB`Nj&)m%goq*Cks8aB`vzU1m03Lu+(t@_-`u%@yq
zVjh$wA(u|qf1MRR&|d}%&mbd|
zE#|tCha#kq#vG-o$sY7*nZlb#k@1{~SrO?{VR?C2^jtSlWt!GY&ElEf*OCvU?r*b<
z9&w4ZkvvwSrA01$;N~wAkB~>)5U#sL9W^a#P27#odAiP(zpvY^vs>S@@j*xQM0aaX
zRe1CNWAClQs@l5t;f)|D5`utqNOyOGba#W&A>ADcDBVa%cS@&(bT=s7DIg_{zXbwE
zJ?A|2J@0pY@Aduu@Y);q-gB)rW6UwfeUE!Q`3_PITVC4yY}c@xjamFHy)S+I{V`*)
zJ;i{u+EklGo;=;=I;IZt6VWi3)Ld6s*)V6s`O#VTG3tKckm5@79aNx|3|I*5o2bgw
ztIl^&o>X?`5YD-_tHe(shaaJbd&{RU&*y+ZMUZ(V_cTs#+OK#@4D(5e)MebJAAI$<
za0maP)L`7>lk^j4%hSv?3IB81^Si$`AF`jG#z_KJL-IwfOF{0+aVs+6hA?X1-&j%6PlbCH#$hKdCkOxvN`iU;$v-BP>;TY
zmKyexulwj84R#d8Bwrd9j-OpHt|UI(JUEA@Vw~`Q$Mp5>SvJlxrd8&!_Inp-#;$X*
zQ)QFPTx>)(K?cs
zHwaZ3yAe5;2M9smX=?IXrFUZ~?UoyDQ9Lv@EJPq6i&;
zSl|8n=~+^+MrOucCxs%x(pN2bkGG?weu^Om%EVF9K<&d}YZ
zMI;#km1d!9H%{K-yy;@+!j|yQ8I|qsBYv(|9vY7P0lAu3uGaoOC8mKz6GD%A&KtI=
zJ_;^nhj6d9WX5-5jGZU3d~17DzVzqe`YvKv#UE!33|)HSf;FmIO;QFazsy#czi-u<
zbhD)pf!fJk7%Z}-)Dia?|2AbH!z#p=j6wKbNL`7*NUjM`r*Wwh-iTCv8^^1anb;Gj
z+=AS*$~K*7nkH~}q_;!9oL7+Z+}j4Oxa1+4jPpY}37dg@^decQ3$Py5fNYUgv5Wid
zt0z>c#?=TPOx`5Fsxq;Y$1$*i8*K-LdI=F6AghTF9T0yNSC#jbJ>_{X9Ps#IYbZGh
znnok<7vST9HNg>3*!0Q=N^|Q+k)ybYs)L#soKJ+)0{D7XNTg_GM_Sgu~ztzXw#HLOJ1e?#D`zo)q?2zyvCFK^yJ
z0*>q!VuMubabuisUV$IPtw~~$-uO9}=ZfFrpdyFi=j*Olp)=_}t*gs+F4t`E#yRQ!
zO?V231ODEKdzbqWELY5T5aoB!>~%!dVNE=*@;O3d$aI~^3@r3N!l5ts>oxf;K+%%
zWWH^ULG3U#wW>zwkF3@h490CKC19nGLK|5Z6|oi-$MehbdqWKiACF^UB?W}=;93c3
zTK9;VBd^2qi}_2Pipx$h_}ee%Bq_akH@P)gy8v1N4;9gSo-dHJ7K=WCA*20V#9Swa
zPXzNR!h7%<>e4&+K#*oqE@T6N4xgqYRiy0&YwcAzqmrHp3jpu~4a{h-=X*N7B54fI
zg!|d0=f-{V_g>WXcRaa|Fg+?SDA(_!2Rb+?aGT&6o(~oeTNl}y!VM+zGith*M&9&t
zruuM0@r>BSIdkosVsv?Rgeh#w(`CnGhnHj?cHUObmTjV|G64#qFT=xY*hEQEJnsr}
zk5!zeq-C|8d;?UJrGG&;@IYSoW)BW?@-rq-CbOhhaxfLD$<%cy2SjCqy0dMun$+>t
zx*tKi$RS2^gkWwq9L(zJxt{bqSq(|bMnaJ%I-jHRw=^2?4
zq=63`Y)DV4G+FURS~Vp@rBl07EgWKekrGhy`_%X-PnMSQP%M5kOQG!ETPWpp^w_iOJNK3sSnPLS!}dFks4(_$+LFgHB|cJaCa%0IiO+W*ijxgy
zVNFd?RCKkarR8&~q+fe<^SBEWf+kIsA>p&+uyMihmT#udAbF=+VU77o5|Ba_hH2X2
z(v@9#7v&!Q3|in{BOGM6n8&XerS8mn57*`H`74M4tYR?uDQ-~!#fV-dZQDvrXQDn3
z+ei8p5aAz;3fWJBybercrF;j;){90uN#7X|K)SUzWD&Pmgp%qHD&>31%1)X!B;2Uz!#z`r^r1uMR-te9-N9tZ06S9$1K{)Zz
zKs1FgzelZ3Wy`VEszyUE91GzSJi(};nORf#RFdFuDnwW@s8I
zi)paYEdti_?E#k$k06Aoqs?n3M(LS>tV
zZw3A`LzMc()wZR9nTC@-_xDg5mP|GE{m9f(f8|$kT$X-1McY-C>|BBrO6)Vv&eR
z*i#?z51O`yBGeX3aZ}dx1TSy2srEZ;D_ZS{2fR9ORoBiRQ27|}{4R2T)o8@x;z?uy
zHOl9PP#hyPDoCE}=aqhQ%zSgc?#5xMG1Q82=^p
zBJtf~n4N=^t<5B=eDG3dx05{~&d9|)%xF9Rsuwm$Wk`<^`rwWxmR3a;kSS%2*54TA
zU*>8xBgv?Y`xH=^Z{{r&SJfme5ris&qkc@57NP1o-{C=LP!zA;Rh#04ZSh{@GYF!`
zCo>gt^Ak3cs$PUw4O`JDD;>)(%^p>VTBchg8d&mzV+xP=a%@9g$fse*%FE&q%8-D8
zJA42ZAM%D2tZqlsGF~@`Y&0%=e7!v1Qg>-V1)WZ~tveGk1m!=*oNllu;1wL_T-RL-
zKwh~|+Ar#VM_w;eJAZ&VM*Dro=HEeJ0D%M0&X8*p{eSt?3%GEge+ELsl>!XIJ*jNb
zUA}573W_C{)`&YwoEF9pBt+NePvt5w^o8SI$ap;p{IpIxUNEydT3wn;*wmem`iY4K
zZDmb;D<)Y@V|{FNu!BU*jx1dmVlT*{kgTG@TRy5{Zx@L1(hsM9F_5T8udO|IZ{NWB
zvR^|KCZb(l9vl@W1g11ul(V2U&{Gv}Tu$_G0w&Q&BKZS-ygm?J;irC;K2*BRIAevx
zfr3*jDn2PqVmqL)c^b?#rHA<9?YgJp&|x6E+-w3A@m;n@n+n>Jhfdp{
zE6rN%R^sJyBfc(2JL=`7jm;aq`-05Xzp509kCkTj;$gaw+)%!)4d_=i9~W>uesSBt
ze9x`U;rBC#u2KElgVMbfFY>q87_Vk90_YY4#;6NcNA1QG9~ha*=!N8Y(6XXo*UM?>
zp%pkCIVc7uocH=6uLvrs+0haAo9cMa6_v|BzW23zS+Fw|-->N;*8)84LGXZh-U9a|m_Xbo?8qK@O<5
zplGyz6|i^xEeZPGAK1L)A947rwR3X;AiiGen+^hYwJUU9;PFZ1iG1#$2Z|p_+AXvy
z5A0|mWn-tIz=5~s=RXW@sTr3mvQyslhwDxYJNzFET=%
zzfG+P%ei8dX!APh%$GPQ;X5eZE@{*(8c^l4cV!5}e-Oi*rM}a#aXfa{m{CuWPS$R$
zJQi!;L@tn2phZjaWL*Mg+cqP+rX&=mvx`9UC4o*nc4Y5HwMIPK3po|lQc1n>$)W|Q
z(dzXeuIH`7y-w)U1=x&6yIpR}NJWV0aNoxH6>>_R4r!;^u03nh
zd_He-v99If8
z$XagTUxL?hmeUsVx{JBpZUshAfUB4h2X0(zvdfwxoFae~x(O4;$yw3*Td0yxy=NL{
z{JZqbd1_zV`(?0d7$lZ5Z$?
z%1)4;CfUjyhlt{Ngd}$!LV~cT561Wr8zC%-L|Z+5Rsx`~e5)0smAryUmuzXn{c=_HWX
zyPmlFLFl=AI@hnB>1A^UXBFQ;9z$!1yE7NyKRi_6+}P=`#`90}^Y3s~{GRNs2>+|p
zQ^?0l50qYMhbR}^cIQRA*<#rNiXbb}bMkoiKOmIU8{%9aaL-Dik`
z8C@|hju{D&Jc4_)1iypoB(RN7n9p}FIse>OpE0zjfl0w027gUdO}IYxCV~ImcO7$A
zXAV2ENs{iJjqIDBE)M*-N?M8s{+`l6{dTxeY+WEAIvE@02l8R%nQC&~-im$tPzb-)
zB8PpqyJ)sz_%QRwvDqJQD)jiOxzy{ci3r^Jb1Q#)+XJ|JZ|ADv=NK7(oGm@ze>~2=
zbBlj&{1M4s#9TGb9K-gH)-r!=wfzuoSKVg#<0)ljco2TScaYF;Jr0I*-4`ap4>DoL
zPBSuo91lTK|BV~HuX`5?_Rtp?HTUbw5M9SlpZ$I#e?RoU_tlVI2x=ef<@m*3ofz-`
z-6L^ajXsdm@-Os@pq@r1Amv>r!NkfFD2S1HC?WdC?#=UGxP-8iG=xkigfYz&ceSy@
zC%Q$0LQB7(Us!o5HI*n)*6K8b&jaHvF!hw5y_}SW!b{mWDVZ_k9+%~1
zU|Y%y&k@2NGHX<5=yiKu8ro+me}IEJvo>DVHV&*WUs=C_7cj7O!Wy9vjTeQ9lC;C4
zA1XXIDOKsQGqZ6@1fQ2c$^+XEA1^ufL)&pkHOn@%TqW$s6*VJKTgxXW$|yFKD3nj$
za*VW&wN6bwgkv^s@1<8rLgm8V@&1;ZGv47)Jn>mef
zLAE+ozHR(@^D6y@%BUt>anW!}RnYp*Y(?a9d9l453?i33-JHEW2MVt4EcB571>cy~
zme9Fj|NYuu*J{YWF?audpdSLEa|iQU_g5!F*S6pW$Nv}R#P3t|cCGw=J)m(DD@|%8WzwV41!|3_v&gLgbYIOjN=TPm{xD0k(WY{n>c_HbX={^s>}$n@t!-E~-0J`xp>h@RQ<1BG2XP*+z6-a}p!
zx5c?PqF4XqNd0dG)_ytFUg8S>LR60gl)-3kE8+-nc#!Xi`73*
z?C0M>>h=5pMAURq<>q@L_bWp5!{>3O1xO>r!+*wZZ@}KH8}#>=u_C>s=$~9hu>W+t
zfVe&OXW~@5MSQ9sq3-_`!XkwiRplS_z_>p6r}&?Xo|7r8U2@B1Z$Yda8TWS8jq~>J
zpnQ#=-ZR|I`Tej1{Ehzu75b?k!+!0ls~HIJ>A7OyPm2B&ZwLK2k|zG(#e-M?%)cCCy3*bm~UPclyAd__V3OV3?b&+~sR=l=*L;s09BzZHD`6Q(>ij&~~b`Rvo#
zX7bsGCcB{!IJSkC$BNXygbIR=qD|ALkD|u!opI)^YvQ5!^-r!@z2$h@Ro6dwKClNl
z`*J^-JYfHXyo-aDxH%YR#>nz0u4{y$<}~z$G;P#!7jC3Ms63=hz@y;K50XB4;HvUU
z(7nlVNyOp&?V$nf>n}%w$h*%(O$Ao`5Kj%hO$Nh%1J2_I-gZ=d(N1}a?FT$jQ*+-rT0!Zgs1X~dlF_Cq~u*Ej%3Kh49eOI7j5B>;%fG9
znc|s*)DL=4O27sEf)Rnr81CDN7avfgPXT>O7vR>`zzC7C2`_-cM>E{#PPEjAV;4Z-
zjg5YY$eV1npS~M@Z@2_6EfRLZb^
zKekI9sre6d4@_d}#)}{5>DvYo5ihy=VpnQ|wTXIhBTv-E26sFu3(rB;ZHz#9Q02H5
z{xZQ`lmbdbKzqs|TB=m+CE+~1S}uLg)8=<+kZlF`(b~lK6b*)(5kKXI7axBUBI>?t
zn(o00h(}y7fTapNn{)_FuBb{N7s>Sbyre=PAYB=7rzfl_AdFK4GS8T8*vTx;+!1fO
zf-1DRhHoh`L+l~cf`G?pO7>@Ub&ZMRu#cnNsM#V&kJ>DFaf6+T-niG*9|9#fG(-Mo
z97wNs{R1#W$F4mp3wK{&(4=mMPy9Yf*6pwi{L|J%1cYwC6L33#V1z&1hQZsB%y=K}
zw?L`xi1sn^O~1FW3OEo*o1#skdV;
zcxx*_VIlh&w}bZ6>ZQ2OnJh#N?^35*z`0z$!vj7K_Ch3`VWh#=SqkuC;`u48khJp<
zJjaEkU13EuDd#m<8M#r`i5uA9YRvQVzEq&6J=W4IrvvXWZSY;`cVi&5;LPxwt3`HR
z5Ti8O$HB<|uy%@C{Zh7!@39ZGwzUVdb!bq-K|$wXFPm%I=lU^634lHFA&6U*0wR};
z{b5j^QWg|TYL66s*EG-vH3{xydpPjZYl=$K=n0+5^HCW0l~im`JDYLun12iSK;NgT
zU-E!|-e`7crMPl*}`Bj>xh%
zNu346LRI~YT4)n>{?^ZpqvXUNxTeGQ>}TTnOm2N*xLLK%*~Jz$)yhe4dg@tvOh-mPAJeIdCnec+<0H5ksh+A=V&JV3A0y%i1Vf
z*N=m~_HA@0AYu}=8SX~`r6TYQ=TSpNAh@p*!qW{j@7h+XT@sCYmw>HDgv`H=!~y>G`RAt2)6BK(Ux({F*x$}3978~W63*2yxw=UL0DI>}UVp;bbun7a@zzJ!KAC-(Y-^$+~j76;(Hf4!#uavH4O
z`9Zrdy4|0LbP*j*qttay>(8A)5dhHw6>-+(dQ1Q3`|DrNhkw(oKDa)*`0-wvwQFzU
z)9o(5=J}V7#o%A>-oT0TueOrEH9axJ(^7}oe{_esNCaTRFSdcr?Cqn!bSnPs9{(#R
z@S15fbuj%CfeWPh-Pk2OxS7swhK>P9Ek#^{r5EzQgm=xWj_
zcQKGWv8S14S2kj|NyRJx%6G_J*9197
zz%UIkI#@7*BpiDScdXb=MP>)T+-*iElA{O`JhKPc;Hd61`}b8OAlkhFClY!Qpwy?@
z=WEM}A?vJGBf?Ad)a+qoh#i^pm?HMWIF~kTvb5P~ysZR`9m>o%HkPh0VARxfi>j6|
zhB!CGCqHs8rCeZ+A%7j?tL(RVko!(UqDF(QB9f%FMcP7`^M1!U`FpREX@{pFOpBcN
zQ1grhNExvL*F-9bDZ4kF`7|8!bV-fK)P#GrYb*9-b}QFH+jFdrBr?bp#ncqkY(2Hh
zD?X#o%MkJOVbQ9ls=T2RXEq!?W)X6)o(VP{fItXs&mKW1is|{}puZ>fZmFdHHN&9j
zV6-nc`6NdYHOE8D0!dfnJTAyxvw*}Gdx+9rh8>{_en*
z({1f)BM`i{sOIDWJ#3xuniH1W3B#HWqGIi7TICc0uu^xCM}BZ&
zNGdT)9Pllwq{^0XdTAaTp|%b(Np)(OvEqA>E1vQ`t`;A?aCu`()PbmjU)@6YuyZ}H
znFI!`p$${91xX#wZlNh!B12hOZHmuywoAQ@L0q8gprZ+nK1_&pzF>NdPJO((jSP*5
z%phoyp}!r}s6`nE&At;9nJWO&J#rR6M-C`oUn>@gRq!MDjEU>P^ki|)p_fx6-}ncY
z!LnP9*`vp?nCErF{i#4lScmR)n1h5FH45B-Vd_f4M|Uzf;yGChG``czOu&)&iU)eFjuv>9IZ
zEAn)@>ns-biuxYc6ybZi7)Z1a_p#HSCFa{OcAv3TGuOlIoA`c+JzlJs9D8(rXxhel
zf*G7t5F0)T#EH_te&*i%3q%~nsC5kT`vnE@LNIvmK79ix7>gI%34T0NHRxH|rx*?=
zRG4m$ei3yt=Dodtr1l~_6@q&cvK@y{ki3y_fKk{M=e@{t3#t;&$5CQ9nOTPgwVW&x
zTsppwWYf@>xV(pKojKJ+UrLvTAJP{n*+XE@p1zbAq1-$O#NLx|RFU0XUBs)I14_}Hn$ae5at;~k8hn$olsGVs(Zn7;}pt8F3lyNI%uo(@F?_&&KRZ+sqwNjqDMQ^*}?H5CXMb}8uWO_7@=w@Uq0lLRhL5AVHcpo&|
zGIOZsxFGz=Ang~jr(a#u?3kGb+MkHUJqN${TzEuq`GvPMXel>2L*&U*?LKAp7KC*V#EQqRFy_u}N+D
zKnyy{Gk(ddoQ^eTGyyeebVwG(KAfK^$%07T%#%)7;M?7JK&v89T|yNIkF4!I2?NvD
zn{_(K?pX~QF10KTU?XYhV^HyrLC!nlG%`1Vpl>m!E&C1%Hsb2`>vykNbzb&2MF^Mk
zI@#UXO0Nh^eG|(l3$DY8UnpuZrlWQ6t%BD1?JhU1>cc+F9g0vU1s?%e28N+eVSd^Y
zn6F+hD&o$1KeLp|zO4dq1NGhTgD?SnfVW@vPih_-DSZMvc_^{dp7wc0
zB}M_<12*45tSJU|uzQwGWU~bh4V*{ozbV8iCoq+c6fkC~N$l)%VZ2t$VhW>pT4QED
z?Q*u)uzzgSW*Jq7sj>Q)4Q6f56mDCf)W<3xcB;tx-D@Zdh%liKwg*ivwDrSOUk+X~
zN<9p8Q)6F%o=QpLt3jF*{pz&09lK@3*#O{RJjj2bXBs)G!D><`$6AX<`3+?^jM;1T
zqv6{K)1Rb_AS{0bfGA6Kt2>xDi&5b@Z`MS~MEi=zcv{s^K<1e$Q0N#HJSjaTXHi)b9y9pEaIHM;zNWn0kK2Japw`1SxXyhOdj(
z!A=rX-b5$SIkXoa>Zg!S<_-!Gjmw!X=uDK&2-vKETBeh@zNYmj6z1*P51zlR5Znkh
z7EY~7sf;-YR5y+$$2|0OFKx-Y8#eQ$;Tcw*<+4p5R~pQ)*u1Ii^t6n<#r;H;T~l3z
ztY)#Sd)QQOi4ELp6RhY3JhoN~u%*zAnVG!5!atw9d2;ZlfL7C3nh^Vh%j;d}?R?*UbeYwJ%y
zxv%8k#jGss&^O7+`dSa0y4cTcOthPt7OG^#G#l25!4$E8r|bHkk}$k6FM|~|EK^5~++j}8IhB>83?D>&=W1LU$f6XAu6{s@lVHCGO?Wy$SV
zunkR*)Vh#Nyo$2$Gaje2fY@NH6UeBX_y>cKFYe4a*js#{5e03mkk!c6?tkVkw~S
zJK8hFJ|`zIr11>mB@}sv5&!Z?saPr6A*fI5Vq}=8^eEdXy=|FY$cU`*HPoR9$IiAS
zuDu&dRZ;EN53j~00;*lZgZgYzpj0M&&o}Km>By&)dZD_
z3T7xfG+3X&b01mX&-sPqY2Z`kF=G-1ERPm8fbyIna0&E=y5}On0Q_HJ=rE%wD_R|B
zA7WNbSmjcF{k)Lt9>S%g<2tGXU0MiaE$D-6f=
zZMN%pKmZ-Gf~s@}_wJ%XM?*)e(d?qG6*-mRlS+y3)`GeKHU$TOgI>~(KDcbi!%Bi<
zmDn&?j6=_C6!smI?Vg;|=dkvGu4S18lZ2&50e!QCT*#(awViifp@BPCR8ePHFl&|6
zD64ZP7Y`;)_n{RmTPW|1SyMr8^J91iInQD%77i0eba031MZm)QZ~0EU?*3Z4*hN6-
zRO>u`L_p)yLhD#0G?nG#7xy`B2ZIauiHo!PBL$Uc@o3rMo2
zUZ3XI*jc^|gLUX%Ctn3L(0G~L4;s1m5tLZ6zE~|Cb-s-zWGH39$k$Pbn!liozB8?6
z5==?h9Y7!=XB_$I&RN`7W+tA4f}kORBHuPn6|C-GwC*T
z*D48lTTUN;UI>@G2GSpDTZun7CcmZ*UE`+!qhSLdfDlBlAmAUm0XLM0n^)2+_NP?F
zRU+XJq&I<0j&vdYpVrX2cQVtExGU+x{2lZxSL+<9tnVmVwEs+GhptO_xR%u@t2@?y
zoQj$Xo|gYZB(ji8-NNS481JugsLQqHDTZ|
z@nE;@SWfC^HdQ4_u*(dl3~buO*wl!*sv
zZ}4NcSSb+@6^IDO74#?Jm~~+m-c@1=lGVPMkt<3g1}FAZ=REY?qN1eqE_h{XDziBA
zEdN22wjV^C*b7v=YRtWwY(`B^#Q7D)STJ3KYM=Q@k*xMrQL^Sb?eKSP4($!7>{Tr&
z;I)49q&tgsU*%bz!QEqRg_j(mv{0PJ_~30?+k?uO##Fu|p^Hu-F0(>GTVu2|QiY3o
z;zhc1q`Kc?OHeMVkMQwDqb<=LqENr=zPkz$245itp0Vcuav5A?^+m(sLPPq_hJ%ET
z3G_a8W|oOOw3`0vZT@GE9{Xvs=Q?|r)deykE|5M6ifQBHG!c~~vkwh4?3FHMW&sjz
z9O~tRn^8_|r-q|Z#!Q#A1t(>K1tCrsz7|TCmsC^-onQ$L!j9EykSrNs*y#eUtUP>D
zf!s%Tc%`P3uywY`VI?J6@Fk&p>`0-3%?b69whQOhu22U#`6Qy6tM7N>b+)4tB}>9c
zwVfS0C5YpmgdQfotl4Nd%MMOm+ik*>RcY=(ZW~XPt+&%yIt+GgPR!0htt|;nFA3>>
zwUh*~T=2)sC<9-2Vr*^sK|*^85`X3&+aWMFYQn1?XfY
z56HWec+Yag9)i{-MEC|22!_9;o*v48uhlS8*h_bzhOvT^+b}%pd7R#nmDgcwuY!j6
zK0zWaunihk#MIT2XuEX$7(X!8fi+XxHBGI^;wF>7t0rno?A0klHsU7hWLzK3#$745L-t>Uxww&;IH%5rqmRi|j;c(bYjM`$}GsBdS<8;&e`L-Bpt$Gy^^dudq
zjmX9&>ks@Ds`T_7k)yYYSs|pk>_Q9G%L~6A3XPVj6mBios_5gs4-$CL(1s?rrYhZL
z3y~x6B}@>W6c>s+P%ZXg;Z>hm7Yz%9>s$oThNHVf!
zH`y_lum4X%5-~39sYjVgJ9<-@FH39Qd?7Z(OIQms+wzz^ZNN7^>x5d-%-7_chlept
zAlZTPGcWDJdLfcIM~(7vu?0JoMk|(vwF}Hcs$O!b8D8+Key&OW5w+Mb1tm)7{Ui+2
zXjFepWYjPBI7X+m9herxs=sPRGW*Wa81oln!RjJ$SFEtaW547I`8l*sFZ61htuy7uXw>iZna5<=m+|VH1o+lqS
z?@)x@B}9lb)cIrpg`=*BT;Y#fxi}&2hsmRa7BcxP>NT}hvIsHDe7V_o(88#|-bHVB
z+I^Nz98HtN;HGM$u>1SDqpv1tY)O3~rSsA!IF)nX6W3XfzbyzP1dwj^H2hwe7UVat
zJu$ea6#Mub7J%ar^G;L(<D>
z%r7H_PKAI_G4-6_-mWQ>)W?yAU@{>XH<|xy*m!kSj7w#npxo#*fcN4hSLYt%IGBv!3CZZP1*G
zC$7OV$BU9q7Pk*RH|se>Zy!g&=67d-pyG&KY7JKoO+I$AB)Vs{dc
z#2B|LTnkSXS9*J`moeQm$UhgDCe^>MEUJZQw1~sO5=zFNuar8H-*YXw;Ag7W?VBE-
z*5{sDI~kL>FX!jdioBp`YV|HXIDq$SR7~y+fiYE@vYx&rdUA*CXU@u;*x+X5iduxV
zubINg$e&6oa&h
z5xv~Vp#wFT?En-=SN-tFBy5_WvPJ|tKO6RKzn3mIX+xLdRK4%4*VFR_5eO^MfrfSH
zoOV{J3@f2AEOP3Lhm`EPypxgxXm{e?%D%u4v77T;D+M_nBpdD{Eue=kC1iCEx?s(5
zYR>PnJHO)<$oq)9O$SEYnGeV!xQwhxH@{bFgK;EBhfqIgKrOHvYWfxx&1?msDE0CfIut^a?}
zmvs^BpL5QOvC{UfO(1kvX$<${id-dS&vMK2N5g96`Qecy#Tq9eWeK(0NNx3O8&tnS`~rHLifh@xl&xU-h&jmYo1nQ4x7g^LP=51lEy`5~X
zA-TY7wcZ5SC$}*m6S#%8lNX8|9847zwC5hih^PZl;gG_U6K{2w)Vwf_okzo&r
z(m=DJL`#62mP(jQmC7dGb0%&Jd$WpW!WOyqOc!Mfrp;XleVi(xGGe3gG@S>q*5hbuY1ca3%J00eHiw#%T
zdK#i8^1gzOyDRu(43!8wy;tIVP(E^ZXueMZAFIsU8Q@guRCY$Zkh}fR#H)38u$Lr2
zaw$a+;+a7W`W}0Wd4<$&;z1yw)2Zbvv$dl+1_e1S?YT_PWr_~`}U?-Hq1jE
zczcvCX>Aa7l5P>v6>yP2$gs#7hKAYO5yvxQE$B$+P
zH&*?$AEDMM7DFT~ff24Lv5-$PrB0`5(q9T8Kypa7=hDR-bq-P_X5B^|hYw|CAcrw=HRJN52)vQuW
z3z>1@+T-Pk&mIEKVGK7b31#+SW0VqP2H3uYk&QnxsHp_hWY&Br1L~>xLG$
z=F#J3E`(Ex*hFvK(b_=42UTTpXsSkwL9F0(#oPoTw4Yp!Q=lpw9-LA*z>A
z*M_WAXZH}MXc~@BY^_F5PG0|Z^6iaj_Gf~kMvIzAqJY$b`w+-qtjPAN+c4PQOu)$oD$dM`qiuvrHH~ApI$YF=l{cC{%G>j1+_D#W@0ft?3_cgB^Y`bJtm=(
zHa*q)dfVJ=m#ng#0A^3q`a9@>5|I9r2+MwPUJt1AXk?_iQ8Qp^JP)i*)*(g2X2!Hb
zo{v*I&D_n$LptQ(XnQ0ZpZaA<*9qTYLT;q?QGt4d*PzLBX#5FMIbUsfS!d`yXXn!z
zwX&*;swmcxiu=gD)|%d5w?0nD3@~m;@G%(@?(%~*V%FnN$~#3jJs@E??Z`VI_m4p#
zGNe39N-Jl%TXKHaMlSmvQA|3?NTKK>^OG934TqGG7cUOTE4w7D&BEAdkNI^H*sKFa
zS_A}uf>=&qeoF=yeJ1{dUk^&l#dis;8Ec7XidMENaGYlfRfEKOWYS|~*BzFL7RAx&
zI_~&9A(DpTFkOpZOc?2OGA70HMsAYGG1ie#iQEF`+a-TmOiMpY3dy{Cyw0NtPK?i?
zU(f;3lfxABzMWD(Uh6UW?(3bfn6*TDOs7YpO+}+}K!ibYMszW6zmlrYXXV4tT$p|d
zmosPeihWe&RNIn<&g|0$CuyR~+yRfTq}G50KCsDwDP)w{MfX;`n~TQcZReIzv=%f(
zng2YcPLH~cFMwJj^YDHd+FbNf8C^?|D04UbV0zgIWx?WZNUOT%fBGGC1PdTdS2mWz
zCTmX??%$R!8=*!$;~#W+%(5N=>|vH2Xz#a(m9Ju&c7fTvRW%?tN?4`;PZ-QkxuoNW%T??h1I%i?8i`#}DYgaM1DWqIeT3J6-dd`Pon}Dao(bl!(5u_f;
z4PeY|7(uXhNHP{2^V$$lT#ezhJrgTeMpTv;K_HiTgzL7b
zeMI6UP9(y2(BsqL@b0Lu9L1PqFtOm;Tbrpp`PcZHdr~TKs7q`8D4R|W25tdW0|GQL!l+f6we>u
zO6`)`3hsO-01_Z9rArpkR+Jk?kX3C%&U=DeC9swtoSx!AP*z=9+ZP_#Y0=&U!wp@u
zM0^Ofq+g8IywFv*U5Wo*_8()a#M*99
zT_h!K-HEFN4Lm7#B{$hsGuc-K9WHzS$CWO{ga1)`e!~4EAA@Vzorh|#?&8|*83JVB
ze`+KR{Fi$KCdB2C|pA1AF;A0FMs-Z_CBD5
z{$n{{%ezl%{kZo(n*a0XR|)V>eFzDKq(l=Kp(~}KICEHTG)~Lfv|PjozMRRA!`K~G
zC?Q0v=y_o_2NgxrZfzZ5-L+$!ufzR%zIXIeZq$W(0jSvczIZsTswU_gcWm!!X4ImE
zb!b1Pvz(ul1*g5x$cuvy=wot2INfE{0V0odFmYr)jreDwtoNGO6Hp8kBXZtrd3MI-
zFZr?oU0jv2Yw9xrp-yEeQ;eHVRnY`xxCRz+C8k2K@4*qlfU5Ersc%>%ypTlZ`(BN5
zmd9@DxWt%?v0fXEv9G3aqjt1QPWji3?6LE7xm;+n)jvKq$2TMoSbzx_jXG3tDEseq~Kh6U83WPPC4Pw_nV$@^!&
z_Aj9MeK~MhKP<>)iI1y}556)mSJV3+evIcwKw_1;4G6hJXFVkv&0p9Bsxrdp^I10P
zG~^rJh)QPdr8h;rc}c=<#VMqkUPbrG|7vCiUo8t)q-OeG{sffEe_AfUjQDB!4H0S=
z(E=InxW*b2A2M1
zQ`y5nZIplBW>W0^+LowMjet}PR6W(a0iM^Jg%B;tmE|8U+ekwL@d`Ira_)5x?huYHx91e5yMC8W8QFNvRQ5R{SG#AOPaq!L>OS(vmWEzuHWHQf$Ba
zJN4@4a+g;3uXo>n`h^Tfkrf@o))~=167v71scc`6_J3BOsF3F9%^VK;Q4TG3`2|wB
z@S=I~zwwyE&_}Z%Ws(-8WG&}|Vz0_iw6R8f8jv)(yXVePo%7#Y1MI!VI;`jXrplKY}
zJA-PiVWYjzApE=q?XfeLd+8^Trv{^D0hj|9`j1LQ1tXL~`I+Y~g}V%+vw&LkkJQZD
zvRl`z34pDB{YhTUgf&$rX76kp;=}Bq0Otz@6Pemm*nsc_3P=Q3<$Yuol__vBk3~I?
zwb*pmj>v?USt))HblmemIHyVr-Jx_%rSaPdy!cnib;yQzZqQ9rq8K20LOG
zf+kugds653bLI>2U(#f=*K27No;r
z;XSDX{{!SN*hC1KeqV^I%A%ZYyli!_O1hDQBLlpl&>GKj(vcE;i8M6R^{5TEP24h4
z-s{~J#@)TQEhFM+`bb;tb;t?5r@DIohV(>^YW_$m9I>-rfXG|rj<-!@;PLQt=FwS<
zshp85y|Ldx#$`tO=qU)*Po$y8j}RmY1|9UlQM^(PL@xgf%=Dl(BjQMtjoG8GEBv)llK``5D@RvCRWb)8jqF7
zWO%A7+{eSA1CLjrzbJF_N!%xJC2@LVsFhNb8nq|2uv}BI&+Y2oTJ}7~z?(3bU0GN6
z*>IV5col$x2|vH&dWf6XCCW)-mri)l@H2sQXA=Z^?8rh{83Mhja2w1@Qid#@uWTL|loz}cnBkWH=}RK{
zMT8I`C*jLXcts9arZ|#7a0$Z|FsHX~E+UJr^wDAQsdRx-Z)wUm_w{!odF1O_rWak+
z7ahB9Q%lUB&vu`>>2qm(T0v_y`B*D4>yEUZKvFSMHZYsD{RA)FPb>!6j0cDMt+(3?
zr`W^wul0|QAh)z0uE*A8&WYGAUJUQOU{^89b!T9+OijMD#_zMDFaqDJeN;^F00XQ&
zjk{w15ph@{!O}FdkM;u8wzFJPx*DMBB0A$xuyDXJ8c~#1E=!PurX0eH<(Sj(?3n`P
zYiIu(1`qHG#R)7yq>j1QUtHpZ3t-z_TLtkkg!fOzXl9TK)V7V7GA|%!78Kpc-E#)H
z0L~C&A!~jr(nw!i>-@%0A&H=(s+&+1#wvzXQB6!r`Kdy+SZN)kvaV;WvN8i%Cofb8
z?}oC{a}=Bh5|*YEUx^ZZcQ?mP(^@Orr7inMDMB`ApL&f@GODpqv`$T3Ix109}Ch}hbSC|PA@w8+V^cM>OE7DJ)_ZfRQak#
zKDl7x%~D&Q;*GxxsQ{67vs$nQO^ZE
zTTV1d-b_U$-|jXk_fob0!`)kl#j$1Y!cEZNF2RBYcXvpF2X}|y?he5MBn0>1?h@P~
z1b3I9!JVKXXl^x}WKPcf&fJ-~_xYate1A}MS9MqIu3BsDz3hF-VF#^pNKBvmU(Mmi
z4ri2TK>bPqe-@ks!UfXNH=15l5MqA=zhRlSGYHVG^a3P|0KCC-5sB+{Wpo4R@?N5t
z3iG!%JUJbfksp45G$(~m1!5Ff0u^u{pvak?A-UsB#!djm{qAUsag}r#n$*Po&c{jF
zhKG5xW!a-W1Nl1xt*($g1*T?EfPmlUPrG-(tbpN@f{W>}lV*E*Dd!dY5ss0_xUT>L
zbEq+o@aou%*J89)+1~h0dCv+o23enz&yglu*;S?Gm59hoTOoZ~F>QAzT0KfHHKWKV
z5;0MSG{Xz&B`-=2-J}r9k!;8*Xy7=w)$&ib3tf69Y;Hcgr3GYavB9^5`DgFXFBtV-
z*5IcG-jkoC{cO~^H&uL&xc~$#=zCGO_pyAF#1D|ZX4%c73HjC53#vuHM0_Zjz6~{}
zLOW~yZ3gUaT{d)e?ruwT4j0JY&R4f6V()m#d10Vgu|LH0N@sFU0O|)Q%3-d_
zXe+1GqKnlv_-j|(EK1KPb(RjvhRwZW~r3p+KFYfI+@ov%<^=aE}eT(1k4Hkf1019d+FCT$P
zFG_SX0NO@L!U@74SOQ}(1RkOM7k%tpUtYTYbIsjtjo`KzmI&c3G57So(i|-q*nHCD
z+J`2V_Cfuju5dgkIh3UztLB?U#GsDmKUI8c8*M;SP>R9qy4pTtyEO1Ry#zD){%Ixy
zUL*c=g($iJ1DKJWI&TE92LO~
zz9Z21JD_k_!6S$oPtGHJ6WnnIWbgeX)x_G)B{=U-(#swhMS`FAEc1f5E*Ot1NuhDO
z`3lO+AG1V!M0I_9UPj#<-}Pwo4g1nwsEg=`6Ca>g!z{T}?c!xHk+gSMz
zMA4bM96FCj_s^thba}?sr9_^LHTsY{@}0qyslfU<6;v<5Y{#FMw?i*7~Lo9z%ef*X6UJbRtM01xu#TZ8-wb^sYTn!_<{1Ex#&5zrOMAgKqEXrMGKDusR1bv;vMB^luEb;I$-RK1*6+b^u#Cw=D$!
zcU=sI;3!9X4hJ9t$vpR+Map?q=;BWT23W(Q7`+X4RZP=0qtvuy*(_`AUPmIcpr9Pk
zEXZw-y|?ftT}aZLhcQUVhJ*;pn~E*vopX>3rYfMK2AflW$EDD_`5z!R`5S)RGz;kajf^-yZjs9t34pn%Iox^5j%#U9d2RhCf{e-Lez1s70CfNoGu(LCN8mX*@~O
zpyg;oid#F;UKX@d+ca5KjdIPle@j|frVJY?Tx{f&Uv^K43NXjqfoW&U{j{Dx|Nq~#
zqCVf7_}Fji5gYOXOW6mXE)J5%MxE`CEzb8Tt3^)48*i~{{{a1FcZYA;JC{!!ET^Y0
zOG)wvP2mzMbOsGasKA3_}Wi^2M(KP>S$S;v4Kx<+meP`^qx36BdFZ8tAw$u7H
zLZJ$`l}VLKE#HJC<*AvgeB+#U4_I>5Dj
zFy2^6C3F>Y-8Secm0ajdds)#M%5M=%obt7`te>#k&@iWR?RfL#pFh!5s{kp3Y+)re
zsM5g&%#dWajOPW0+D8?R^Kd=c;on<OocwZ2M$ze6)ft3k&q!Gdu$hQO$2
zMxBs7RteYy-vF?w`uk-#*mw!>BQ0rXa{!z2$UtGNC!TjW`bcoBg1<(WCOH*)}#B50@zLk@qW8z*oD5LV01rgyKrj({xt=J%#ooKM%
z6g;JoS&lfHyC?)XdIVHV1KDst6N#=M7!g4l6*;B_4F3kLmisbgaz>F1csSIjJ-|ZXDi46rgywB7#4Q4u@qcxKCJetWnbl>7qIbOgCNX5Uny
zZpsoVwOPN`&mE&C1HP}{eGO~PF>j|ChL=opnn05%&63qbR|H!=0McIxaLKd5()Jr@
z8BNnSGuDTwRf;H$q_$$;CxfXlBn~K&&!LK48WCvq4Ru#n$E!`J3~o*@fwK5eMx%K!(9_}&=q{;h)7*|oy2
zN#$7eRVG^H$5>uWm}(%njP0sKu68Pt{Z>#$KLMAp5C6b-1eC6-spEDSb^f9$sDpla
z(s2wXr(ujEG~%)8$Om{gNN0-?K=N#7r)rC`T!Z8*Cy<(3UT?iMCK1&PkJRpugRV#M
zttw?+EcsrkJV`Ric12HPQ3dqvu)WJ`$Be#ibWU6J%iw-|PKjHh`4zz|G4wQE6@iI$
z?_^a%vRh!dvDuwKL3Y^!FNOTXhAfqpT79)%Z`sgl;Qj4^JMs)}o+B(pvFo@pKnaTd
zkgX`eyE-6hVPT$JuNV$lU>6a_7z!k2d|JAxAP7|U2yP>cZ&|SHetd=3JTB1gkTu)%
zO74xg0gO=AO-pr_3!=*5%rl!uotO@pnU6opL41V#kR?R#7IYOVmf&4CaS4!D0?S6b
z{1cS(N8k*_fZ)8jq0G~?$nXL06zM;j;l?36+i$wEz{k8WeF7y=Vm_-9I1!2%Yd){3
z*+n#6V{`~fj62>Dn>45n`0yrR{d`zhw&*kJ!pz|2RjBC6O&6H+dJ(vu4RDIQQVUem
zM}%ED_APqh2n2eo0}dnJy6I(H{wpmXYTFLzOAKo$6O=i=cyManIA}bL$t?{r(ZF2D
zb`R#hXc4`dd{^umeZ{C8IJnq1FNGkrp)(KX+Xe|aU1FiRI5$80%*9eYqh6TCv&qMU
z*uBUhw|X%%enfj-LoyP#Md>M?1Z)=Mww$@cY~H)Fsr}-8wy&H>a3`yglFYW6;qt!S
zC2AE%%FSo5IZ@|^R>W1rfKt=QIO&fV6Lw2j`JVg;i}(el#!)I!+_))O6qxy6P`(v$
z47ZJ%ajeWv-L7f6S>THuUtcNek*|)YGEt4ZrMKom!BiitMH{S&2z@LY!7X&fnp#J8
z;glcr&T2gvr?#@efwiq#{b^Lxrp4LzaiXR-+>FNj#VAG;jEm^&DAXq|SUq2mA-c>(
z4m&Hv;KEjnObu#6@z;Bf5wQ4q54f|0O_eK-)az^C=2aaVdHCWQk>PUY
zKs9qs&j3d)!x-*>xf0UWzRxOU9>5-)V}qz(F=H&@@Uo)->eV5^;k;vSe#te7k%i5=
zX3yw8m4Rb0yWxyIH^T60A{!E{#Ve9W((6rhR{H9hQL-!t-t?~&TB*(`UAAA?pkrxs
z$Bl;6w#d8odl!mw&3j{XmuMwD4cd>?n(4754<(nK7fsMxm*{zXa*S+Vc1`MTrj|vj
zJ#t|(fR3tZfel&>%f9tg9MQn{7(Ra#3P_D?X2dUv0Wz)slOO?1zGw~`j6DlTyl%Iv
za^6#ABjZ~TNxx3ugVzKWZLr({36($X$JcvnIYws==vt{yIdHba(~rg^rycLeLB%e
zK!GodKvGj>;Uo&>bsgOtUPg#QFzwt-rAN)Rt1Iw5?6OPn4SHGND^jyKnoIvhH&u@H
zsm1m2etYs+r4VOI&~(N3MK>!?$TC^$fr{=tnV$X$G`ud_0ZTr!!zf1hwrs7L!0;ZW
z7()7f>~2cu`Az;48UBxFx(KFrt`?tWUq#xm%EXmJpJ?7{pxbL6ktdEcrR~+Q&RZ?4
ziw;-0d>o>U|E|gwea$eksNzEUz^7HaaIYxsBmAy7Vm4C`8I)4<$CWC2T~+O8?Zf%z
zFyH9i$0SlQ(5Y%{gTIi-J=8)+Ug^$b7ya5XJE8L=a_m4~AG?e&nwXT;xI862(9_LN
zdN9Pl)($i+1?$gN`GZ
z$VMIe!P%!g?19~3mDxgU)I~FY6dy)6HY*bTJdS%c)Y)&EAz|SC4ko%#w-&}Y)<~As
zWa)?O>$l@ag^{j;?T6-5m$5aGX3U+Gr@6rmeZVV{(C{s56!l%12^R+&QG>ff%)
zZxA1_3j_<@%`bewWCETLz;jMGc=ox=C;wxH`F%<nF7&)LNb6VVu$aIyf408TG~)k4%V1BQc)z>h{UuQ1t6aWy>t
za^yuyw4v|^CbGxw@?hO40EZpY4uYLnNx<5jgdgF*W*+yR7{E|%2hMc=nNvAP&a?w|
zutI{T%73w6(a>SNwr7DxQxSR8dnP=QK^^YkxwP2JLie_>rLxw*0)C!6bYo$7
zo$7O~k4JRlX$i0P(W>jcK^
zafuJ$Lu=VY+0Wlumy|vZoRifY=HN<@Lj2g(CBeafVh5lV?UvB$qCInLds$l->)R1X
zbq;syEDun}d~!EV!(|A5H}Y2oT>0xqUKO9puu{g~
zb0oy%>oULaeTc{Z4!I>W4h7ci+p%T^dKd2MQysRKx4H}5w2|Lm=EQ&cHulWgZ^e=0
z2zOP#mhAlP6L+URcs3;XAE3kNxUdWID&}4rTQU*G+j71(qOTt}$+mZ88;-21u&wx<
zYtbJ-yjuso;0)+XzKop4V&4qhx3(JLtEBC=pMD_n7^A)xi_dFJXmv&j;ma;mO(O35
zEOi|CUIP8-4MYK}dOqK2wo@d8M~lrjQE?)#(GcE;Se`q;jR{63MGp%y2tF#He23?V
z@3FOaKFCcjO1wTpY!)rJKn7(uw5-9&L%_=4RCA0ku^cmC6vzf6O4TFvfXUTBnfTKq
z%Nhk?#^f>afnlbIBJ|;=LnfZogq(Ds!Wa-{umo}|(FExD=s8FU1%l-pybCCK(YN%2
z=RlHuSp;3!`AA^$i%DWw*7&*`J8kv6XWb`Ib7e3Otl~4UUT6=gu31;pGhgOiO;W)8
z(w6LhSG<3!1JsL6d(Y76OS$iHEK$$Z)%5(RhtJ1%Z)j4B%FHzIUYo~DBfLO(j271e
zOIQ$1ElP9jEb^{IgAhj~ZpAdMuSU2_?1k?{D$f}|4cE1_4S{`44q6r3Cu>d{blNT^
zga^&G;@6!H=ZlPo`$Jv+>ZasELI$Qo$aZb8`Kvi<{%suRB}msUwqgY9lkd@mga`E!RrP>QwQ~G}G58>~FZ9I_o)p-Jsl55v-+8
zlc=AdpHe5QQDw-1XQET~rhE+qO1z2L8tv&tvbEJI@5|9Z0>zceEX*lH^|6pR`o|i2b0&GKx
z0As4S1=JY<=CUA2_`jk!osN9Ci|)NdTJHJq2Z(&L-TNCnP+%}Br8yBunwkEIN`8-7
z>W|2T^3TjNyYnv`<=ol_lYcn2(0`$$a)hA3R3=n7+glEK3Ms|ri%C3jt29;z6uzm@
z8emNhl+G=hu_ikb2FQwFJqNsFabwwFHr5qEWZAr~Wy*Pq*X172Lv~c|
z5F7CrmZRE^_4?uxH8v2pv+q|~b9KoGR9Ewi`Bg9#JY^^RtSVg*{$i}e@q3c{Y!}(W
z&FcKEllgmapk1~&b)#QIFIPO((DMCUWJnm`?m&c9^qVpHowr`rH*!voOcvJCF%J{<
zM(|vs$!R_B#bA5b9Q1sM^+kVdM_6zf)}Df3+(oeNfjE9`$)g6q(aA8j<=sWF)PhsQun5D)h4lxi5H&d!Tbn7ED3)X
z#ik8Evgv@k=Jj;ELQraG6hbVc=EdM!g^cn>Q{f|7b@h}x*3i-{DLFN3g0jr^aq4n|
zolBhlEE}IVi?&ZP*y|;e8627y@ai;QpqN@<6vuescI!zc-OyBZzc!JSQ40lWLX=S(
zFOw27sJB;N_=qFs19^$vV-;g9d^b*pF-UCfdN~#ragd>s0Lh4G13mFR34uSBmE#FMRw!8v(b;Ps=EO_*RV_&q{+^
zLpfF4;Mm)>LL&Kky*x}7LQE&OL}WQB%Zc!;D+6EKMq#Fg#PdS{hi@zQ#oL9{=JL)*
zFaa}s(m?b14^TF$@pIdLj2P&6TZJpzhXg*hUWHvLB{Sw7?;a+;AnoCNzFn`Gh4j(T
zBe=Wv(0}f;$V+z6)Vp=oyvUQPH@?D1jRCyET@TNT;!+<4qExkxdmW`}21yXb#9e6jopx`9
z(xYe7D!&$qzUD=MR*foB0Hq5z(ue`3>7z$ei;sh^gzG2iN;V_)%vAdvnJX_Wg}auQ
zY)*F*)vG^RXVs4HCmt=%Yk7uX(o}-pQ%-LPim;h!V7fbsP&n1mvJGQc(#RV++vi20
z(22UPRx8yWc1&p~?^nlV8l>(BzYBU3P4Fxr1oZI>V#u1;is=ZFG^5<@Xl>*yBlU7@
zh7(eqwN4#>r*@&cc5)o{LmOJnnjxIM!-N==3}f!|L9Oh^e<&UV$}=}WaX=o#y!M*j
z)q4xZ`;hhrsJujqHk5ZoG?GSFL)tjbfm-*8ZATPJ;g!l;uExsY0-d-gNm-Jr(PuzM
ze9!IzAM_6pDZ~5QRUnUPr53cD7o;p
zN$wk#o4l4?#r#pO_yaUd^#k-Z
zQbArEN*O4w1QCKTtNzHsDg0#FG2j37(k%TKhTzW-Gw>fGm?YB4ZNsR;I-S-%LRvlB
zikCq=HW
zPQS9#X_IQMS+(oVwa{=fl2*r4%6XJnQ5u`a5SsCMJ9y=pb&y9`z}w#L8uLL+73qbA
z#Qn@W!wP_b0R04&U@~%m(P4S)ciIH!G;^!#3p{_k?1gUqZDni92x+Y5ionEYOPOW%
z7HWtfYJOCDwW@!l@(ZZEFctFWKRTvEWj0-Dd@uMWEwNwa0cRXcNi!}Zal*U>!+bfd
zyj+Gh=b9#E(dZh2-ZA&&b!uKvC!b
zj0}vdq7WQ_hAz-L)^xs7d+oXHeb)N}bV_qdJ!YhAn#sc9salzdv70-P!0f}Cj_*}gg(2y
z1vr2)v_nf8)IYabpcxRL6`QLa3*q8j7v@pWhj})_s-jSHpHXB6(~`~H-NFpF{OZ&K
zBO6l2NJnkHf#Xt`FM_D}$3SsY
z$Jn5IJF0Et#(x_-TtHg9E@bBV`swnTVNELOGg)cnAqa9WeyfGhlLF*dYginvM;GoTLL!YOKRmB5c
zDl@G0&4Kg6s6XutkS2L|v*UGNESUDinDw5eAbe
z)<~&Q&)}%gdv;d#1{!!)*YL7OxzFoW)}O>3qkR8fNhjF)aN$y^TrknI6A_ZCYuSIX
zOmpG$A}dA8O-_H|0WIRr8j2RARv>`=F)OmZu-;qeivDa(4AZU(y^L2bg0m>~J+PX4
z({-8WkegYLzwi7|x?ddtMA+aZ>lEPZzxGRv#kbk3AT%>tAT
zhU_CmCp%(7=XlAF%4^-`5almE9-o$-I8c~9;3j8clh5VYU)>0|-CatY4J{ogjGATf
zzZUj=;LA_=Ha~Zs^K<42h00vAEvvFOEdzUmXODRU2!
zPF|284^FFBtS0yYLi?(k^fhl{%*)pzAE0K>PEWTr&Gg~RTEPi$!aPE}OvwRiQsbWs
zeDB&1ok!(SUJ7i%ZmFFdD$f`CcG!+j_f*)QjHz2z=;00R*ks?$6xo(JHAAL~faMn4
zZhfbthZ~nYt_LplNtlxIRUzz%Vj&nNJ-D4lT#TFyGT5qff}`=($TFv6uX4~3ot{TCu(gPP~LJ^J?{7yZ3
zgU~K+hVPvmv|i8qTI}ZvO*UpFxYFGhr^s_9Zi^>QG{i?Dp$aRU>FTj0rFrF;Q>J$W
z7v6YlK%6iHB+_&^XS|dri`N6uk5f(+q+nK}Pfx2+X0|X3&Bi~M5Emzup|Q{w;8oTm
zl5io|Q0dKFm8xop;5)L`V`A#?CKIyn>wuU@hEecheI7+F)gTJjlD(1_^rEshf{%%&
zZp)4RrFd4Xb5HPY@^YZ*qmYt<2q%2@T|4404l19blKi5WQ=v69T@?>H{I@c5(lLn@
z5qD^WKik*>8LsfNA`Ts+!HU*sa_#cRZ6##qvSUeiRg@6IODe`gwY$uk9?Fj0ODqtV
zDza}^n{{D!a`*L>nGm5~%DBMq>~Mbx-hd6=n*6jq+&K%$_yfmkK{z
z2D$740{v%x%tQR47Bp{*h;(r1V;>dTN0|;rYhYMRKVnZwM(>G;gE4y#6~ggV2d%tH
z{5|*145Z()Q+@@hG-N{g(_IhoL^3+Nc4qsJCjQ3^JRakYX$Yn9b_TZ7QCiX#h(|pK
zK6oJ|cywNH$3EBQ7P?5Yb6d{e(5>F@FPmo7nRcxYxe=vU(4(05WqAc!7
z)V`OwaZFk>nyqiO?^(vI9NXfZuz7$YlQ&f|zlE`|<1#+4^L%PL?$hUG>@_CgrVx(X
zdWX5{M~Lz5vu%_6gtJrz%n^c4wiLKze1~uXGnW{ev}5H}(j=$f;#OAHfSMM&4t0a$
z3DO6c29#+DYd=6VpLJpq5Wx5@e=K1CGn^Nu28)xc4#870RqEr+H7-aya*Qzdahk6V
zylTJ_;@SODCr6pCO-#WQf~v5j(9E<`S7m%M=8M0hkN?F)gsz%)A8GZ3&^1Qx}L~V
zXM}N+cEK!Dbsa^C_a%db&+=hIwf8BHtvG69h_ILXJ&O%@P^eT1FUK(g7RGr*FJN@n
ziB44>eGij*OA>g{t1~9`y2fNty&sovWbWz7IDwKzU>dFN_F&G=Y-k8)6bqYD6IN7PS@MjJx2uZshO?{Y4a(@z>GikO!H`*_l2!iwx=84nCBlu3?Ev5UM&qQMye
z9$z!ftb>g`plhQ=jX76O?z<{)#g?6X{VsxvaI#cZvTg`J1B$pixC}8~p|8-=P=qqx
z9!3zplD%mKT@P-|8PS#+$-FciVcL_V$c(4>13q=moBHFNPz2hr`QTH*pj5)fQ8vv2
zCrneyW}^pmj+*$~5H>sp!l2h1AFP
z=_n#c3$6wa93dBQgk~o7yorrcLWJANJ{F{zylsCwlk_g>t=m=3p`fJaC3cE~-jw2;
zO|3IxZ*!pdmOZisWF~X8dsdtco_O>#^Gj<+hB(gJH!s9#wuVobbYpyid{E5QJPnPe
z6lJ|w)DrmY26Tk$2|tp-L(Id7%82R2j!7>MGT7%z86yV235#l|fP!McMHL1`M)pE&
zq~HXd&RCbovH2#<4tpL567T7Gk;CygUw&zl@_OFdy-mH(u=GI&ZVAaiqDEgY;5?~;!r#&BI;7t*X!2Ff=yne&jkvSJhmGzvDhX;9N()F
z-}{P|7vHOv9U=Yr3&+>!jSB%il>RUgEpG(VV^J~>73z4p7DxYA=L~HvHVN3|U)CJP
z-enw%o||T&1UJon7wODwGa(;;9uH%gGU_KmTk9hPz^4`Rq`fUAX=%M;pL?@{`c6rT
zl~nQ=C5A2G)A}2N$f*YQF*^Oa+9)cHDn$tz!u|F-l5m|1wu`DH{D3C)bYw;)x-aDy
zA8`r4ua09@(RBcpuOH`l&g*sGOXq+%Y8S~d8tcbTm}|M^T%7j9%uBl8IX(RHA@0-S
zJnuqGDrQ8F1~WpBYOF%p@oMD7wD65@p4*tzy2N{k#TL&b+}K$O?HNkKqcnH=Yr)*v
zc`-iQo^dhC#0n|CD31LAo=WsrDrB%>rXz?Lt9tRA@?9V1A#FwK-8^%SJD3F*+xjs`
zx{2QuU5dR$&OEnqET7f9DDO5`5Bo-s-hwCo<$5vibfeEzQ|zrFsz#H5;V>^7Yfosi
z50YOo92C`s7=dF^O@mQMY{$4p*J#tSXWIs|VwDxF85b-F(Kp&Rkqr{LUu%Lfv8&B9
zyEQad^SJ-GEIzh}(7#-icrRL&4Pke#v1p?1Jwr(bRk>ES2V@IMLe>OIe42uodE-r}
z9zz*}3R2}_dYBv53=T-okCEgIHYl`2}`Jhl=d#MwqZkSXELxJdFY-?Ibq$=wYA
z+J^;Rei0D|D?=)28BZ**GpO~L)a(c7+c?13Yrbtx>tRZ_KZPJ};72|*5$c>j%uk~+
z*w~nwgUjQ%3Oh=Uc{B#JGEqND!}^Oqz~}M$1AMpV*&wII$XH{TkeN
znC36Ij5lG@=q1d+*MlgG%~ID3E12VGa0io^L+O$+?wiA-glSydhxXk=;w_dz`P-*$
z-}HUQ_~&YFSO;a1-YwOhaGCF{v{HsLn-9<8!f!22e3k(z-tWd!dfB3fg