From 92b9412765eabdc88ab6069ba6cc8c8c0a18cb5f Mon Sep 17 00:00:00 2001
From: Maximilian <maximilian.muschalik@gmail.com>
Date: Wed, 15 Jan 2025 08:28:34 +0100
Subject: [PATCH] updated release notes

---
 README.md                                     |  24 ++++++++++++++++--
 .../images/fsii_tabpfn_force_plot_example.png | Bin 0 -> 39076 bytes
 2 files changed, 22 insertions(+), 2 deletions(-)
 create mode 100644 docs/source/_static/images/fsii_tabpfn_force_plot_example.png

diff --git a/README.md b/README.md
index b734354f..a5a5f26c 100644
--- a/README.md
+++ b/README.md
@@ -27,7 +27,7 @@ pip install shapiq
 You can explain your model with `shapiq.explainer` and visualize Shapley interactions with `shapiq.plot`.
 If you are interested in the underlying game theoretic algorithms, then check out the `shapiq.approximator` and `shapiq.games` modules.
 
-### 📈 Compute any-order feature interactions
+### Compute any-order feature interactions
 
 Explain your models with Shapley interactions:
 
@@ -104,7 +104,7 @@ interaction_values.plot_force(feature_names=...)
   <img width="800px" src="https://raw.githubusercontent.com/mmschlk/shapiq/main/docs/source/_static/images/motivation_sv_and_si.png" alt="An example Force Plot for the California Housing Dataset with Shapley Interactions">
 </p>
 
-### 📊 Visualize feature interactions
+### Visualize feature interactions
 
 A handy way of visualizing interaction scores up to order 2 are network plots.
 You can see an example of such a plot below.
@@ -126,6 +126,26 @@ The pseudo-code above can produce the following plot (here also an image is adde
   <img width="500px" src="https://raw.githubusercontent.com/mmschlk/shapiq/main/docs/source/_static/network_example2.png" alt="network_plot_example">
 </p>
 
+### Explain models not supported by SHAP
+
+With ``shapiq`` you can also explain models that are not supported by SHAP.
+For example, you can explain [TabPFN](https://github.com/PriorLabs/TabPFN) by making use of the _remove-and-recontextualize_ explanation paradigm implemented in ``shapiq.TabPFNExplainer``.
+
+```python
+import tabpfn, shapiq
+X, y = ...  # load your dataata
+model = tabpfn.TabPFNClassifier()
+model.fit(X, y)
+explainer = shapiq.TabPFNExplainer(model=model, data=X, labels=y, index="FSII")
+faithful_shapley_values = explainer.explain(X[0])
+faithful_shapley_values.plot_force()
+```
+
+<p align="center">
+  <img width="700px" src="https://raw.githubusercontent.com/mmschlk/shapiq/main/docs/source/_static/images/fsii_tabpfn_force_plot_example.png" alt="Force Plot of FSII values as derived from the example tabpfn notebook">
+</p>
+
+
 ## 📖 Documentation with tutorials
 The documentation of ``shapiq`` can be found at https://shapiq.readthedocs.io.
 If you are new to Shapley values or Shapley interactions, we recommend starting with the [introduction](https://shapiq.readthedocs.io/en/latest/introduction/) and the [basic tutorials](https://shapiq.readthedocs.io/en/latest/notebooks/basics.html).
diff --git a/docs/source/_static/images/fsii_tabpfn_force_plot_example.png b/docs/source/_static/images/fsii_tabpfn_force_plot_example.png
new file mode 100644
index 0000000000000000000000000000000000000000..a108649da21e212345610766c40336a38dffaaee
GIT binary patch
literal 39076
zcmce;c|4T=|NpBb?^5ZVLW!w}vbLdYQ%QEpp0zAVjLAANm{Q12LI@GbzRp+%6GD=0
zFqXk&H^$7^#xP@M&ZW=id(Q9AbI$E|&UL$Wo2#p9Uh}%H*X#Ls-k;Cs>s90fBkiMy
z&m89B;yS9UbI*i}iwDcawa@RLgTR%Q&%!gnhl;P3m9HuEsW0q_w+oly6W<peP+t!>
z$8-KJ-ac+n&+GD6ugG7KJ@?Gl_l1v&f&%3Kyh9%9?W*v>+sYeg<<JYAM?PF!{7?4&
z?E3~TaO2|ocwG119kZ98$df!l&aPwZHTRh;58PxeKG_owLHj9$rOebkc<CiWVa!mB
z)|yv4FNf{Ve*pU;FJlKI^mGKXvzfQ9cm3{~lNfW}rO#h?R!x&|?G5NCThyQn9FAyv
zvJd#-z2nu}!zUb${^y*F>&P9I|2f_F5B7iV`R8`RvHxDa%@ykVKX>dup2z*)^W(41
ziT?NW71sgc|J-rloDT1Q&(CrFKW_TfmkqpXUb>|Y419ePlG<e2FjuY3scqhLr9vT-
zuuTm2Wj_w;SPy$yp0!hm^M&q>6<5rey&t+QzrBda|BCX3^6Xul%ggnJ0-ry*<AZDt
zhhdve)w_?JC(;N>aoI9<^s9vpYLhkx_U^nD76m+DLQsCYiLPJ|!PUlvUK2>Pq$Y~t
zC7L#6Onl%CwU^v!o8iN_;S5U8-d7TyR4oa}0gdZ4Jt4w52_YfXmZ#NyLN{B4^vhMG
znzb1vkywm|D5n~X(Pa$8Vo@w?%pt6KUvkl}yy6hq$yHrqN&Z?bbtOfE2`AEF`n+fI
zwFdKyF(wV$Z(rkSsm#3WUG2cY;`}ez_i0$Te3HHI^IdWYossOSUw%`cfkk3XZSn*b
zj!xiwtHjpYyk>%kul=z47+Drsz$75@ny$NRc{2i0&8|lo!qWrIY%D%kFML?$b~Sgu
zUrI;Sd{Hf#Crp+uD#(x2%8QQBt3gcIn-KcFVtY)LNp^h&ipqf5B6MIL%l!h>wA|eN
z)RKsfID6JA`{`s|nISqO(9GQA^Yz6K%bKp1?iO|&yaS2AZb2w6)mp}kh^wmlkq1l1
zheyAZtJNAQIM^p*gZHM+x$1v`DfDV!X9bkEWkftG6llJPsncp$e(uITNgQ%I$f<`q
zC<HU;_Nwpu8cm*)6PoG9Zg+eBfH!a;-S#jnI!nRN4}N|(nUEmHLfwFyaL5{TZK4Pw
zS>E=1@QioYehbohb~;su@Um$$C3+T7Ztl%tohKp};W>d{cYZnC_h)iE6ShEWk_y-E
zSsGh$HVQNYU%D2^-}-6*)u`9AIR+ys$0L_0a-xh*cgg3^4RiFO?^@q#x<`kSW0*Ve
zTK~GXmjql~GpTjDLTnUQnB@B5N7$0W4uZF)xKKM)p}ar$kk<IfL@|eM6>YywI>wqs
z3NY?6zbQ<G+_O{1%2=A!^#|LlLlgJR?Z>R?el9Ly(c%-BS$$TiP00+i4hA3o^M;2Q
zk)E&MAS0J~adPufp{&U*$epcU^rP(B4oiIm;{^iaS8N5Q3Sbp$1D`Yo1XT;=BL0Ng
zBLj!b`;zQ;jw);;=Ev58e~hdolyTnrPI<fJb%2iqi)6g3n{mfBx#v4H%Y3=(>q9mz
zmA{7|T~20f2e3}fyZ*jBEK;VPS3WiTjjBc{z6}nxD5T)W^Lip06l<GxR7KE8WRA9i
zy>%HzWAH0WPCeb~(KkQd2EWfp%Yr_6GBcRafY!yw`I4ZV>ksuMPtol-RrB)=+o?<%
z8J@n`^HC2rI3<e1*egGrZ}(N-Gr|PnY(Xxr?@Nuu+->$Et{mQC<~Eqsf>_v+%HNVF
z#tLmkEIswk++4rT%elqZ<|HI%cZ=Z8Q|$%g_#qlP(LKqFI=mvY3aKTVjBN0x$1c@Q
zL)Axfb9yymiM^$G`VWDGx6|5DH7brnvqN`WtgjX7D3?Pmp*L5`q7Tl}Asa<~RQz~h
zYr<yp^&%H-uyt|>V$OYY%OZzeI}EW_{9<NWblCSBvVdyx@GSPwpq}qY3Oj1+n<dCW
z_uZaUo;!XD5W&a33qNYiB8$r3qd>yDt|$t<S^ksKDx9w%ZWsC}3_jG5net6fh5+8C
zj=?0@7`g4fr=oUK`@ft%lbb<4s-A9Z{)dsvluLh5GR$o7`-Zd>kmf@=KCdj&yDNVM
zF}#*cA$gfbDZ*_N1&w9BTNr$)W=qYG%pw^+H=+bpj@*K?7xg6hJ=r-#AY{Byy&(E{
z#%fp<=pWaCX;Z)eg)>|4NC$`yw_oPiY(a~4INjR37*^%=8IEe3;QUzw8_RM}{AiB8
zP-jj4)!Cvv8?eHux%=iwnrdzHA{|QdHD3_S!}vbZa-i)PCN9%>QGRutV_Ll?@8UwQ
zyQVG`na;`(-h2>}(iz#C+~*GNNwZGVGY*A@&htrWM?ixOGE%-=MHKmV3t)dA!d@Lr
zmKjI42DUjIBep;?t<@^6HaeM89WF25X%v?|fO%4IiCa_q%!wp^|KbLTJVq3oBzF!I
zY#PBvmf6A6nat1GSJ7semvvgoW$u<v+BeI<jP0oX!ym$jCQjqhd>G|>4(ZjvuN7lk
zphL=!!0T8?qEM|4Ig>R)g(R?p`j$fIGQI1~<GH!&P23nv`JJ)Txgg*33}uB<5#e0d
z*U>^Lh03yatlK_8=-pUy;8SR-ysg#O(2s2Tz^h#w`i;Vx2P$siFx>ac*Y#~NzBV_8
zCOs`UV+Xc26s)bwI$<zkI1+NGcJ{Wuu?YpV*PV%!;OthwX>Ex($OUia+mEt78SAHJ
zUq<@rabU%k580z%x3#piTLsUtM!WL>706usx7>Am$P1g*hMmpG&k##G#<m#Ct(GcL
zX3u}7OpX`Mn?@n$U(_}S8_y<yU84h2tY$u)w?{SJ9nqNlS`6~Q#feX<xI8UHD_{aj
zv;<`MHm9rIXFQ?7eWje8@Hdkxeio6xq8gbdcGiCw`Ct@UKdI<&&5OHU6Mex;D`(Uj
zznD_%*cG0(BMXAUa`H#qT%F?i$PiG-2G;9x6BT$Wt}4*q;g08T)G3lrEo*+r_)X0}
zEszHT6Wo0vcLK*QF;Z+2LR!^`ot%`AO@%_FX1bNQsH!Prob<u)3?5D+h}sXcP2mj_
zE;pyV^~~?{5CxxdFx?~?i<v=-SA;O=)#RefGW{2$yJ;=eMT(_guTZvd^xdIH`4s<x
zz9{IRH{+9uP+s-|dTQu{;8KI7albL>xtBRn8S)IKK2l(Is-c-wZZ%D_{yQxa{|STe
zNC5+4u-4+9m(A9;<~X@|+cnfmicd6D+F7z_2`L8BxbkvgYOCYkBi>$Ky?lg=D^J@4
zx_QYRvmSxYyLkQ3fRpVNjDaPl&c2xLM^r?ped~xj&_wu)Q@Wb&LV&`F!OBxKc5H}M
zrg=o#9uROQB^7J+vjbcjYUQ2UHlY*4-{L40H!6w`?fuR<-DhOLFJPT!#fS)mxO&w?
zl_81bQ}Ey(0_Os;ah^EU5Hl=ttoY9}A;-VKbN1B#!fE~D|NG%=uUA}L|DSN*|NExj
zFZChV)l*xjT4G+3k%^mI;oY1E1ed&Cb^1hIHh;sm`o{0;f!#J!x$V(H#Z^@%T3T8~
z#l=2&8ivEfjMqX5!jn$t)HOEJ`sykXf4=XVXKDbw`93P6*GdIE)9oKZm~AcfwI2d*
zli>&!$suqp+M%Skx3`WIfA&_cwphRqyAa^gQVTC=sN_*K7L~d8FbRc!S^E9YBF)9V
zY^pSdzB2YjmD;%R4KZSFX_vnU=In5nQ7IIh6nICMKCDI!=!<5uBQ!R1nvYKw%@9_@
zm7g&-i48QIjUSU-izY$vA**jdOYRQL@rTeo3E`TP-W%{&5)IU5rkTC{)QJC+8+RC|
zENv5483Yyu7JR;8XEg$Rmd=V5QQl%Pd!QlJ%^VgLjX-RE0S#}j&Dyy%jA0O*hftBf
z?OhApqkD;mH|`mKg$B)v1anZoV5EF8_pbLBgE`IgDLB$?P}0xWw=PA&(9kfL0H^q5
zXKX@v-uDFNIfU%Y7ZnzI31|V20w0>15`$&9m(|~2%tkaz8m7<nVk<g-4qG~?|ADFR
zuC_I7&qOOeX+1!<%2I`useTc+fI`cgH!`Wuh}e8-8JWSkt|S_+w%I&_A0)Q!<?dSI
zG1=hvovyJ}8DE%}mq&$71k)!2ce))Y)(T@=y`OHGQsD&V5Dq7}t&H**n_+iwSOm_|
z?JPTJ61>u%GC`zdPx3NV{j)=WFCAn90nn?UJ6d~zgCKf7#b$HVDgLN+tf%Z;b;=dN
zbUdVV*r0^L2(10H^!OC@wo>KsVBkj>>#3L$Ua^<A3Ct<F?KxmRa2lveg6TFoyP-mj
z-{l&a@rYebD1wQ%yTp!zHMUK52>uD~^~w4YDInEQt?c1t&-b+)O=+mZxaQRJ43`5_
zibjE9Y%-Lg{*d=8l}`mM+uPgUcowMJb2baW^;`OtD=JL<Y)34~rlt;w97e*bx?V?!
z1^&!@ROQrpjNVjP0i)Vy1}+!MKSnI75{MLftn$=1<>s~6=N=wIz&n|`y0ZrWV^Mnn
z+qvjqpwm<)y)j^8^L=Wg^LI$E2GgT9VJX^v^MX2arJB1LdLA9j|C7f;F@!}MK_hG~
zc_tIVjDh&g7XFY2ouaT$=qYR2_AEKamdeb;wNhwsv4T!5%0Tct!FSM*Vi5mLA!wQp
zm@tc3@Xd{EjxB~ohWgDXTW;AQrUDl039jd1E40dzhKW!Tn7tP7b%%lAFdbkx9S`KT
zC5ACvM-JXISROvXrCAWC4h6w0Nk$()%m`#ZFgA|Q3S7P{gv+RHB0~b_WgLj8cF7|q
zUg5xa-u{}4<O4oZ0@u5w?0yQ-*mR6TSXdahr)$o1nrjyEu5WR3@FdB;pf6;rT7_IQ
zI6*Hpq0c258wpo&k4c_+tKCGhqk21(CO<UuIOpMhz)JO_Pw%Zxp3wnC?vnkJyTH?!
zSz21QVqES7Kp>^^4NDj3s=2AjGL}Wa0li9S8GUpvUTs}xLgk=fiH%LNQ1fcoq1xK~
z{B~CCpfT8P`o&F3%!e;7m_-G|PP9CF<r<wj%5*G+cx0<FmcD#p{~f8AzaypJzIDG=
ztd~92(-D}1SvD`n=4eJtAQ0<G*}kkCFs;y-ScaxxTf_J!X}tVmLqMEgf6`Mu;q1Uw
zQJ2z~!-o&s+N4}^ulJq~6Dq2z!tyNOI(`(P4R7ewK4#@B1Q%xbR&}QG;I~FAJI#g|
zG}0uwbfke5H>&UBQ|-<#@Pm<sM?HG!Df<KUf(_VoR&ic@Rgq5ySGAIXU_YK(OOBqL
z8mI^h7ddlgb1<9j`<+#hqWJV16L4Dzq`%%PA*@7s9mHOZsFR+!2NA-R*^vZ~$5j2=
zxKwNeW^d2h2|p7<?5^cOl@p%hHdIs05e_d}c&r;=R=UqS^1;Sivn(pvWGDhp(~W0O
zAV=&;j1n7u8fSMA>{+#(LD>C@?%fYTmxe9j#xMTMm;1&bL&?xJ(=UY->3OG_WzW}B
znymi;X;T>m%Q(XPsjV@C!b@_kctNHEec=&41Sf=R$rAM?t=OS-q<IT@2q8Hx2w=fE
zhrJ+`%Q;~wH|(KBPWn5!b7vsRPxdv?UWyq#e#%M(0$X1gtTSwJ6MSF3BJw;bNeua<
z?V!*}{QkU-yI#f8943JyHewT0p(KmzoRD|eoe`p;39R1C=_g56(7?eATO?X;8{To+
z^(<|+a~wT-w}6Bz^+_h4I(4e7UGD=;wicxim_qqx`bgtfDkB5h9PpDMYF9E;)Z+vJ
zl<@W+2Rl1*mO_cio-g1Y7zY^OTx3}@<9Y4R96Lv5TE-I1Ka!lN_MxNWK5NAlOkzU$
zrb=n|E_A2Jk!)`E2eCJ@Vdh9&N4wzpSc@+rq_88-=)Ixx;;>j$1R*%q=$zKbzwa{h
zs<tlSP#06=ZY*d2th#>Fpr)yNKGlKJ>I%2r8M~JZ{%-VRymM5E1y~ylV&}2uP<%69
zucm2>N)4f-HQAo-{7!vGaUGXa<eJZPv%?_~G+hLPSRjB30r2Q2%<QkzNi_dB?wB2E
z75(lKUtdXs-^~zUn%7-XKl3X14>w476NRgq=>)SY?RS1zHazZ=XMgW6v8ueg*Wm~n
z{j~uqVB=}iA0CB%pKPY>B!a_Y0PgOKOnD<V)@$R_qFSfAe91C%Ppe2So&u)0To*cJ
zG8oe-{ax<Gp8sAE%K%&&#b40K!Mp1sMG03h5z?88*>!>WN3bX}Gmgr4TypBdCKcdg
z-TP}t*pz_9%*FBFqlAjXG%MV%c6PI2-6K^YCR6aGO+Wao#Vt;9c~E<>IzT11-?E-P
zd4i5LpD(vY>On&`GLX()Cq|4q1WzN2m`f^vWO42MSDdX>Q%CiNQXA(krYl43|MXcU
z)IJ-yV43EAKAmP+8)eNmCo5b1xj(QZH90x|j~G{1c4Jk$@18g}_;Hnx2SzY#S~C^o
z^ZRNUeTT!QavEL){`zpaVY#T-7M?W91DBIPEagPliljEd=|w1%MZqWUC{lzNUZq2_
z$fC@aC|Ot1SI;tZ7k6THl+Jg*uzKnF1c|ha4Bvbx_}fM`9fn~}%2(8O7OFobhiFOh
zhK@E@M0un8aM6>}8_>qJ`$B&@)71j1&=`NzFTWAHMah3xJW}%YQ#)uLfMxx(%vpUL
ztNfRX_n1Td|H?St{r@H7_$v1^6ws%0)io%T^x0!FCl43q=3bc0;Qn)I^(K(#{i*Rc
zm-#5KwzgK`6?a1B%d>k*0J28!b$9RhzX!nYXZEz&CDrb$+u+xFtq<(2S`5z=yMa_T
zs3l~V2hc##*RS^rGX2v5JLKefz!Nb}3b-cvR58#UQ9u)QC-2XF{c;*EDk{qOA*GQs
zR_$6`Q)A|{@OuDo9o-*16xQJ@ETGlls8cd#4<F_fnieb{g}!`qOib<Ld$JZ~dk<BT
zj5Qt&4-co`aC>jRnJeT5D2FC{BAc`8Dretl<>KOE-5gZUrj;Y|o#BZDC#ox$nbxa9
zk_Cvd*G|51^{)D6zvgB9(>eNv{SaVmymV^_m^bhFuHuawOQO`55%50O>|26z)<4`8
zOs;M10o>9@r?`g!0rgLNKNZrOsKL*nP)j9o9c`1EnwmQPCGhSve}w3Ms{~Ku1;A6j
z>s6(y2_0738g<eoSj^E!ql10c0L{BEWc%U{7In0q{H$XNkef0aXp=c+yIo;IB$2>j
z(<!kB6Mk2^CWUVW(L0ozANHwj#PBJ~83b-*5I$`}v^?uKdQ~TRH}+UfnGjUn(9p2C
zCj+rvEfX+8@LzK1$ZqPZ=6CcD0My8|f&3Fw2?OY+t`Y_SH;K)p!az%8SAZPTun=u_
zY|}S68`RPp(C+7q{(UBjY!y{iJDlSzb=<w&FZ-5<qZfedmnZ$_2&2qNYDhtR$mSOY
zKyams?zp<XM#Szch_)7wupN^<c`TxhIQ7q*Qic}?;7662M|8kGmZN0K`U^B@g?SJW
zZ@f;&l#Kn_VL98n2LQm7rEjctf{eSAE+9ImFdP<CnW6+4&totcA3Q--Hh{ZcA!o!^
z0|@eOeA6DeH!zlqkzTVM&7?ixClx!eiu_kb6Nez$o_GubQ*2VjZ{wOB?B9wXg{w0A
zX?rmgwZYU_eK_;z7QkFqI~SI`V&-DhF<Dt+mT7F@slOY_@9#PbSDIR3`X3yfgb~P5
zFYkLV$iAqV?X$N5WT)JnJdTu>mp9t^+f7x%j*-x3n`x^dUX9g#>f3+bGypvKq4b-M
z_Wflt+1%7rVETl~OuBoS*ORY3ANCin(=i-7sZ8JZfFmxik2<c}jxG8yK0c0Za{K9p
z(||Cy$Q0QteCu13Ns{yj`TDu{zR)vO6N%#56C<DLP>Vwza*B?2L2K=lz;kI%edPcv
zn-8r8a2E>0vzZf%woA^gvs{H|5nE|(Q_M$-Ye0a3^ccGqOw@PqPEx&nt#gW4kWEoB
zx`+SvXu&ZXT*bPs{jfoqOSr_kSK6<Hyf49kG*S*L5P9VCj;76P(mtg#YS2jg2X%Oc
zoA=lfKq+XFDFkS#>XTQ;=`!sG^Mf|=trUvqh!G@Du96G!?+*aR?UkEXG#QV#R>o#E
zes)%IP^8z+aq5`(pgD0*$RW;;V^?raeN)s&`rN%QwNyH?gBR+^DEwxTWz(;)k0MGQ
zFMz3bA@S}t37-|afca#~b;=&tM!{CDcjAF4xCBbRtEF-+j`olN`21opi)ieL6VnmQ
z2&<KXi9jum9?4@IeV2)azFxRo@M-4h0)|!!B?8cW%ABZEG+b;+Ql|#QyJtQ%zkqxC
zlks$1#OBYlNBJ4FTeV@EuM9wN2f+VMkRccFk~OcLW7So=83^_w!q#~Ckbq>KFEarj
z&YS=gLDq7IXpATVz_{UVlyT6EK)|rkQQ~PhY{Dx-l{u{qW+aLQZ$7kxP5L!Vhl_0P
z^daoWV%GJYPr}bN6Ahu>eAy30L!GOYQT*WD3Y(SR444+-*{DaMdBI+gp~BhS7;H-W
z`Ovh$$WPAhxw|{FOcjuj$?a;5VO%vxCwxyM%R=WgL5u_@bv91bC^<RVbFF$WGV%1-
zFaD%F2e&aH7@vLB>HZ%`fkE2L_@Vayjz-hybq6^e3=k7eY=HJehLkw!jLh6Q<&v!&
z6FgNB1_DC*?DvrSAsX~CrV1(6)BSaO$U?>S7LW7T_wV1I^tih2wGzCC=>m}{YiaY{
zsc1j%sr8iFx~@;5p(`ci-rmytMht+m%J=*=g_NIapHAtyBlfMZZ~!pEd86tW`;rSA
zfRK7|?2*sS8<hXO^*i*p9ooNM$>L$32D1dNd3E9n*Ud9Hp;1nUB4avAap~#_CHocb
zWOLfM+pN!GujsmKiLv`iuIa);2GoCq8?fCD+{H@0o2mkxxXb(At8WP^*sJ~7=-{(o
z-Jc1Y3ZM|KyY?E4p~S)2%$4gANS{cfKli{sR^N@@#W}|{;m)#t1L5-f*3k3ts<`pS
zfNJ=c$9(_(PFK_iF-JRVd=`yZj1dgQeQ|w!q}gIG0b%#@G&$*!y}g)a>7khU(P}9_
zgt3AuxyNWtR5#x6&$BFgNohjx$J#^p+!dTzvn6-8_xu-}!u?)xt3;Zzm#_E_(9TjO
z(RSII?pK{zp|2A^jk{B)%P{Ofb4yEl6QY{#Ij~qc(zu{VSrJhcXtlD*0b(|7!tR2y
z-Spec*k`U0W0x2A>>HTo<|Ei&A)Y`W9}G4%H=mckeXYYjx9^mnpC3ggTR9<WvAMXc
zK@Ys$!aqTxqNix`wf8?F@h|CULMDzGIst;G+WDus+Xc2BlB)aEr%`T|++YWShu^~;
z;?{iuxDEU!_Ek5Kqp_w3GXr~XEpARuu|<91=N>urQTIZmm+eufE>AelZH(GfKQ-KL
z<x@D4nwlEn`upR*AwbLk@`OMP2i0$*o;`nlSXoJ_p<G*as~Pa3VX3l@W;&*Z3QgO}
z1BZ)SRsC0Vx><L&^lngAyn7T!HYYnevN)`XZ1!fsYOYpv>&1%~rva}L4y~IGf6)w%
zOWdtghHtIB1v^n$ubjcu_9|-AYM6q-fS`ElS@Jd-$RV{BTa+G7O-Tt~?8y*f&j?|J
zDHMuPoBC~y*ru|wvQ<|gNw&JXv(W}%!*tqp*Kh&=H9&es<81HK^Gu9y#1245!XZ2j
zO~KXe&kJ)8R0+g80a=z6&G`S_1?0GzrKP2QphKtWr*srMK-jR#2;V0w=k0{yIzk;{
zfB)*Zd)`iE-FYRf6$rW~MPBa?j*fmCAGa30<$X_4QIR-xcJB0lzFFBnF(C_Q3LXwK
zGdEW($^K76PV}1{Kd)>h$j7MX3C!{nu^*+J;`b`W|2h8GQut?`w#NmcN{Wg{7r%b5
zFy48`I-GX`_)6<&n^o=GB{EqQ*Y~%jrb_r(C+GimGIA}#*X{S~N=qP+o63l7&<?EW
z1F{(ZIqIEnvL+)=<(Vb|#ifMPR(Z#NhN#5>++0<DA=s+aZY6bYJ*pVEcP#hw=T}_E
zetQ4sU-_eB0lfWt{NDrB|K7~CFDkV8Z{k_lCg;H=iVSf5+TUzGkn4T`jCjLeXcxb?
zm&^Xo@xQ)-|2>NVHiJ$c)91~|<Bm0Pg>h(*OcN*4cYLkCj$vsVvq{@JZ>x6z;sAAK
z1_madL}mITRzmXiv{Q%rb3ar$!RsEmId%4Rd?ZtSD=R-Pv$BlRD*6UnC{RtG-Hp@l
z%hB2@qaP`yTnTs5$Kk`1Nv`F0gs<DFKT-7Cl>P*zI#s<>Z@zV3+?83JQ)=0CtC64r
zZ+&hwJz9Yo9?P7-3}eTN<0Lq-;^d~~%3Y_ED_7n6vcC*GD<^1rM8p!r+k`u{!`ILg
zYa)&r5e*Lh9xK8}l@>zd9DqXnIPZ>qZt%ZxQ}n3{Jf*Ev9jFd}>7_`xSp0mJbEQ0V
z=S#lbc)){kKOJf5%`)`tW#*80sr4npqNFWF9q>-PnYAoX1<tI}0jeeBo0sf-^k)b*
zmX}LEif3MN04gmMJGsfNp`W!-?@Zr`vs74es@@3rl6t+CQwIvN<3Y>|Gl7I{j!F`<
zIp)|=4SO|B6_=bFrBiqgVMp6rvp00V+khEyP75f=*;g>gBvX+qz3G=qKgx)zwuxvf
zd3x;T>3QY&t{6a9j6@fChy+f7_xOq~_K;7$(^H*`TG&3eIN9w%Z*lp0$M~U*ykFOd
zD5-q-NFKb{n=sLZjoio&GtHm5K#Wk<iNM};ON~fJtXqV2T9O{vSb^#SJ|vBN7ruP?
z!xZ9aY}8#WN?bkgnRY~$dOvwt{MGbLAOFJMY=^H4z4q$O#isF83N}aSZj^!d^6wMs
zu21UuzO8JlRiaIKt#94eOtW;z1B$Z5P_*lo|8nG{-T1)h7hCVCMw3j%g5P1;@#N(p
z0eFM&&B%BHEYqUYYo2F(a;P){1$$0o%lpNy$p<rwqz%8x4rNJF6(O`{dB3=6!Z$fS
zqI$td-JznR5e>AZUL%OwP-$YLhhX>$ver6Z>pa<G#f#}keqHwOu!Kd*+s)>|Vi#}~
z@j<QF*ccJj39>nRJx9m#tYzU=Sw&V<%&eW^nrhzHA&M!I$@F&+8#`5Rd=(=jK~#4&
z1FD>JAycS;9=3e@Q*1lW6#Ou=L4848%cCr$EB9LFjW0tybX1Qqg=pra%{e;dua_)o
ze(E{2niYFYUBG8|Zvn@3_vji-dkCxmZi|BHC%2z(q8@=dc*Lzl(|{^|X~P4kTH!CA
zjicnIbldrPH^GANyV#-SyRqf64_>o)z3unF_i_#Em1XIfqXV%#ae|Mv>#wlhnK{VW
z1)6YZ*E`_g>`TXk2eq(c-3$)CwNZi7UMvfW>}zc01AkdCSij4vT(26;=d<|XvFJ<m
zK~xkPTnytG1Hm705SGdC*IR8OA8sh!Sxrpc1kJYYSFmc@IGz8Sq>%8`V2MNRn#}_f
zQX4Q}Xw>FFYP<2~=oqhY%ygcCWaY?mt?gOP%`7V!7VXY_BMj`I;-kw!D14F(o`n)8
zawlB-E>i=W>2*<O9K<JAbyRAlIrk*BOD`;7RR6&yo|gaUP;`QM4+@>`IOX;fl4B1e
z-%+ed%5!=-Re^;=3Z*air}@Y};3q}!UwN3J%U(P{6*f;fxfC;&FK@=!YBD5FmBhfd
zKAF&wC71G&2ldS@Ek4ty5>&Mmc+L}x%*`o;;d~wyxMv#Q0Mwe0^#N1s;a$l$&@;4r
zq3MNgBBgG+Lh0;TbRSLdjLkdGuVzBaJe?LxS#lA`r<_q%Y<H?<UAb1+dATgBlGBP|
zfj!y$MeYaAZxgHa%skzy+xd}O<2HH9cCZKVj0ldteNCP%56}6LGRJ|pj&xP~jYV#G
zt2o*x9v6!HBQG7PzDwp>UavJ6+1p;bRW9>~!|uw*-Rz*4mcp_frOp|Bv?xh8fo2qp
zoFumENBefuA|@n)hU$IvC+A+Jsh9m^WsPv=9}wnZ_{RIb`E$zTWL_jypwGa4N%zZ>
zT6Y;2gmOjrniNz~cj*xK{y{j}_L3)kz@S8SD8KUq`uoI`DQ0z)9b8!fbvQfp%k3g%
z3uQQPd~!5c5m-QEZffz_<OHtqwtH&OwL<?teuB-9M3Sw9$`ZuJu2i)4ml@BcNX>BI
zcVjIts+h0|P8jh4B~U3oI|?df`cOI(Wu@yRz)$k;aDWY*W4<Uk>n18Z<nXf5WI07@
zmc#s%Z~rk{I%Df)>U7Mc?c<%d=8l~z(0a2Eyv9`a;*pHTszcW#;?*O@ecVbm;x{CH
zx#p03i*QiI7qO`^-FI>ShFM&{&~ksMR3u5Db$Y3|XfbY9IMz(dOQ)b`J#_P%jq=xu
z_GgD>vrSg^cUjd+czM|Vfj5l>*1-)lH}4^wES=~d!<VKA??6H@2vPXqyR2ub+2ez^
za*wMIQ0t)Xov)5hO7|G2Plt8giAQj#4RHO=SJELI2oAIq#WyesxsVh5A#<MqJiM(a
zEx#!0?b^dy$aB!<B3+5Ll-6W-h>k|uRaNgh0l_!nRctd-mz+l*0|op9(Vg@B?*%tc
zTh1e!RyXK%>acp{(odIUD@iQWN|MrwSn!LTKh-9tHoJa8XA7=62^_@rUQFIs3|>;D
z2^SX0A`ye*V+N6h7Dh^ZeolS&D^f)KF{VTdhl-$%N|S(HK7`R4Xk%QDn8))gptu%J
zE?RfNN|<(L7`_yPolGj=^6r=`+Ao)Jf};W#*(Y-UJIH>;V+A*U^;qc@mBqej{`V!|
zRa1E5<HId-(T?0oeDjovPd0t=LcgOCyVmdoxrn5}h7Rcv<7_gYuhaga%E!aKu06Vx
zxz0*~=o_U^eFaSYT>Qh^`ltPm7f+z7e}<<YxaI1Z7UfuVPE}++t5j6e=pBQ=XGQv8
z>dK%)b|I2xCzt9jx4*{wHY*&dRWfDTG=833?&@6wVGPM-?BA4@faZ}5Ri#>V%2l7v
zQ_nqF-^pN?r(Li5r=X3{3y11s&#7mRx=BS!Hx|T#M#bjl!my>{-)_(eIO(R+8Ms7A
z;aH||r-Kka%0+g&c4IqWilrxr2HRZ)?Jvn*9n()X<1Yo(JzKG&cAmp&EJgMZk1DfV
zK_8M|J_#%v54H+?YQu;NP}wP7Bd;YtYd!Adx?%4&n>CaL;Xd~zbCK_1iFO(7EKj(o
zbx$m3;)P9|`N~sOzOTJB^<HTF0n>k;%1Jq@H;OmM`=DeLjuAJ<*qzXI$-_q3^T?Bt
zRbeXB(Hp2fp~#|4NMrm(MEfSN6r_xITgR%-PFTRxhPuu~#jPMmKsq+ywP*AG6I%>V
z7_iO~=@-V`8JH{0zP|XwSa!@Y*CLXNF#Z?sK7s3b`ND<+DJkuXOtg@R?3mCU)VIw@
zzDF?j-MV+<C*64Iz7!v8gkP!f_3oX7ENBUDL$<jN6c4_#eO5Prhir_$MqzR6EMzlJ
z4WhT7$wWdDdoNyBd`fXxlw+KBQBYe{u*BY|)#q2s7=KW&+Vb{Zk&VK(j0NPXj*aj&
zbC1^p`{X>m)s{A>J~q(LUu|#oaXvkXK3u>!@-Ao&1T9eLC0A>39r-n7zYTVtsvk27
zGr~)r?=DF<UuNWL)56=F#H^qAmMjl5jxTz{-#dS_w)>o)6z$U>+I#wtG^Mmv`O$8<
zGOB`TrSLrP&TZs|m0T~xRXWDs_Q<m?$7z4qOJ@ORpI`xJ5niK&o<f<S-L;n4(FLVl
zvhfLZ?d>*ylK#|OhE>DkJG<2S&XM&FMnR|1Ijhf5dJ|`HmeVl^XW}Qf@%>tTSrr%U
zJsevJ(j9_tX%Sl?ia?oxe1{^g)2EDk+9n@TdA_bPYBN3R^^-2QH*YUm>|+sVU&`Mh
zvt}XzA8Y%WT;^(GQ%@=nbx_kxr>OEhF4>941IvW4kMz=*xIn(34*3Vqo`gv6&|AEG
zW`yQ`D+23KR2++VOQe~fK5D)4NtTOS0drq)C|VmN#uWr56<oxo-3r3-zPclqX0{^e
z7_DU^6!U|pIpw^?zMCmIr|wgO926PL!FJ=5A3otk>l+Ecx}8bJzxBJ@NG*|g3Af;w
z$Yh?f+?%*kC)-%h;a;ij(80>A-3pu}>M?Y8Zu%!hJ6B0Ue6sgmGCndS0=%oykNqMQ
z49N^PZ3iP8`kP$;VZd=>9fId#{kjh#Y*Jg`4QP7`_xR*XCaUq$Kp+n}I4R68k;lWS
zFQ)3cSNP$sPRrxP3nFnZHPSzQZt7mq^_PFZLEx`-FUloRgzx0ngX?USy7^vc+dO%W
zfXb$Vw>WHPg$LU|?-N(A2ziRikYM^Y^!zPoN7e0-&`Dnwt0j<9pz_=JVn$sZ0uo|A
z&A&BK?cH1}dB7X~#EI*43&MIE74BIIn$;pCpiTY-=9273m9g5N=aO7B^@pOz0>3O`
z$5aaKK~CRNKu+f$BCC;CPwTUzh*JJA;$za1;6IauYwL=9yRU1IzGJgC--e`-z*4&9
zcQz+_n0A_$Yf{#8gOc{))(TE`2HhF=)F+)BuAiWJW0bMolYykvQ&RTj-#M@^Nnx5u
zze<*=`CY}p=JPsz+5+ypsGW+aX;I#T7JiaNH$bwomH0<>GaON;N~?VHR#(#gFkCSn
z^P*TTH+^Lgu`6)Ub^PtU-6Jo&In4?apA;Wj-<0!1fFDL@@cG=-QLf#Nt0z;(1d=x>
zcH&6C4sdp6>W>sd;h-n8wi+bv?_3s(k6A`e|AsnB^kxcytdah-j?CQnO;xyOVU(O)
zl$~?`$e=K{T!w8)mpR-1cRiA@d&k4+{Yd9(1QG^~gYH}v+-)H?T^;Uq%4u%AEwgJ*
z6Azj+7!8-Wqn}dw@mw`ZQfd0MFZ!N(H;dk7D7&+NM^!vJr~}n_`gv0f--%6Mgv!?f
zG)C@s@YSXX7Q`;s)!0mGR0ze2ybH&8ojM=pC<#jd{e#^|lzVxrEbtGFoua_^RnJHA
zV%d%C_n)y7Uq{Hk2*hJG>|*j8L#$KA`^KebQ9_p*T@LWo#+}MYcxU%wP!NIC=qPlI
zcA#i{m^uf)9i71#Le=RaJCy^Xn-**`1XME?vW9mQ-QFKMA@A`!gm=Bm?RpYs2}tGh
zG(T<^{6+fnHay1Dc>Vj<G32)3=^y>CS5n$0$6sE89fVzK8Lg9vBss}u-K?1Jv@)Ks
zexaiJc|1V&(_*&T%E~ae_$RfqB}cn-B#I`QrA+EYZ#=5<N2L1S*ovu(B3Q2*oVikY
z5(70(JKbm>PV)szeJ((g=IygzzP~UqCNMyK1f}0g3S&oR+*|HW`gs1l)4zF(#rMc|
zB}esh1tkv2^u&wU--ZlFc0Y}8PT$$C$8H~(<~+N*U<N1$U#;gv=J<EwgN^TpBF#{Y
zf24%@7v<^W2lIbbqfcy3^i6;6>z%9XQBHG-CN8wiNU<xGT&r#%^cql-U<nmco22LZ
z<GOu1yZe}HlXfaMI-;A;!}2fGv@ZQFk{N0}wAOMGVi#^<;S7<`^9jV{2L{LFSck;)
z5QMGB9%Q5U0btoi%F^jcs#SHlKKg#$)7M}L)F1S)@|~x0`W8KB8=k9wbKQB2Z`^rM
zs|2DPTB(Hwk2>MoB$kPue4)osqLpON-QiXLt+#T%>Cf;URTb4zYUgT<eJ$)giiPL+
zLpOt5P7x#b_pr1N9?aefS}wm)ds}J1rz3n4o6^J$RW+eY1yug>m3^>O9;d+?{lQl&
zxdF94wfo~tzT8C3p=fiyWD|Dq3mmqRT%YZ>oAiJ-41~MM8(HHQ$dI3XVr#??l(5)+
zc|C8V_LqKCX&4+#B<u!<(v@O^pM?#q@fz^jz$f0G4$agkHk-e?FGJPF)yFflbQYSE
z_?vdswwoUzQhC$~4Hht0jjyr$^*}IA0sC8pvnQjSk0Cnu9sTWc1Y<yfp}z^Z!eXfs
zbPy!-1QJ}|PDgtr8p90^KzxEjY1ek~a|n&9k?2XoCe1Bx{)^jVOJf3&l6(-nY)v^W
zY%4_eS~}+D`pz$Dvr@~3Y>bP3aB}Snf{t_#RJT6^FL+t>kZQpO#r3^SOXf1qVJN7j
zwbW_;wI8rMV%N)fJ~TtnLj$SU#CO6P5r~M+s9XVF1`3pbBmc(S4(Pvr?qymxaql%4
zwrUYjixv;w&Uxh|D+pKrx_c(v`51Hbv7AV_wexZA9T_Lk<ZxlzEnigJuter`ah>tP
zz2!arJ@O2YiW3&9@oT{i{mKE)q92Xtrif2NH64=&#qFxUgQP*vhywzL1f^-Ul**Cq
zl-|{M#oMgtpsgRW>!<yCkCR-ijOj`H0~>g0-ux=?3j@wMa_nWq5vdty`J3IA#6H)^
zarBUxguSn?MDhar54NbRlo6QcX;fh~pX)Y;zMW%J=coCcyP(&TSmufq@t$0Nxr@lI
zxm{FjFiEJ*V#Y&z%Rl#lb)6y6Md2aW6MTlZk*Ba-mo>OAfb#eJhTAk)ZbIWHEN*qv
zcdp#*t%Y!=z}J*-%@_PiRlVDP=&9Otg0|;z5>7>X@|cNRpS?{QH8PMW@}C-<Q2m+|
z!7gHa2~a!wOtT8&>@IlnfSG4!`a_#<PLd26<ZS%f1NClR{8O8`>YPcTpM4^AKiyXX
zPixYAjfc8}UGq}W9G2eZN@R;9Uuk|UW*Iz?wyzTZX7_GFR-cF0!{T1rM)|7G@&$#r
zBA)s6v_}YMCm=u&)p}7Mh^`?$Sl{2jX9fJprA6R@*3zycLIv@uf_)EuO;q21PB*mr
zgf_T5PoQ@8Z3qVSnB!_2WEQ+^P3GjjWsv+qDOpn~4oQ+}=O+0?xOM8CBu~2Cmuo7$
z>JPEYn!?}unsch7*{`#jx1omhPqmBYn&p}jY;I~y1;E&ABb^l~piU<K9Yh#El5r1k
z6s&arUoj`lQ{z0>Usyn90GRmKtX}kF2>$db|EKK_1ajHrN-d34{;Hp@L!oQjBi*aU
z8g|F~2h|@c(3c2+0`zXy@<ateE4uC?o@M_7v0E3>24{~E>yl2G<@aR?gIZ4s=`PBO
zJj&lGJrw98#jp`C^{pWbcehIm$UUfgT=f2_1mGKz6;<;xc?X5$t%o_m?t^rC4~vv1
z2+V$otl$JsT<>Cwt10^6?XRm~x|LQ#rrVndyHVlWzb;yDLdfj7%?>S!SI+R}MA>MM
zf3o~XJv&mI?M!(HG7D?hR1dftFH@6RjgI<5)*%z%4gmp8b5*G?rQN1*6{Nz`^F7ly
z5l3*ctGrm!7R*gM&s+7Ee|tc47??Ubr1ANA@J;hwww6YQN+9ilb7Ef$B^A+hghbQ;
z1Fiv+ibkUARk0MwrN5Jb75@Z`2U{e@?P?`tQBQ>71<jz7;43F}&D=DstQ?!_Gsb7i
zRnw;?*bjcoS=8(3+I_x~)`BX1_GGw~jS<rGD&{XXLP^h?t<@6Kl(o{8Z}}kz))Ny=
zDwt3g&Q-8~I85noS@rD1z$s2p%JTJd>ko6oVtsZ>_|L_UEe=!%72FjFy)bxJCZ_jM
zwZ8d`jq{Z=22Wme8p&d7&LCVMo`$#c0)vkrtVjSXC?T94BYp7yjOQQ8FO!{<ZqdHJ
z^9Sj?7J(PHseW81;4Jg?q<dqz2_AvY2~6P^e6KCE69eU+#Y+<YngajwJcYv?sFpg2
z7m5^gq={IHnOs`9`f67bcy_%g0fh>;;f2b$H2I!SSFVg|ge2%~lx4kcs*jiaJO#TK
z=-9o4|KW_?AIARPWsN?9dO@;6*}n@;Mp~%js-(=bCRRkdeGiVYS)Q|F9e!n1x(XS)
zziOqYadDg3`x4`^O%+#PeR!l;Y-X-&zj?I2$ARZ1K{&!fn28g$xHCS~a`g-`1n-q+
zLptWWxH+qw20+1ChrCCA%}S0U9ZEIXNdOj<$gDutub_&Wn`BCus18dP{`T>N?KX0v
z5q4WhTGS)-H#koD><Shap7pQsyYUOzroquc40<W;LiwR*0oTop>7VT>{#!o|BWynZ
zq>6b|^@GL%4di_Tyo0zOck0Z`jy=0m<>>rZ149<yr->6Z5HB&_F+#-#wEbb8)41Tm
zql_(OJ!6KXguI&lWr4W2JCz<!EJ>+Z(l{S*rktlq&-j(eX;o&+_}E-q?j`o3nES{L
zSChX?U_JU$R!V)Ja|~b5DKBF(5zGEJD=Thy{%$d&#dtuQVOV~7Xl7r_$<Ak&E{0*#
zs(sL+ai#HBCoR3Qe>0cLC8q|5z5sh;-ZPX-#>WJ&i|Vr<j~j~l$9p*bB6vEpUduy7
zrqg-YOvaxrBSmfL+Aq>knks$^{jQljG+EG!5+0z(gOH@s)Jo;A>c1bTPqJF*IXE$O
zLE^j^5WMDg-7R*cM{GrkEzY+GtOlHU{SWqhY`M|dXB2g{D{re`P$*9<(#!FeA>b>G
z_=A-^cUaNp*8ixc@SW61n&COjnr@Ptus#!Xc;I71wAAmUWr0tz2}Mkgr1Mg85A=50
zg514KKeb)|#dgxDv{3Pk^PUpO$mfpT8U7_DkhkX~bX`GDjfLll#GlZ@fA$h4Ov&yu
z9*HfP;>B4#+JYJu$8Oq4)s9c+c?Ta+y)zN$(Am&4vhGw9UgR&vx3L_3W281=LB~N^
zMs6ZYu|YTeo`7?t<W<PEZ#Cb*mnf8@q~4yjT9G2x`pbq_DxEu_c_fzue_aHtw};i)
z2i`fZ4tK2RY85!~c8>}Uw_SQ=DW~>{BzKQLBLA+#>ZtlpgKz2_!J`|fJF++F^v_ke
zt4?mRC?APk=9LC$QWv4DgKfVuQ`wdB3@Dsa7jw4Y(8F7Bm5a|Gepn99I<^(`@IeBC
zt~$9Juh164>m4PBoktAEs3S#$^*o@q0(c5nS_|gN*QWej(baz07cnl$6<sTW>4)f*
zmrm-9n>a*j6m`s@ofr**bmhbE(S30X(9!aW_|i3u_>Cf_+lgTl{~b>uy;Zf$OLtcZ
z9gu3Ou^=N$XNAd*pJ7AR!Ju}EDs$|0`DGS|BIcZZ)ZgHQ9W}MBYv28Iomt~vX2+By
zLzF&QfH(x4{zPC=Hq!YIEmAh~qM@h|Vp8tSgwoGP`m@DIxqEbl(OYLC16@Ep{&8<H
z^RJQjDscaF%|Yka2}il{bcrO)h3&^lo1<TcSi$hg#(voSw@8gOOzXl4PTHx+-sYcL
zGK>6b_*RF^_&IR-BR&~-7oKyjH~inyR^zsR4NY$f@Ek0*u2}|iE(GZ)aMF2knC+8<
z+)&}4BykX@zSUZP?)@_=@mtq$n6=8STdwBxx1|j?Lu9j*3D$lwlZ1+iAq4J~`M3Ca
z!YHnPcDy2H!EbQ<JFu#GU^h;^r>P90H$h!RD(lwt7xBz3GJ20xM6Dv3Z>UK;e_%U|
za%P`S73vz!UUG@P?Qp&1#FX{h)A(QbU;=oA=4rfJ?fP5Z{86GU>0<%?$S&HxxZ%%*
z&u>bb4ljD27Yh$NC(14K`UdWOenZgX<9-as!V3$LL;GJM&@nBcgAisu4SgSUP-AoD
zy9W8oG@)0s2P+QL1aQmWt;G%??+Lqm-WhzfHZr+hXVM|3R;TuI-;lG7hIYDHDtNjm
zbKi^Js@F_4kUgChPeiI7-0JKcm6qAEHk<FB<@@Qx9_*64muB6gefUT`&lUgYA^n9+
zo$`C<lfYbUw=FV!MiyQ_ag{%{0R_r9r4eXTrL<*4QyQ?35!ggk?djcz0GAj>Bi&E;
zP(PBaJ7P+-3Ner<q<Q6*bmcfYpBWS#E*ZGXq~nXyE*422;_=+5NxuuEOHOXXOXj1H
z_K{UM2i$&-3i9cG`L89P%k6%PW~k0cua(yBxFrhSs@-OL`Z^pLj_Z1^^60EcBdG@_
zYG<O^{hg#5+;lj5N|Jm_?aB};%8@UNr6*uk1~UBSXuihg(d)eSN%!RH6x+<3+n%FQ
z^9tH?>|!!Txyd}218Xu_xL16<%n15(fk4fm>xs}Wxn@>9C@Rz;zcrNnCY@wtcM>7`
z+H*ZKq{Phr1i0&YUp|+2Z=0&>@Ti!BUqDElx!r~O-RWNdY;*4y&a=!-C@hO{x`C}!
z&mRwMlPG_ayucJLT{jGui-6ax^)D6GM_l`~ygX3#YeinBGXB!#BgEgg#4~Oin8~SQ
z$&Ie=5h{*?w~!W6i@)VW*4MzUwuuWPLOfFiGp+rvvbOrfmVg~;Ez!{$4aKGr_(0yK
z*!F9+7jL?MzOwFHgD$k}TOsRhZ*0NIbg6MyI)rS7E?=M8YJVY!(U`;A&w+r@t+xEh
zA3vO<^H$#LeG_lbxV2AA^O%Vj+Jbbq-Euf>PF8XuyK2;sd}$Ba%j<%51};B^^eRA9
z122664gsOma<`_dEJb~Gboa0&i@94^ip@F@Pq%e4-)`4h>vP4a94Zur#(RD^CiT&o
zCxNy?*32CwM~+^xg-QMMxcAJHZ*S+$$U5Jxpz)%Sr7fVd3%Jo^MeBwK5vOQCxn`1Z
z7LU2=>qmQb!|yGP@DQcNCpBsWH@MF|KV6}>yid+i@Q9kfpaB)K6|uEe>+S`4q!Rwg
zjBecc$t60i<0KZZ-y+&v<ZZKh6V=rF!1d@h2C*K))`N4lA6-S>12*v4qR+ZJ3D9AS
zscx>Jk*6@>s0tec;hkt8Sv~d!{Ln_oz2yY@iZeXbm;Ri%JKK1e@@>H%*d`u{pudnA
zc{7^5ZW&Ej8yb~QAX3vHrLHCA&?>9^67%03hLw`_AZFDVcJ2o1hS#aq&O9nL<N67+
z?s2PM=0H%R%eU@6^SEL$i+3cT&s--<7m4-qS@&t&7x4Uc_C(PftxJodJ0z5fJD=uK
zk#I<JBO=h%`o+h*D6(&bG@<igA@G(m>SFB<RMlLXEBaFn@$Lg%0;v{S4HjvSr016b
zi6C)^K{!V>NWGK9gvV)LTvqqYX+k8Lap13=Bn92?Lw2cE7MCk?e6)05yF&zO41tZZ
zezpdD+4rXXS2i9#$ZrZ`^}H#u`%~VSE##Iu3$_SRI-4<m2)l9mPM}7$#w=t_A=Jp@
zVtqZLbZGqQ6<;xr*S{0Z%6M<dcd3_>L$XjWU-A`5y0`R6Dd{ssl6I8`8@WCsw=4B_
z>)IVnZO^X|s5oxUi_nz&^)nOm&0Q5n#H`_80g-~on$vD86L*tJw#KiGO31wWL`*`r
zk4Vw)-c^eEUV4Zz)BBDX9la?6%$zHH$DCwPayQi=Pd&}^2`W0t&}(Pi_|YkjUAC4j
z851Itj#-)k&aMS#4%S>bJ;oXx-eaHpBjF2O2jm=27{1@h{^A6W=S8}#LF46mcYaV>
zG+$Kb=V*)YA0#Z`UR58oMxQX;O+MDJ<mS731Sj7qX`$jIX>p>G8Ma6JeJ9Mn*pN<=
z^eO!1kk`LY3xtpCcacaYi645UOiolH4}Uz^i0f7_LTfk7x?MC3PWEkW9NH=|s^NNE
z#B^qAu2kB~`rjO`l36dY#&JgLp^zEfYTN6Nr~gQnxBp{;KG-(d_fp^~mv=fQbY)Xw
z3z!wBixlLsP}#t1i{hm0-R<KoPf&b-&9swxs=6+w+bW_STC^@NU;Q*uZHpra_H?xC
zi2Rgz?qou?xpL!O&)S4ozmM8;<BjiAv+Pa;G!!MfxHDcQakwQu+qz`!6whlWfza9s
z@?^rRnDp+@wf1z;!WudPYHgSpmuYq5*?bccxo%t{ksd@8yWpWsxuDZ$+0=w(i)+#i
z!2L_+hRouDH-bMKuiW|e{+qY@JLL2#y+(}m+zT<f-5*$3X|C%t<?ViDltZwXM^LTv
zgZ6#Ln~Y+e883;Wr-`M<w<3ZBXTaMf-Z)^{!|vrBMXxJMtu4k<u<6Gy<Du|Roinmr
z=M?f9jOD$%UvLZO^*ug6r~|wV8N`cPV4Jt(c4(W&Q}bp)56NmhwG^5Vbd!hfq<$+g
zs!JX5S*^0_LAR6j$0MEUk^ATWMdh3>THJnIt9tn>efu%pEl4ZJVw*C^jaL~OAHzWT
z?w+Ryfz9|p?$IalNvxb#Su4gXMC|K3l58B0Y+#^!sQ)b~BZbp1f-kVwLU$8Y`xb=L
z-WW#0V~xdx0QSM)TM5<S^|znq{-S+3v?hB`VT0#;ZTu51HNQ_az824AkgS#_<oMFk
zFES4o>pUuR?J>k0`zYUouXMp1S;F~<Pm?nCeAuf`Yi-d{oAN&kWP=Pwa9ld)nOtry
znzBXaS5HJTW*ER*7%6q?Pr3zCuV~Vg;|^_`2n=cTOOPha$$69cD2uV=3nP(|^b+--
zRz?(v#>5xke<IMPHH^Lg9NVRX=zO5w88HY~d+x6Je^B-A;Y|O3_;~7Fy=#@;$s{2Z
zg;7N1SS06kn)5N_FmpC+A=N6!Q8_0mha6^xZBC=eA;*l(VN7ziu^cvs8Q)i*@Avv$
z*YE$iu6geHd>roke%ud?`o>6wefilPb#ZM5JC=uPXw!E!v=-!n-8iI%n)4s!c+M%@
zzR9c3ef`(-<u9&{OqVVbI`Nhv#A9D`X}`Lja+Ur@Pp9+V%tz1}qEW8yKP0qtN#`rl
zjTs~PLBkV~I`!W`E^V>9>ylo{J9Uo6mHx$m2gP;>Nh^a6+A~s;s%z935ib%a-ti`5
zpPlgeI>AVd;k?0`&fmDoHgBDW?uAI;Ccq@$Yj+u2?zuisJo&#zamUI2Z^Df^RGAyX
zJyJR(;ibzm6L~nD6&pkPL3M3x=lB<wv~BrSgJlhJ?=8lmg<{n@N$s;nBpKpt*uzhZ
z$(SCkKaC>SLLL{%KLQ@a7D|;FTjl@c-Y<A5y7yf=SSO}wacK7QtrV`@E%`-$+y~3l
zlb%qw#b<UxRh>nOhiX*WFOly_A=BSxeU5z99D6b_oKh`6Jgy(Uc+9KqTeR>i%dt$)
z=&s*-^DOtzf)KgE^Q6L%3peK;ll$Psnl{_t_`qbks$EJyXpik{UA#J3Dl3ZR+q>*N
zoC3-VfNrV=B=w-5PncI&wmxyLI3&i^OtQK^CMQzkwCuAOy)AHr0;|%_SWSs)?EV6w
zToww1NgaxMdirm{arAF~&DAV=D`fZJQjG`1>=FG_itwx8Emm^&w2StJ;MU&hWZzlf
zA{-QJTWu48-N{?u@TXU#1AQW)<Z@(|@*1>^{;48i@i}P_uREcuDn&d$l-MePU4@P~
zof4Ia0c$6`{1Y=WJ!H*2$ci}vB_xjCO8S5S!XsTTt5WXR5pBpj&432>R-4c+qdzgZ
zcssX4$WUaDTxB6=<vJy=c3^+K0eWA_3y9C**^RwVcaEbbCA?NoDS<WLQM5`^ITpvU
zjHPVhH_UC&LHe~u88l2_N@3S^l-6HPblJ1=lJkSCfQ|@EM!gjJdX~H-@%%&Are}8~
z=$PSPt4#k`Ls7(y6dY7Wt`pMWyb5ShmSmjN&6m`wUUAxc`UnQ51Fdd(Ff;4kfZb=A
zI|zm690{O@rKPrP4ILze#w4a$gDpjbH|#bxMwlD68|SoO&fWnx@*|2$lq7xn`nOj0
z4l1>6RrBa|KCrpIt$p9HVS*&IaANq8v%1IgX2noRa)&9TrMI!Jj_BIj{JIaK!+SGC
zj#LIl<hgw0R1rVw+6Yvl>%c3rofkp*nXv<0-#hDjpAx?o0kC_|ak~6F?EUa-keI+|
zf|D)bf-dR>Z=VCKe_$xJ4EsZn1Em~V{f(;&Px|{N7XR;?Fdh}TN@{BLNxR_ILAY_v
zW;?fZ|Erek@4lWfx;vfK)y5Xj`YlpZc0tJ>d#~be{V=DLbN|zi%Mi1~83L){(_J|;
zh$wX<e(}15+C%p8H=@Unyhr9(rGM+qL%gEzWZXMZZN3B6IfSZci@%<=!8Ez+@WHdM
zzv)?0Ps0C;j;b(FNS5;UdL_Sq;4h0EIOlbynL=4YPekT7$T`3SD5E-;KGues|K6`6
zWLYL@@Y)0P^bXd-agQCqY}cF%Z;ZMobi~3hg?nX+3!DZ9?qnEJn5#F`I4(K<j!vzZ
zRZPe^!i+b2Ib9p9c;*PZOKSHVlmFbTVsE=w(bC(v(MiEeidU8oUTQA|OBnV8A#zi}
zzr=*cQ<;sW|1F|u(t|YGxeVOZqV!Rer(t2{?O`ySmmE!{$iPEXANDSPWK7E4Mq&;U
z-IvD-BOqjCpoNDsDlOqvErH|zC*#ab?cpqk{D|MNySL&#+-|&TUH86Dz3t#?O!=JW
z&V;y0!*JHe(_}m}^K#@bz4ZU_W=C<wo7=Zin6TSU2@UYZHI`CBhH4_GIRCTHM5o(<
zdSV#!2k5??=m&p+uP3b@Ii)+}hh(rtJl<r<LCek=q@Bp__h@t`<Qph&>ILXQz5k^X
z?DaY;Q}Ja#q`;Kl@ysrrns)8xL(WN#n8l?tAr>=F04<w5k)P}6yMKP&PttlC2ETou
z%9sWu9j*=SAr*4#rRbRbRi7iYHrHE<D!1tAM_xf6@I(g82Bce&7#!#CYoH@?mj003
zGbG1T&)>V?7yZP+=1)@|O<#wI#$>A<7xS&FJn(45d^0L?`THXPgfg>U)={XKE24`W
z8kx4f#P+kB^bnrMdt5%d4)A9}D1Wxa@jQA{8vdA?DaPm2(BAVvbOgP$sgd~pLA=)_
z&;k~<;kv%+ANOWvblMTK_66{<`9L+<-21f1$4e#uj;)R+S&A5yOSQ+PW?#Rl@ff)s
zvROX&S^PKXK5!;^=>9yLL$rZCNhDSk`yr4ee1U>`z5X8{P|DqF4_^8g^|xyH653RC
z!m2Mzp)|3{33wL9sRv0RU#`nmEB|Zb@01$y7PS*_86edO`l5%T#NM8OxvDg&Upa(I
zv=FTp-`Vqo+I0fDsfUWn-^eT0gT#4tJ_4*na*1XBqu)EP2TiVH(Y%|GC!;p|1R`bt
zVrIU_(dde-6`M&}D)|2P8R`6x2;ybS-9-npebD*v^PwNUU9QsqUkOo~u*;_Btmqkm
zqF+`1zZwF%t&PRnjuPEV&5BbjyUgJmleqFmzk~r=#@7Blf@chHTc4+M9^zFcBuoO(
z{-4m6K{d9tsIEo)&fM+k`iIJA;=lL8>I98@eN2HuqJ7W72ctj&@wnkMTD;LvZPfTp
zPxha>DEil5e@1I+)cV5cXQ2&0Y^Sy)#-#^k-~c)M76sVI!0etkqJOk6y@KlTO7ac2
zM(QB<dYAtJp$~8*F!0U__t!+l#W706j+)4ms9rsPn5NJg>KU>EB^0$|V9Jx*+15q%
z*!%VM!w=D?-_^9ZU^Zkew~uW-LrtjzP3arY<a?kSrHwU>jemZC$i#EaMgE*uVU{(%
z5nl~Ec2N>ylOJe1{)8fP<R6>!-GA%EqN1alDlP&yN)AZgmC||{*K({yz7lIobG-Rk
zb-2jhQ;o_JkA@ufNqMTi>E??n24?Fk=7MgovC`a>fv|BzZ1)_j*v?R(-H23B4wRM_
zK6?O%CCh7PXlS!mw|7HH7f*k|1B!XYYgO|0u8WdBKC>f{aoCjv%M)^|I*bab9nNE<
zc`_KY{J%<Tn@at>E4IAe3|50c&N!gbT;({V%hyL1UjxB(nj;~J?3;*&+n7LSG_R1h
z630ga3^J{pPFC-x@oYD=-k%*!%)a&K)iltNIf#7(6yx8OkPG8Eh20gdCr%&l;@NaN
zqPkv)2HFJ{97@iZF<;(#?#GZxx#jqeVlXoJZSZd`ufS}pn)<MpgY4~AL%`(>l`;yh
zmh_{JHpKc?lD^pu{2U3lzR(!b7`z-KGu|La3Im-RX^N&!Gl*L27b1I|Z8gbYIfU*)
z3HfKYleTuMp42>BF#H?0Du6LgLjPA7|KPsE?#EC`?AR-G3Dn)SPV&_wUf2&a<)1{=
zBc<35>z#-?3k2Su(Xs!N6N&|!TB*@B5h~6X$&pV<33H_@)imu5LX{5Xm)LFX=;jBc
zP%gF^6)JOk_Llo=rwyM9bNgI{tQ)*DH|=3$$DQ8c_xuxux?!tMN0|*XpKG@cvy0qe
zF4l%sdQ5{wJH<0bZ=c<@79VrrylA#1lT3RhSOb(FPX@mJ0m|Kcn-KI?Tc)MB=lnen
zi}cy*BS42ohg{j}C16Jas|^#x$r@frJg7sDJAClaqTjM?%o1ZXw=EPU@C)#YvR639
z^z~jet{7{5?og)vLo&yk+9RW_L19cTeTFKDh<sr)trOlh!?lYqLVlJNNLZ1zDvAEz
z1y=5|!rMpwu)LP~K5J^K<=5VLTijZ<H709W3bFOTkaj<e^a~F%QPpZt+Gj@V8;(kp
zkJYQh>}wS<`*9MTTTke#{v;+dYNRx}mwZrq(KJ&NIW`sJunk?)PUa0zW#AeEi(nCL
znVWT@u<Qr-PEg8PB?e>N8P$5-;)7A!hxHkG#SsKFbTQJVGh^rrvOiZT`x15lJMK*P
zag|1(xN7U3dhXF#Q~1j&MHL^}JfhJSfWs}qxeZp((}ClaeWGI`>NT*&^#Pmn5sNQ;
zoFwPxr~}@9yCdJz6Xr7r`vW3Ilj(Xcnk((fh<1o)rHqq}ys)9fvQj$pO>xJhpC9!D
z_)aT#Ov22xj%>m`$oV|1Lr)yqZ`Sr^zb?1fRSG6Qv{RX?q<%B0qnw&(n85CO_7Fem
z3DTumBHtcv9-Em#6xDQVx_(vSj&rH4F9?eGaj&;0@Dnu&Z+}069g#}`ql9iFGHluA
z=iFc+MD$bwoDo6fjsKKaBZiT=<~O4sK3H0G)qMVa<cdwXDAugk08tM=;lo$*^BLkh
zTrtno(FtH)Jl8hynC&Byb<T7!$V>vJ6F_X5KEJ?PpiaIDWUl$UUDZ_EayG^Jj*pfF
z&88M5#s<efCEHbzg29<uHFXbC?X1tbrNq`8zcMp&d4xVNsrQArR33X+ugrF!7_oSN
zspK)*{<Tl^2gnU?timzUdTqx}l3uaW(VDNcp5J&JcYIj=vP%|B5=W9)LQp#qUhIVs
z;Z3e~-R^k<fIYeJGp|FBY8AFlRpQ#-b5N<^v6?17C5fSaP)39;jia-ZGU^*$a;x@t
zd=5{9&9k63_u2_ZO=b|*!9x^L1Ss=>c*(?e*~FQ~+$Ady5}JE|_$;80yI*ucB}VlP
z`}{~`9b3Hst6bl59K1qzy9pnj<7!q2-PCwGRaqzsih`UaIS)11{_8za&ZmQ)z+b;;
z=_?LIp(}DKJ32o}<JKzbt8~wiOl_uMtY>Az?a$Z+M$VCW)H-0gJ?6Np@^5u1=ji<X
zGvN31M))IHC&y~|3XJdT)i2@qWJpv5{E<F<-pDB_vTu1G{khb<ZK|1-g^{<yMXIWK
zO$hQ@g_FJ=PILd(X!t+#*O1^#Wy6E{=C4o>t-yhxE40+hA5;<y4iW$4pchb?sF3!p
ze_k~&S=ZbpkAO@v{xz;=XKFNSj4teF64^dZBRiG9)K9AzHghPS?$Q_*pnk~75CPOH
zG#*_3YRt{X<(wPohX}0EMM!0`1H@a}tzJp$SUj*NNeXZziZ}n4Rou2%0!^~J!B|31
zg5TKP7+ornCjFu71!~GjpN_Tq{?8N*+}e<1>Q@i%7;Rb}`Z}sa9RCDeB?^8Lp6SDZ
z(>-`@-#quyLp1Xj57tLq@~fzF&J0yQN<rECBJGjKZX#{Z_*yn=_by~uITZKATpu7F
zzAlt!x7)Y+FXi%qV+8I3ek@z*NtP}HW|h=+_+fk^A#`N$QOW|j4Eu~vBD_z32>o&q
zN&|ns1lu?9(EO}g)p~6})U_2VH}|hRzdCluc}(7=GU8d2?Ne(iNxOk8&vjfMN94er
zfDzDE3}LJsuPSxF#TN$wMDRD8Vjt}>lC9m?W7IV>R4Q(M<(%IN^o`-ZKpqJ_-zOi4
zQg)pP3#jTgDH_CS*=qX=)bKTJ;3yTZ@tTjLR)AZ?q1F*e8zbL{0&IoG>Gy_6$yqgk
zUKTWkg&OfNVetG?b|d7M7~BB8Rw3w{J7=ZyHP7Cyv67b@^J((Uat!`bL&c5RUS;am
zzA@XnMmnLj9PI;ns6T@TgDMwduaxwFjKxNp${MSnrMeZJTQ6SOn__-I_h;UR&Ncn=
zfw{afqb)SGB7&dTb${O9*%uoEqG1cG7VSWNykeS+0E$Q$xOfEcqbW8OS{Ed#OFIgq
za443a&cLGlFm|V1#~UmX#`}tN8ngm?+uKCdrDvW=_uP||VRY{46E`v`>k%?}9XODY
zIBP-?XOj3~voC3sfv>*(i1s-D!io4aB=t)f)g*7xqzsxY*g`u#2kLUw3$hFPI;2zi
zbQHWVTNU5fG0Jt)SuC6=4<Lr*SVj9no&qM79*WCb0Q;QkqQ@6$4LEIWNZt9o$L-Br
zy4#aSip|6pp|~-<XMe|e$ab3c)^$$;FH^fkBS%}U!nE;ecjOV;G1$V|{Y<fA!F4q4
zX#*+qGVWHf-6@lh0Ie*y@(*2>2|AUux*o8e7Da;ljH9k>J?{V0PWQ*NV9<aA6^XXO
zXJbA5t&M!)*$egu>o#IkORW78y@XvsZe_!4Gz$@m6^hrs8jt&9+wz_3N-{OLEOc#8
zqQp&&Bv?v4L_9`>S%pw|l}RoiEDI6{&!fhYlV1~U@bZBrr*rO$NG8o9g*Wf|sQp)R
zfeq@EaiVL~v*|kV+)Fu@<C5uiYHEH1&uln5FC8c^#~A;7k6)$~yXGANMh{hvyo_Co
zAKGO_x=DYKNK#aD->(6?6GK#Ao152mP<p5BYl44F1D}X>7qF}M^NmQZTjRb2{51y&
zPlx*lCc$5-7F;y<eY5>)R-_axpwbp{mYJi|K%raRgEth1fKnj-B)$i97q}{QM+kS_
zi0?P=TH1d(l(IZ%x4&^QZYJG?OW={g`r<U30q`-%zeN?-@?vQ6tsGa3eMf!jWwRcE
zQ-^_5fG9ef4LmwO5~o#bT?jR@Gm;=%-;g-^19BEumLy9J-%TXi<~p?g0!69cY9Lk_
z(?0!V*g;cKQk&Zs`4F2@Ot_B4l`}`_B+Ce2=p6SYV=G5Fb7|4kO<imO(ZzzLT57nf
ztv~FSEZ8TC7P3sb1>R$OT$50H7Z`4$0L&DDZ<PCYMy2Bf<CS|{Q<KqoWJqpemMsgM
zGul6eUI5JYm_=lVrLf!jAt0?vLWKtO?MdPD=uAf@)Yp!g*6K+`!f;&Dns>hx+h>^4
zl<quMOzQ;MORm_5M}AQx#9bL)Crdb$r0c`AM*{NbXqKhjW7Eqv!u61MFeuBi+tG?K
zuG3cLab)kMJdYc-94-<%6$55gT^h74wf;49+Rnh&^u37Dc{D#RWW*gAvD=7!Gg{mp
z{!Q=;gJk^LD5M6|1y_-NJYhk{grrd7jnLr^=!XyH)ux;K*z4q@luU6)$zXb0rw8io
z355DT75m6y6b0J^iA~8Q<Nt*Zw+b-0<Z)^(SQ*1!7=VarRJq;9gX5JyDF=d!<u3vP
zC&Wbr84uYY+#OTOI>xESXbUO8zfttei-^VEvgR+nOH|A3Pg^;D+2k-nvd8#~&WiR<
zQRRjXyn26fK~-aKZ3LlVx`unL;&?sLZ0WZLD9iRMV_<?1heuo&li?2uFZ!O&c>4M!
ztMBQUtaNeE#}3J_e*lN1A8yo%0EngSBr4gkq#f%Ke&sCb_*GkjB`{Mld7)%WKhVn9
z7drK#rumpJy)N(NO#0zfqm&xXl)Ad8OZ4V<4X=r{ov-!r&Y@jHL&T0%f+pG3h0L*V
zQtZw&Iv=I}DO4Y6z`b54nQ=iwRy4;5?WIPut266mF)6^LQPrdo=FWS^-+PtZ<Uopx
z)gvvoApmvG)8ojk2QMs-fnVC@*OHuzIL^u+{XLEHTcpe(N&^F#J7}{kjb^2Xp=m@%
zID8Hvnaw&i<l4@KSB)cWj*+zR29C_d`~U6MyYRj=-#JW*WQjXEal2pDSIR27k@O-#
zbMSHNuS<m3dBNeflvfXZkJ1IEPCg6%<*9!Y)XIlgDxM`p+1(vFKA$5F$N%mTt(0H+
zz0;xrIY~NuS^X^OPpZWS!|@&2)9(!JDu%4GeqI6(**g1Drz_<Qin|oZ{9YZ4WAt@E
zlHR+thRmhE_}Q^ZnbP2fs|U3u%8q#n4bPTU-l-++HyYTCS&lhbK|Bc{U45((J?;8R
z(@-Cu(3E-N*L=>~+u+KM1(mv!b3-vL3#=GL>yd#H_$$;JYsWWqTh7q-t97|Azw+{t
z+@uAQ#rq$_C+kaUQNK%Qq%%vjkqAacEi_*$0rO&kO9iWRZyt)jYa~p3VjYkx%iF@+
z@!ngOJi=7P;&F~&8PmnP*qLrU1e2qit5P6|$`h&MXSIYxvu-6FJ6G(;Ri@29TOk@{
zr95UMOCBd4m_qcVf!gE9IN|e@@3w3haBs?KnK+j<pYggwaYmkz*H#GB#y=kURn=v>
zmvHihRP*8?S2qBNo|IrOUk<IP3VRu<n8g2LWT6ZeGdK{JXxb`wAO6HWSIPG7M-M>+
z6Bv&g0k|@u!j$T#!ZqK(&#DkQl?(OW6U}g!#l(jtc8yP51@bvRb8HvUDOIDV8h(G;
zVQ^Zx0Wd4;gECO&K{}G)YLTWHJ)(1ec!warw4CfeW~(&axkKb$r@A8oc7@lqVHPK`
z&VCDjz|RPgEXx+(<!HOLEB86NeZ@NpAcwCKSU23oPBKm7hLV(#;SNN4SmX^4cq;Pg
zbj|z^<pV;8Iw0G`g#f0ZZ*(;puXGOc&lHy`-xZD*LvfY5_pZ(@$2hW1-5yCVsptaz
zm^EK+7-`W99zo}MNPCa}huhuk*~j=!sj#7Z@?yCDThpwgUDI+~MkLSjW*+a#&GRb9
zu?|T~28x*Mhou>18srC|e)B(B0chLHgmZ;<52j>5K5bSb`8PTXPSz!<jO=~f{LL53
z5J9w!0(m9jMRQHXm&fw!c<3jq6tE|^ddEOhYy`z?3Sr7M>^vQWjXet<JSKah%<jT_
z3@Eskc1;)|x)DAAzM61=g&20>v7PfI>-au5+X<QYm_sFxND-ooExs<O^ZcRcD!>oO
z_eCg8rKyS9n(jE&XQ}W?hKyevFY7irca{{WV|7!a(t36PseFoEa!wf^IyK+$D!l5C
zhncm6gC`a2ss{d^Sc%qcTenK5TWLlbDQn)Qb5R0Y(YM*vr5d+0uV%Da=#;8=WNlt~
z{V=bRrl4{+*j_~^`Oe?j%uwGV;+3_zzq7&gfimF-acXsCNyp_4Q$)~LLhY05tm#KV
zNUUu{=mQ*4Vky|qO7>wG#JO}AX?`(!s;}JniJn1j-7P{$IGH9$<W%z;9y<XyWe9;I
zJe@DG#a-~n-dPE6q)*+kNnUK+V1B0VGCmbDnhJ@(=KFa~3v-9-PG6?4tM|xRwkU^r
zN3dX>L3J4IBx9qGNy9ARYkiNh!I_57EqUH#{AY4IWI#cFfvxYW-3C+0E1Il#u2;El
z>?`0S(fGPB0lM9GV5TqTn4P~GVxsqu8s%9LA3F2!iiZSh6h5>_@W;m_U7XAVCB7}7
zt`2pCoO7QyXi-)<WqRT418eK6xQ2Fg!QZr^uc-krEO!+OMd}XQO(EzB#!&Q9#iQZ@
zidQZYS7PZ@*=TC9xOg88Y4CzLk3J);l}IGSzDbfdIjr`%2Q&zmo-{(8v-ex1?tqm~
zsv|6KTzQDG#03@H@ZmIG$=BFHA;33GfeW#pMN@z56qGhni=+-uX5a9WLYaF3?`A-c
zTN{WAiFfb`U_8-M-D3oP7MzFMJG^CMsK4TQcd58ThKyUJoT#)ebT}*xokHNBj_zH~
z5aKDcFFuM^fNQJBxFv9v*`S^*vcy_zVzT+)x(`&AShBJMZ%eXZWOVBVmFPG%cB1Ti
zG87>hQdAy;BNdwb&iyuKt$p{Y*$MHKcni0~CBL-bmKl!+Idgpu*;~C^#~@h`0k`D1
zIsNx?#U_Ud{`C&A4i{>0`BrseSX;7T*0GSfUt`5j$czQ_Qv884+VmXG^!<o%K$Oq+
z^Lj*Xf>`SgEfAiE7s#<3<%;1_4@62uYH@4-Vmze6;2EPWxRN%|po1`~@TwP{klU7h
z-Wj^Yt)yYd4WnRf!UAW<1OXFi&Jg|D{$HLe%f=lK!=JD-me?dgCG66@$Jr~;<g{B&
z0iYk)z$cFqt|**HG^As#2`UzA87;Qc)sv^iGOwcA#)g)QmDZmH+WAmMDy^M;2ZjI0
zs+CyNQ>pZPEU&)pH(s^g)f;0m<pP|BmAw6Z<;OXzZ(f_VZrqa1aD)kWxFeB%X&*-E
z`EbM9kd^oo)V8WGH<l{z_VwH^kK3O>Gie3@pWjuq19NzX?Ba_|K`OS1l(eq#+48Z+
zo|7n#Jw`1Nyq%}}nGnZnUx9LHCH-=R#6(02GX-4*5q-fdbbR<_87NTcJ8-t8eS5>C
z5iaX%dD56;4#bVL|B2jMw)juU3XB2?eB}k}hV(!4r*uGdSUoKSzGtoxa*Fh4U@x@f
z3g&1#M3EpL03$pSs6qSEh@buNJw{Q1depARZIr|s@!1BVB7`CO58~xbR#T2;E^F_q
zJZ@pM=c+zeVqN@Tz6UWJ6f^Qq`^C7t%?I_D#5XV6#@sPLB45-Cs{g-geLlB8rr-36
zhkY)L6WICkm{mrDPvB*&_DT{t)s|Dae>P4|xNd<#?$%ba9*@kk1B6b2E|c$!zUW{J
zZcMj4c`VM1(8V$8dbm+hR3r|VTA^j~8M9p-Z=N-L9R#Nn7)&$&f7ni;l*kxJmDsL!
zR;g#ge2Xu{)hC)k1ghOG0kKuYN;RjF<hVg>bf|Wmf#T_CgjTyp-q}CF!7a+P;dM5#
zy$M6h8r`xs1TR#@p$p4eV$oAAj+b=u?-XB%^CRdDrDnrJKk+*qQo_$^v14pD`u7Gg
zH5=Uu*8M;|i=}&~4rsc%HA{GPBm64d0AGon0LCMn8B!`UG5KA-p<51JCfQI%B_Y8$
zwCV7qkZ4y^Zk))w`Qd$INN<ZYgv5N`kA72WYDK$MK3b}~7!oK_G6(m>JS@4&ol6$a
zMq0awNZ-M%S(5IifzP?t?fy09Hf8O74=y%T7z~w|zi)AkHPU8X4U_V_;!J8-e|T50
zyS0=MTofQD+@?Dlvi{ORklX5c9%YE*URkf6bRJhY94=L-eN6VYZOc&O=M)wfmGSFF
znao7jD{qP?EM*9+;EV5R*UJXKAt1O`Npvevql0o_iL`P`ac6y!mhC-X5W+US0|fO|
z+!j6B`Pm8ESc5kS1Od~9>&n|+(bwB_LWj@Aa&)5*g;$Twn7!$7Tp-x){bcQPg`D1Y
z<ACdjqr*)jhKd>Xr5ONX%TByAhOco5Y89UU?sdNG=>C<g{S_Qx#KoT#7hB5i4<d{0
zzBEkSC4CqkoE~`;ma^d3Qp>;k2EWH6`Y~p;tWshfaA(l?HS%rE8!%d@Ew0mk$ty46
zJ`(-Mo;mbf5f!C7P0F)W{N+a__Vrm_23N6ROVm{TF(tRF03OvlXsFL^zwCb#WfLuL
znm%{K_pDLxOtDLeG{)gerQgIIP`iu>FErFFOPIGN?(jvm)_QhrnGgS8_1YgRvtAtM
zO2^;Q4+5DdkiUINSX0WmE_EW^${6bY<ZzD&&=YeZS?fk<G^NSQQ7{-by?3Lg5N(tb
z{6XeE&M)`g%;lu;bPs)E5r8Rgu9^_0%Sor^k1|K>({)1arE&$gtQ+TQCSyliY+bEi
zi!EXsLSQ5@1xsOg?$%nS9yR5^)3VPA;`s7WrF)AGG#I%M7sv;Sx&<QIOkawcV(7<)
zV(Co<XVN}L9eF1_Tq^)Xj*NY@Q1a!1HxYLFB-+yYR+U|JE$}j$dV$2dQSHcb{CP+4
ziJQ=~H8Z!|&?@iIy(>d#O)OH&)|kPdI^AT5af{nO$A#FQa&(#|xXjs=_7}Iu9nucW
zNZ2nXQ+D3;oFWOQj`$7UDSZbvUu_t<R#f)KaV#lHC{R<-7+`r3;w!RuES3JWzSPF-
zc^;5okc@lZkU`{I02wz~>@AR8L_xHf1m!@fFX(weANJ4GW;9^PA5&}^j)@PWS-Ra%
zfjHWInOuC)qXeRoog=y%l(cIK`=N$*pi^QGXs+2Eb5j?U4|zQ{PJT=a--Qc_8;;08
zTx^k5xO_u^*y0c{%kngt3FLWxL)-7o%8CIc%0s7;Q<~4ef>RQ(Zcb4jJE8bc?h6Ou
zI`=sQEn1|)u!&Q#lQbr4@ze~M16uf5j8#1m3nY+RKto53g&rm$2RQ_rLns$Cf#MIH
zN~XyJZHjH_JA>jMreCCcNq9F`S>mf2K3&$v=YGpjb@|89)>vp7CQfnNxEC3`ZX~uI
zCOn5oeFoV<Ed~0OUdnyuk~?#STp!WHFqHj0EHK>F)T{b9t+v?JE`H4kMkhQm!2_!;
zKCzV#KyB<lq9+&cPd#hq(>gUNb`g`gzJqU(_o2}R2G2s6GUm|WKsk+tPBK^qVHS@j
z(p<;nX;|dg$Tux_8`G)Mlb`^y^O$DVQ^vY$vz|Xa2OQ5E{$0`MKNbOJQ<qvL2*GG7
zorz|(a94!^!=5m%RfXMGUk?%g_dw&~?J8<^)DwT=PzP4;TCH;-Vd%AG5<UN%t%2ij
z0yN{HLU+Q8slJb+zRg0nA}t!$py_Q7GwA86#IJ?W6btM+cqjhl%)^t-y{(iHamL<H
zh})gOR-lYFBq(O(%=6^(OW&}vMg~aRlS2pn<s*|b=8_ZbFOi9NdvWqXpky6<p{bo%
zEy4S7jO@ev)h}{UY`R`v9~y=|F}N2%0O5+mqJowYutg`9N=@-o<II!gJDh%R(3pWd
zV$n#kKIB_1Xb5GGDrES3IOVWCt9>!3EVt$%`HP3W>K)`K^%0utv=ar&&g?lVqrefa
zGX+6<#~z;QIahudQ8!?9OGNu<O(Y9ZpI)k0aXe2@uDwc!0wfV=98dlSWT1*^H{!Z?
z#gYB?IW)#@e+^UHQP#XT?ohjo_K%{STkkman4=wnSHl5=LsyZVs-!23shzK*twPEt
z{(U4APHS*)_Vp`Od@m2lp60Y1OuX$A+qr77V8E>zl*{I0x_(1H8KO2+b&|=7c{bO_
zO728CqY8a($8&+nF<8sMqmf|eA#W29R26?WPHu$a?y?B<x3#NAm=9y)i@*24_$Q9i
z6inL>-v6dY8&N4Dmfl@ul9{XxK>F@!dJ5!g#a={=SE5xQch{eB_KH-g3cRUzec&<{
z8wa|QFTaDL5er)gvCDfAbw2R9zD)jDnN@@K2iAPer=h)DO%0Zp5%mkwBDR~(RV$iC
zqy_)MN9SeFVk}eavV`lbqXMlABo4JhtV4ldazmoVtOO(2zNi45Iu#FnV^{7Kr`c+m
zNxB8zsS<I6eS0KT1NjH$g#A6bWhL^b^>DLWFSJe&=w*oe?i<7eH)(k-2eUUprxNBm
z#Q<zbhLZCk{D@m#dV^BD#nfJq>xWRY4B8TtCIk$Ik@0pVkKcJB;gM1ATHA;J>FUy8
zPCHB$`(iO9Xfb_yB0C%D`N|%2M5K5SnG11&dt)%>-a{?LG;>oAKcE^h#Yl{gEq;>H
zROATn&-5hIWKx)5;)DI!+eB?OcSLdl(EHPG83j501wg{NH_||iMHIIZTs4?#AgBKc
z%3`$GDlLaK`%lf30DiaFY`#EvF#e8663HYXSzW=>iy>AdP4dv!)crnETK%+spkycE
z<&@>UrQ&wee^oDQsS|zP8$1sbd2iU`T%OcF@bEj3i~HN&N3LJ9MLg~*AUi&d{CKYz
zm)henlil*Qy2(11VEPv%f{~?#me-!zyG4YhnO~#<Z7$LuxH01cxz{I=!9cxgtMhBl
zTGEfnv%mLi>kr`SOepyQqFxnWq5)P0Wq~vx9hdt$iNcCJ;*QeYm#(oJu?HjdQ8?yv
zzlp7$R$uHGJAz1>bQOSKu_t+Z_Ba}gqv~%-K8O?_OMXfo<Bj|T19J9kB{!01>s|zN
zRsudRM2{N-u8Q%q(qj~Ccgx4P5F&sc0$X>s5&#f+mf(5AHzge$Yv<<-YR7hvqzhut
zoVtjbAsA;il#e#3heK!k(7JGz4Ro{g5I?%c;Z)G6&e_|{C|}U)k>R7Nt){@XqaN>H
z29mA`G^P1zE~@tG-aRXr{oW#7%G8-=ZDg2X;Z8$=IndR?A|w8j0^J@{M)p)ohvL0C
z`f&0{z;_UhO`jo%;GNY+_O|YHr<-b*SW7s$@EY%C&N&Ry+#xQ=ttL((7g2-0viQgP
zUl?^k2n#XGx8igKm|9@AV+_!lb4(v^j2g4fSD0m<{4v5J2%|2+LJZP#D{7J|etWhv
z8h?3R@l;m$9X12VQ<fF~5HG1r04?qtL-}wxz8*LPCu~!N^ob<9Q#!e~Gqw9bou5;t
zz@Hu%B;tS4CeYIn(czT?KNUlee!ljX0Con#s1AE+b<{_A7V&al(h+XGCv}#I0QP49
z>LdV0brm!MTMC&e!<Z+EHje&fVT9+Cy@TZ`$#3<fAg7%2L<wjmv&Ja9LT3Jxh0+s)
zDtk^5?zZp8A+Eb*iVWB~al{j}0iMPVz@P&s#^Q}Y>0VT{(rZJcwP{+%8|m(1CVLVN
zN0kc4qnU_d|8hDt)Rww-3%1`ig_-<;30{#l*OP*#jkN5@?6BaPypJ{gu>U4)TY}fT
zS0{Y6D+j^)1k1~g=TT7OXuC^lBbc!fRReuQNuc4<MH6E}S&8&IgeJOZ;0vuokO?mH
zF^AgW^))(Emd1`W$v15WrfA-1%l$?NK&{wfEn>&0l6tZ$OH|bsD&ervFW&>VKOrwA
z%srF(VMHE2%*4|DN6&cuFk^52XQVDqQFX)LJKUe#2cd}Ow0i-Z3gC)10R24Ph}GY<
z?=P4v0K?|<9&NE6nGH9^sE50XfYwVFhV_6=W8-08=wwLxLz_9-&{A7+S$y$qaE0S2
zXWDW9>Ze1D5L#^;lfd}Q$C7P5grw{0M%V3oeXR&fXlBT?)Zm@N^X^jB+Np}C)|sq%
zoHK^&MsoEYv?=wHs^ixWVzl!Drk7J#U`9~<s+tkWv0mwv#Xy`^#oa>m)MB6fO8Lp9
z6q83IrPgz*`FApP&+D8eu`ib=6{B@|dsk)ICFX0V#GcbCM~hKuT`Nt2b=H1CJ%Klh
zhi^@$Mo`|`<&lrxhvx^++{d-)yp1(FFHh-Ls2CsSx8KszK09u0@Fy-cmAUNTfP4hN
z!e^HH<||F@&mM>;NZTE+EcoegCsRr-l<PhFAI_E^GnS2XD|`qDN3lAD+N9#4BX@1j
z1hzFR^`%Oii@V?+kqK?)iPnTlSnb`jgL=RlBPWqRy<kbb9kTf+-+)#ow}aFyTO5mB
zb6wxdZN`#E7(XWg;$^_CHgahi;O-&}g8TZDT2q9p9eHLiruC8<a5s?%tElre0AZ_R
zE9nU8Zw5}}?yg=om%4=kNExvtdgGxdNlK7KN6Go;$v?M^x|(vJ(~j;n<_pzd>qqST
zQ<r1S%8_+z8;|{d2YQp&>V?PziLhjY+FP$A^e;j5B5s~PxF@5f)h*ZuK*^MSZhm{~
zk?PIZkRBru9$YPB{=~nH9etFibu7t@nvb^C`k~~g5UXwO_@#kwgrSMgA*g*1ia}#~
zHF2^h3sFJ;x%7ev)A!*33ev8rG)AVu#(-sQjWqyT!kL>VJ5p;2g7~`;fdHA4@ip^E
zMn_^?$OmE!=3>L0652{zQ!r=<V_lNYbzJma=-YZeRu=J~>b#=?9?j%qAElZpS(;xI
zx;QM7H%_ocK6z`!_Y|l}h|dtJcOKn8m5flJ#l1gxMP;})oANmefXwnTgz|-x4+nvM
zVzmz>#Q^$MlqIUSPDE1KywrRhEHyrix<2^Nb;@zkBH?glbLJ7ZtutbiLYt2PobN+p
zbr-Zix1p||@Y_G`#NLa}DYL5H*r=#v%kF>c%6p2bSjuJtRy^~8)h*qnBbN5ZDesE)
zLi^m5vpnbH|6xM3NBZ5MOz}+HX+qRZ1l|~8=R?z57Hwbytz>rYFEq=sGab;gb39SF
zT2#L3?9T=@-m~D6A;PcaaD}%GH*Zje|M>~B%10?Y{qJ@Cy^8%lat4-o0ZI(x=--eZ
z1=UE3Zhl*Ma4N)F1(>jcRsN^#C1zykUJ4U-;iq@%)xz~L>x}5-bZD^&Xw)6x5&_xF
z9I%e;OxqdllA?wtrR9{_sE7h8A?_xTYcxA{DKJ{BIo{nZV`$c?RY^r4F5&Tan5b}L
zdoWOMDD-sQkaf|TIgseOGjYv>|LF4*>)VMb#sW6$WihiZZvXy$SdVk>X)w?B|J*$E
zr!{izdS;sdC1G}Y^y}*3q!8ix7npW|hj}t$_xN#U&FN;ib{&s(86jYS#jk*;T}@$K
zN6)lvH-D<A`8k62Qg*AG3%?6|8HdfAQwpvk8BZ@~{Kw0AfJ%<J#yRu%559+W`QqCW
zC(|Xb^<2M~{9ynt@J3l9QM9vN_Q`4e0vEG_H2N%!(Nec3<D7;P5c517TP|SsxgGeB
z7NkFZIllhjKS>gb>ap8;3VYo?H(c%<GAM91E3nEVfL2en-{`6o;D?<#EA*%Sz1X$H
z%~zA}IdKUT8S$E@zYf~GMvEtVoq8);IdlQws9s8x-PoOciV<)BM@xD3-~W3+;YoKS
zA5PgiIh|#udU~*=`&-Ykk5Z&7dN<Fa%}$~!0OVvdwoO3g(B$Q-{%2MNUtMP^P{OOE
z4_-pYmEPJEP&txsE{fm1P7ujxICJ#>|KZ~YHDvHZ7gmH^MTcL!3~Rp<|6?ss3K@kG
zIr|nk`~UAa4bQ3q>%cbc3=X-00Jfwc2L7`<-OP2>0qD^;gWxxGJ_Vl4csV=GYFjn=
z`=dq}Xh^0e@B3FKIpKotjoVgvs<IE12FB&JyOs=Jx*Xd76!^YzkV@d>BeigQY=%eB
zh6)vDgy-9DKirk>za*>r*-+!WF>rSLy_YfjbP#9v0jK90qIjmQ{#!r~uxzz}tQFN@
zwe?Gl(TL-}4qj>6V83dncuA%LJ`p{-cWP(G_~Ti8*?F~D<D4ky3XvU)GX_>+X6dHY
zHzs30u^)?eZmK0pGR}_i<JVrs<&7M6_W<q(tRZpCOcIB8{Ih>P20{^WJkRe9|F+(8
z5^N;oomZJ^B#FddaerUoeP2bWZ3^d?_IDc_;C92wIkgcXCWP-W&6}Uh7b$zgc#{0k
zu{a)Facn*#C)cU5);y;+zmLz$OiKWeKa<}LlE+?!EUO)?BGp)VbYJWfbo`aT7apgV
zC?qNjw)J9-I}tML7TTD^?s12EIKWoSkW)8O+qBhaXd6t4Kas5^6B%FFv065a+nkKs
zlF&D5^a(o?KNGGY-b=OGS^oH8n2xo0Z-?!~l>A$-d~dQtKhw!6ZxB~HkP)P^P0)_1
zaMx<xntY4hqKKQ@s@E7bk{@k9Wz#p}pf+bHzhexLV;v^h+E=e)LRib4Q<K*$arlfs
zTbaHYPu{PJ#wAE3%tc;+q?Se9)o2l!(<<))1)0dyU42&&@niY)1v=yAxd%E4lZIDK
z#y4L98#nW66^~GChAyL8nKNX^*E+zOThc-Do^j<`amldU(7HsWdAvC#hy8Y^j*+D$
zFXmAG`HAG)C=}q_i}6b(E~U(vNrZ`IRfo-cF&gbO>LYf$8;xN^Q{4s=(eA|{JD)3+
zrf)uFS=wFz7Rx#)6t+c`M*#a+K^`WDKgShv$3=FdWKdy~6kcXgTX~~K&>DTHPl$$*
z^zNhUQ7)?Xi!lDA|4{U;RaKcd)6q9O|1hx*80mF*4Zy8;cWnpD6f7Set2Pf-WdwMq
z6byoEPsaf>%C(W^S&ZfN0};Cw8riBiv&{=)AJX`&YxLzvq#ubWIp0@W8{J3ssx%26
z#!oL<vw=jE^TCH&x7+tolI;1uC*2{l-{ailm4GuPgF|NF5&LiBhddugS)0bKrkP&V
zQjAzKDf&{ryTz1zliHhl?5bd(j#I_DdsmI!sqK38sqt$)e|~yd)3X!kIU<v4zj1<L
z)ajghdnA)eNqp}3F{?ei%~)Y3Y`0<MOi_dF-yOmb3!}8`_uKGpDou&b1vKaHBDaps
zyEbxVuQ1k|qDfg-4UqHm{9X8435PLC0>(sqEJHivKmOT#mOt(N{jvI72T4uRZG+1m
zmxf+VoqroU@RO!Fw=Gg(p$^qaY*Bwqsee?vtMl8vbJF=rZ~t?Lt2AG0dI2yS5;0fm
zP2PQZV9}dJTg&`(lWpoF%rXTkrqP_m{)Ap4b5!dnr4p{Sbd7@jyX;akjW!=dQd<Dv
zoDgaebf53lx-z3Qh!UH}jsw4&NAI$qM)IuVdb+-y)y{HsQaeD;Fvj8L-{96Y#c0{5
zK6qaGmalsyY@&!V0iIu?@&`jXMpw0@$r}Ud5ou?A{@ogjsx{2qygiRu|L(N=92lVX
zLwV1^#d;#jAB-z+<XzdtQjFPYJL^~PyV`BT9e32`n=Fi(p~h)Z4z^(_!IXn}CA-=A
zZIFFLskchQI*GuFT*j{Hd_2Yo#E{S4(80Oi);HaSH-wPaT69s3>@`eS6kQ4I|Co+9
zSy#{Fz4<YzhQ$BmQc@`BHdD1}N6z-gwtkX%37B*6+i;*3g?#k6_;bJ^vq_keFJ~NO
z?tkQfn2->&9@m1l!SAZ>U~Sy4I#pELABDSUmt!m0s4=q3Sbc*-+HKuE9^ZccR@pXf
zm26J$z4{z5cApcJ^rQ$k>VE7mW0X9IthU1OS8wt|4GqWPid~w#Lf$B@cIz7$0=OB3
zZuadnml=`ZX|_d#VkAZxyLF2z!*-at7i@N4?LG(nC3Y_3H}^&J)(`z|Bx84RFh+Oi
zb6ix7#W)#f?4UhSO&{j4H+U}E#F7WN?dF@<?Qar;8Z&Iz2qkK?g7sz@^ZcHch2Z)Q
zA0ASIGTRObfsJx>d4833J4=vd*U0kD#t-npAaLsZXn6i#f#}nya^COpo{@^Aj#xc;
z`Sz#$>{e6D__n!a$HB5pN>WdTRdF0Rb>U?Qyt!7F_Pb+bljX@W=0&tKC$D{n`N%st
zRr2-TeBj(f9*F;BCe~dkYosuXN=fQtk1f9&7+B!ga1ig=9<P>vtP6Xf1isGhoL$tI
zav&jItt~d1;<P$>j=$88O{UvaZ^Vony=CTEI7m4JzFEuC%(seou&@-f>i{^5TSeK~
zs`S?_J}aW6?I@1vbU9z_S9&pDqnZdYBm7)msm$wbv_*cCXGhl0X!3Pot~`Te-g1VO
z$vCPq6kj|MEV)nV`V~igM^q|=mnV|FK=>HWFv00X0RMd>LpC%X{dJx(KKuk95&0vA
zak<=eVr0=r;+m{RUA^ilR>kVa!DBNcD00q4C6itLsfFKn3VS!qg9`>vdIM<J*oM#U
z!3h)*@ufz!)HLxTv!o28tyRzI`fa*vEHpo!dQ&OFqFI1GL=mPreeey6uo;hfOkhOX
zrW_-279dgDrGVPYxekya=4gyF1tTV&-H({AAuI*<HC6lv@1<Kpy_WN&BNkF+ycZWj
z2FL0M`oPZEnc_=;bU<s0FX|l?wUsKf^^M<MR=XiHJ5c?hQg_!cPAAy4`RO=;oNLFf
z%e@J#e(rnKQ)X#yW3-Fv{|~Np>daiwkA}`Z9pJjuY@P3v5AGSgAHgq^UG(BMbptc=
z!JOya$oYyuk$1-k34jyK0P&@SLq)Y2AQ^V3{%Cf!6fU{eP!-HA&Lt0OJHopncZjzM
z2($wzDVXi2)Ldun@7wzsQLn6BU~eaeTw7z5NwqlzdEiddn*k}i5pacOJMZG~MNcBS
zw>tk&Z1YaVB_uxH`o{fXdMBkJ7&|yg11nSt{wai{7Eld+g>26H=kZpuaA`gK7gi3u
zU4|TaT?7!Q%vV|++r4%KQMWI_F=hICXWls3N&fX{E?{Yn*=?;8#9b@d<)Tj4|LWT^
z&9cgt$=(*27Ys#B+*iMNYASu|vyWuk3`fMsFUoN{M6NrnYzsfg-WYJrbFa*soC$*#
zgUh<#e<^K#^m+KQ<1Vt1bkx$uH>y|GpA{a+QTG~VMX%@AjDZ3cBdsN)vVK)buzRoT
ztYU%+5{;P_jV`3M7Aq7zWI>vpK6L7OK;$+&DvA^u!x<GK2P7G<Urc^x^t!AIj51kT
z6-k>1bO$A$HCgiec54d8BA#a2Q^!AD<nG*k@s?aM@sKs);|ljOy4o1<$>cE4Z+XRi
zx^~U#;96aq9S1!-P+U=cLqu6V2zwB0et`l?T=ctq=>+#`Ltp^bkz4nCYb4uz>z566
zYoOb3R2l^=Qx6>C1(efmE(P!x5M&>l8lBL4*t(?-Vd2wGeP3V_UQ~U$W|e%wE(<`b
zwm6+khauk&q%ZcfyH9d<YHQ6Ubu^#T9o>`umPg!hWc4~bNQ64KzftF-#aQrnPT9^z
zRHCPzL9|XFf>X}z)};|)CLz(5cN7pLlJjn@$4C{zDJ{!w#g8tw8+dJL7Td@ZQ7Z24
z{xE!9U7}kR(2&jF#pp!(X3%LV{c&pf#a{{Q*L_X4S1mj&h6v)ZTq9DY53(uHL)mSM
z-!(mXZ2(cQ!VzwN+HzZUb0X8^GWCU}0Iz5qr47f1;v)D>B~Km%9OBaN@&Z?`&3EFG
z83@AKCuLw<>Fv&%RMF#Wpz{Z|9fEqjiz@Aqok4j`=@QL29gD3Mr+VI>j!IsXm3xNB
zC&Q>5=w|jMTqFO6WlXkwcc_g{qPanr*l+F~zi(etK=r$k$Sjevttbz530}iwQa(LL
zaFW_Hg_qy#>}BP=*Mb#=&NPPz8g<SdsaH;mg6xD^D{~|ppqV<3qRO>6)y2&LSyi8v
z$*%K!I``Rwyv9+s`RkM5@2_V3s(<oA?F{p9TTywT+qbqhHC36Bn+8NkKcdkon9gFJ
zZ+pj72vwgi>lW7tx)ZZBI$CD&-b(1I$3#wJ``YG_bKvZ$A5*8_58<y5se@0xJelBw
zY<97lK9yPpxS-Qm%mrS}++ZKg>x?SinyrB~8Lut00SIygHM}v*E5iQgrFY+U8VJ3Y
za85R&p;=eoKb(ISjI#frUb3rAeYR|%;a(u}DeF+m{!Gm>BTdYj8|!lSl?;t>E!y9L
zMWpjtScxM4Yh&V^T9if}fmh4vOiOrRKKxUz%?|WB3I`jEOMO>#Y2}qq^p9m>$MVy3
zkT%kZ<<~7b8_`N=xs8P+XD{9ZW=8~IIvuIYo;x+fZu6?400jN?;rZ~kck`045l&xF
zF|RcmU;Mc4mN4+DHHz;0T`Q8FWP2z{w&gmyKHzU<cCW1YdT4>g#Hp&!>jhaJ%ADdc
z#dhX=ijwB}9jzm~kzz}7<03h-4yYWF6F`>&xahyEiFm#}_QjL;bbtSEKUaZGRt)3f
z5`H~kq<Y8sLUGxBTe3E<^%kqJ?n&C><dC%*`|8dN!L3{s@<`2Ki{Cajs2Cv;Cr%o!
z=5JndWIwsBF*F6$wnL?T0cJB>3kfZ;I+)v}Nd??8xV{R%#jDHX4I1a49}b9D4KN$I
zR<3H{ljEoRGm30p#@`rcoLi~s<l#srA)2ZR3pEPl{Z6{8sQDSWyf}-y1?=6sF9*+s
z(`Vrm8?kyK1N<QKEMSLw*&|jBsB;Wnzsnid*;2*tCb0UV%sv~cSGGO=slLO>u;i~K
zgW);@SS3HKfyZsQOINQ!)ZiRoEpn$gkQ@zYdZ+J%I$etlqmIW&=;IM;+}h(!;F&mb
zcV36|;H#mA@kR^1Oj~i(t`-4MOj9I!hFmkfDkcIhjm*x^^&Xww(T)m0gY?)#qqz#H
zR&#4M&7dka9oU-+Cu{h6#}LJr=IbJXk;k#}G6zWw`m>!KJgn3^eDmE-%*R<}rNOwJ
zae=|#)Aix*GMVo?#D_0SppeZ=*MBCmdt~?)wF(8P)y9p0PcL9}!+#t37iKTP;DTY=
zS_G1*ZsZr6#W5G*moLY^UCVNtT<vhCXDkd3`UrQt>$N#$Zm?DEmrZ{pIfw}V;YB$Z
zd2tbz)T7%2%6K*6*E|et#HjBd=&sbv_h)~-q3J26-#ohWk$$S=msrnY#m()Yz{pN+
zfDdDP-~7Z;3SD{Gwt8q-2ym`YXqbpNI^DiH<S$WKqtxHVbXsCczKt1eq?No$97`0M
zH3l3RcOrh6%x~tTmDSqTvP<qmUs{>D|4y&^_{8t|)c}{YTWxdo>1Q1d5&5O<myyoc
zwNbNU6xW#-s_wgT$2D>8X`P9Xpomn#D((X7dVVnk6YjG)>!#wFc%UYr$>isd+0+&l
zyEPY;Sj{N))2N}K<H5J-&$8)a^^U#xMwnu2DI|%cb^@#;X5$<@w09?R%^P)HjP(LL
z#2mBR{T6BUQlj7N?NOk#)U^;qIP68dM02Xu#g2viSg`mk5SA2G$|+75=k>mPF}@4P
zDzZ;s&w5ne7UFUt?}10koE3)X4KV)TJME3!TfU)g-@={%)DIx~t~EYUckZ;HNB5#2
zr4ZP&5N}i-xwNg4prGuJy<yoc-`4^P!U-D@b#QJ?OodCSbICd*9tY@hfQ9GQPc??u
z1VSThG}5GeoTdA!QdxHkR+MkPH8o9{-95)&D~RTQe13#`^^^7|z$#_Ne5sK!LiW)-
zn_U?^w_3tuBzp{}zt+j}pd;k;iI~ZkU_X2xrvBE}&o~}#yjpH2vSlaHOjl6p&;M!f
z%%7S(w>XY%p(<6{B0-czy$TeBC|pQ1LX;X8WOISA1}hYc5klCMC16!lL=Cbd0tyLW
zFraLaC5e=>$QBHe$P&UHLlP*E1rieOtDU)Xf9Ox0J9p;J_z%4Eyx-?}-)GMGo^w8j
z?1!a$<GZI@u7(6>tCq^x+MJ;~%Q)d$3>oqKuKiowe)S}#3DBa@=^K$EF6he8VGwi0
z@v$5n^Y?B1@=AkcYNGvKrQo58CckliL*6xOvO#VH{rhC0!byu+JPa~0i*}?+a0&5O
zvT2IdhMOi2epi_qJ*qluT=2r`9k6+D!LUtrof|xM{MD<wFXp-Ice3h|`M~1S54>Ph
zW${{Qn8*Z0sd7NV-xu*LFZH*k+%nSGB$bu2K_tjtpoW@tJ;zM;rG?!k;rhlT;~R$f
zmU_blxl3BtRC}{&VQDek{;@(<?}INRS_|cCiIa22%GtLd>NtV)x-eKI93XFpMe_Im
zT!F0O>V~2tn`eXHj`G&w(XikiW$#>AkP$vU0hJ||)rM4rFiOFHfO79e^~<Ayh?XN5
z_t$rXs!%cUNvip`ARMnC$WI6&c8|g0{#n$%zrQf$_SO5&5&_z_i>=7#16vGYd^0f3
zWc%~-9YgJqw^w&V?;&5%;ZylVp~_ftcD-a)xmY{;Y(}$WbHLIUs<!$rLfS6=MPSf#
z(lLw-DBW%I;1^9!4x4`Ck?<|&>(h+6G&4tno_5B|s)<Y!_o{gPcIm+f)E-xrbyyzx
z4CkM1HF3#9*w>@aPNkIm5b$$XBRAfl64d9NsDk)qJOR@QumT_#(>IJlKec(^c&hwX
z9c!QMEw0q}+4HrUscxKQPb#m!&IP<TaolWv0uuE&lA~lM8m6P-XU762O4_NFb<oSk
zBbCj|=22GXxQ|ayopC?&gyH8YAccZ+jOgEb79IE%Fub;oVi~NE8Z(bIkr9{ktUWp^
z_>nr}p}_2JQ=(0jXI#eBXbx=#<xDbjiwgc@(3yQ`r0DpSD832UuykoAv!S!wmCGzU
z8<at!UHD*Ke0{D9;Dkt=HNi#;AZ&^<Z%(n~csu@3TLQz=JSk+89T5EmpXt7k(NWOe
z?0LwwUG<=O<W)tFyDq>RU_bWcgXl`Bo%6v&RPGE*%ka48FGE8*ta8_~$dm&4#}EWk
zfo5N{Twh*eO4B<kv>o)M0wcxlY7*5YtWndoz?Q2u(GH+2IOcS&fISZ(lHAsOhbx9{
z>jcbJB^OVHx2o@?E)X1LBQb(ooBc8Z>=vrWp_?zlfD3vffwIdk9e%E4I(KJKp>K@K
zYteCN6n*WExEbB#*7}=%qlk?%;Zz@s<+&2K!)=b1|C$>4;<S8*tC4_~?#7Jw$!Le=
zLs85wy0P8-(cqR)zAoh|S)&4K9i;gFs~HvU+o+-2)X|!?W&fXBSKL-Cb=wyBDa3j1
zn1vWxi)v8*5R9&YM|CR?CRE5IDT!IAaMHPRQ?(&4t|>+Ehrq0L13B5s!+$W?5YKTk
ztYn>~(j2{`oF?c$0e@5)N6?5HeACQ>(FAAs5^lOGj3SnIIOOD-_V-#SWyNPA8Yz|9
zAq=4XJjq|=>E*Md8cPxL;;4zkfsbmF<t=`rx!%~y8+xW^?iW}9Qw?1Gz<&126IATd
zPkL50`x>-8tfX6y)d_}5ha-`JJ9|AVeY~D6@qjX&dWwIdC$HDMA3#XRIg@1XeNRsS
zHorT0de2S^egCQJ4w~xZ?B${jh|q<;Jlh(<KOly0k%h?eY>VyjLJagh5yKrOWLuiE
zlQf&gc<AhR{3?HgzKfxDMf3FYBdJ&3ka`lAuOWMMKN^ww5V{lC%ew-8Xpq$Q0L4yR
z2CB9j=5lTQYMz`cJ#HR*19c2%v_V=c{xE@-HgXk`Q?s{5Xz}Sfz-40ZdVCG`K{e>5
z1-j&o&IHcfc&H**6D@gN=Ym`2Zj$$BPJSJ-uqd+;Z9^I|JNc~})^6E(sFnlse6|ea
z*MC>vlb;6zVuUN*7m7t6TdgrZ?gyT$yF{F}z1QvoscozV311lxwP}~=Hl9TI9FnfI
z#~z6-QUow+xm1c599QPWI2mUAqiqUqKKofa7Fzj|6>H*NSvhE#t`%V)@bYc(cM6yA
z4xCj-$n}KY-}KSdi#I6JuOX9Y0)~Dvb^t;&T19{82NGG1{teM%5?0;xqBRju?bg&u
zNJtk0`HV>tfn6|faR-_91Tzw5#sr||Krb|eJN+9}H3%c(R~_XmJ>jQtg>+x}(s4on
z_q)W$AupR<n|vE)JoqdV;c75HdEU`||G?(lL&jw%7$Xap)-?gm<;;FU(Gj!7UN1}c
zjM%5-+Jp@aV5zb`ol2JtX-+VjI(FyU8e8lDn`iaHEEl9(K#q(9qcDxS6Iij+y2e-Y
zx<IO>Nj*qZze`%bQyVcCpdnn@Pky{@Dqo|@$@W|~f+C>cDaNZboN3}<RXDp`CUdQs
ztpFm&+bbA9Z=TtCqxYkFSGcrzEZIH+T}-<gS9~yzaHSAM1o{SV*Mcu&sai_Go!Kr;
z@tY;IJQRZQeP|!)Q7e!snrcI^IyuRg556nLaJ6F+Qm`wF;rVd7lYdMoIcPv<7VJvl
z&qzd%+`OKYd$`YXN|E@oPG|<A{eX6$T%{*k5}#)yaI-;iPB$eI9!sh|W6PpPV#%Y6
z>=yaTj~1~466xl;Rh$nja&RJCXA|?1=$;qR3?Q#y%7?`xh&ode4<?hsH#-7l#1e#j
z6=Bm5jzAnUN(t<|)h^&7DfN?4tjEjNffveiM3)U3{eJXWo6S%S59KTuYMY5Uibs;M
zx(75vdHs&<4<^G<0rN3}-MTp@3W?5%EH|ir-SQ7PxIb$0s6sIzWPR%Qth0*b9wrRz
zEXz`BxrocBM^V{T7v6M7Vm9p%9S}M@QB_|AclKqbZ4HRqY#!f3-bf#JkixBcX)}gM
zujuIooto9dqeEO~G1s0&0y5^mT(ZG`Nnp3#-~gisY$3rv9kH(JpDQs`E+l(U<u^Av
zmrcd&G4fqHkpj98W_m?L2!wYpAIC>dWjn!3H+8U<_CNIBn$FMM1NcI&=aSa}&T;Nm
z{NR0F=4uPJ*GVt77Ya}WHCn#{nA-qhaLbW{e?kS-)Yf@k-m<bM9n}71T2-HM>KA~k
zwK1vbtli*R$GZi+7`o1d_+74p?`5p%8SFJDK}Y-5ZjaHWlj4=6$s8?cXKwOeGaCOk
zq0o&m4o#SQ5vmc`v~rd>)ES9U-)DtLVn(>68ncOUr+{_uyGcq*?af1$JgRbQfT;KV
z-su1_OxXy$Z+C&K5bBWySbMD`FCxjjSaqQP=AS^yk1WR%NJ`|3liU0)bhI!oh5>h!
z_-|MP+N`H_sDW(VvRA2E3gGD-2A`1RpY-`^O#k2P^#4A8@h{<)e_Oc2{}Z6Q+V#(?
zR$KpBYvA)(2TVBl^p&W67UYu-p9KMA*rE0xcgz3H2|0X2vDWZ>^DEdMIqc(Jo<z7D
Jt#CMh{a<A031<KR

literal 0
HcmV?d00001