From d917e072a918f93eff4ff193b8876ef2ad55f1da Mon Sep 17 00:00:00 2001
From: benjamin <bjonen@gmail.com>
Date: Thu, 1 May 2014 22:37:49 +0200
Subject: [PATCH] ENH: Centrally truncate DataFrames

---
 doc/source/_static/trunc_after.png  | Bin 0 -> 29195 bytes
 doc/source/_static/trunc_before.png | Bin 0 -> 50913 bytes
 doc/source/v0.14.0.txt              |  20 ++
 pandas/core/format.py               | 234 ++++++++++------
 pandas/tests/test_format.py         | 400 +++++++++++++++++++++++++++-
 5 files changed, 557 insertions(+), 97 deletions(-)
 create mode 100644 doc/source/_static/trunc_after.png
 create mode 100644 doc/source/_static/trunc_before.png

diff --git a/doc/source/_static/trunc_after.png b/doc/source/_static/trunc_after.png
new file mode 100644
index 0000000000000000000000000000000000000000..950690de8d1ee7c788938106af79217f65bf1657
GIT binary patch
literal 29195
zcmd431ymf}x-HrvxRc-ncXtTx?(PuW-915rli=>|?hrz7cXyYj(MB41{QueKo^$s(
z`@Z|$cz29fqefSES5<edRcn3UTyxG<5z2~ED2Vuo0000*Mp|4I0D!W2d%p({_4Znl
zlvDP$dG9JJqYe)bzq+lo_4X0ZO+wpE&C$Zm)7ZrvVCmp!Z_emy>SAv0;A-XQ272Ek
z2mp`(WW+_(y)w_%Err#z2mo7m6viNhuh5v(-{EzsX_%Zq3o2MuzB}crcg@u&hm{rX
zljT^-$z(J%U(ANlMTEKPwLDyUh>b&j2#ZcNXCJ1xB=~M*`kwoPKHq&3M~D7`8)l44
zg*3B>3g}}&?tAffdi?XYWl7t<i7<ZK$JTfJ@vj|bVYAe4M}`d}mngmMMoz#}%=!D&
z2C!nz@3@{U2`e1Y4!7bGt!8KQr<qrtGtsv%;4Gk>u|62ls|#io%beU<W?#r*-Pee!
zck7zk^B>m)Id=Jkgc`D!-B9-Kzc${LJ{((Sq4>V04?XC<tHrftkT$rZ@UIiV27E?<
z5Td|lDeiLW{C;(_4*50?)&}E57i%mz^ZDYoy`&90){CDr4w+Qekt~0Dnrg(>eOL#t
z+ZgfjZy!R`<aw+74JhxJ<S-!I%y!$(C35nY{m(TH@EHZu1D~RzKZ&sqpsCj|AFVF~
zCgo^rHj`3ZM3QWHE%HVk_1bmIzxzuK`Lv&%4P7SzGy_xGl;$vCDh@HaOf>?|gd3>s
zqogm(gDg@}dejgA!qW}sd^YC;0zyi)nqpP=bV9pkIk9}cp=O323sxFBL1PV@I!tj6
z7u>u3H8Yba$|)By;6Ayo+Q*=otM8XooA>_6nm5}`hJ;+ypO5G4U4xRaomQiM{LI!F
zgKa4DZEnX;uuVazP=#__yNQ}G4{A^AE7fU`@^Glls54Req>!`2Gn^j)howou-+fA)
z@H5$9;QeW+RN#wZL$~*(pwyH5t+ACXt&vPm!)#)kS`WKsxsLcTi|=cr|3@x<r@L$!
z%Dxuic;CS1yddihS3WvUUC~5=&2Gw(<1t3Q`Su=}3T+Xc%)5DC5riBb3j2zeT}vg;
z;<DyiHKfQ*{#KmK`1EWoT4iT_S1Xyj$9#B?g($tnPI4g)M2#5x@D~=(&MXHYl?t%V
zByKihe>Ir;l}EHi1kc4$BvND(v_21Pe9eO#ETYDl@jKjIRXuAN>0jC?lngKyx!a;c
zxQiB1?^>e!dk4qfHDYfX{QAPs#;d4s*%PxhU|`BGL*`Df;Xgv7cH8*`=j(vBk*LN9
zj`&R-Ae8NR+JAy$$#FQ5akLm<nc^<DA~YQE`@v$uA8XK~<ds0Osx;RgYy;FzrI`OA
zg*LeCGX^T2xw3p6{l4?H>rk-6F4clIK#*>$HmMX`Jv%Uk@2{_Y_4xahs8E%<dbQ4U
zUEJm*_%$ogfD9TCly%_AO;VT0%u9^T)?g^qIZ1;71wi-1){5D%9OJ+#7$|BG+7JRu
z(X@bmkMnUe-^W6(b}qw-`<XNvAFH2+S)A^Q_L#k&@35RVjn<y$oO(yPbz@TC>(7Cm
zV)8m58wwBY1pT@v{nrFbKctR{tF<=!eU_$Dg2Cz@+e_8Zt$OH{ELg?VHK~rvpXHv5
z0UdY+f`0qWSs4}{j5h-QbR;z|CJAO7F6-($6V;IApn=mwS0p<3RQI#VXH)stJZc3a
zA^xQEYXQ4mR6<krmZ#-|@6=L-BJ3V#3cz`tBq-T~=DCe71-{cC0DyLzErW*+b6}Ih
z9)iHWf%NHErcmU5&%-x$14U+f8iVJPVYEAc9Eq%ADB*+M#OM`5!}y#=69@gYDoTy!
z+Yj?O^!4=>X$ts8t|4uKH<V>OHF~W11>Iqhks_06)Ek;}=Xk%bhIVIxZWyBYS=59P
zG`9OOGFW1^tA@|vN=AXC7v~&TvqsI~iSGfz?q|a}Vautd<RS6A_Fo~d;)AlKsCrf*
z@v7nTb>hQGz3K3zA<;NJCQyJ2SE6UO2R=Ci$`Ev&9!P3TU=e4fb5$%jw#$}hNw+jg
zQ5#05=Z@<5#c6jUnbn{XLsYsYjyjl<71nqo=Q;5vOW%GDW7%e<*Yw&>9V3G4cJd~D
zY;yc^owI-Adl0&6F*wUJU4_XIN5gSqlfE{KeMFzZ`mcZ(;bSjQ?}l!W5gl*5nS@qv
zi;97zG(bbXI)6&-#yz8|v2e~7FnOJi&5g}{J2Em2KF~D_iLa07YwX&Q`cxXgGx^o5
z=M|)O4N*zL5T#3=b+AAxoXbwU0B93eGXfn&MWmNa?jMZ;3l}yC$+T%b1BvDpa7aVu
z7{e<&U$SXEa493Rb1u#Aat`fC0_MMRbSPyC_-D%H#Kuh2JiydEZ+>i^wM0EOu~;x4
z8aw9t<NJC6B?wT>yKN%xde}YcKWwACyi>}&nP3N57RW&XNKWt49(Nn3C%UX+9N5su
z&|Zuw!^jU}J!=bfd82dKf9HPY*b3JEN|#ll*dYCKeE`wieA(?>wNa?QX}vqN!I5(h
zLGO3_Q+KBiK-c`Eug_Z;OeG3$?TPmsrDXxcFwlN{Y)Oly8i6M*bXYN6t6s!1(V$>J
z65<_~gd;7SH=Q6RUShP<FYBO&j}(m?KenunL?^?$$@JLr&huj5p;&Ltv}1LbJ)}Bx
zdt#{B?3<T*IVz=n(Tcztea6I0tl9_!H@*;-VmCW9P*0cR1=Q^`enO#{>t(l4@F29Z
zEnji^R?Dz($Cw~!-JDSc(`5Q;Ed<t@L_{3H9Q~e-D%4)yBY2v%z6V=fsaH#PFJ(Y6
zb8%kU2v%ZAc+sC*OpT6bv;VX3b<!k>F7FxX>LuNw(5@v*MF9Y~XsC`^)TrOQY;F&A
zjSiIeGHXzAwMRP74Ah%%_puibvmI@$7?$+K#;O+}=l<!)<m)G7bj~+m<_c$Ox}W}f
z!Sh!A8K<XFOgRr&E!YC>gFrWMy%=2D!bnZ)nMbr@hj+vLH;l6>Jq@|w>+<pjP@6;z
zLDO1`Hay_BC`iJ=_B~^ZfP%cg{~XtsP4?typ(L{-e&4UE$F3kW1^`KGs7~RxQzn>!
z;zCN8^JWx1c9VrF{dZpna-%|_d*y_T<8IcC)G?q%&~qlE&Rvj38b*(2(bfaA5|ban
zCvlmZJ;dEfy*B$Gx;sP9QnLdf+I(gtGAQQ#jr31b03g8nc5BmUJ*~eJ<h^qLXZ4r+
zNF3^h{5}+Vk%%p9tkCH5%TvXj^)PApW2X+E$wu&FN#>dQX8Z@Wl7QmG0gOK{L?>QM
zdC}Jo$8n)0ICg%9hCMWwSCBe1K@Aq9-~hT6p@4&?%Hl~M{H+uV7as=R{l5G7><=C;
zUXSOjyDy6u)(9A$W-*Q_U3sB)n%k@FLT<|Tb>MWg8eWsA)irvn>EP74*3(_JxOr|0
zkqskPxTpJHUyiFv6B|RQGse2s!fQ~<0!MVRE<7m)eL}h%Y#kQf_m0RsA{RGn;==;~
z*4no$-zH_+?4SU&$DRai3*%vTWsSTYLrzoLErQr5jAw;U`Frx!HgE*w)2M}JYhA%~
z)YoD^wEN55J}u}8053<MG_!OU2GSnF2Z>K?{Tj5-W(o<SfE*YXg4tOtR_3ka7NFL-
zxg|cNsR!Bua3m2q8#%X<;p?2w;x(F18nI~2>sh7T_kBFF+o!xej1r@PaKm(c5C7wO
z$b;xtY_95%^^d939pNae55xNx4Izz*+=qkv=Y;GJcaMAmPn|eQGxLPu?skb?fbVPr
zo6h2QDqK~*L!=B!N)_S<VC;Mj`I)-&VyQif{ZU_~2(9>3xg*chLh_YtI&6=FQZmLa
z(aLm=_KszAXEZzo;@r_z7)}F+L=5Qbm~d}bh584u(XCCvsnTLnGJm98%)>0>@laLr
zs!$s5{#}P$dEj$^np0VPf}hXA&qLHfkmGUHx7Op90K=K+V2q?cLL{B-^)yueS!MmC
z0mS>K_`)122d*(t)E<-<r>}p;E?G9qxT(8-lE4RT6-g`=1YaAuWCXMzh@4Eb4-L^*
zwm<Zbg*f3fWdTY8BDUZWf=HmP4{OSMzYVw0x904^{#N`t8koYVZ)zwn)EM~4uDI)d
zIih&Gg5dNb+FZ-|ZD0QpHFt1Yok#>7nv|iHCnTT$$}le;eQy(2G)&NvO&sf2>}4a=
z5k#t5c;$pHM_~~vstMU*{I$Y}k@a2Cblhl$pK5BLJwP>Q&qxKwGx%ni-{KyT?&QUm
zE#>W^Uyq~33aYF;&kBw_(VxZ|VgWZO?msw61Yt$aiT#rp7TC0Z|6WxzTVL)?5|`Lg
zCw$hKq(=xi2z`eMv{sU}Ic?y-fU_^^<wmr5H9FaseHYH2bH8(14WC*5PBSB4=dI^L
z)7unK)^C7g70{toUc4GVXjhuo+Gueb5b$KmAId~D*17b^oD_arytWl9_1UgQlkKZH
zlv(B7X`<%oj4WYq%$xO4DTRKWT^0lwcu>2*2PM>2Ah8({8m@j1g=vAMw^l%^Tn~8~
zbM5-Z{{&J+=pTG`Jl@HAfoYom!wkRF=5_g_^h&?SNUMq$H(u)ne6iEt0VRY4PfGuM
z`RYO3{ldn2wv^2`?btPW#^ZFW5OE*(F|m8C#p|+nXrx_pLiWjje#hwCGO-(CI_oky
zdRc@Q=*?v4FBriHX7pI&vSranr!y9^3nFYOA{U-4phfYxI;rg+_@Xw8jPTYhh=3w&
zcV2xI@cH*I${#*wPi%4P;Jmd?9xHh;MicpYxLETSmREE3aRa+u*$shEO2b{w#LSw#
zIZec<x`iM!-&UrXa-3_F+`a>CkA&NX-DaKOjkWlLyGAOk(ec&>>$<`IyM1fV7Dgja
zx=xnY<MaL~H1<MZ>8%%!p&m}nqreXh2%PbLhFBC12$hb;&)o%hMHpC=LT#Yk<u$vG
zd`VaB!@3FJ1%7vQaZB(<`XH_laAMfg1#b=P;otIQtlhw-F6TCUlnK{temyBQ=u(fS
z0%}`Sn6UsAV@uz`^HB1n;VGD5t1ogN)ZiKl1RS(&<nA4)Ne<-=y9b+vWpRjWMN@EM
zX>6s8`p7JZyZh~NQ1^UEp6K*-^|;lL1avl*dehI&St`Ezr(+k156r8$X^MliNoTdx
z`Bw0wYyj3CjhuUr{Rhq^)(7GxNb-_*Y#-KtYSrP-DIl1kzzUx=%4!q2dmmPBc9E+h
z((yo%hD*SQtGBpe4-fmexSeiiOm3Pdv3NrXMk#0~v%mnF;#%!JAB~8#TpQvmWm?cT
zf7*0Ox;fm?sLLW#U@4e~B+ez$(xs13kkFQ?d0~Bm(k2d0xW}p)JmPMBJWf{m{od3Z
zKyp7n@29M(<=_KrJ=fpbTxC@ORgtL?7-qk%?8=2!&f&{Wc43bVS6Rp*me2dJ@nZkl
zK@1jr8)V>IY1`%bBgm0#oR0f=5kE_6S<Tqiv|ZdwTt;A(uft7AO#eXf<;4|y3-Rhb
zXo{pRf;WqwNe#tc*KA0wegK4r%D%jpP>@(~fRasbhlQm;sUwb4FAY9;;g{7)`bYpX
z5+*Rn2;?b@UTyF8{a%<~RZ~+^wX#+~@iQ`v&53TA?KY0f9p8*<qaf&&hwh4<!pB1c
zj0vf*2`3}^njSm5@<2#cd9-reo*~yG_+Dx<le0cyNk_2Ba=f2QXH@&+d^3CmK?*d9
z_1zODxH>&$+d<I-2aU7pJ6!%bv8W<U$Ac!VcZ52HIivsk_XeDZKS8KQre^Mh{_pdW
zU0n4vt~`F)BFRqqL6qdH)sMMyi{YsImwKns4WWdifJW=R*Bd{CGc+twuwgPYEU0V(
zq;(eO^h?s}RYqeTkV3TL3iI=j`KcO0Gro)`kouF&<t{g|dTVy0WU%a6vy3k74zH0H
z*rJkVMn_vQsc*EKx>TG8<0ZJoIYt|L*QOxnH7Cb2m)gcaWut#35l*}xlHFS|ilV_>
z?oe_@oR#}knvnP5E6Lr0+aU~y`WfW8$=XbXpNP0wwvK}?dVD+R)8Rg}#BPznv@STi
zsj3y4QakBg=ot*Ma&PoJTlWjpDy&>SQr=KSh6kXFmL3obqc^R#K)&78WgBDwlf%?+
zkmt8dotttm#Q+pVRq)<W`3HOX-6ND_BiT%@=`V$#Zn?nM<1fWUe|(x|oONybM#Si1
z0v(W=s7d*crRLu)UiDdIa6s_tlOwpCMn>Dj<>=o506){SVWBK&wE~xZ5(Wc8Bqme8
za@@?J15~G{VF0<QHw2aW3Q*!RGqz>h3G=t}q;(-hGu|fy0)SuM#DAdOyI}A9U^FD=
zbImI$<(OlNZxI2xT+__2jx7USCV-)VUFPoBGmJCh8@9dSr2Rq9%;k?b-Az*CWgp0X
z5L8A2th{%*dVHY(%32|T{PQ&r6E2vH9~r;XI2=4B=9}lk%#Sl#W9t|g5iXg}582J7
zuNMHk(gHPt%ge$t;m8UL%PJ79DL;+pxi+u7N7ry1<;l&fA?;S6aHRHb&MlNqw||X6
z^%d5%QBF(*Gt)%+{P^>p1|ChpG<IrH9Pmq_r)z(4E0QV)ct86i=DD%(oYIJlzpm)7
z0&S>BwYAkW?^WF3QOWiNNum1T%TL{fO}yH>`TJ6w;(|Rn>RPz}UZ=_40Z7t=(~=}@
z6>&q8+RUx-G&HILyZii!!7^@>ddiqM&uKHg8}fLG<Ai*wh#%Q)+LtZ`2TQoynH4Y6
ziX<fZvG`@A0*qCTnw+w;NAIg`0Aqzx#+BWCah0F;ry?vQ=S>5LY%h$(^WzZ&!<oC;
z3?053g<WR$ty&_VIhZSQsxUuXw9WUF<1zM6F>s!e8pzP9619|ie42Y#zhN<Qv$VB4
zimAfQolnNY|M4ic@sWr~)I-Nv#hIt%1v%q+`p(-qg;R=4{;3*iJ<~>fLcz98tXaQF
ziuKI6pij|H<JuOwA7o<FQ#kD|P5nI(SB1gYH=(h^-x4-WWx1*XzR+T092aqiT|xl&
z`-u_)%$K!w`KK6o%GrS6j;4Akq5fKWg|w_}bsFAp2RPl6U+8DsaU%&2B2I2n`CUrh
zX~yKhedsLznV&yn6JR?LMmvDIiC4GbH7M7PsK!<Angy&o3=-;t_*SKMD7hBq%(OH*
zXRHfo9K8q5T?J)ZNS}n1n{ei`(+Y8AE$>m&s`#$jX!=VtIIJhZ%9MynF_Ik`#L~bT
zOX#}LvbC^c@ulo(>{(jwW7g@pGv=AitRp8;1Xg-44G;ULh`k{jlI|p!ei;ybqn)o>
zMrMudT9B}loNGh9i(H$1M{XYOipQ);aZio68B?Xa97ClJMc1>d>cm9)>k|0BLJCP1
ztoZOyR;pL{^P#j!kDI&Bz1yH7b{|NXy>wOCqBAvJcARjvfW9dbaZ)*{;&^SMy5zUD
zPqEkKpOK@wg6i1E-oUMZ5U~XnFUveGxViio(sUbfUS0FybMC?_<rZ)zHMNM9Rjwdd
z3JeFR<$rhzH_y^@p6IXX<OK&V5IU?U=P9YJT$=m(Zxm6&<>)pg<#D@@EBixJ^kLYR
zScRPlV(XFt9GWLL3J_xCM(%_<%|{nTK?Jvg2bliy(J{#FcdI6g#4kH2n?1hYQ30i?
z%d@2Y)D#&=Bs2l;Zu7&@u$yG3?&pOD7(UcAU77tBQ8P3WJ+?UGzgb@I5uxB020I7>
zQSD~s;Qnfl^$(3*ND5+F^4iZ*P9{FOPZfhWEp3y0YMb7M5$9ZGV*M3g<LYmIGj(^n
zTmxH()yS9}wNH`yG!^pa2@gVxwoAAim;D|U{2dX^KX#zXrhS_ftcQOamK)qG;mx{W
zT+L@|_HYX6`15yqfp$a2;*5K0*2hbc@>lcM6Nb?&l-B(q?k+wyV^QHH+++HF%r)nY
zqE(Q@AFw*#@*Ys)MxjeMxUXkRDktYfOP{Ib;DuT7wpNm)Tm2#CvWA8uqpO}Dl(}18
zs2C0A(a-YF#+1^Q`|SYJLavcK&;V5sn@xOx$`&UmweqPF7i9ZQ0#?z%V7?z!ZT@m&
zI;8LB+hYux!P-rSZ?oO9@2grxddj1xkfSS;pn&<oi&S*t&0dR$XP_SIIC<*_!1tY!
zRetcM7xpbFJs;)S`Fsl2W7ipS(Q6?#w}Wd3^$c;HYZnk=zZ=NAO$=cbpk>>7?3QTo
zU_aT=qQ?8I;7MZAxsy)i%@~fSXfwRwC`&*@N}*9%zh7&NJ*Kq?k}}&nq=4P<N-f*4
zOzcv8W=*($nIgf@5+twf)kw~5Cpn!h8Czp>7#C`|8u5k($Sek^JKidxIYLt%>{*Jh
z^}M88v)bVroYjZZn0rxI@QokM=UTD=q?dz!MQhtim8@39eBpZdDc|_$+p716P;e__
z^u376(6#}y&7CMMFsIa~!E<CK)wsvVi1o{p;~iINR!;YYA}TR}_B3spAtM*BWe($f
zG(;=>nw6xna#vhSH)9jBH+a@Q(=q9t(!>KuIt*-`E17I-6J+Q=RLaZMbraOmNXynt
zPyTCt6s*f9l(l)MN_-h5cXQIcupV}P|M`i#$JG>B1|ZCa@3{f0ty&akXC%DtrB?3-
zZH|;shAtN09nU-N<*P*)2oMi=GuLUt0+i324<<mnvzqSH)9l5!tBJSI6C#DMr?V~_
zo>$Zfa0z@T<rQVq$vqZOBmyn7o`I|#yldL4@hj$6_EGL~m3zF_71Jij<7CG%pC48{
z^$x#R71;6VuA;aKJ$<nA#huF;DRuKSvPf}-So}nOn03Cs$rljgb3g7OoAU_2WAtpF
z6JuC5SxBltf`RinJ;l$s(?{q1a*El7{XV4u%<%}k?qJh$a_~bNJ!gMuHsl+{{E;LL
z4;ZqTbrjz)s0Mb8wCN2_pcbTL`IqcY=`;i!PM>wSR7*S&#|d%{<*eC(3Ls#RkPr9!
z+|Ng6HIO?{SNb1Vz|Y=a{X_}82mGJwT@QbRw=JmgW20C--89pBjEwt3z{H;)3IQaC
zAk()K_-<H&kpR;3J}2opnKaut;PWM4Qqf`W-gMf99Y=e0@t4aG;0|lr!U7!0NS4;U
zxPJOT``L>@O6>ZhqQ0j<)PmFvgPx2U&vkFI^>fFJwLuu@@yO@*-JhxA7B2!T<6YS$
z0g-iQ%Zn(}iQ}F(wzsTcJok9jZ-nobt!h#fbHxk|Cl-|RL&1TNtZ$nrfy2<i58T#U
zCu!2JI<}_CL~I`Kwfie}o%(%+&$ur4s^Zf|PHuTC{;$H0i2E!dWAmG$F325mC%P`|
z)1ICb7_{lTV=YJwh}WFtv9$!3BlFk!4t^t$2`fmcaVd(l|FC^%c_=ndU4>^cRoEoE
z9Ml>40UOX1rQ#2@MFl*LL>E2Td}a=pzB((9Mi-5>WG~uGnf>I%vX!rQBWi1JZwfaF
z)xrwfBuCK{Xzcu}oz_=qvem~LI|fSH_E$9o!Y5$Ja_v?>2Vr^5y;zdrcHF<wKVSky
zonGB={}e$IaNO4^D9mnQtEM`f@sz%XlwdIiVkXEd@3Hp{Ssf(oEZlf71@h}6@T}9?
zj9d1!*Hb5OB<ec^I+)jXjtPZX>s7_5>x*gO27u==cr|SeTdD_-gv1CuC(9R!l2`g_
z%(#KDV>0|-YK#Lf{0Y#AIZszsu@b{ye$dKoIuExFhx=Hs5KG(Or#CWcKl_v+94X#0
z{d}|lEPOJK05O;r;0d}c8bE{~6r}kqHt_>Y!D+|#z}5j~zGX}9v`0^95u5&|k6@U1
z<Tcc+%-^WdG*4*J-lOC9kh6KqhzE_adiBj<J^$f?WE5*3(kXsK`-QaN2^}R9`V}y|
z?BzWVv#5Kr{?bZ|yO`(;wbjkKk8#Ar=++q($coNW&)L{@vGwa*bDTFl4gBq+S=aec
zG?&rbdjNoslcf6eAd0?&>-Z0uJ(A1pa}XWmZ0XeE0*x>YL@ck3i7}Mz^H}@j9u9vj
zK>XV97xmwAQHwa%#n(AJWvC4)^<o=v(%--RjU&{^MeDD#hGuD@uzZ}LJoK*qM;}^t
ziDDJr(v^TlCE?ckM+nZn#XnR^v>ZLtH+eF3?4RXKThPrgJ!JeGUQ`O5m-SgkuY_Q)
zM1m)m9G*~QMNlLXFYv=(a_8QZ7uoNzt^{U+_*fFRHJ6Lo3Yib#MYi`%R|#FQxMQQq
z9EYXT`8xA|PWbw4ea+aTCYXGu22T<Zd4r~$*$1UoyXf${Ea@2@8vpFP{nymgT>El0
z4IyDc#I1Kq+3Qe1#@ppBwTSWiUyUd#b+$0-2X=rmk5U|FQ$cItumbcNere(w+fAFZ
zKZhRsO5BL%qkiIK)m!cW6);R{tPs+a7Wf5o3hwh+-_%%nj6XBfe5B{v(B3!4KPuMc
zeR$kAU!`(TVGw#A*+T&glJPLdGuaf=rLy8LNdy!zQs0sQ^E^l~u_Q%E6{dN6BlZez
z(0SwoQLaUC-QV4;N;VmppFf`tKSy*s9%P@R0I=fxM{SvfBc9+U4-9vgP?IkO9N&Rl
zJ<P$D*$iq>f7kV=lUZsN{DfNsH>s71?+!8LZn<|0m;*3LG6dOTeNQIaut6<HAp%Do
zlci)_=zqc{565*=#|<QA^TK_AS^A{mNPwX=T?Gycav?tJX{F&c6>=tKD~I;a!}rUV
z4vnsjbs#++Qog@c=n6r9#L;>l0Nq?W0t^kEx;@RP$tY)>75(K$C5WRp+*B7RZy28f
zu$A=6BlIhL?qP;fZ`31o>u)U^bDO@HCI}~RWYk&#d$fMA>#K-A=R4t4k7>_+wW2gM
zDMfbjq@h;9$RaV0?J1%kCU3V&TkQ5Yq0lxD>enzmPLP!$i6C_il$&+A0y_g~NOSCs
zl+z|rz-Kcx?27Q+gc7C#1@V;5py>EX{jH63zXQ#6>fqOfrW1na04L_Q1NQ#6CRXdA
z9C(d=ysW1!s`G_GDiNROIL)y_S|I$m94cO2LtR8!hrO)5_QJHUTZEvZm+{}d0Pre9
zzYgK`GSouPYP0TO9Y)A9vqX(htH!ecU)|bO34t+Zf3J397yy9IXkJ{ir0s^%zN;(y
z2>X@OBI#RusqBg{&@Bfa9Z#p!Iqc6Sr2B_kB^zFUDa=^PbXB8%S2{K3Yugjx#2(nt
z6>9Ss{){vFF8Z`bMiaOu(?-U@L$hv1ktCn5tX{bB(ITuTwVp2yDK``B-~sZ?*U)Cp
z+Ins<1{rMjtZQ7?{m$Ty2^@nt+@5?rnM+p`f65H0Bh2o<aUMl&VW)0+^8VXRkm8lC
zHlufIrMv$#m(XEx<g2Lbi8IfTc?b~za5ROM(~{G9)4YM_Zab(bhl98Npy0<iG64yD
z<sdh68Pq2I`qmZkRQWa$+xVyX=rnlt-A&<~UG87M;gP@fk6K4DUnT8<w{CyAQ}bR|
zy0o6;s%DKtujrb?bB#rzzY^nbhr`^4=>{3ekGzZD3Mg(i7Rm`_o92I%;!ebPWV2GF
z;@`!shQApg`~|$)?f%UHkzM=O_Fr2g*fRzH?wuB&{R1#66A9?yW;HNGZIZ<_H)WH!
z5cKsf*c@tdcI-^^qtRzF!HxA<k?#U}8w#Qf?91K+%0fkgtpJ9`qfJ3glZS%5QiKxQ
z2Ow*DcrMG{RP=^ARtUOk9yrbWUV=}9SS8ENeSa$Uud^fxS}*+UD9^3qj3d9zT0+R_
z`nY0J{l9TuQ<490Hif-jtHj8zDc60;{uENlmR&acWB^y3(Kz~O>#W*EWUj5a={?N7
zSG1Xix7V|Pg6GLrR0X;XFi2;@$;Wdi%du;EUql)ehDRHKgR!@sCSa2w<X*4|sjR#U
zAW(SbicNQ|5x8>OAHD5cXJ!d({VlDabo1Ol6F6Keu_58*#f+>54`pll+oT5JWU7}v
zOadKRq&8omO4#(LQbg@@q}d?o2pV7QJ^e}zyz|<gQOEn6w)pW^wtfG1Yl#J2@nCh(
z4tPm+?0b?rOX_RB?9FC5x~D&j9^tUMpU5_S>6iQ2(e$8@(7Q1DA6ZO?@R)`l!u*3T
z<}EvR3*n^Ln;;#!Q5O1YK#uwxO?P!C-b4DqqR($!3=+rD0sd>+w?~~i%ecYRF<ox;
z9s$V~RUohXhc1Srfd+Xlky;@bLo~V)rSutzOZF=asB8dDxh$s;l#05BOwgZ0VjV<g
zgtyN6*}s|3(At9bXu5IKf8ClcS?D3jcJ?NhqapFN>Af2I`5?Ve&dABbwFl064Pj&u
zdQq<wlexQLeSV8%M<wxb>nF6folh*&sxjiK4e6gg-@9DYk@7}P&e<3Y@>uV0@_NyC
ziwZlr2FIQw><D{1EC&`H8!u^v&K{-&(WFzk$)!gm&jebx8U|!9$}Vak?AAQkHETgu
zdTG9s+)ekwCHXIoofgjs!oWv8X`*BuIyQhn7p+T+Xm`udW5nAS%9Zz0KZm}IrTJ!i
z<RJmwXeh9*y`8Hoe4xm-vxxdI-+^R+iZXH4a78-%_!Hs31w)8%3k|b1V0}0Q%3Skb
z=r8Jt8QdRVoO7b`QY>c@yFEA}e?L1tD8u)=_i^~}*^`Q#7i1l>`w;Vkc<OQtCSMZx
zCyAY;A^wnpPLCr$IWA{Dbk$$9!xKYvCgy9|L$t63ieV#>%<z5P0)JI*5-L;I9R2T{
z;s_!Smzit{%~HPBx11%H!5o_5?E3O6?OSklXFFF*0YgvdR<cD&Ng&-9PXFK_qqK}4
z$v?E_IpW~c9`LO3c+7#DZ7u1}SL#1s=5DJ8fK86@%S9Rh`1$ovk{>dFF&7WtF4dsK
z+c8E)WOX`nrj6lg528hlOC=rFGrgN82$TQ&5Ujk4quiOrYh!iQIkCxZx-V_KmG%B3
zJJ{4x?6@@`29Edpc_l_HxGD&3^8I&2`xg3H7RV>T&EBDl-N(}>LE5a@ngC4hocaMd
zFT4^Tk!u65(HD<*UlsXwmLuVf*o?RPBJhQcCYAlTmwe7zf$ISI5~Axk1(}FjA+CAM
zUmjW=PaF;h!Ceq$Z<x@o3!WB>cq-*bVnw?{x<9p!Fp4=w(CiN@F4V5(0OdL-L+@QN
zU&73XWt>M2UZH%)?<TaJnQS%N3f1GfdQ(C?{#R@hV5u*jG-<2V{pgwUAp4KNXc_<j
zvmiU6S!lv0=Y#jMC(h^eQUJh8n}?bIqfU^KZZ8W=@3sG5X)<-}qTzq`hyAA@_-_aN
zGa~zUgBew_U}({gL;eB2sm5V=QggL%(B1w1T-=WV*|s_t76UBOLJJ<V+bVUB^$&)z
zlLsnUP3WSs#r}smQDqqu*;#HL!%Ht&DAMqxQJm456F<e(#dF+WC&Up*3)jtWk_X*c
z;Srxa$39s&=Eb6mDz-%FK6IA{^(DmZt*9{=4ghb}GVSFPF+|g6vo)L5Sbs5ldAQY8
zFlu~!b4*yjUyBRHZtDA9Wu*R(Pz+>^;)F*OLmfX-&=7$q#j?ps3pZ+1yTzE7(b7T%
zmPVk9+BAMcnjF;Jx$9(=XMICx%!kL%pV#X$0s?RNZ<d?P=eB?a2F((60KoT=S_N_o
zqc7u~!_sDJslEK%wjqZVbO68>#V36B?O%h&mcKum`t!Sim<hZ0oX6e3q850@oG$&}
z*2#5+Knb-&mX{a%Xzq*mf2g_zfj`>=pIXTy@_S7}GhK>fccU4lG__k^?r1;rw@H@?
zNPMgx@hVol_9RSom|;4t>6f|nNi^p1Kcw7@PYJNJh=0}PHd`A`1QW+M3s|@7f47*6
z@T;FkO$=kew<x?P;0WsEYml<PDsi~+%}Ki5a4aa>98hsRZ<5Nc_G=4hg}@x3Y2lU~
zM|AgSKQiMr4|S9ZD8jRx5l~ovCKK71|JGDch!E99RVoHIi94NZS81h0Kb5+tMn>`d
zZ#j;IyEOA}oi@t}z;U4(EV5WGih~=}Hkh%1tUfr|{u%IXcbMZZrB&s{u39ja!QX)K
z<;NM4KLB=}&Tbq~frzTaq-s;sRlDoy1{G8G4GX9h^4a04W<7)07GxBa;nIjRlYL^a
zMx+;kSN9VU_S#52;zbW@ry9+of*flTD($}}lC5tL7WsD+*}6!}=JF(I9#d*iTmO+z
zY?S{;LV>&Y#;6fWI2*W|dvkswx=*p-V-Tk@fU=Y|U4;2Xh`GMgrPIq+9BT8aU(k^m
zO+5Hx5oYUCEN%pbe$^R)LTPV<eXy0vr>R_O7&Mi)s3IueBuZ!~_sHUnFvND-)uGBD
zS;~Q`flHdDRyfYT_g02~rv$*9U%|7$kkCk?koJ4IjA{-<hSdCw7le5*%<vqXN&%)x
zQ@*>9WtS6)D>gVkRaC2c8m`gLD26LaEApHEz{vhSVDHhPT=HY}q4ms7E?J58#GG(#
zlncE`Ty>hSd1hYuxMbL`_;N}*874&38Wa%@J>OT9wK%N+!KC@?Lm*ST5g#TDscdkZ
z{>VwEnFI*jRu$)_9~-XkjGAgyCP`MNqk#I!kLP{~ov`21rm1>2v+>H2uoKIOl%%yy
zMCuOOIhViXtY_wi<*dSn$sbY9(2n4_pk|l0r;n-K1j3PTl|IF2O{FWV;Ne!^j<G&6
zBd^sq9}dtggsW-}g!KnzgdO%t>!irG<P(&&Ji3J4`^~25H}GC<t%jmNq=tyHcVx=C
z0$Kl88F4{Ttse3Jc}6@3;}*jw4g{iO!#%T^oOu_#Cq+y4tl=S{JD$EJA*s;sdr)42
z1C%22>im@;Bdui29avAc@h&z#ekE+m!))vzX!KiC0k%DO?|fi-2axWs4L%ycQsv~B
z4Z5h5?bE=?r-DM4xVxg0plkx*MR#P!D>Fg^NUUdU&fA8Gv!P_Fy8`(P!NKNY7LVXI
zTpw>Lg=1T(0-80n6tqxfeUM^7%PjVXJ;4=k!Gb$t<Lr;)(f|*E37l8^Iwwd$RbL>R
z)(z0HK4SG-e2_s=oA-P<mBq>BDKCiAg-c!2i53^EVB<wbM{{AY%YX3m!O=L-_hzoN
zLss>8Yeue%?8!R)sF<1>sACq|9xMlkm8%RvVZrY9eNvqJk(l%P=#71{z0$Oggi&ZS
zQ`Qml*P`HQYdW7^Ki3}HD3K;oV?*Sj*)J4JEe{Lkwto<oTxdR{(#=xfZr2=Fk$$<r
zly(6=S2(jfOb~x&cbZDlT0HPb+;2f&n>o9=QG%%~c2vHgcV(YpyDCrb{zGbZU|DFs
zm)I0|xM4FetS0lQw%CE+vM7-rZ=ehFReAkIf-C`$x_<`tDT03EKJ|2QOVuUyI}-|k
z{M8jZIrSz>Ev4N!7($ztWt{Q8m7Q3+tG=)H`jSOoN#Knoj_7zxZ*Ki?lQ3_m8fp-=
zt5GW`;Dbn(E`5E;j_PlG#8oq2MY!#!GPX5nPL`?7_9-P<ar1BnZNK&2R2U;m-atfS
zZ>r^kCgX}vzcsIlytWp8Kb7kM)Nke}vrE+HKADc`N$w>u8oWCL3;3(yWMlqYEK}NU
z?H`^-9ysMg8W;9HI>tekR2OAZyX=x`!_z9k3x3SCH{5QrFPevWPAD0r3JFD{wgLDH
z6s+@_e1z_eUEM(W<#xjQx|Eox{c5VF@XpS&X;f*~LU5_$^{1Bd5>k$<Evz+E(d+gf
zk7`k5i01dA$#R_Y$C!i)aCC0^F8@Cvi0AFljQ#!N6_xjIa%0zFb_89G!1wyMXlv8h
zojqu4DDy*J`2~FQNs9c#8%*eU-pLxTGEhC(mHdI3ZT40o!JoEDb>fb<9KxIE{i<F(
z=7xP4`Wa2lxq&W^d*+$IxL@bWY%Tkf%`nunzN_MV<Zrh6{?fxjU|hpWiMSzn9VV9Q
zEj!|CP9RN+CvT-_vdD{|i)^V#zYWJ&<hfcu68*Pc_5WKe@=-45_sozh(JrCY%3of~
zvc5atCzq2!Y15)LZJyLOJE3aBr}{@tx(){f=0VHr(g|I7Qp(xx>&gB(1<OfA-VQUn
z*9lmPkobOlNqS2eGP?Z9_CU-05cHXIHlNYmc3fzf7d{Krh8AThc+!$pi7G!M4N<SB
zAWJEnjulnTH*aYc*RN-7E0x*09WxS6{^2HSv|+5#(blej$cC5*Hc@HUmDv$4toOo+
z;lwVUz;zJ<(h#3dGF7&yh&5fzQYKhQLimyCPVH2$3=1D@(S((8U92P>%MnH4%akEw
z{7?A`^VDs?|L;Hw{q*Ph%n&hCs!#Wy&*Z&KD&xY>pNslZ_^Z<<42KxVD<!Kx*ZPW|
z9{PX4eqbQ#e#$$?&sqAjSYn`h7f0+#p~9hE8Lu`m=bTx$KZJO?@G2Ow{jbKMC}QQZ
zs7kWHVV%T3ky!r;!-U-~l6q+*(XCTEd~Pq&>Vx@5UHmh4p}0fAk7%ME>R|VsqY6Bc
z?77p?0X=i2KiYrdJj{Ob)^%B}`0oLX^rc$ImnCkQ87J|e&WiW8QZgU0eHE0$QL|a|
zMV7Uvvo&*BhfBnz(dUh$VtT(gDD%9blU_N#ZGhEQ5o~a^Mko^tv}+u96<%p<j=M7e
zYA}J*^e{;%qXLae&PXdNkOCq~{8gj{QIGwX4gGKOx0up8+~eUG(D+%06XmVUO)-0s
z=Ko`CtScVFM$C=4M5OqGr8aZN1~h7&7uiZH<x2`I+vrEcWp0%LvXX16_I`PZqMHt^
z5M8_NwR1PikaDq`0jK^SKsRpS%Dt~%L4tPZ8XT=vnv-=NrCS=}-I>>rW?uex4T&)L
zZmuX2O1LmHHlUt-0b9`Nm;P)4B2zZob>(MpYNkfh>72|>eJ;Ty+cI?T3#OMqX{MmH
zEKdJquqeD2RBq|Q1WOc6c{zp1&UM_?c{XlX#E<_o_@)Xu4stm%SyJ!w(z!07)$O8-
zn!mgPakSc8f#83i*&<J==VjKJ?zmMVH2e1dBa9=B6qj?@G~=%E``%VC1Gwr+q)gj%
z#|$pA0m;2(f8P7tdQiIe`iixzrty!>^1SOOd+;+M5f0>WTQKA6135obB-X3+2fSz=
z*U4EXx4bOW&_WYI<_UKVC1HxS^|x_<-Z1~%@10yD$!GybH<G>Ht8-2`aY})9B51QD
z+t0*^5CA|!gnCpsu2>3#v22V{Qh@*chA&iY0as#>hi7nd9ACKrw~&(lZ%P254A%pF
zy;Zb4%t9AETf@5bM08FZkbh)oSX5ewO%m+9`0+z|C;&jApgS(mg59@kE~L$6R_yo>
zMnPA_$R%Fi_tnEFAKcA<9zGf_N>lAwGQDbzgy2F9<j<Lg#Ia09SWo~uhz_G(o3&e?
zrx&(`(&!(-+{=G}!qUCfGi#kT8Xwtj@7=TR@OcR6=vy(7Ayl0F7+9G1)y_n&!%r=>
zJpw*9a|V=UZcfKVh8Qm#3U0Fr31EhL(e>V<U_|B8XINaMO@RRF6X}u3z-NA>TPNVk
zRVchF=keV7z+X#oM^l}Rf{u-W)JpzXt`;X6U&Rjb;76+Wkc?(O5^`HTkB?Oo#RLWw
z2Q(A{{0;--5AQ8uQQNOhR@P#HZh7zCI*XCQ`3iY!(em+e4x+ZgX6}~OfyEoX(ctut
z5E~kslpY<TwSArFnvYH>`FT@P?aAp-6U9N=(TE7hYk!Usr+UXSx(vLPMNnN}Z)s#v
zE{ksUqLy0q*4OG6GViZ-RPkpf3+SFywI#XJ_NH%azI$11jh1~Ug8n;lO2bY0`1FB=
zj`k$a(g>?opO7lOG@Y=gg*u2yu11QY|AE+T7Pbq|Ff>2gUsTi31Tz@J$GH<5SH1^-
z;EQ+<^PV(lgyR0ms-4KHgYYI!F0!?|5s3uyjKHZzfixmC&}l9%xIBaP%VBet+kIPx
zl=ZC!=B)>E1+6l)ynr<^vP0(0c?Cs(F5V_J_!X)%w0!1C@AdMx%)_HW6L`+A5|UL;
zdN^kc#_+3T{yKjWzKtyDCX3f&-*nehGMcO_@%wl9N6xR^*?Hd)#wq8C_#Aw>0kdU;
zPo`?BCeLvSoG`WP^T|0>bwFo!;<NR@VS1Xg(8)H=V2*DyuTCbAiO;ddo5*!HI=8<K
zdYoP6voX|NGcBo%^v=zykpXnr6ZDRLr9z!f4W0Z3d~Z|zmRs-E*j4tM!pS_IVijW+
z7O%a=>1lr=jBI9S?^=mN0Z?pPj5-@mA0a6Zttu3u)M+6XBb{N~ZSA>lEKF1NN;)~?
zKk_}jkGqJoP&u93H{*g^l$VOaw=yNomdw%Z`~w@+hiJK(k(YtrEVjp8_W4;DFo3Tn
zbFMSsK^=QK6_eFn^G$;-t9&RxuJL~7g}fO;fHh1XCNu^#Q7H7^lyxxQ_FuF6{;NLr
z?`+J!n(oJ5cSFk%!+*%S@vT@v5}r1L*RN-gxg;Q(Lvti1DfqY?o|JQxw8F8d{xtc*
z#g8lQq%ss;l?}-EsxQCp20klnkQ)Gl?1V+(bt;V;U6LvC$sQ{qo>a2%q(G*E7XIoe
z5#_BO(*qV?q_@c+F6{<$BX=5<A=LM0EzWMt?WlO9A?o8kN}D+Gt6>=1-%tLWW^dks
za!aDo$q1IB*S(lE?9_SRP!r#OCDKbh68Zj_=gGqbZ29}N+Jd*3ByHZvb9(`|hoU7!
z<0#gr0vYSQ{kX7vs?6$PfvBdvH?JFJ*r)XAjPf9KQMx%ncC;QVv0E8iUvc-D`6Mwu
z8?umieEY56*L6wv0*=UPZ%t=-)Z0f$(etc$lUM-F-@_h{(+gsiVz0sg0OYgT&3<3T
z(PnpK`+&!7!7@3Hzx^P~5z9cmJ(Y?8Cy2`TF&p=EH_tcl_<}OdwzvU@Z4|!Z2R-T;
z(e$HtPKbnHR5){BX~zIH*X6Bs%G~qrAfXH<3O4;-BD?!1OFN$W-|e?ON-kcaqKnQ8
z6GB9AJ&3*@?l8c9%@&pL4{cROt_7`fzd_v;nOd))jfSbM9<EjDPcOz(k(TDrU*}d5
z;Hc+MRl@dfvQqrS3?H-7L|$yy<DIG1#Ce2==yub1$2Z--v`4I+)(pybUKh><^wuoC
zHw^P4{-oj;u$`;p=>o&}=OT`(=!fk;F-R036#Tb4^e<4@nzyd({~HvRH~#+)g^5A_
zB?|jkbu)`6_4P&T8jGV)Ck<qV@@62{m5{CyfZ3vYUFjPB?0I%im?dm#^CeU?va}c3
zNCu|JVqnEqFf8!>rQ`-W_r4W#p}>5HHmhEl@qYqj`Tx)?%Dx+WM8Mj|;dKWgh6#05
z(n@Q4IktXSK6XJRYDMeA6y7OoiZ>X5{%H*-KnYOvapF+x=&5M3Du$g`B!^gQNWql2
ze$BzTd}JSX@KbtI2y>O;Pzo?EzYSk0T29KMey2X_gH@3r_p-VDWE+lXD6u!n)8lyh
zdsnOQF{|qabved)N@J|yOOT#QKg?eoJ4qE7Q{)$e`8U{geX(gZ1I}K{<htJ429??6
z>TZ2xM5>J;g8u++{t^lkbcVj=1|^F5DKP6^$-`9e;F4dbBKtQoYV9-@M3|S&QvVXY
zF+u+yV5b;EwXoP00i={!6T6D>i*SOgYht7c-w{Sd!9K7y{ymn4)Rgg>zV?I9Ui*h?
zIs$<k=lK<1n`A^-OkY}FxGayrO{g){1rQTf8r?ogrZ5^5K^NMJ>z`O%darXL<&sU|
z{{r$!n4N^#D^;C-rmlL@gLCZHf`@l-n3@(4`9w3xs3t!9CPEsz9;<0znXDcW`x7cX
z5PD2wt(IU&%!W9~uurSn)E6Yo#~f)UTeOc<2}0MB30O5fvme=Ra_|#Nj<l<{W35Yf
z&8M*cIn0>YOP~J%x5;F;BqXZpb>a^WACQ#d?`j)ld>ul&W-1<eK5Gz+FHhZ7qta(t
zd)V8-RJ*(=n#<0-_co+A(4vg)IcQk!-bc_}4Z6M@`P3pXFGswlGgr4Ax{?wl(o4bV
z0zm%{z=+9CX`8U}5&NMEpLcT8Vsmrbxvqxzya6Fq=r?(8>v$YRMx%fk%fXm{QpZ%N
z2QTK&$cN6)iy8v&emHshBCCBL@N|WdnB)Sh&J%hwG?$;(p+(ij!mhBNQo&XDaTyRC
zoo?2{8=g3N2)ndtsbA|Xtln}=WxvS#;nyAH_#^5(&_*Eqy+oA3RHlQp1fNBaj)WE`
zh$$I5`JhE6O^N$0coHto5{$BcQ0N+n&Xh!^hdWgv)KCr8niqd*WNB<4{-6U-j|&%W
zRp#GvTeQ@v{L{9Eu~p{|$4#9JvOO|rQGB6#)S#q!)jvEiVvy{8$eC@cXoLJ}HqLp)
zoB5|}UBrHF9V(Qc)UFtOuY&`5cLON^V-%7=c02*k>E0B~Q5LI)<7A359+H|Ea=-j`
zjZx>Ywh?_sB8@kj!;TYjUd=Q-v4ZO?Ka}^Q(Z6Y*mnT!ku9ZhL!?EjY@8+m|7Ci~m
z@ATbr4~lYJ>`WK)ke)Ga1e2I}7u5MZxs`<%Nz1n9VcY&dbCfhu{_b+b`*$zEHoUA6
z5I;AM)k(=qCwMm{aU}tV`gtIZ!~8K*4{v-@u)6k!wlcuerLnslh~E=5;J%=W{Bv=b
zc34(!bjZ=d#okat@p15GZKQZrN;xa#g;k(K{oS>btkqsq`S0YkpqH~>#R7$9RC(Z5
z+Hm`KkFRNZ8G^2_XK-Kc^laqRwq>cxfSkxBXAd9Lre1nm)K#AISk5xuq@0HbLAk1L
zYo_~EQ!5*gCf5ZddQq)uk)oQzzS6?d@N9pLUoP&cM>diFEub{e9vYF0HenHEj$MQb
zKGy2PjXt^yW&C6dlS8bq_};!H_{CWUV==|!omr1i-oc8b@(b$$Bl*>Eay7sMlHFZ~
zq=YE5ec1qFfH(uEZR4QCjKUucRyiYJzg+C@l6lvB4ly^@BTV`#2>E@@-PDAWr8+=e
zxR}k~`k&Y|N(sun1qyNpXBUp(%f|^(c4Z=;$IyGSW!Bv|lv(KDI;kh}(|`mkB-xle
z7$f&~JKC7PWD9g`!OYTkH@DHvM!7Q80v>B%2SBk}+{0jT;h#t13>(BR9dhS6R8{{i
z?A+-&(|i~9tQPSP{>>4%Fs7q~{?7{D|C)cB)#dHSPV5m77@YnN4ZvS;=<%{#G;m7%
zH`u9jy^RoQboO8@OfAL<4al{#<965u?pf4G>W05fj519i*bRQAE7M_U1Dk0baCQ#&
z(LcgYKRZkpc{fCv4Nmf(F70tgH0L(r>RxHgmfT1xUi?EcYy)bwsoKPmd`{a~rCPyL
z0RU(u1*q)<GbsZjW>$!pA?Hw1AF<w^k3oMJYDt!{w%pGmulSwhf`;M^isDictRbNN
z@A@hJ*HYrY1h4;L$oRJ(NH10j(o4_EekuDp??%QRVD2EPD`}XNJN$u^U5K2Kyd-*&
zN#rF;x|+;7YEPs#ifwkbA(BU-IU$je24|Q+%LQ5W=_7t>BJRs}6E)0+0PESP4cq%8
zt*r6;O+{HO86Aq0k*(!+Kp2u}1wQkSPMCdi?_Jqgk;p*N_X(;JuNNx`$e?Uou=#dI
z%indtE{=}a?jG_NHs3_{yZzsL1jm1&HUG?%)N)*94tl|*bK#K|+MQfH6ZK?1s&s49
za%-X%SCECwF@#rkCyi9={T{ts<}Yu+7L^`u1U<R3CN(kttWTI=!dvZWc!xl0Ru|T5
zV<0Xraienwl21ezT``b!^w!4-&ixfQIA#pSK7l9QbL%Kg0#(Q&EBzO;QTpZbrd;&k
zC~v?HEua*^&;>Xg{d(Lemhh8<3QqlP^8Np8fKh!h0emHd$c0l;rqx86y}LllCNwy+
zk((EXCv{%|+?nRtmv%CjK21+i2_f(pjN-@|P@uiB95Aay|J48!FiFsdSr`By19$k7
z8(28<c=tiPj~Z6_qzItgR&J7I-X>~R!W&4y?F$ls*gxRiaf4N0<>G2(r(1UJz~WQZ
zm-82Yw0oY(n}h?4J@ek^|DaNfGowbo(>hmQNvp4Ig9H|~k|G~4ecmEc6$a$l<fD<1
z!5o5e%`-xN-au>4xt(@>z-!tpedW71T@tg|!v90x?%{@$2F!Y04@}qOh!642s<weL
zfjhm@)X8N!e!sy3?Kxw?LPoA>u*NU&;@zj9cwOJCEzIt?YWj%F#|>3{tJjOdH<l5)
zSCPNNChah<L8>_8>%iPE#5N?-x6s4p`Z51R4)NJEk}0(&wv-A!pU$o6dMLCbpa)2B
zH3OPN37-2l2U>!2$cTiH-J8>zB;h=mRS?pkv}KN`bW0PdzEO!yU6JvW>dNOG$IOy8
zK0DX5><q$zj|HOMNWWR+^=DZfZQ-w~Q7Z|l)U?kyMF{_|;?6oMs;~d|gCHSDhvbNg
zq=a;bgdia;HFTH6&;uwbNT+nCbjJXSfW#0(H`0y35Hr+oeD3`|_pYbzZ>`@ScmH+H
zI&0RPv-duGzdrB%{_G>-)mx30D{*z|iz#fBPgqGvWx+FM=G>{YTB>Ms&u_S@5P-(3
z^czp{pLo`OoLO>j6@V4ZJnn_gIh94$wV+ID5#WYPg<39zEf|$Z$G~gGL_x6GSwihx
z&-TLzIHaS{$kx{+8|w=RE{i`c<dBelT>))0e<?8fp*2tXAqkeKzd~_i@d$QsA%^6x
z^aVsQqiFDte5$)*(_u{T7lk+P6vfuQW_W0S6xksDC%5*|EuyyQvFR`9FC~lOL1Cc)
zv($U9{mxk}Qg}XC%t@=^1tu`i!6pum>?+Xf4`rG1=i_D34^+1Rl3c52*71v%S^5Bg
zR4yTn{L@v;1OxB<M!dh)c$LsuUKLs92XDWXhx>K-l_!v9*-e)wY+FhTW?9zaeY|1)
z?ekU`0#D>DbH(P2PVu=J<sF!LNCxW%!0oDF;k8r>Tvi@NjSK3~1NH=^*sYsA<0Q;!
z*v{95A({W}R$BLnmZ^F7ce@g>zxp*pl--|)lj$M@$Z3~uDm;!TV^fU1yv}cLL+{>W
z_N+inx?_5Ckq2Sv`&>g2&<-Ec7|pj$xoREP;s`ilpDx;wMjMxm>tzRr0)Z_Z>1AWV
zd){e$;w3*>lX>~kX&4JiqxtrmAZqIpySg|=?gG0{O7W42zhk2Zk7L<~G00v_zJA7E
z-v1$p3kOJ>mmiqV#Jf54NhtrzUMO`A>Tw#n-ALDcZhSgx@8(*J()w*5^t^$3u!O(d
z+)|`e;eB?omXxh#d3NpH7U?9ako#8F_IKPHz08!a+ZBx6Pg?jYp<Gkv=!HW!_&_K4
zw~k*(;L0X8{UX_q4<`$?je_C?-DxV>-{Yy~<?pulyatY{BP(YlqW*G4X(Z5Resz*<
zs^uHkb~<AWq}Y)zKiHHqzAE~K<kpxfgja0K?^bkVFiI@DKcD^@Eq3W)+I>p`3ufjx
zG2nO4>V$Q4cCVQkOD<TGaR&q|NY!NA$o{y;iYIYx-FUXD4dJKdjMeaUT`e*cCs(F!
zFnth}m&330{j&(<<&q7m^;c+=`PP<qg}YG__ifsUm2U&O33IVpVhANl_S>vLf)v!0
z{e_ALkebFYg5HdlEn6zo-T5JJPU)T_;L<H#D%G@~6z`36^-5M?9<ES%g-(5genmN0
z=j(=X`ILS|KBavoh2vtmjvO7!iVSrq^!}`-6z<axvFjbc_{Z#0_bMEhw=NW$`=QJu
z;wS41b;&}z+&0Q}YNTSiq8Pcq-unjo$nF)l<ekJu1x>h%U$5Gyw?Zy6&NjQ!sMu%^
zHON+B_Zrpsvh9Yh`$=q^bO#EnHWaQ>F$YBpkX@<gR}wwf@t+gd|5g%*G&&GB{NLQ_
zKipUn7^CuP2iI_gkWdG|Q+Z)Xwv3Z%*}8jwY0D&ffI#+;ZC=G-J@VF=diad(H;|C~
zMAozIC>Y6XNNutG!HOvv2t6!?G{VUVB;wBZ8b|9O*{c!hb@ktN16(TJaQy5<l{VNN
z2^WKI_s-)SUL%(nCYX&l9p@j;d}Fk%k6K!OcTpf`<7E_^U_4B9oK?k-Ii5r!4j+sd
zz4Lt086Kf@^wllX_4|Ht@$|Hatv~}`s*Y0-U)j@-b<ajDXlrHi%J{L{^msm)in!Lt
z2_5U0p@VJQH{XHl37%pHBF^E&{A(TOgnujN0`hj~%*}akg2&#uBL$h64T??iENeXZ
z$|BC7F+Iu~ree44k*VZH{S7KLLt{OBsn_Gy1!J}VF(=4H=ovmdVE!uju*NicBb{_G
z2ITpcg3(uv!hi$Bn>JZ->aLm?0G>We`(`fzwiy#<{wdsPGt_=HT%47uXHxOgIu|SH
z{_Jc^;dNs!<rMjb#RmCwW9ARW&7^hop$>nea9*OwFc*&InKjajror|T`2B0@1KA_z
zufC+R+9N}GF&K5v;ddI0gWxnHHAL-`;3W$UQ^l1Bv^kx1yE3T`#D4BFs!`$bDo~T?
z-%!c~8aJ3H78%D>eQL8=+p2?woy@2c7v(nWVQlngs?$hKGocK0qWhf53IxR(MwYHK
zHQWW;l&x~|+QS&M_k1g3w?0eJD1|-nyz=dn!@*`7)rkWY4?wi&$8150Dooc%-R$Z@
z$-sV&&Ya87pD!PG>OBWwHZp;$sI^ZmT6nf0UR7msgUvzPtQ9;LGd45?3n^oEwc$BW
z#FM-6I_nDrOQIzasokFxIak5<2pb5zsWE5Qzp=!-;J$FNHSLGc)6GC!J)@nIkV}`2
zWB@@`SD65iZENMRO#rU*Bv>%^A=Z(A%WMO6TG#onddCoSb+I1E|EaEz?UJ3#-cKGQ
zcGkMg_c9s+dF-4AIuF$`WbTw<aO;D$5L871yM5*Um#17eLtC6yWq_{zwbtE*NWlOQ
z780W)Ybp&OB}mh{@}5BV{H{sD)_z%M%WW=u64kF^|HKKA8x!^j4v-q}-3t)JPeZp(
z4%I8r@p^(mduV%ly0s9^O90?es48#M!obne54o}O@^Sv0kya0@$3J7TTzAQu5SU5F
z#rOsr)cpwulrywut*5EYo5vbYM~^!+XIHCSwF7<A8})R#5L4sU=EHI7SacT!P0&Sp
zIt`_(u`Aj=komU_wXjFL7y!N(Mk#dBK2Zre#Jh~adG9GmgNbEc^9bP*F``Y#kBZd(
zoSLRekjUUNhM1zzv=&Srx`Q^({nJJMH`%KLCFb_UL;}`hc#LJwgCuACn|{M+Y_C7N
zmG{<8;xg`1u1y*K{OT+MfA{F}tiXRRn3y7gBr>{(-_hDQ+s6Vqp?*Vv-pWa0PsnJ2
z=~G#>c<uY<ng@)*mZIL{6-6(@m4X_F)48i-uo;7!4LOch{j^(p?0-UUJ6Uhea2aKL
zynZi0)!61LDT)CRDgI82Km0||_wSDK_H$uegVnm9<QEgD&*qD}g{8g3V+^(xaadaF
z+koc@ZW<!ImnXlyOCrwW7i}&wNWlO|-@=@i=uM=UgNaq}Qwsac%6kBS@9<d2pcqc7
z9f?eMC~`Z*-*jU!Vrf}nC`#g_l-D4ESmqHFEz!1UKQ1+0pj}g><+N5xH10P7Aw*h(
zl;VspN?Iqz%X<y%(Z6p+rZRQ*POpeL2mAa?ry$=Y^Ym(lEh7e7(uuyyaQch3P)RLU
z<$04c8F;9IXL`#s$cHDRy0yNUIY!D|p*Th9<46NMi^BxAN7`78>Z_vb+;+B>FX`tc
z)a%OUEj9CM0nXy1S<R<TeoB`+g^&*f@h|3>e?sd`TSkVv!*u4{z1tj+J>_aMc0?v^
z`&yTg`v~h|otg2;KH$iXgW@yf<rpmo#=fr6=V8vD(H-@37+pU37SvgUdBp^#W5R0u
zqnRj88-0I&{cSZ(urvf7Vn!mTt_2y0o6JTY3ZLXRxe#$sb9vP`;|9+9-C2LR-||UN
zFh(6S=>9juh&;RQsb(LJSr5c&rh?kxZR0mROq-`SAjGJKcmR{j<P8$lMF&M%nK?;s
z^4=jKfdr?6#Ba%&z7B+M@O^5%iF#V{`N{|hUf58m$`>smK!U4KW3HNS>5nIY8AJPt
zIANRT7?2}c%jVz2GUB<gX!e(RtK;St<prPE?=4LN*o}9JNUq-*zZuP-zSLJ%2dkw}
zfB1H9rx6&Xhl7oYPJ}%QKle1W&E{SX;QPSX`8wr%EtF#vXN}?)7-kH=jb=YcFc6cT
zBRbC!+3^WMgiPk1o^{=Z@mcZ)HY4_J0(1LLo@E=R`dZ)yo+5Qu3G<7|LF;Uq-0u+0
zIw$4_`5~xLUzNzoIUk$8q}`k^yC!wQ(yebn8)u)~-_MK-ym<ikoNelyT9S-@3`r5^
z7Q4sBBstaRT#Frbanyj9_}F~;@%J=voec8qBf1LkJ>Qa?>@jee6|y4quVsB0U1ljf
zDOv}QLQ*A3b}?Mh6Zo07Sk9MsJEZ_V3(3zLHS*qbuRZME?(Oktv~g~ldSK#4KJ7Lh
zqbnA*MJIT5Pk4V6PI8wtnmyP@?p(yPoMTyQ_OCY1scO<I?$rGxWxBXXG8R*sV7Vuf
zz-l0yGOT4S)f-f=&xEgvkPi@3eR^=6)T~5;%Wlq<tv3EXT~Z^(om_mQWEPgzU->|s
zDqdGj{jB9;B-C}5ce&{X-(zg_eVU}U<WX<oZ@4`1bP-6D;*HyN*SKNf*`92>l7vky
zjIXU-e9s{Ndlp|`+>eabI34yPET$38rJvK;C%Fmo<tfK&G5ayRx9@MfARB_#NkAw=
zM-aMJnC!?gUa2&8bC{Ntj>)nTf!MB=$rvXLuk^Iv`GG-PCRKiKS&LZ8P`3^*s%L((
zHbZk_*nGz_KW@>^<cKpjhpvhnPvf{t5WM*G&be=&|3+B{<<AV59^8Np7fS7E8hVV~
zH(B{W#TAfk*HwS_vh0}!C;rg1TUv!&<?Fq=pw&r<t0D4<-a|qzXL7-0g~QWPjKExl
z(?n;fPi)!#dwDM&mM5Q1RV($U_#wwM^<SOOB6Vs-ZIEMMzUo}fAZGltS6hEzYDN`M
zX}B2DzgrNHc=$zu*$$rB5p|Wa|AdvJrJ+~xoTAHScLWbyVIO~a=IBhn-Nav$zBlek
z3>`kq`M5qI?&95bHJ5Xd74Srt#fgOgX%#F2SbUlTGrPfM>}i-rk$3vHd!HzHhSIgS
zO{+A`HaUMEeQ9NoN^4(Uk5p2f=C&}<M@(rSoTPyLC-mKBFA2`6MhyIc&&yhi9NskM
z%BQ6BPL!Wky6^04n{y>M&;iF(kNFf1uia97qmQ;hY<x)|O-!6h`avui&DNT+SPzq;
z>B?Osvy3^Zxy<#Jo2QEZorzB!r4`PY=I7??!`<U-EaClThB#uNzhhW8RE}(Vsr;>f
zaHQe)>r<fGZ^bOHmEqGL&3#+bb^g8qCru;v>3ury=&A?Yz$Xaa55`3MehJe}F=d|?
zcF|^Lj%<9jRnqKb<g9qV_3C&0`!BMb!XupaZ|kgnw5p*z?ceAi$M$waS(*+>f>^_<
zE=59LxJ;Oirdnk`^Q!c?C)54w9QQ1I3aO>VQ0o$#RvBjO=Qy6?Dq#&3uHNK#B-Hs2
z6zx4&b~9C+Y8)RIpYgX6uQ!m=(fQmfTA;c!@xYIXvrQ~IFkyMn>XpxWy+p`DhF1Sh
zyrx@u;qr+nS5}}wM!K#(JGsR^J%EPy=zZH|Lw-YR@tcR=ypX(lT#k-28c(_P&%ajY
zZ?np!9!Zj#tSjo_B$spr2zC9Wyn%_2qa0o@O%Y8LFMoBot(&WtnjJ}ee79RXRR-P4
z@IhA1%G920YVlVuW<9arhZ3fiVK*)p^4VYW7x+07?Iv)hcvOYG^+&Y2;!uo9FD4KR
zwsZdM=h}+&8ktV}urm-I(C>CH_;yy`pM)Z5NpDMJBY0L#t*QzPcd%pPsaU|a)l$H+
zR;1B<sK=;2NfWgAHMNVIUU=?xh8Md!+?s_0FCbQJ>9~Hcol$1u^VOWF(4R6h|EN^4
zs?ceRCvZJPBEiFB>iMEl-sis0FHPOwKgSap%<EitC%l=RgX`FD^=O)YsfI=I-DkDF
zPN42yc0=1pWe&)WL8obgAiOB~K;s@VPjd0X@I7{W3|!k*@+eiz6_-6<KbemRUTEo)
zVELfXT@l9nfXDwHz3=}U^d>H=2{l+2^9q(vS!6E#KO7FOihC~UBM!k4E%AjLm+XGg
zL-3eP$)b$eELv3SuJBR)B&dLGmFE=6Se4ZnDA97x;C}fd1?KgMaF*E#{7u|td!ACB
zX+H(-Z)PfypV%AOhvkc&V;!8EeOOum?ELiN=@eoL?Z!LJu6&5SRGjT9RAXzIi8u}i
zE&iUuOrAc>37+^_$L{cfAW_9IS9T%AWh|p)K7AiR=ZPih%m%_)r&80pHMwYfs(TbB
zjwjO4KS<o=WbPFOU*nJ~)U~z?8W=s>>K+Fbg=QN|YTb9YG7gwjL?o*JD|lDDh@;dh
z=yMhNm6D9Wo;(g?a1-L`mlLy;)IQ7KC;~vJfB}ga$S0^?0Z+%b)V>_Wad}w(0P9P;
z9<xz;VMdQ~4mu9x5s^dd3Vl=;_qngczV0}M4_3lPu^NeruO9ND-_+lPY?b+~%s;PA
zuQHkM$z)3qiZu@F;XlehFS@p8pm>ZJnc{#<Nq|b0MOtb%2eO1u;3IyAW<?JGLlTwc
z!%(l&ExB0W%ARcn9>6_67oV{2y=8#xUP9x!BUqyNMlVyPg4`va2qN|)78{Tz0J>|_
z8|72WV;hZRtnxbPXV1C>Z~IugsQ>_0N54)z!jf4ecM|egl(Z-y?xp301;{c>VUO9W
znuVeTPD!5uo1bkh-l6%7n1DdjZ9ccb3P0P}XKIZGCeGpNCp<iIpZ4G*0l#e7cL2J)
zw8vvHF@wS6a_ZU`hmLbrM$l0Mm27e*zcZVoux{US3;?l_Xw?}Ns9o_YN?1Xj<o!az
z5}D?^4f#JXM2?1`nw68{SD(KC0BOmUZwM8jy^8F(XT&n<%@6R<EMM@5E;x)>2A7p!
zocYfww{kWb?PI@lL!O|C`9U`Vo#gUQ7t;#WTr4MQ8pd(b>$Zc5wG+Mp9Xbszt)lq+
zdt0>4XYGQC!I3WZoEB4p^tK!X*FGAOjxym9{o!(bt7(mORchk3e!C_9*nBdtv%wjh
zhw-x7eGGa+3-3aRzt?8A@91b!%N9x-Y^gk&Q3xWIG2~44wC!N)iJGY!bt|EWB$io1
z^3);oobyil+N?!)$8mFaME$F`6y@d{R>>b%Mu=SYzvkta!5wRKxmz`>BL)+TTk@@g
z?v@j8eS(Se%*4D7mjs!dhg!BzJIaG<*cfH)J>IJ{abikM7G{C?m-NwpF#+r2K=Olp
z+(HT&uadn9xhK&T^6+#F|K|HZ8wIp8W?TE`FcCI&DY1-=58-&zLb5jZVbpQK!xUa7
zrK)vKK_5U~t%C0+A-^T54DPu5Ogl8DjY0z5AVDu52e<CP9y~bvBr3MB>5SS~fZ>=j
zQgvo7;O89aj)_IYzYr}Jaahw<eXzCLYg%Sf)7X;-fuv+czy8$OHvWnhv9*}UIj7q<
z+k!ZCzK(XxE}5M?sAW~x3v6PrQCsj9lwi6>z&oU{`za5|)<JXC3)Wk|Ua>p2wi^jB
zv9;a7;QaH1x2?9sU4c+)=P3`{p|k89>|P+9Pii9K_b5(p&Zhqp-JOsy*}{O1zI(}A
z!}EAt#=Xn8rtu8bx?$RptYzKXtoahA<>G+{wVJ=UYR9uP^-a}ufdOI)8Yig4r{$8T
zi*D-*&TCmSoLB#n#-IE<@Si)(zZn@%h5V4aue?R)7aO11kL>nL6j`(lEBJ_4{?bfX
zCC@2f4VP`rU)LZ1J#vhUGV@dmbFox1q-bNSIOLX3n+mNAvFLb+=Me5@UH_@=H^ctu
zcZN+uT)t5$t@+7{(ZlMKs05CI-k7rnEZCP1RXya|7w%t39&z9%?Q6kP!6w|XJTESy
z-<ou)DWNCPw60j=f;U$#uPC>Jjw61zZgQ!cbdCs?-Ge@Q0k?j2;@Q}RXni)T`%25F
zKLO8UxtOKxzzjU946dH#m}jizxk{1FIlDbj`crMMV$XxbOH^AyjBT#le&W@4j1}I8
zyI<&ay-3(qa;I0B8{&aImbwet+nk+LjmSOr*UOg6xB9+!eCV(xA0w1uFeNz=c$LJ2
z_NqH*3f`x_!X}yenoglq^>INO;T2b|{LN&{d?$BK0sk!bB8|mT*EP}jqSX(FL?$9(
z{(`l#Y83<aLrLv^4&#+6M-2bKxO}Z<kiKzD+#HyPsE$_Z9Ub*;#HP@qVy!mU|C9br
znU6Fd^{5aG1KRq#&ujqzz8lj7N5-c@rTYB}28pj9-=hG}g0lFuA5xS=`KB$8sv{EH
zHS%${m5UsZ#v+=T7}P{?yChK~YhAOFehIR_z`U`g<q3!h$Tw@1X0()bRzV^dk#h!N
z^QW9gjj>AJ{=5}hBbttx*7b3lLWiMNg7(kb*bs)VLE>_gTT7C(1C}Fx%Q~}=x9ihT
z&SmM~*wys{HFd?V>E)gp$$5$HMC{RbUv%+&HaQM6LpGHodpuh>+{8<U%E^_YZ7u|e
z<&g+oUcU>6n&cJ+Eh-(Bbei44NIR*R3T<~geJ=j6C^~g6O~?KupVU}`-)Z;6-Oi|d
z<?U@nj|L~Wr!igRFm(GlSzs7PQ6>fS$YU!?HI7Zo#hDsWnm~hhO#3W8O6m=%+fD;S
zs9!d+A+e-7vh+9SuGF~fN^`Rt<>?a#MJ+ZdhBFYxQhnoJ<~RTViO-*J1jyn=$XqxQ
zIRc#2waY)^gR)R3CLQA`1`F=KtytpGQ}z>lzTpddRQk_yWGDN#nt(9C3T6GZverg7
zP;LFfpu@GK_G(%>Z0xCs(-kn&6)M;*lPRy+<acyCvkXK<jjIc24p#XZwFjY-GwV|%
zda8iVS=VEkj5tS!;Bm+EfHdy<&$E=9y>o1ixB27z1hdJMP_TB}HFF@aVaiZIBIu^)
zG<iAfQ&}bJe7s}H*v2No*={?#k&g&!CeqT#QI?b+llRS_1h#Ua0X3=n`A1%B-AAA_
z$9%<N`?&z44d{<nB*SNVc{QH2r=GVhgW`Rj?pzdUN>!yFFsGv}8{4&r7_l`8jgP?u
z2CF6AIXo~4#ovYp6J|JX0O;(juP26?VmHbw)0m>m>t_d=4Hqr0?oMm|M7+<Va(Q=S
zhv9mm6+z5wtu<F8X(W3RJ5}q+Ujd`0h#woCx-oapewy~3g$G~$wil&4e390C4hpF?
zPek{i$^~=}s@0c-Q6z;q&=nNz{h~6SpE&5=`YMPs)m{YqW+&6G*LD7BQ#0y|r0_l1
zfl>>i;o1i1X5t;j2YfW{zx?0jeFWq|i*RZDI8*VaPSfJ=GVSH!%gLS^tPKC;gY2nG
z_y}5(PodaTcYO7OeQ=QVs{^rHki=;6`RjogP!n!*Pm6b9gN$_V5=IWsDPhxWP1ep;
zBI!R8dJ!$_|D~qSH^!1rC2ww$yU@xpZ5i5fZ)%;Iiaumro)1D53>J#RU(Ki@f|0jR
zG32un!O{^AuEQ`ti;cl5*Uopd7XFN`6&qCQ>N}a>N=?<&8w3KS&kQT7T32RolBSs?
z`KA|dUHdOt|MdC)ko7Yg^*=@D`$~GbFt^5|H{REkUxr}ZEG(OXt4I_yk1U<W3{sAF
zmwvVJTV)+OBt_><zhL7aYix-tdc5&D;HCMcuj-=L@C;90nYGneU!We@PC#kwh6qd*
zuJ9j3cQxE#emP-1;hqDrFv?RU*IL&H<uvnj>JN;@!yQcr@?5JJe4aCKn<sutzrz7%
z7!wxlj+`9x?Z(OLi;j^^>rUMxhHFjQxYGb)43?p+Ob3(VEtXQa;N^5>HV!;PQ%r=X
zjuCD`)KZM<&r%Zg+ES_^l8$LJ4f9H5w8_VwG)gjE2i=S)Wfk1HgPwcP77TdYv6;V%
z5<wW*rlb)qLA#pd#(T5z0TJpsHXm@e0ns~9TM((n(~-*R`!C-LxP*|p828G#<vBUm
zV!mG>xo$7@qR*-p;NnT^_TCn}*X0Upz$IiB$X9x;u4O)ae5}lUCUGJpj2t6z)_j}3
zQg!`<BBD%96nU`3+XNJccsbsgDNu}N`LL<EwxWk(a&=_T;(W9r6nOq@d*V6QD?nS+
zFMhaA-M<p-Sr_vt*Kd$F!(<q_YCs$YgRQUkKdbv{?y^Swb3kz7F$?Co5<Kekx;P$>
zeIqJajm53!RX(ds_?LQ*kit}PLhO<?B5=6BY*3MB$B_Wn1qZQAx*DDQ_>f>VCu(Au
z#mWC!EMUn(B8VF8dqrRi$gy2J>rB6|GLrL$1WqEDbscAlq52eN`@kyn6R?=hc4r<5
zZ=?4&Axv%9Q`c)^$l`AoI{5~`#0C)48^nOE<L%R#$k0m9$A63<_<FQXEZXj$hdwF<
zk_l28-nxhLkfE0f;NbpWCDU+OO^TJJBFCvoeCP(EKN30I9V!P192<1$6`Zb1&#vLw
z`pI%H+86F?_Mm)WTV3nb5)8&m_YmzWBY0K(#lUI9b1ULx4}|ll;}PYu7=~c|QSu20
zzrXtT!v23${r`VlY*5VBLX#3YYzdY))DS)s7zh^8A`>%s;~ExzRumlCq!T@d1Kd@N
z_*F0Y=5i|H1F?*=Tw8@&-b*B93aR+Xp<F>HNfNeWrl6?_@SzN@OUulY3IR%NfAP|6
z0rV<@#g9C57yi4AjQLczu`P%$j=8o>_|*PN+GgJ+^_EVQWjTq=#EagFmRP;JX>w`b
zRbT_Tc6Re@sQc||XYADFX_A)F<%6{*1A<^;ANJPE-#QCj8#@GF+IISq1S+EWo*jKT
zIV9p@rbBZ*kzu(nIOOWYU}KemYfCaD)p*iowbo{yXsP!F(OZ7C&NQJrp@1cCbV#sZ
zxKu;LjFKpah=!ooVGt?#`XnjFu5tAe^Nbuq5(HgHnJ@3o(_4!NKX;i(m#lC6FCE)0
zPikhV&7eeW#zJMro-^A}Ji3Aq;BJ1AtwGBYVaGu@C(tb&0|-oOIXxl!#BWx{XxT=;
zh)NGeB^QU^%|$E)DA-}jeF90&3wl<^Jpcr@9tV~#ORPoAcUC5DgSXk<gd$I_D9~Kb
zqCR^dSHyR24F`&HLEuvzIl_DX4f|B95rLlkT?2yAYU<>2$L5e1(r#8Od(m&C)ybJE
zRWBh?VHKPY0TaGN=}la<N+(6Auj~?Jj`aXQy`z}l?N7Voojo$adE)Y_HG}I~)Gdd~
z%T<fG^;dia{>}<MRne>J=t*l9t|GQjp&htW?R6JT?Lbp9!`Y(#q=4nmocP1!{LtA-
z2%&*#q7S`#TCA_*;G**VSWV#qo#gtKzdG}`oQcbzfdN&=_f#Pi)L~y^hFE4>GC%!Q
zSa46=uPU49@yvP*bkM#l_ANuHHGB9-e|K24<-DM`RTO!R8kle!q-(&%g<q(p*YbOR
zUamu=;OVCDj6inJXBVdl8q@1Q{x%Mlr&bl0;QgR`kQ5gO?G-u5O_o|UtPzLn<P;Q~
zc>~u@*)70O9;fZx8-ZbW!mjp5%;Ktlufk)7X`DJ5r;UvJ1OKkum!R+F@8mAJm*y}e
zB4WPIytNI?{OlE%Nqu|ua!~hvgBf5&e0lx$+lPS*|Cr&Sm5fw%f0M?mq7spf2WYr_
zQh9lUuND(MD2(hm<Dpus9I6mG>psv>Of8A9x89W`;{3W+h|<FeXt|sok_P~Y3s5jU
zA9cqKSYrG2&{lxIAnbGa-C)cniA>4hqeWj|b4w7DjVKLnz8@+^)Nv1Zmj5@3<^$M(
zH*ThA{pTgniPZpvTlP3n4&&{_FPkZaZ&#GjW*9T5ThwAw2kk}3rMF7z%T$*G5RLN(
z=^i=Ya(InzKt@G6P2#|#Ys&y|;6NVYrAbV-SeY?U1i^D8XkkWGSs^@g5t9vks4wQM
zS@3)1=7YbBG0~V-D{WQH%PLaDklunQ{(-dwqWO5=%}u;HQ+KvMmIj1~Sr#AFCwFx@
z#iG9lNEW~pN4xCLkzCAmFQ$wZCG4wd0$~?@PwyUitV&HZS@(IeRvx^q`LfDyLA+tB
z67cJg|B}9r^~R>dwhGGx7m)MPe@~a8s0<6`8z5jdx!`LnmhCSB_^7+XWFlr?8wqWp
zNxi6Xp($VQA(7ecEDC#GIr<k#Qw&Nz=NyJ=r`_dANQwZz8aeVaNxoDLC4`e%^-%Ed
z5@f-v1a@5*st`*fouKP8so(7WhihBlMopX@VgP*#7o}d$*ZMtCtKK}WMqp=(-gKcr
zd>IVRdwW>Z7NGoI(%(bQSUY53iSzG*zB?;%Uc_YyX>ShoD|daUp;l6shGG-ACZ5kq
zda<_w2xVhBXn4JoH<qej7F<-8t7L6g3J;HHWy9U2DR6-|>{c+c-g~9_Mo!CsJqI2B
zh50oOu{!q=@8xPrfS_k@r8JUGrWJ5=?-HGg)F{Lo879cJV?F(j3SFXAc}x1MuymX;
ztx}d$QuT*)?&p-8lL5OYW??Ln&jj{%8p^2Wi`r4VV(iZgy1cF*kzoTyql&JIp-Q+j
zhX+4i3!k;5R18KJR1R$uyJ-UZv@s`sh%0V**taJ{Fc=WAowlS^`et?DUVYOGN;kgm
zv+1+wu;@v|<V3A<PYRb9a1Rg+ko&MM#8_Z?o7@pqo#CmFQW$dif}v-it<@!TEtc#1
z?KmcSlrJf7{USkK^i+ZN6PYuUQg7;mzl<RhNn*eR@d>)xtoB%s6TCNOt8COdnCSgt
zpxM*hlZld?88GT*n_p(dL*rDHMK8mA&+J>{%X0I#t{diKa9o`HbLc&Vo2$o5!}Idk
z2ca?ckkiK#x~IBFg(;!|3OM(hTxko`=}9t}`se-*(IU4D(t?kKzRNzMA~slLV;%!L
z9)RVzzSkBe81L47e<>?+esi`{t4mA)rm!igbdE#V+HvsPl*HZE)^L=|Al06Ak2biS
zf?764qe{Z;uPlr^vyRWL(w+p5N-F4%7dMNrOFS2O&RC3{gFX@wdCt?MLy*Jc4x=fa
z?&Mnb;$(Yqyrjn75j}Q#4w+6|LQ>BcT6Mnf$tiPV7s!Yn`l;GlXFt1%1)Vik=6(#A
zQyoX?8ZMts*bP@pJl)h6pM~Vt-f1bI{WWDzyiVsbw`9yf>r@tEP(PGn!|mffP$u6s
z4V(yO<UZ~(z2Usj>wIILa!}E8N?7cfMMGoU86FuOt-`t9fBQvas5o%D1#-qJ>bneg
zuIel50o{4*bT~vZ(JmrHyhF=*CamiWV2VdXo=f4wLxZaR?wf5d1S4bt`rWz^v$(c^
zo#gTwJ-wO$2N23FtB1K<p?&94>p<M6z<&&gQ`NgpPLZOcl=Z!AUirP2qKF$)VKnLV
z^Nbn)hV-3;KBVc{RDx%|h8upJ@N__%X2~J<S5G3bHF@0JfX=B`E*r{*r4JBxNzw1z
zUfHvtXGUrNz^dYg=jd)6$|*!Q-k(TPiV9Yl`eA0y(Rqd;{p;YxIBE|7C^=_nxP153
zfl>}~Jv}AmCanD|PqxRp7v3c=kRUho@Xl%TExr-jXKi&vf=?)`;~|D2XGqr4|DkAO
zC;LS#h=1$HGe=aQiaI}i3g{)c_zy?+hpiN5BNuv<DFCSuL)}c@Z+l8~EH2<{=W^z`
zT~feX9``gTvy6yKNVbd1A{IMZ%~mPLv*)s?e~?tYex6bp&yR0&h@l;Ce4-HzJE+2w
z9W3bVYZcGd>-^IEoz92Dm}N-xWw7l9#12y%Y<_Qi{WM&p{|80B<;d<c=9Q%{z0b^t
zp`@DVsXrm$_I-WSy1H2RsO{9nH>L`!l9eA6!J~JY!FH3gueA*s?1hX)tFO<=bz-*c
z5XRk+mqR{7n#)6};3?;Zbo2+VZmk>{mPjAF>#t>&iUbS)dQj;dxn2gjtYI9ZgVZPH
zt<^%%LyqTM{of2L6VwaU1pmUS^522h^MGZVgn)d#i6Qjo907`Qs<M?bCLjL`B#_Qa

literal 0
HcmV?d00001

diff --git a/doc/source/_static/trunc_before.png b/doc/source/_static/trunc_before.png
new file mode 100644
index 0000000000000000000000000000000000000000..36ac203422e7626f5630cf02e2253b55e36d9756
GIT binary patch
literal 50913
zcmd431yEewyXM<KfZ!o$aFXD`-2(&&?%FuP-Q9va!QI{6Ex0%C(73y6_wb#WGc&i&
z|4iMfy0>Pkx@z@WyZ7qdZ+E@xS-<_f9V#y?j)qKt3;+PoB!2!-1OQ;8005Ze_pomx
zA}BZIZw;J-u!Qpa_wQFW<u=~BpBzQi9hGd19bNS8jQ}RrHdaRT4u<wdM%E6dHjd|T
zT>=0A89?HPkg{v~$(oB6_TV$(1&BzT+a2q0_k*&03CA}~DT4)d!~QS=DNANCLm}oV
zd=F8>D(1#T9CnU!Wt6a=akL?`{@cqC2-lC<cN0AetX=!BR|!ci9Vu?k&Nf*YOD%DB
zM2N!g$peb%){D@6KfFCv$x)X1XMkODF5rW3h-TjZvb*hb1Te?Hf7$aF`D4%#blYWC
zaIXv2c$)_*%FbD;`t=*QTm6Hfkl1Tnm@@6>@bnr<jXrPp!iT&c<Z|mi)+Y~faZS64
zUhz)?E^4sd_$Ni%+m2N{)V-GE_`RHXf=*upJ}9!rmuM1jn3u4KtG<|ZO65OnENjr8
zGflPs7EDLg>HI9w%2{%3OeJDOw}ReT{NmhsUj?=^+V(&8w(T|lkx6jY`x}47ne1LE
z`0cuO9P-n#_B<v~Lhz{=Tit8N<9oW{USR`0MRKw!#a5?p`Z}msk)<6kx;`yjda23o
zszMkwKfi^-Jb;Cmm7f>IhLlbYk63`sYPG`C^P9G`D?mP#d5L4_aphQvx13`N*#O}<
z*mC?ehKTOsrYnve_)=U4=Ed9nu@qQhmiw{A+$KqjpuX84s@t<q>Ce?}?MYU;fAaO;
z%-i27>jT{d`<f{T%zvM1sD9X!L5G|NeyhLM{q5yUsUa(Dx;q9>UyqvL{gMb~bS&u#
z82p{A=T@iRWV74xa_eX}j}avl@%l0sTjt-9bfxiOy9(c4;j<Uf-oWpNJE|`*8)iP&
zWN#Dp5+Y60!U;|zMC3rQQSadmC(FXY)<U2Bzrw`v^lD;6_+4(iz&EZVB7P4_i0sBs
zeF=#|*F&8@wPmkr?}_&}HA5SaZxTGiRWmPnXCc--4jbXeoIE#p<6rD58{_(c`1to=
zH@<W_lPQ0xM*x|W4`11W@!-{`xUADu5*@p|`u1z=0!~#DGlRO28nS`srD>~$h{;%U
zW2@K&U*_t8_h%Sz2*$s2(iCz}9JnVyfpGw7tPG!laEvS{dB6wu!s#JyI}@#nz&wXO
zRvXadBJbHwPWe3)Pr&slNVegT@9vDkC~&1qQ{Se^r7En#V$t)E)jU94ZNbN!j#*%4
zZn=49Y46jY+Qi17t@Ie(%pGN|3(~b0?&*Ax9`APSY99DJ!@VQ|F3IER*Y)~>EPpH)
zo6`jgb!)@6W4J8m_SXcugv>OzOH`2c<WG>!xMP?US7yyzca2W(^U?vFuk5j(&KEJ)
zNJ2fc{2bwjXw}ctNdB+#SNLF;-U3(vwN&54b@eOkmjQiwi?2F=ht5Ju9FHAM;3Hc9
zf&eLa%*JqEec4F7p2)vp@mW-dC%Zn(rEz0I7SU?x5TbgLy*EhoHFPbd0RS`Dr@Q{8
z!3$EqL#)YVShdQ$BVN?+seh`UT|4b&o?r|KF`gv_x9>Vi)+Tgl-}&}PnY7Bbc<cvi
zfJ42N#M(IIe`$MDE71Q9GF(zZJweIvJVEa3!3PYzz^&nZ)<C`H3DF6Nq@kVr@t!=3
zCIMG8?dB?LQMwzk9l?V=-Q}<cYl%#1JT>Y>#H{(9<026mN>;k-)+MlPIpT-`(s8H{
z0xw9ed9Q4Bl>JSNDPOguIY|II9i6;Commj(QLk>jHJ<t#6QNQegE1EFjnGX09yLn|
z_`K9Bz<?OF+S+*2cz#Z=dmGSSEmQ+MO1=cxe&n8+`~ayJqLxF8=8hpj3coCCyJuD6
z_RNrd{|blu`Mp;4<0s*ssYYVQv`qy8X`>-`bUSin&8;6F847!6a@v(U+!kNIY|(EB
zV8~Spqw?{F*`j~g+S7iB|C}x0EXe4?%KEp{QJwHJFG|0Wt=vHV3YRBhTsryicVqya
zbaHqmx}I+{{_<Qv`RV-8UU=0v*R66(JF^;A=otje8YkN~y8L8{%{S}@bHPtI@&4+X
zU4H{RR}rVnOE0R|WYfks%HW14YK@n<3X{S52aP-(Ai7cb7@dGaq;`Z@>MhK~31V}5
zPB-=O=eVZF-&N(GXdr9Sol_6RZbY2!@#7w-!{Gekh3U!3IoNu(QK%xN8~X?rk6S9!
z_t6UfPrkWSEpEB(Wp;pwHYZjrK>KnOTn9{ifOzPyD%!b=QwtN-^&Dxbgd7K)00`42
z48p+%GC+<*1bs);AcCqsa$_T+Rfmfl)_3f;TEPjycPysrx1Sje_V)p8K=ljqnfpeH
zp?m=%#<Yn#FMx-q+Bv{NTe=ku@CYJ9bR^79qK^sHiDGgRsv2(oBJA|4^YXA6q1t7B
z#MppUX=hary_W_UrNATm&fVRcmcTEKUq{N|ExDc%;1VU3%G=Qd&=KGRP)V#{$hH~!
z6j$ZoeT~80@rbWM2fs=*RRTU-xhWpH4=-A%9YS{mZM7f4r-{SAhyX)n$$78A?FBhS
zub5|_bq3@S&;f`N{o}sxS)Vu5`QCND*NI*OPAMV+b`qix&vm1ybldp!#=~-$gSQPY
zj^T%-nJ(2%7X8g`VZM_iA~IoFhWz!TH~^zBhjP^-R{+V{>q~t{Ym@GH8>k8+)T;ib
zv-3Njnu2?=0YwqAqXma8gCZiv9!?g<>iBWZhG#HY-uEoZnoeZ?S9(M1?#h)FM2V~i
zlX!bb<WRG$sj38;FqSK<xbSclE!8_15<$Kc>fm;2M-VFjVWN=IowDKxc1X~huL)cJ
z7u9*>yX@m*l~+(HQ)UnXU`UGM+&=pHf$8HY8K^H4A7JYYL)X2w4`6cVH;(S*)D^Dm
zffYO!1H?GPaocC3s^#if$813i0k%-g(ayn10j3g1-JS$;T|_SvJ*e9+<84AiG8nv>
zQuE?+vd?ev2F<PEN?#DoR^XP!193k8SsbBZYJRREjI-bFv;@R!MS02RN{X-cx1fIi
zt%L~E-AZ21KGls5FzAs-7^=loHPU<gnp%{M31s6_v6AQ+!|+DQWPD;iDU5JpYsNFe
zLX(@z{e!z+$hE)XQNec4)U22JOir5D(CUe+39)}s)R>xJD5LxVw2>t&=pkx;(ddcY
z2&VZcdY51TXi4g&jBFWQU^`$@Nno@x@jCA?4z76cZpWTHWgigBs+!{*`cmv5eX=TJ
zO?4_AtC)+NGnL<eGcYGuyZ<R=p7n1=`;D0whPKnf6b?u7b4Q-rEk7ard298!xF?cc
z6m#U?ncrFTXZf24nx5PrHb?D50=4Z<V5&Zav<6l^<)|=o2)eZhVaas(x$><BcA)vm
ze~a)?kxcbfjntn+@2s4Z9t`#Tj#pWz!v2-XN(rOrT!OIzO>iWI^2Ph8_+V~eYt)C^
zJ8q#l&I?XFBQ_cF9%ga2aaxhwJA`?RxGQDLn+1SM01JZw@tbT3dw4uZfyt0+u8`z^
zi|LYLA*zPsBswWr#;PzMPBiVw>hc!tlY4GGWhd+xuS^d{W=7@$PX=~Q3P$Ej4bRLi
zL%GsX-TZTP!WuKB*(q@%z*m9wRvLqu*5Wd5+LHv2GABdSto|e+(8+NDoZ6EGE7P^C
zb``1lR7s`rRYiQUr+=XcuMYoOyN(lG1>if_`ESqw{VBUcFNx(6c8#%%u^;U<>{%Vt
z0PZFHn}#T$+OT=|zIuZi!IjL3s@1u-W!bbs*NZ>3lB*dpa{TguX~OpX(ThEt$TPe8
zB%1p@Q#sb}v(MR^Wr_sG2U8@VD#KTn@?{KSmoe^;N)?8%8Md?s6HvGDljxvu*O{Xy
zhFX)ysTyGe(Xr=guYsI+)zj_MULD09eLE-dje}aj{Uqw~)211V-kWw{8bkq<cm2)z
zR6W(5GVVH$3*%g>{LeB*r~3HmRJ`D)I>}b;;+>{Fr{J0k4V7DG@l<O}rC+p9-E>LH
z5JVgD=ajNTabt>xrag4K$Q|IGkLIo&G-w_m_X2|c@KA|e=r;R!0e{8t_dy9!<ZWJg
z8G*7rW(KO-K%JN+-~6p3Fxq!qb_cW>oqHuBHi0~ogEtlVQ>L^<pAh7BrEY!2i?iuL
zpE*QdndADVxMM(y<1)Tj|47s?*`da7?T-qDQp&e;W(f++|F7sml@R57oA)_MiNdgt
z*~_6abRE#AiI2kX9~nzq6dFG3KOzkL#z$c}%2Li(#MIb{P#O7rH^bUbN`dTl1#vJO
z%t~*kZ#v1F6@UA@FVQqg4Q!UPibhf84>O)gKQI3_)M>8k=eoiBaD9sJBI{_{{DlWj
zC|nkbfJZ79aR)_8xh04^u6KD4CPZRXKL154!*nxm#y~N!T=83#BS!uwhJWm3lh3&s
z$qdrl4~~X8l#t;tZcwnV&;ox)3vTUwb#V#IayOlB*Y=`gIG;`_??t%}#)}HmHp{!8
zT2b73u1p`PD9;%|dYdY>NP18jG|{s%I5Hy|j3GnlLPts}g@;7~h&PsQM6-w7J<Xz*
z$<+T&{`*7@bO8I9ryka8aGq(b=N}h65%ci#*k|DQ7Ex`-sidaw{de_mCBcBEsl_a=
zC$LrW^U+@8PHsYI>`@Qo{#V+@aAVq`LfSuB?{yLDGk1*7FJ42Ta>&xgX4;tghZ*4W
zt<B-%ZXHT(elK3@tZt8?kaTtXQuRvHRr6J0pN1e80`uLqnp7qFoz94fP(+u(kZ9<Q
zT{0oc)=E~yJKv($aesUi12mhjKg&@0?0NA0CGaAwkkAmU$W_+@YfG-Zy7AM!1MsOk
zQLzyAe5sigIe#-d9;3kp@qqPY@t6<>AwLs^iO|Fmj6*g^H}l~N{r0f_e1`dfZvsCs
zdF|@98=dr~-V1;JQCX^T<E1*itcSF`YzAH5)d1_l6WFOGZOZwk`;0LSg(B|j3RWsV
z<xtGYjJJQcKp0>$qdYqFXJ&gvPhkQ4)PWo5Civ1Uh>D+#6l5)iq$cC_mj1wb|62BU
z>X<LOYN(qgK%>j0(ZBZ&%qlAd=GOL{>Q+=Yt+c82&$C;0-h5*3$t$CK4vq}HOsSk7
zpa5}zLgE|h*|GNnUar0teJ<l`eRRl|$olI%K+z)J1?Ig~{DjDGe>1$-QI+BT)z0*2
z!${uIV(<_*!+Jo1R*jaQ^Lp!3=34fj%#PGU>?B)0!!kd^j-dOxDMUcVJY0uZ#03Fo
z_w-MZz>8}+^5svjghH_aCEI^;deBCexY%mMdPvn%k$t4{iMk<uNh@JYCcMk2qQo0}
znl~$e5|V*PfNve)MLJwQS34Hqg{r4=WY@*W&F56w)B1SQCg8kT2>mIPhWyJt{NNA(
zTZd=HX=II;aqLO<CXHpe!SD0&l}Ko*oWeY@FZBB?f_0Uc?T-SqP4zo$xMyK1(l*!{
zCb9mfw`9{LQXo1-+3`Zffpq~>^;ZXNU%U0<2gi_N!ii?W^dfJbu?gHBt9ONo23GhA
zn-(mOC3;MtoGjnvLxqZ!m=hj!{ib^V+@ip`%j$A{PEYEms&ymw-ADzGlXJk`p#?ed
zH}y65x&ytR1EuqYh<l=faI3iQf<Pq|uP6GXNpRxU+CcY}`}@Qy_a1}A>_vK~F;@Ur
zXu6r{d!J>p_@baeqMy+L{SR|%&nYED0v3L~D|((-`#`dN%-B)AJfI9_7rZ)Yv^(o2
zlr>Sj*9x749}ac2X+pqX4}<U4uUCC_{dW;K7h=oy^vQ*BLzu&T*U;o!cDMv_S&P?9
zgZ8UwVL{23o2o=kbGh5!`5dY%Ih}9FcWex<vDdI09vtbIJNp(r-84T6Xnp$iR&~m)
zeh*CHyCF863r*eZA~+BUp!mQ!V&^T`oveqtWlk#8D8A)GIe8k1)P*Ufr~o%uE8-z!
zNkK<kMMtPJV;5_ZWMt4Q_t)akdBI2za1SQ|DSPy`Sahwz;i<~Zj)j@&fjNw3>aGt>
zTsr{(IfG9IKYMrnFY5QHxK%!d^*JuUz*=hx5<tgl&~F_e*^~Dpfij%k^LaTX!G(H8
z(da-6UI`EXGFu-22T=T}f}e3@Dgwj<yjz}}hWFhHQ|Myo`~d4KYPbmVQ@r(Es_a80
z4%y#<x)8yDU|$872Q>#ya?t21vvHo^oq<&FT&0spP-YA)^%(YOxB0V2{p|0Py~lyV
za7#WHG?XYQm10k<`ALM0oJ4ZKPpM0D7wxHTfZl~E3gDB=rCle%_qTNsBY~kHq9c)5
zkVyegG{DKq`APauze|yr&6(jtPVaSez_!k5qBP|;;JZ%$&8grjqv?T}Pe5Bp(ydzB
z5zZXxd(nR0ofvyS_wdEho-o`Rr3gSvBa(dukPUXlSLr~RK4!%j6S&J&*5hYs9=%)R
z->ct&lOOsEqsbrx;wK?sSt$du_Vy(A5j$W!+_V*qjPV0ZUsh76|Iy|LE6xEi&??Aa
zm+HW7p!U&*3*@5-si)P$mF)RV-q*0)h?l;dEd!jYSJI8k-ndZvp>W}QJ~+J%OY>Zl
z=~4#Ym+e6ZDHu`btM#9N)=r(dbC_*2Q-E)~^3`9dTsC-sd^#L=OjZc&oK&JdScRI4
zk1I?XFkd|n>#KP>x$;iyop2_=8Gl<zh8@}NW$hz?Bd@JI<&^LuvM%pMWlt^ShXGwt
z_r}?vwe(2jb1jU#J@=i^aNF4q;n|iJ0@>dZe}LZFhh<WAa`FIA>-dx)tb)BhqtWoK
zewLpzq`$=C-<Cey-SBR~+}L_jckNCJnEI<m)b)BCK=$s5$3=6NM+2VT|38Wwgme)h
zeVno(tMgRf8C=<Ve1J?i_PRdx^6EZcf>TWhav_)Z?aMe<b#~zlX!`;Y06atm__Nr5
zktX`RRtD2;^pya)v?PGa^uQ#9H}Fv0=KP^HN8%yUj8n(zTjxvCHm6%8?-Hl&EKR7J
zEvc`J6<vi-g*3YXs>7g7VRIHLz&|Lv6(8v>!-=J^{F)Nt_4MRyNQp(qwmNF+U*P<8
z5IT(kMT+O7+4;Q7W^AXRXrN>8&tpArv4_A^0`l2wa5+RKEjLPF3qW>xIWL2mHZQ6@
zu8>22uX;RyFA&b?pSiRkg;;sBV63;7(W)ajo2#Tfz5}FDctns1c5ZiXb>mkNbA4(=
z;b5~it4blf(;F=eVQ*taS@+QCwkAt-g4g}+<&!;ye^90~{h<s`<no<8$qVHc$VR~~
zdXxF1Fra%;s92!l$_v-C&iuPo-E6X*_Ps2B(L&d48H;9=Q|Fz2O;MiOtGn0r(#L1q
z^)&QSTMX4mWAz0Lxi}as)U^O^9a44Tx1WZ$`mRYmX~JiHw~$eT6^r4umr`Ks3&HTU
zXykmLBbw(++8op~$L9YbdVRL>di$q}_XDxNykrD%K;u`kUXk<#<2l4fR2IE9G@GMo
z-O$o0VRXsPKSl^TF}<zPNOL=N<|NzppMeMPDQG`wRZD!oneP!4cAOP8`{@4qA&^Ps
z!KD9n8AAwZ@|<e1R4MaK;40?q1x4}g4;!`&pDPEPH@JRoY7W{Ww~^%cb9#m$Ssv?I
zu7a4!@cx7T<Q=d!-X!t+$M>eWDQ~TUMSSU-TKmu-R+9REQ<pud6bEUPlL@y^Jw^eV
z|2ZLS=(9<=B5qAqCQW6{kdB&TXS6`oVWV_Ew7A2^bj?PN<6c6uD#D|)i$bn#^sr}y
z(L4V_vX^Rwg<{5+E*GOL;)5`xYZDHTub-#dxT>h=CQ_F%(;IZ)rAKMf&|XF1ay?Vw
zD)guQe)eKR+-2*>XZYlt8eI@&cp}GZkMI&Y_<7;Hd1F7EpaSKw+IcRF>nYg%jqnck
zA#l!mTjUicK(l@Mawe!kq;N=S`25aC*sKfqtdx|VQ%ETouJm^vF(x2(JLhdBfh>iF
zd&?ZQo*08oa<al9t@4HDo%`*+A$C`}WmGHDG^l)&jPgUA*vRI3eHBA3w>!&9#=4;C
zAHdX)351Q;TERuX`>rz^2}rwYKz>or4>49*JRv?sdz*jm|0eViKRDg83x!vS-`TPJ
zrlu-WP9q7x%$<)XRVXwu**rDeJ<RP5E{tqTh>k7@N5TL|vQn-faQk?8nFr5NY6^|%
zy~b3ukTS84-)nG4DDu&7{!P9ZLb@~|z=xZjZTC!}HR4uq);CWr{!ytY6}t#uIhH$E
zzv=Bf(5lIkC<Es*kdSDjguSY>)Rn_*C=Dvuw`sakNqbH-$^cHzti=!FV=XojwcUEx
z*lRZLxM#yVAScg*M@Qtd3-%}Pp1Twa0KUKDh}l13xxS|MP%xP1_u?ClISG}&1H|~`
z%RHttc{l{Md^_B@L3cuZJ5oK7G=o8rkZ|99{YvkqsryZbuWwK@nz_?yC5u5oO*z2D
zS;vJ_iNr9%L~nn_X4n5HI*#vISU!ozJ%V{#OoT)5TM4$P$|ePbyP=~F#xTN+fVTm^
zgHEEQEwG5kg85!zrgfppC_B&SVA*OD3@Q^;&rN3kvfMg1Zxq3--L?l)X5B6i@TIma
zr@)#BqbW1JJF_IO!*?oZ4jVz1bD5gCJ=w7sNfv!>IqtGB7)o|qDY%z}p|-Dj;j1nP
zZ{aYE_{8<>({`%!h>0yqe=*B(+#x7}4$zt!Pq}?G_QLq3O!&4HV`9x51c@)8+n5*h
z<IgxB)N#t7`_grGIY~?L!Wc^TmJ5O4b2M1UpuaG@ga-2%b&jPO?uXQ1Uo(rYz~}Ef
z5&Oe=gRA17qEcA$J6!lp_T3{>8_diLG_dF~g#~aE&I++y2Ie%mc*Oax?@%K<wq;31
z+@a!0d;-y-(}f(sFZIy5-0fFSx<S%;j*_a8)wFWkXEnN$)4MaT;CY9r3?}Ulms-k1
zU7e6necka+3fSx+Zh@yVnjCb8i9vyunz7f_T$BRZS?W;WQp0sSqBmXTAjK*_c5#Qv
zuQWRo9p$f&J01EY<QUgdS6{rR*H(+3uf#tB#Iz@Va#ymM2f<-Ybkgl{MQxLSoMvDF
z_&#2t+s!?b>+UDFiIQhy)(b99>kBJiGW&vU4lg~OvYhK|)cC-=`Dz?|XWmRT&EJg9
z@m%oGp1CDa0b1)Rc3!xvHVt>q!kUsNficXPu%b>L6jDpeU864^<7$EZ`~uLtsWVZ9
z1P+LW>(%U<2x8^LX&WykH$BbMY?vQ|r&~dyL6hK-Jy${X*Zr-KeL)w(YPyEh6(-r(
zxRL9$Rth#sflK`Z*!$|?Q^d2;7&!M%a1=JB6_`i`qE-0y>Hbs#y?20fs>--Z^7@#e
z-O;!d5*R4-C>WrvdxGES>E(!&{lSQj^@z&_lz@m7dLQj=;%*uMZJzW*_sv`w^QYqn
zMG~~r2;~l;Wz4&nnQi#R2+Y%t-`KkNq<Jp0KWIiZvr!p%2~rXJdf43op?^FY21z>8
zKDeAV72fYVowR<IHJB`x@>*KEzO16yn0}aSW4W)4L|xy0A4Xc9#k6OI#nGqwXS-#(
zNWsjri05%IY5eJI<ucCXwe{LQj5Z4(JVe!}66<4tM_T4jGNjX?91F=9_lzT#5G5M4
zOJ}=GL<F+Dlm?V#z6{sime1EPO#y+(SvS~Yh<k9?^siAi9%Ks2>zavJS}vVy^%2vY
zk`mVo?h}X{R<cUAwA3CSc3>kpJhFxp3bMZ0ypQ{v6vpK?pUKF!(I%kLlC*V@67@Z<
z;?osv8J0No;9Z>1K1y@a96M~+njaDTU}%rn!f$=(<dsaprqbyK7i;Th$b!;sniu9W
zFq$3wdNL<~qfKA{8+`s{bTlbIt}gg8JN)g!Y3%PB0DKEyB@)itxh6v%1M)|>qT(nk
zE(2r-1?$SzBS*eoN)di9n#mzDS_#ApP8BY@F8N*ByDgdLZTq8Q6HnKJbkL4S&9*j<
z(y}NZNnGc{GC0Pq12u7*OT#<_gY}bp%LCX@@z<&Ogri3$y)wcB@Jr@l3<~^P&;orh
zSWV8tNmaa#aMF*yF`amHhR~s&=7H`7Uw+fITxV3srin1FFF%WS&6=oUStqokGHin&
z4fXt#V~6IYOQt$MY9y&NE)xJsrj08ZkD66<_UO)&0fQp}SNtGB&Tf2k)?CT{DM6k~
zepM>TmfV$a1T+mI@~wO%I>O7qI)lD*hj%yy+$A)_Hj)xvI+~(4S0|H?etw2j6U&Ye
zZ+mltof;!7I4Y}<Z^~xDNaR^Tl6mIWJnkcZ$mFss;57asuKN>mk<z44F=pB`FXn8x
z_gz#b<*B3`Y!gOCrw-cXi7!<jfwd|V(<ZY$`!(q~sWRFZ#og>B+?8Y78>3C=catSn
zYDD>QjG=ucm?a+??dRw)2BrsRek9^&kkf#zPxYzfAu^-$GYBP{G)7Q$xrUubyBarw
zO8ShEBzvTEV2kO_pn&_OJ%{Ryq-m*^ez$gM)PMH^VBsHS*Jmrk_}a`kDPs7udSx8@
zOqtw7Q1Dh2CaAc?jAV-O1^VlHi5U4DwKRS#{g^G=@fY04ur#l_SlsJtV?r<ZA@fT`
z`_lYqqi58Q!HM2fsnDMlg<r7Y{{V|_Oce*G`@YMmftWWC)MBY(;d~2cIOBlWq}pCI
zN!wSImAqP$meamGb0l<`iJiD`a#CtQpqw}ypNzIlW%-XDnA&u@vO(t?`%<g&sv?V>
z%WaX$9nt=6Y_u{R!aEF*M%#t-T7l2RmA3;!4)VmQr;P41zC^9T#{y%W^@fCCq$ejJ
zH#z%f(Q<lA@a)F$5@LUD^7!%HnP%Iqj>Ocf0}{gcGD-t@|2>Nps|B!)b4fGJTn&?d
zkOpAdf`LCfzxH>2xa@kvdVVXpYdg$LPbTC^kw%5}Zdn|f=UM3H9s~h<P4#~G>26<8
z*hy0m)0vu<Fp3QrghBNUDjXQqHt_7E&FHpMIdd*Z+);$@_Da`rC-m6XYqu1iv3vMa
zWae@=ak8i7Y$5aAVxbZkTbAPCo%e-}O$E4IG_&#CRrj%%L(bG9g|M~Q$FM2K$Eb_P
z+s5g~+$$MqaiME&=*yG;LS`oxVOGqCh8FJb1kj7Qx=Y#>g^TlT%9sh>d}eGz+O$%_
zTreu??rZ)FO1IrcezcmCIWN65m)%NWvG^sDo!aj;S^`)=CEMl5?YHl^F6@$l;wM$9
zGxKU@3b=^hK^;<XZexMZF45pxsCVma1J?bSZpa_bldZz=d+y&`i)e8J9ahr=!78iI
zSMLT|eg9;%Bwlq};A^H{V2ipHWbLhl1$<DsfEHB@OXXJLt#C9H7r+DhqZJL1VN3~*
zi&=scu#K?yem>wjKRuN);DMqdCjLBfU-;F=6WV>;Holc+uXk(@d{L<x?$^SCfy-aI
zj~mIp*JPH}Ojjc_hBY+g_jdcWd?(=izU4`sZD8Vq?>9OYp6K%({Q~%S*zY5e!GY;%
z+;Eba0TeyX0bc!h>G;uAe}_kYmF`-j87@2xT$L@v_N{d|0z$B=`bQ%*=UL~9??^%q
z7ayF7&sLlsW=nJ%Y6xnNW&cu(*Ci3+Y`wG_aD%)14vY+@8ZAzISzTuOZ0Fv|C*md`
zB)>|nRc#;gK6()!+&gXD*bsWOFf6)s<%_Rei4P&EZHs;>M*~zco$V<tMmLqIhjg>S
zr&7~>RGUDez<?stS=H_}ArV)&0{WJsSz(^TKJJ|sdR8ph?GAjX2wz@<9?2iyrVmLV
z>tai?J4Qx2mGOUR{(X@5CzV+4g(Wu<6M)^{Zv+!b+q&N$c<uqeA1Q#j_axPZ2{-SN
zk#_LZ3D%jewcN>1A;fu<o|ha#By;zqM`}Dhb?TnEJv~USgI<tyI#+4KT!r`E5z%;@
zu?_9-7PpUldEl_x_hvP5`O{^m$%N(=PAhBzYk}vWH8K>}6N~X(AzeFL?}?KAG7v*}
zNIdt&(>{0hWGH0pz_kW-`UWut6I0{Tjomhhei+QG=O5@?U2;m$<UTr1sO$ay!1>0?
zBuBV35$E)zc4Wy63~|wz#btJRDGkTKI?vMN^VayiHhJ0kw2{)3H7y0b`i--oGej=I
zi`jni7pPB3tj^`(e364K(J#ew3pe1tcm9djYro<l|G5YcaiYay+C&mqm*kg}k;1ck
ze|(9gfVeNc_-BRMHW?^dI$wTj4f1h+njF8$Rjg6J+Do{Vd5WY$b@-{l?S7V1+}Bs^
z?;uv?e#B&H;1phxF9&_lf4cHlGx#{INUF2iLKoy<s#!FR7V`OgZ&{<xq@qnp-A<jI
z*h9`-$=MOImuwJ47rDafW8pq$6@Px%8>!@@<?}M&pMO*2B4@+<p=xt^45DH_w8pPL
z4+#l)0In3taYr^{c`U1}qFqH0KJq4NsW)u98@L;*T9?53HZ}zFZ^>!N#sRKYk4Gsh
zCA=%xd-t${XVG=JpsjY`OZrGKmrNf9Cn%NQVkyvs*3;kjklR%~EKhEA<PTiz4eK@4
zsh2{HLLy}Fz?=N{p%26938&e)81#Uq!@n2oA(ou-BzI^*z)E$oz<M9IWn-Pi<80$M
zxVU-7<D2-3M<01!vHJDts*Hyrql<RAd8<=mbly3&81f#XB*L@Tc!zFN+r(aWHJ@a&
zyMM0kY;sSkw#`~MV+cCu{ZlwI1Xj_#rSTCSf~K;ljOO|~KRj5Qvr-UKFVEV9SJ@0r
zVzD!QDJ%gS>uKvEj>q2MVQh!(81E5NI$}KMDad%0q-vlgpLlxOitGnzFC?I^y5A)k
zKLK1DTCI8NW?$7YEa1MR&6hPibId4i(iW)L91X`g9BXIHj;SnG?+3+tljCtZF<0S-
zHp>!K;7pG<MBR4_%1{yW33PO-ib`aP-Y1Mc*;>3>p*g|-MhGX71jMi6E2S|Hpz;!Z
zwBtlr*kc}WJ&nQvOj<mRKE7^8q9eHS@_JzK{(3p>ybe!O@ft^PT@G6HKaFd1U#O{b
zId0M6bA29m%ba_$M*{0VkPdcos)I+gz<oK-nEQWkX*pCdN#yk8-5tgc?$81n(Md!w
z(qtgllg*NHF&!qiKAn?YQ5JQV3#<FYU_3otvvsky%?N(MCQqh{z`BZtxg_4{U0>CX
zVIRwrM6Rj1p}wBVLyQuy{icl$XSR1FdE#vVXMb3)(qsQpBmzdh8;k9(=Ou#Fd1v#c
zbVB|*{l~;w@#D@<c3RB`AU7E_{D(XLrZbXctW^t5(=!imSXbi=4jt4(D$RwwoXLjA
zo$4pS3@#0CvG+$#cavM@Z-QAAxKbcag<|UFTuB93f7@M=qJ=kZQ#sd3aJO4R(%~(H
z!wK%P_{K(KSlG$UBUG+Y?_Oy>CI&ZuYxH_u7*QtspKg{u#h@g7br$kRNNZbnYhM+=
zfSD`Ke%lutjuNtNe<|XDLLtuPn<W!_+TqUoT8Acgm{rfBNn$+Dx>?wS*GdH|q;D_>
znomh8e~F)jwIs|qWcgiDMG$xy_V3_`%XHG8^)pt-kh|wz(l9TwrW}TC0iVqKN1w92
z#DvRqs_0$HE+x#)g{{!lErPIMPh&~LJ=cfIpR6}TEmqGT+Mq>(d~e2@;$b9PVF8<1
zs<wUluBR>1&gKIByZ-t|xD2ywx%ZFY?EmI;bf=X5e{X>NU)v-9KRjC2qFnJ)z0>c_
zFZVm*i3+Dg`3EkyVM1-l>y5Nsr0891?zPvAn@p1tEkykERpi*)qqaqE+TCdNAFQyf
zEsLk>efcF&jX+>2ktPK}3)4&8D68(Db4GcExt^_;iqL~UT&29B9J9sZf)OH(%c4hy
zsbDHb)lpt)wyF&bDu2!<+fUC>CS#!p`cL*6S68C{v(NJA2hpql7tmvo2h>%6zW$07
zds3tLx(i)W^uNKRsJMclhwA8$^CqL&uYV1qu)t~CFIh+LWz%sRZTi#C2O>VP8o%6Z
zoHp6-X7PL#h5#Q%pzi<Drnx7!T3f{YMVz0uxaLWal;><)q|xh$43d!=EI#YUw?ER_
z?@@Q;d?q+m(b)JEx`d(~37yS&yAzT5zvtkbEHN`%-}A*XNj74wbD<pwtwm9q`9V>-
zRxM?K*US=5G86Q?^y%3AP@My9^^=-rr;LKFhY>VrAcC1cDYI*BM9u2yd!m!IketgK
zzme7h+n>xo_m7xu#vc3Oj?w68`Y_Uo_$6kFteit76JP<zvd*)=q&IFYkdvB=|DYR2
zFfYK@jA#VBe6boS5?)GU9W#<ZEOIF}?8Y|?a_UU?rY`aPKEV$L#}?i8Z}p3KmfzxU
z1DjqCw;V)8T}}3#Tv&JCk{^Pzz^kf2F@$Tlj`5vSN!}nnt2NuN>)u#N1!Wwatt_P#
zUP7jU<iZ-I@Ts=g_%@(xX&tUZ7F&hKt0n@EW>DoCF66cS$)6%jgEhATXr(=XKht1A
zQhhXl0uKo38PH_eEKd#_4ykRc3mh|;P1vHPrQ=%@m0PHbtD-T)J>9Q_R)&%r?pY<R
z)4^vCbzEI{Co=3UM=%?2oIp<-J$A+Au^YOTR?6=osN4WsQBITj{j^*D7zL{ft*H)T
zu$RWd4}a!Diy7CAs}=YWf|jjk;9z|{7SjOR7{QI!hg6EP%E|@OzMmxYrGs@Tjz!q9
z!6?U96`hvn<^7JU;+0P=Mg9mgrMypztlaT(xULgmhK%K$s8C!(1hgPaua~Q8hyHtS
z(p?iOy$EKj>(<l4%(2oxHP#wihufD8?y|%Sy;XkUb>VGtqpG)&W@xD7qzRIwC4Cuo
z4Y*Mgn4ork5ySK5xZqlWovDJCsnp&$hC|e)r55qiH(v?eDr64XqpiaOoO7FQNF|N;
zgAWg9u&T<(U{S5kCKNzz9~BKTmn`m0zpjz9{^lUqbRb-U%r3d5>U_#~?gtJ#wnK8k
zfHyz?v}C-Rf`=m^;AWF7KGgdX`x27n$a#O*`SRzTuR;>5;+t+s-RusiI}hWI+HM|n
zSgQvB26T0|xGI_Io7M@x#KiK}t=wv7+~3}XP+e{U-T8Faiq=k6a6m5HhY4uWZKTrQ
z7^Ie-``1K!y`w(D0g_ydwX)#vffXGYF^L~N$bUr?eOFl18CGn(J7<CFT&w8YMT4NG
z^&Se!1(8sKOg^XkNxw3O=d&mYS*b9A27_!AU7eDG#nb3kB3YVm!!2A}kDxV#6Uhon
zal6=b<xKD_eGc<wD251LbFhrHpsj8Y(d6~3b3T*V^Imc6m31h@%Oke8`cmemY^iMe
zr4@xSBc;?wUtb=Ap}&B~8$_>5strs1;}a-?XJXA^S4ep4H4mIZLa-^wz?KD<z0ZEV
zAqjHGL$HyIp|%$(y4BVsa3#x+ZV;QJm%!q@Gv%?29>}iXB&FhSso|ew=B-eN`A=Ds
zqLY=%A3SRJQ<Rkl(W`kH@z*<X=%WlIN>`SjPVlk0FJsW0zCGg$Lo>gK!+En^a4j}~
z%&j>WeDKP%9X%)@<7K~p@w<|vJe5`W?&PMO8L9_aGEv!a)tK<-`V-hDw3C=^hBY9Q
zOj3VV)#f(0p8P?09ZgLF5~}T4j_yw8ajPit<ic?+6Z93w?hUm}_W?;PhcC)LR=QtN
zjn3C;4)*-0>d>^m55r5dVWqqb<Z=mJ@zlHAkTR<3$oodseCF9^_Nl;TmTFx0n45I5
zo?9kI_*iSnpA65me(71d^4se#H<4u2PUXJgx;xJt81U`zNC&n!$njmO<#>#mMh4fD
zI8`z#k8XEIc_rq<Df$jImn=3%D=zADaH0(@T9!HDV9FHEWmje?SRViX6r`f_QMF>Z
zvA^sZ%pY2wOFz8h0~VuRG>P%ekmDi0(N|<BiSfiLo?z+IEFIUJhTh`6C#D+yvUt|H
z&jY-g{XQ=+gCkg{z2Oa4mVnABS83foX$@q(T9|oAC(q0&*G;vDY#qt5Ohwuy7PG$y
zL(*(ic8E^0k)jijc0DqEtbLh@jDM)4V{Umkq^Hc3CofEd`~!K*xA?w!;A<sm$hB+t
zB=j@b&RJHUgerf80^!i!qE--=?nPgpaGS9DIDtSZ0`Y#l)H?k;7Nkr6MvUp6JYtvw
z>hi!ZM6bMo^-R}hSHMhTT*<Nnw9DR@P(MGcLIwfXXNjX3akWMeI%>MhH<<*fcjP}*
zXd_F<j}K_XfAje@qW^*~jSz<Zd02{t!OJ5`I|FY0x~f$A<(YS>aLr|XLrplB<v(YS
zML@l>xnS=wJsj>8PnDD}PBCop>^iR)l~PX(oSji7znTqEeh+LpN<cI`+&23x6*1w;
ztz3IojYSPDG&(l(pS_5`*IK6oMTd{i*jgPbcg9O?td59&5xkoUPl6+qq01?;4}_7^
zEB2rMtq2e3lv$AAN1eEFs)UMWO|d4Pw5O`7t_jh45L{xTd*7lZyq4@QOBPG|^4uc$
zthD|D0`>FI;W{%KUcS3V)n6F{8G)x)oXc+N4m6l0bB+PIWcJ7LBr-?psrUznN8AXj
z8<JN)>;aRGPsaA)TX|)SyY^b^b56l1sWJreMazc$Gt&zO8)k>*7RQICzC|Tv!wCsL
zxxObl7~L*L>Bu%j-rhP!@_Bm>CA1g2rswL<S@c3Sxh?QAOWJNg8tXO_6zwvZgbuvn
z=S#gS2jfkW{}E>GzLFAM*55YZztJ)&5uk4PARD}9Ob9J{wHtAG5-CWH>fKHIAUubA
z>k#l@#%-w2?Ko-;RAv2?c6m#0d9rR`m;<WH<>ZQj)4SWP&Wy~kIz4JU;+#~Yx_%m$
zKJ3CH4``=L_(*A3<)sYvd20K5zXeBjsA{oIR@kr?tPa>(v+};wiqmCfHAX%xYtd+t
zhOs5;2AG<ve)H7-hj(SSe=eDh)hY!vV;mIF)^MT^j5@Os2a~#`I-8u2Sx*=>&A+R6
zK5eCFNtN~bhjx{vT+sg~xXXPRsw%F$hH(|)^$LvS%N2AzJ>;#qL_$(XOM}yTl&%PJ
zYNFA#H&M$P_H@=irO{}k;kQzG|Hm(<JuBV^h6_FY=CV}QswfbN%DU~tEwuponPfFk
zR0PnSK&jJ`2|u(|DOPe3@|w}H{n$;TbIy%G?NaQS)f~opGS0fSI~qiv_+y8!wc6kZ
zYj07o@r~&L|E{J&g3wTA1`@$N25x$pIjok5-e*8pVuiwE&J<fCTfjj}$h<Gs73L+h
zsp62sQlU-0g&`!a06gx6{+_6UzoN9&%11&WULpC*CUEiaxGYi0_hjgRC?yMylv=6<
zlZx3|6{IX8H3%Hi#Yxi|W5;Crp6Vr7g6dv{vz_1X25&&g#4+#jDY>yDnpn6}05`IR
z^&Q!0Sj5COuba9VOaUOqep{b>-+00|mP$Xgnpj`=5}s;c+rqY%CB=Nf{69xt<{(E)
z&o=b?Qy$Nw*{WrAv?Zq^y?Dd^5&l3f!7B9$PA2AQhA!6sz`TkZr=yF`ckZ3C!3%yf
zT~;T%t$N_sSQ4vIQgSM-NW92u4nT8HbDEsK;JR$vX8{>M%8{_X1hvZqz8AXk`r%YC
zrDOdT%m)*}iFYS-lF3bJR}DIY34|i`4CXG-GLeb}n^G=`&2Zt8pvsyW>jsl|Y9GAV
z6zjG_b;atLVSRI(o4;i%h~Bq1UwBn*v`<m>X!)3N8g#o?IbdlwKsz`91jZyX-;5BW
zMRA<(IXzEr=Kd7}qszcdg_ViN>72*hIK)4SzemT2+55Vu+9Wl%O}Jn+(`B6o*)GCJ
z(`p*t%)9Jryn);^uA3z{5Z%WCm(s$&xh)qOtE`S)jUTIDGwvAU4zD?}0fvz4!gDMN
zi;hg<Kjgyhn#5og7>kSj5*rLRiYXKviU=7B1C{xK-!VICxmZ~`-Ygy*)J$!{b-BQ0
z&v<xr-wDuu)%`a=O?t-NsZWxq6{f>rRqF%OC8VT(JBeZujrhC_Bh&4frsIZ@QQht|
zkSMku>+dK@yM|<}qu%Dp(%)c3or-tUC8SLAtUjQ{LtdMHsx`q5F53z1I02>Q)Q)zs
ze?`XnDHQ4&+xVe}ha#La;gbCZq3x*`w}f)|doi{4H>)BFp`mXaEkfsZR)4YY2v<oW
z3v$_evx`{O_cgyjpuO2a4RwFAUbcYngXsErL!B{5)1|0-tJ<9BE_1f<<ltqTxt~al
zpveR>e^a_b4W0=mEP^yc9wHGX4&}}>*PY39dK*$+%gPhmJbKDsF_A8t8s)O=39P8@
z>dTr5cRq1mxqNG>HXpq0yBRBAeark-78o9VS<P?$k)4)>BpI!^7fp+xaVqo@;!azL
z({|@Jkf6&>gvz_wZT>`Klz~r4UpDA}1B`{2am%*~%<R?EEHC?PfP6&x+){5gt}5Xj
zpd&GGW3xVzx--e#eqEU@S=c@f&$BfiD0~CxE>&D#>dVtO*~ht>@8o~ki|y6%?MgRx
zw^)gcKes_5aO}di+JLwuPu<GeA0eZCZa~ngcXDhdwzuQTp`%|~RfDPu1wOcYdSa8_
zIT1l+O@g(<U6+ITr(ol?vb6bKT^~^V4op*HxjrTtSS0zz+22gi-*`-eqt6RDl&1Z1
zWnLQ}o`O*M6`stzyN<sYsKQb5l9H}Yw&*W76~HxRz80hi0CXxU(<Z(-3C{N}cMlcb
znxA%#*DK@CSj?rlU+t{At5LB#;BcI@<mBrP^~-3F(TNdOVu@P>IyzKr^Iyo#NFYYb
zRY8w(hw2VG?KMcPE4nIjD!)(aO^G1+#u6HuvkoNd2a9|@8`xOp8^EtxtAPc$%lL42
z`Ls{{1=yIFoa+Zibgj8~+p%`|yf0zNY$U(ed)}#BcRD#)bFak1SogNiG-2=3>T$t`
z4Az{Z%{Q?uaM~Ss_qo}2gvqD`3}WHOuWPZkdcoyX_zzC@8plET*ea*7ew}N)W-;DW
zZ7*BCu;054-or1dr8Z4ja~Xm_^rX@jo0b+<x4Th}+}SENSEPh(6ta%&EH%{@Pa@{v
zM|#&PVl=<OgDD2zwe0U%M^D-2zXwn-UY8%vy&HoH8#0#Z_r*Y#>YW8AQ>`{)M0gBO
z4mwJ32%WDR6>W%n@9tA^Q-QZs-)G!bYk(`AG%MWYHR1k~W#=~csNZf~0soq+Jx2Hn
zl~J^Hx^Q#O4h|12x1P5M12!~nb-D^|E@3g?MA8Ok;yQ`Gy;Pr5UOV3E1VH$j8`APB
zs^73&5K8p<fuRN#ILDy%wljsNK9tYW;Uc|7>W+`;jLBIM4>&R#;3-|6YEpeJ_ote#
z&#30KVaM9L^;}W*%2OfFiCi0w6l#1+E*MJ@sy&(gcdycggz+BJ^E*2&bqmSC;?=;|
z!%)ctw5v+)%?gs{Lcg5hP>{7G{sJG7EA=JgwMs55^0CA_!BF@O!GTJLvuHQ|NBKgj
zcjFe0#_Slow8xs9-DGx_JQ>SWc=@1-cS?I+_U#QoZDi)nIoV`xt?}tUlrs#O6tWpd
z1)qnpiGcpBG-A}`sYt%PxXaucHa!NEwljR@Hd@vB5Ntzimh8oB1^I45aDXKY;iOji
zr~bh_G85^)wu<a;)~?+7e;@uo+%;!Vq5GI<qxbEtXf+QaAxew$M|48H;G2OUztW3c
z4>b>1JZry+D$N62`wxc`kfnz57Hq~@xjEqp#CslnS04B`R`YzzJ@-}`b&KgC_s7A~
zH{mr|3jW;T36s5$y1Ah_t&ZUh{HzRb7G&{cf~3qIegQLAVh5-1>7QvBthF{1?9k`^
zW%;0NkKa>D3-t36X&rv`XYIB9ASJ;p+a;z<Rl5j|6M95ht<wgsn-*_gwI?A)oWCBs
zXe~W#w34n~(50$E{9$=eoCFLKpqN`jhj-GUCI^$v3m6_}I3?~w*U|NxX7z$P7qV!$
zx&*(*u9uQ&p}|(tD<w+Z8;$d+=gQlH)LcsnaUEil+m@Tb^G}(Qd5N;zdu+#piDJ?X
zuqsYd9x)VEmpdtFZM5!#_Wen@s|0;oWy;bD^3^Uvj%r<9$L~b~E0fxy<l573kM2a$
z)48jlbM8Iz`mbf+cSZ&AIm<Fy3PM9SLuVCGTx5|z-GclfT6V^y^>zH2DLQ3p)Y~Ih
z&Yh_GT;7q){BaVy6)^8VgFtolN9RmBhGo`QRl_9toQw0u-mDjG%uFqNqumanjH+fN
zk-#3_!Rz&9V2P<r+qG_B{LuRH)%h<P-mVNMh30Q8U+zV9P7E0T^2WcKVlREtZPP+(
zeLhm6^LeU|V|sfJ9AuHT)HQqoL3-Nr$hIGDJ13(IUbQ-&(`n+J8gZR4{DcJFsS?^|
zd%J5ExS$js=domFL86~-r`|#eL_Qo}O-B})4F_bAkhuwUX;4^1x>D-WqhucGpW;@N
zX`aLWDP8%@cQK7j*iClPJ#=xw%-e=+UQIe45g?3}Gx=jEY4YOV{}+I|T%{>7C~TqT
zK6hI{;Ma=WIGROmBq&)n7;Ga3hIkA{?14DZ?#%0`TX(SF4JIA$8fCBuJum1JgvxF=
zF*lp!#w$@~pAT<NFG7HHuQ!5X0p}5;{CGsMYsT)Rh!83>s9`L>hut0~*vIl!#)I%&
z!`j4-RsX@4>b@V)9eS07+S#RR*>aQ&u1QEN@Hj_<u<N=Js5D4W;+Y*bke>3apGFoo
zM~Jw<d5>4Ij^CeXfX$q)5>Y!mxbpaFsQVNr<}HWrC+Hn@8S`Uw(s7vgzxnhf?(L(`
zStO>jnJe43+pqT1gh@W0tp(HtdG>kIy5Xjw52BwEs;8vl6CRm*wx<fhHfco4kz8x@
z_NQmKEj}MN6CQCE<sGuw_BUqn0=-kcx4%*_Re|@8&u$yQi@C0LhS#ONa^>#Q8Jsre
z7-dw!YF4e6TPn4CEBBcY(fI+<eZk>K^#90R0=Ih#>vfIFxk;an5p3LaMoNSszn0up
zkJXclufoI1GrHiefut|@JR|nMk0+Ya5-;a@vHL;DnT5FFzo5!Tq&virtzB6T@T>G?
zY3AE@KiT+L*Zb3nRRM~r`Xi__=8MlKCrAa(D*-;tWW|i3wJk4<MJ>BXi-OLF1~+L7
zaee@k?IG87RXocZ-K%}LwYqfzRz+bsys@Byn$gtb1MiwWyOc2fPB^!x!~yA|-FTZ7
z?vw*_vlNaOV-;7S$0(W~H9&Fp%6>RDs}&h-w(i)sZB7MC&~%8I^W?clr~G4=s6Liu
z_ME;=p;n99%AkwouL=-cw%O*A$L10$&6_9c0n*N6lPR2<A&YCP;`Ha6Royv|N@tt?
z&^~IL%WT>_`YP!iKL}U##A0Bc(lZX1_z0!j;h@9S?Yoy1(~1rdi(=%|$gF73XKhI9
z&0Au$?c3mTrAyMIM&D^ET=Iq~N%)KziMLHmy5YtMq6On=cS}$CMTfTq3w=};-UHs<
zRScfHQ!CmMQH?&-WwjXlbGwA$`~$;^c-sgr3CGbGE4ikymwdcSD&`>H@5+>-x4C4~
zZS^F1a|8evkwmXzr_%At3!?o~Wx>x2O&<Wh-Hl6=2@4K%r)rQIXTEv+>lz9#!c-PO
zYvmW=>#)j5HlMmy%{*Nw6QnJ->&tPQxGp`U=``%5w<#mNvcmJ*J{QBeXMEbs97WA;
zRxF}aB~OdE?%00m`c3SO!S~{sq~T%4=yy~!I%{`YYrf_C{{-ssx;)1T)Bps2E7AHH
zfA4?avWJ39TZvgaR=?iku;v_3&4@0#aPG#f{X|oHRUrJQ1zH$4b87fzoFbICJZj9*
zwZ@hJFJH;EW!6>orx9CRuVutuab;Rx7>jwioM+7q_X7YCp5F4-&q>h;gLbv)U3kt8
zQ;2%AwijDuq!(R0f1r#NU9ymG9VQv0*M>S7sI~F&QL_6_nK9I$mfFEk;`9lpB}KP|
zUzl|abB7rzWv+FNK3|auwNau(iteuK*(RrE8}75bZ_N60ijP>;Jt?~5*)<)1jaO49
zrUL3uJkBK&?6ju9aFHWz6_Bmwg{UKFjZ3D!423p8ATHo*{ABn|>HCoP27_}rI3DN6
zN6XbNY8s<q9mlPAIyL1+I12LEgre9VVm^1=6Ts&0dkex!N`?H?x=FjgMBH2F-Ct$h
zT}|O;?FD(X8`W1JzyezBvL5#Z{tIt!72Q_1ZRyG}GegYG5Od5BJ7%_wF~!U=Gdt#(
znVFdxV`gS%2AT2d-)HYr5BJnV)k8^oP?J`Zn&z4stB?8hIYzaGQ@pak?}8rK!mlUv
z008aDGV%kG$;iD4RF70={fO83`0b?hm4g>o3k&aSrKlJh6j`b3!y@^E9IC^qhJvc2
z2ihOOJ^7e&Q7zOI_lc4uOvlD?h8@>-9huI?tL==}s<%Q{PA3*oZ7fFx`L&o-nqAM|
z**m$bWSF~_i$)2Rg7?s5HrWIZ#qjTCn4x(#MQZl!m3QGA*Q*l`gaCljbby-;!<!tp
zz#kbD9{mTSL3ZbgFWw`eN?wWWH98-pygWQ72ZWC9YtiRQgn-h7mw7~r-9_0IP^Xsa
zlg&$@Qz!-V5ACH)dT~zOmAlPD?w(9VH3t@nU!SVfnO$SlH50r>&)-VP!aZfg0E(a6
zov+Ty5I~m_G!nYM!Z&^1!a<V#1~d9hx>x5%(g1*nCUw(nd!C>{sJWDg#E;oV6au@i
zF{r|IAX##_+%p>?G5b55Cfat1KGlNM5UZ~bL}Zl(L&su;%@AIEtG-YGVODK?P0-t%
zB9(~dyaG*tt$bPMuAS_|<*yIm+>1vg6$lVg>x<nXk+~(uPxQ*lxxKG@=)wT|?%X6C
zwEa>X=O<tEbF}5Rf)5=pm+85~HCm_9DLlw#^5||<rviGBB39Xuq=Nl6^SJefDh^Ql
z-W>NaR<$Bvw;s-h&b_@<|1?ST(OQ>tdf2N5o=HrL_SpgM>kk+vIvK3zm$9Mhc{6ph
z<RnC?3z_7U!mXijx=J`D52X(8N>U})@7m}7YDnqM0!<ruJm~cXI!0ZXF|zW&i|~wZ
zD|E%TJld4+NTR9idZAu6+s7Nyq_kJ-YpT;A&mUJj;<4o8OM%~$_%Zq`&_0D)<c9&o
zmTfhxup2rHcM1cI7S!chT6g3UB~PeA(HPYfc{OfTfHV+*=sDm^$~SjK<AS-HF*znF
z(xZ;nnZN5C`;oj0A-KfDapvR@WKNJ&kermW-2^k47?NmW!0I;U+SR1L6mb4S@1rg9
z!5R938Vya3Cx8CZ+lW60G<0xCDwo2*)pdA(ZltRn%*hVS_mx}Wb`A_zi75#sRar@)
zw~)3mFD~T$CP%svrKxL*msD6_wi5YD^{w!D(VtMhKS@0)*jAO7-C(XKia)vp1!MX}
z{n2@eSmUn&?r)MTBY9Xr!n^K1l+v3`ivgqq2;&`})yl!@@>>r)-L%V^xvs-A%Pr=E
zSpkR5yzOF?&fA>*DClqb*x&B5t_L8ESglqSIusvGC)&z#N+<)XGS_K7?C<NA^vOxm
zhKYdkuQ?AtKLVx)TfMcFtF(3(IdDYKpn4RLorFD1Iw~JnDIr2TEZ9~IZG1+C-BEpM
zd`*KJmhU<@sP0Oi_9fa}Kcx%Cy@``>V88DsDCOyL3MWyR??h3lb#rje-Ki$}k_JBM
zz71`8^6OXu<nx0+`!=iVVDD8THf9MyJ`Kb2#t3@JA<94|CNm^YuHA&Q_B&3`DwB~B
zp*L~Ruy>%RKm(Ptuny8sVWy6SYc(8{dK$d3PO`Pd$^D;<$RQcI#lt=BU+XC%0eVYi
z)XjFQ<plR)mio_sl*sQoQ$L17?tVBS&&Y{!+<rr5RCeq@wOA@s`=a%E00(>h7g?Et
zPY*f$>tLC=yvGDNREnv)k}3^9eZ_q6v5*vSo2F_qg|SB6y78i;S-*y2A(eboj^ry8
zS-<<*5))DMb}e_qZw=L7Z#2*YP#^f5W#o;HImZ#p?Njn1mc8TY?kv<p{PWmDl@B8)
z1aEJ=>{BV&-B!IY<H^Npzh4<TqLqnc5<J>sg$-BYZU*jhJIio{CaQ)kOON(}SH>0U
z{=NRj@(Rzdnj=`~P(7$WZpYTBuD|I{pXe&Qyy~XoW=sw8>q|uopA<~ea~%Oev$N}C
zS+du=)R{;PbsiqnDW`l-p-<7b5v{14C%_~@S4$gWd)A8Q`?JG^0F1ma>BMEB<Bp8s
z63`BY$2?O`W?7|S>KLXxfZDRR^mLP{#^P!=k{4q9Ty1<x#(0Zg$F8c?SWYZJmy>L7
z4gclu>tVc@rq&ttCc9ZCO0oQX6<yU?HE=-x0Dah|5k;*twFDlaQXQ14+Vs3`|4p?@
zeLVEFkC4OLZKS+ms%Jvj?yX3YvcerhY&auJYRi$aL*#eNu=^kPd4GSJ%!`W`isTmW
zwj}0t5M|Wo&dGJJa36zp7g`Xp7{np_@_55_MWk$<*^1i84hwfI`5%-|)NTD87WteO
z$`ENe;*bD?phfH8V-n0L=uTZBw-7CdDCIevuFdx50)K+sY}*_<Z<p9ydZH!SMmXVQ
zkf2;KcYS!|<7&FeLQ&qQ_)h>h1d0tD(ez->`8;`YN6=3}Uvhxd?xBDSe<qLheeDKX
zql@o%hph6D(v6Ag67KKgK4&vbXO8`;6xfJ-)|q;$#I_OkKR$&o)FhR-Ui{8IJ<3O}
zN|P&%xt;XE0Kzvp+wgkQ92wg1Xp`>L@sI~AH=+su^fMn2WAYPI$sy0rmMoZ3Ev6);
zqg8su{_$yvj%5cLo2-xHRI|*`osPt@0NDiKD-XNAlKV=x3f+%Up?-HQju8{Lr1Esx
z8hSfcfdLT!mA!XlXW7+tK7*+R%1lqySF}Bl`&+RE5RXw4k~k(RVtGD3T7keZfP`&v
zJYDcvt1`@RN)0c-WTjwsx8Zpr<tXv(#|~?@5}m6m^$wnPmoyEs>JSYJtIV-i!Ifka
zV4-K>`+C|pDo<qlk)y-{2ozo5%09J>!^Wqf*pD?b!{_)$k-s79y#PxF)M<@T6uB14
z;8QzetM=-^U@5TpRoBPfZPx7chYp)bhjHsu_aZ0yoy`Z^dfMOap5_Cu;_o_0+rKnm
za2btD0un1HQrSvJhY=<}g?AEJgi#mhEHdN!FUGXAhn~ci(fFp0j%Xg_;b?2?IGt|x
zwLDCf%))5W<yAFg`iHe9;z+d&H%7{;sQG&0NZeMa^N#M7D!tX@RDFIgEM~2@c&AK5
zx!jR`ek>15Q4;YjXRWP(w78PyybJ{RmS540AuG{3IefFL*LxS>o~Op#+Yf>=0SKGu
zOQKX+1_x~;AYaP2)fha457-Uk)IC(4Ps_$JV896>v%x=+1N_bMzeZzsw%6<=<zofZ
zX2c-Chujn)>QD=vbndQoAV$I<K|5bz6u}SY9<b}ChH63ir;cHKKtL&JzgjtaMch=s
z_l8^tJ#82@a@XrtF+7RP-ldLV8`%9Va}^ZsN$Z|F@k^z5vLR=`RrMP+x(RVVr|Ou!
zoCMLdUqARfoh+{t#kriP+OsTJ)>p=Bv5a*Hwp^x18KPv}5}6bg$(CFZ*|G;0XMGMS
z6pgFcM#FlvegWxv=WX5%TCeXFF3OgmCnQ|F+`T!C-*e03Y0rxRV&{;swm5?e^0)2U
zPywpJMnHhL9ySE&a1y1c$<!SB7f@hO7Y~0X6sb{`=_jdxiRfo{4!KmeFCh97c9%Os
zDB*Z)EH%H>&R!q%$>3tS1Myj4p0sktb1L-?`zLP`I^W3L0d=pokjGvHOi@pC-*P9#
zdu4b46xlG=Oeu|~%ieO-?@>K|6xX+#=>l;dYr#&Y=kWpgV(|qEItyBgV&+|Ql;o}!
zRNvx9O-@o{<o;IFEBcYI-BZA)1HFLFW=6#D+0q2r&(f3tG~*|6i4cJ5+_=%rEV-JE
zIC@mBWjQ$uyApB+BW>{R3`6Ke7@V&jUfck*F#r%&X~<1<-v`T@U?UfZiJ4%)H&79R
zZ@)iYto`jEa&wy9D7-GLUS0VMVXeKPt#=;}Uu>>CCg=ot%L{2_3*}T65)DV9izPpq
z4^NSfqb)MxBrvMqzXu7yHzWaHeQt{ty{NrhS<=9)SgKecLFt2^F6SP9Qxn=ZZs(;v
zzc1{~^82bHgm83XnwC!wJGlxPSur;@?YbBM5F$o~`KfZNERP18=|wZnM$j|kqpiV?
z0Sh{;QS6jX`=QPs@*^nml})<MZsJ#*ylmRt)J4_SJS*m4<jXqM%~JMc23)Mgpbg9~
zA@Vdn%{K2Jd{X`G4;l{}hU<%rCkIOgr+3LG(~uU73-O_)yO*#vZ6wQGMj?XmfUmzp
z-2l{V9h#WKF%3U(Z0h&9=)q^a!bA&fSh>D8SK1g@Xo|$2Kjw^$aA(7sWDQ^w@8FFE
zh^2^(NsE71FvI{zwoob=!{jx6PIuMpNiQi575-c9ngC<c2h3lf$<{P;5{B+U|B;hH
z{yCdB=W9$hibKA)@iD2Zu^V(kc5YFX$Xi%tV0@_vyEB`gr7b2soCgt9w>*k0^sm4w
zOLD=UNyeK|s5HI#Ipdq;-qPN7Wn!R;o_b5>Hk;@U1Dv)slwt;9Ji_-nxuXglSU;1Q
zc|7?J`SMiTas+_?Yse5=SWAE)Q0ors+k6cP|GM|p?S9#y0vplu<Sb#7`~g!fu`<V5
zF`_qX3Q)+B9Ssfmxdu9$Z!Ozq3Wl4HKi~_#;oEr<R%l&x@d$kc++?`y4xDcmW*RPW
zW|k^-@b3-s`+ySIgn1M#zI5m6HA^<mN~CTZ@y*U!$3Cd?(LPk|RK2e2c@b+2GIP`)
zJo5Yd3*Y<-M7NAztc1|CJ)}xjFVmhA2?@BJ4&SQt>jSTReNdP)t6!lJ0b*1NixI18
zucz}Wv+l3%3zqJ~_jZ<<iINS(xfXbMX<WS;>QX`U3D1kY=Yk~4n7V{It*o+!uVGnW
zs_M?1WscQhn`FyO64=l3VC^<9+*y1!K7B{9K;ogU^x>b)FCfVKI^VI&5QHieds%OH
zne0pnD9!9>5iR_v!{UO-4LhnE6`(k!k>EVD5*Bk42w|u=_|?2aPu4HSiTc@*D=^CC
zLL5h}mWNPxbQE{_SMPnx`6t{cE$4UfA6gc&SABJ9ChyMtez1Vtu({%ptB@l{8~_6o
zFF!vyZ$-=gPHct5`B&Rhjhpr3-Nj8fDM^_~&%4VSPL*}reRznF5tr4$iU`7AHzzx~
z6sQ|od9Lm^YiT@A3kUQo5d`@O`y|PFE*;F=?|Y>}kwS2xa-+i$_Z?RX7%krv;wBBh
z$fbmsZ0UcJ5@e}!1Axn7LCQqsk6O|GxmPR2_Tz?}Nwz`>W*`Ni{hqEY$z6;TiCK7r
z3lA5dY44I|yZw<rB3BX;`p;vmgc=}RQM616dA}^AocUL+Ur_34mvQx1t)>EJv^Tt1
zZ~Nb{WIQ$eH~<$7Ss^)fWhxbvq9XofrBu7@Rl8bZysGm$`!@EBBS{hEMJxIbU3)8W
zSx+E5YO^@djuqRk#8VKUscyRc>vyu(wW*$Zq1gWUMzpq#AzPpP*|(4pSv6UtQ$w)Q
zh{pcV1euhe=$PC7{Mp5J%McJksg4{rePj$N6{TJ!ND>==^L}4gkc8MD<tc}$l%bx0
zrt<!pwFlirO_PFWo1RUp5+$4LVO(4jdOgL^f}DHZ>|Lgoi7YSe=HoFND?^pB?o(GF
zQxU-AXT$Cwl4M^6ZOI%=UC{q{;k=1e!D_G%U;?YZPf9nAvo{&KljIn6wQ>I7!Zod;
zb>SUc1)opRU&GqVBO=Z`69JE7?PC!U<^IwT0L5E(<VNbBwrj2#@kvRy&jaHcbJG<?
zx<se&HvySO7O42E*FqYS3TRLwSDy~guwmW2o)<y(1<}Ru45!r%#nfzqEVZyJtoNae
zh%u=M448JGxb+-3HpC$m01CixM2GhYMhi6bDQN>^V9!M>@+LNNvz{(yj~LN?F|}_F
zy^$Yr?Yau4D;XoIz}I2<fWqQZ>y1q>a|Mg_eyx~8oVG@FNC0UG9&h9iJDyOPtGf1q
zVv5m(D$519kYvBIis*qQ%VoBTw@30op2JqM0>9M-RPG{3-_-T|fSiU?3NfJF;lbC_
znPVimyo=c+l-W`eHEKrh&hhniuffw=g>AI6tNDS3L?teJ{I{0`+JmC-^f>~VXFS>&
zpwmhU??)|Y>nrlyQ`OvL)!)gMuG*>`SLM=+pB06&x0<1`N!mdgb7SA<|9Y~LAX{<}
zm9Xv_7kqi}bV=PWL?z5!TTR%o5s}1Jda@5n9HAAeVYErSYz)=8GY0@TDp1}`&b%}!
zN#SzW1}j9`#H!r#dwtq(4%hYuY@5Er$ZV={n+hm7?SQM`Et$tb0OD`YU?zp$J4GoO
z@6$}7T4yhD=dkqdgV)!K!@NG8HE3c>p4X)@p$EHSPvfC<SLUJL_)bFAq02N;H9fdH
zCLra~Bvqfb=a3|<@pW`0HfN0Aw>!KfkBU~adh<p)bfk(m*Ppj7vu;?AXU-~lcNTQ+
z`?da*xD)J}z5i|B=<+r0X<*4pZ8P5)MLAFytI(5MNl#KMx{z*H1vXBUi1=T6_S=Ph
z+DO}t3E&fA<@VY6^7TfH_EH72M^5%)Q}|EL=N(dhvT!%!`LxPJg|YFhyR?*B#!D6U
z9@OMx7Ac40_@@X}sOnYp&ElRo47H%SLIG1wX=(d;G%Oe^BAWszK<WMLgOyXFSB;wC
zUjyTv#rg{ze$Zt3m2yhnuNJ%23J7q*Sq_o}PVo~RRXeVpRi*;6^_Oh-GZf0kC>KQh
zi#5yluUzoE{6Z>-@LNa+cXyISbSLtJBpg*C0onMs>0T#Z;u-x~a_S1`>_(@_m4zn=
z;8PWF!TyfIWGT22p0(RC-65!*wNSo@U5i1SvDCh{4xUQC52d=q)H?Pa>4J$$sLSxh
zki7}ApR~0k<IuO*NbPhuzb89X5|m=r{W0IYVxL4+<kWs@>?g(m=_zB^3Zu@^2+_Vf
zPj^x^J?B>an%4{Xa_Gqdb<cNNK~RE_S`@%bBxz#~^%NyOzdC<lQF&OvG!;#9gY=Vv
zESEMn>ISEx#5{pbfYkNU4r)5mTGp3E>pr-rUXFHPHuCZ~?T)rIcl;dpw>ge(svcm}
z4dmQ(U~=sP7jje0$J*LO^keBd-2dVuid18|GsWwHFl~W84y1=fP6@MNu!5hv1`_y_
znD%t|zB^*}Zi55^%20BDp*b&+Mh$xl;%;-lOH(8|vpK-niNUHFxhZQp9Q4Fq0vdk7
zLxPzteDc9t>Cp#2Kj4FDvp|9g=+R%{`0sanD)GTDd`ad)cAf_x9?(;7UR^fu&*6n~
z0Xm%j9R0-_|E!etpEu2C_0|9U^I5WK|Ia^a@32&y4pxD*9y*7~B5qcLO@KT^!$adW
zWH^;Sa*d-5_4F7DTR95RE!URvlJA@9o&a#u=pB*zTF>%^gktC`x8msiWU(!f**FOE
zd|Ar$>bGo<4`minV{eF22UF$)vN1;a7ItE*p$#raWy9K1hP;+nWWh~W4sWfnYP*)1
z#Z|b1oneA@dO&#*rmAE|2ZFXDcb9nO+u{lQjQs8VMJr$A3ukEkXIcQD8#VPMX|&~}
z71v!?7xT94M%~>$e-|rRu(nCLg9Q4?+^53B`)sq^5r@{yysaX`)v|(_2;jR@@4{2l
z;VN-xSkx(RbE*P9#}%Pf5CGrO^_t1z7J^152TsN4eI@z5)=2rLB8h(MrlMi{t}h@l
z?pg86)3?G?;&kWIq}V{3J-C;*&V-GFQ$wA(sV3ZwAkvYnj~24t{YNK{=c25o5(OLA
zV5$P+#9!U|uZ@2KoQAV5a1$kjnmrjv8>3~EIZt`)pZ7WkZh3LA657B1f*1#{$$}h^
zF%#R{JWj=}?6rtxBptMBTsp^Tl)71vI=r4XyYt!n{7pQP?AQlfX5Uork1}v<9iBX<
zvsean@rvI+Vq{+T*heR584-v|7OVX*4mLD9n)G`EKI3GaQIv*wJx=Zp<<Fhj3u;UV
zTzPOOOsd72Xh`*fbT`_GVxtpvHN=bCDmMj(Z)Y)~Xin$v7*ID%s>K|2+OlZI@yx4q
zwW*^mY@_ZDGSn`j9M{kDHCXy_4zvB=C%eWN>$16h4t;ukDv0|%pC{n?zE`yHfqGQE
z>_HDr)_=t_W{g2&S6?1*gOMQcE<VQK5z~C!0(1G@*TgheZgi7;y3!LW3O_*l4u{Tb
zLoVfw_YjQmqnuIX<o=f=>4hNo^KNGLi#_;#n$Zc+bz8L-`6n(OTCNY-vTyPH%ig8c
zAF1$#@gKtO1ft1KqabQln>+ms-UQL1ecB^Fq|7g4&D-bxYl9MzFF2YCpsTfdBj2Ba
zi#cT^^zZ;ujhc-ny~66h(7|Z6%DQVek;do%08|u{YQu?uMR}dY+Z>$yNXEBANVoOF
z%7-69MFf|3%U$nsC9^7|$4FY7nawTx@{NR}hT6F&=YC$(&ZDMIR=3BaFRsp~D(5^h
zt?Ysy-{F?{#W4>JFrQC3n%j8#xR86wV64;L4JDR2&=gd?o9(Z(@?%e9<uXqTwQ!$^
z`JO4O<P}nWvU$sOy~gonCUTvbG;+WmJBKUiEG@}2{PE6ydpKcjWl5<x@4EZZ+eCO1
zgSnFkOGj|Z>ok8klPM1Y{f+OfQfIYckrV<@?VyflUGoF0-C}AJe~u}{?sXAFrN;_I
zE8Vu^!%tLSBsU`Kfa=Om@zn%)ASd%3g!&1f1k{L0&;c@On;-OBpZhvWRAtVuYUqSY
z+b;IK*?($NLp)gRqFybd2#jBiS|-tAK3!_c^$wPg><D^oJzlAs^%}J)=fxX`02GJu
zvU&JcWP;02(tUnNb^DsHnobVdMuQH-B6=`EE8*jvMHhv0TEZWM1Z+|1X|c`qM2mcf
zQ@SIhv8qxpgTTW<k=L=bt7lg(rMp~1C18>&9JSTaSlCpBClfR0zM7IC4w2S9Pd}K^
zO$$O3MH<b*)j@lK(S7Bz413@5OH>tWN^@{M#8Y9*)tUq`qiM$^?Y0@G2cSTciOpZW
zuhx7q(a}chpNx93cYj|{N1T5;4?+xGu?6qOZo{Xg5M#xwX3aK{t=gIXLSL)h=pO$E
zB|si{{>6S3v~$2NlY0jMl<IyIirX)_T^^MaKdT0!jXU->Smj`yN-3fGX1K1)aZUfn
z3t%jwAb=pMO0hWK<}+Qz-b-B?!rzvi)q)@jSK^HK9PDDUKEgC~Blz^)e2PV$-pN~x
zo-40Nfp~gzS+t=?f{BHKlvKOq@D^TR{O-@$T45AxB?2h?XBZ$l3>bA^?u!{**~!ER
z*WrF7CJYSDRNK)d7XK)sn;k&8uwJb6<_;{D_asy;75FtEDWT$}G8of^GDi>Z8LOdF
z)S+(oYFw>66bidsi;^QvD-IxKL;>$=ME%Aq8j?Tn)?0Zf-k?c4<kRjJUqKBX`=59&
z8Mo?I89~CT?+4vb+MI!Cd9ziAn3h$NV?WI2Rl-mJ0L7<^+lo(Zdck;H&)$0j9y+pL
z@P#V9bZDd(9Em?h19QCE@VN03VtcCPL^z3fy-v&)FBVeoUN&=YXg9Ac;#g<b&mwM_
z+~pq&ij>uah1cx^>z^l1`rRB~#ic0F^-=@&Kkg+s=LifE)!su-9uYyUr?Kd{_^4}-
z`PG$5RPjE#H}L8~_FWXAJE(Z_uRR-KBX3dEoQF><5$^T(yEJ%IKbr5aUr3;mN)FTA
zc|=TC+sPvbR~z;$5lJ?NZI9cjdf>Z~P=#xJX}Qmt;H>BEo*%@p6bkpCuyNN>Qt<TJ
z?xAPG+r2oNf^gM=)I?3!Pvh3#%&-9=VZ>t&+Q+u7$L2rmhalQ$_%ds{ZoP(J0(|Uz
z$0QW$9sy8QwBd6e^E@BL`E#xx70x0IF!F7g3{ZfEZEsJ1{VqMrFh(vh2RMJykiSCK
zB>;ebt*lLvn}k;{#%!#AWOJc45!cSI+=xCzv4f}m!vwWQlNui5Yu$@`dN?s)3$(?z
z_gi=Dv{-xx+m?fjWg(VZ7Tm6+XgYisfg_`?TM)zLT_?JmrSwyQP85Qea6EMRk-!a<
z?auL5R0%xG18<i$&s9^KQ{hMH&&!T|Efhzyue1_ZdKr?0PJ9iqX?7KQw~?F9ogZsv
zgF3HYUv0jNJ1KRa?PO3C=?+^Ip2t{qD7c7S>TRzYc<7@C>tK0%#`1LVoJuKH(K`mL
zM#z|LtPkxSl~Kf@&eKW0#$)C^GrAeJy^A>7+s}>j9NjjPtqM&_W9}O~<ie+sHP(&`
zha{VqFd7}{Q##{Oa*jsgi^+Qmk^s=;szBZ7kg}R7*w`sR6Ugt)&I<)nmrihDm~3v2
z4%$RDrixPytVIs&nBk}RYRd!Ti6QUYXENjnskGvXZ{DZA5SgFf9t6VW<lJ4{#V+m*
z3>6A*Abe>-+FuPUWjFI|RchIHGBZ*)#g$Zx;N=B7xDB>y7Fqoc2NLyks;}fb;j)*<
ztZUt+r$vxxmLH7G`I3mw@!c#$Hp(Q-rR5=w2<;R4tMvd~q|8ZEXJ!S|HY(=d?}LiT
zIV*A}23eF(`G>+V-B}u2r)Tw&15OO}(4dsIg>+l&wqq3E83GnjGQEHX?{7zYLx?ul
zFIA(8?<Hy%>MRivdhF(tFBVGsZReN^RFTcUtPMQqS<as?L23F5wBcruCtiu)>+q(4
zba&gQua`c5LyNz)OkyLvc2KEZJr$j#?+0b#cNNxvXBeEfMKR<G`zdFX8L`2Q->&2!
zUvcS#ZTrr8V<rH6KTn_FBXIxZ>hGsOS~elDmV3UCIZ)=Xj6AcOL~_0Z|La+{Q4;1D
zirZPngY=<GjTB2L!*hz5qp(XKz1OqK+vt~ICbPH9KS)pb0n{Q|GMun>f(V9m_UCEr
zB*;a66YcJ{65u2}<fiIYRN9bO-SfGiv&;s+a1)P8`LgVZ+@BQc^B@s{QS4g|miKr@
z`Vle?AOn?BY7}x~P=`y>N6L(|=g;bjNY1REksyn?4^3@~1f{krnBk2(o_jQsf@E33
zP68zg8t#pr6_kOG!)4j`AO2%1I(}#FRplEm*gBVxQ~Q#s8f5<qM#3HR<sj(Svqk8n
ztr-FLG(7UGIO=ux%TiLax7;}uEH371GL7!&Gv$?_%Y=kN>O`XLdOv6PEqrAbK?90h
zwCcC<<t*gC?m=cq290h47hkh5JBBehOxnw>l--?fx1ldGqYwq>@pYfaoi0Wvy^RXr
z>&&N1^K8RzvTU4OHgVOY(8$%!gkBnnJKqihE;9wZNjBD=El)dF?aEuJQvXTTypD&P
z751};T<l9;NL*${1=IDKhIW6-YCc<|J{TA6o+cEHsMpnZTR0#!@gOdCDybAms-6fa
zYvx=Qq-$B$^{L^<oZVAh!}(`9=Oa!9uhCn@W6obD68PU}kl69;P+c@YR%lkGRRh<@
z5;Oz~j!6s0Jib5^Mw!Cl!xwvU${>y{N^ok<1{znnG`C&4y(}-WeO4n+-;*g@TilSX
znwR<O-n6*xWhpG8bQO~j&b29TIFO}z(0P${>rT!5Z$9^D6oh*~DuTw@S-m*#Ke;bq
z|70qdG6Wcv;~Ym5IuFT<*w@p*um1a^$MYajFM_TxJTnmi-k(%#Z6<x}_PY^|D*URy
zyVI7KZ7tL}kKZ4ylS|~31JZ_y`2I~gN^yK5s4<p{-`?LTKLPY3GH$jT8`Q*4Y}M46
z52;@<FBgim9a0tlh5H^y^N*LbzF3&-I$4b$8{3hL1`3326v5vGIZvYxex4e8c2xD9
zVev+Pd~Koq`TfW3n*EK4nKDE;1D4%#V6h(1fy7P>*jtg2hO!C&oUA>86Y^*kIg}I6
zRE~TL$u~KOD=~+}9|x3;I7unWkjV-nv-ZzbALKr7zk2l2Qle6zG^&H=987Kbgdz7k
zOfnE7K~^OvHrk&Y+ZFi3KjVg6R}q~}wr*ocdhk|R@JJZ~Ahw2pqKIYwM?x3tmWiVu
zAqES0+-*`T4*2PT&$Hl2?PqhQFZ>v6YS$yHwZUa8Afs+N4#O*1Ppld1?!S}VjL<5_
zf?4BibUqQ;dZldD+8fgJ8|~0Q?yi`^-$r)~R`Jyct`y@A@o-I2HK;H#v6UPexbPkr
z&j{1%QCt=)qt{MO7GPsDO2{xGE?r9*A;|%hlS2l&$6d2hrm|r-GfpIx8=9$xHGdW%
zDSbR<M;>NB-AL3LgJq!VLm&Nan;|egb5PVHba%Aivd0pq6CoG{d*s4}>5@H!q=QY#
zj5hV-fJ;+AhVnEU01$>NErpUh{62ak)oRd1SR0#Km>42rZQmXHZ&EjBCR|6wL+e*K
z>ho`y+We~GNR&}8LI|#T_(Ws=+I|>0$X+zAyFk!;kAkKUL0;<4_pO22DDPm<yvxts
z$xOWMy=iE#6ungaQTw8JnB$uh0I*BEVnHd4bS`M}t0hpqJ2s9;+;f}8`1dDtfJlfJ
zqo&`F7wHhur<+F}193HCT*vZyY~f@NFZ)d%l0ibjW4<x4o>$)H+b}^Pi?yN5eLWUU
z8jfnc{OWS)p9k^HkEs2xxv2em@V~?^0d(_1v8;;ume5mZa4^c%R%=#k^@k~g9B+)5
zw`5d@Q|vc@FJS)F&zID~e%fSlkQVi{FhF-0NdUOTmcpNV5eyH=hJntt2}MgIgaE)j
zapENTBQ03IHjZm3_`A;#{OX_fetK9_O>6&daKxHjn!h|*g+C;nD&0+2B?|LR&5Gz#
z_hh>c^sVy<cysJDC%BH4BFE`00Tw!GX=xDSaDPIr`T1bgIt*Yf3SvGxKSy<vx_4xU
zUjK-#vwNMRkpTcWV)2f%ub0>*{SIBH`C)>B;`6-Me|m@-IkwicKa%owvxQU7AVjP(
zNp*ZohCOA~=q|o6K*Ji@T3nK@1cU3w87qhwQnZUPE0w)`j1(H%i8nvd9_an<lm`h=
z`aH4cUt4J3!MF{KxAV;@oB5ih6&(=EVP5;nZFcWluBZ@Oe=|9X3_k|&9qW!J)Llg3
z0BjYkFIB&Yi|1)GnOy3v29PzBdLiDOOu0M1MLjiYXGb4p{Fnofo?5f2K#3VkNx}eV
zou(4{Bf)sj&BEPyA6J$a>$@0EsA*>NXEJzxr?kjaqtcu>=mJ{i4&^n*D@4N?{2)TK
z*O8f>omzT7N^XiVuQP0D>Tj^Aw8BoWZ=}vHlW#IXU$s6H99jOt0G(_`NMf;(Z7s+|
z{4Y%Ba;pEcxa!-4T!Qtn+br7HkOw-#xBIiy^{%*<7{5+;ps05pDxKDS9W|9yN<UeN
z^O*@C1$|i$BR1xSw?w*JMZ7mn_KO|c`wu5L5hqPMJ1OXoI=a*bU6uO3?pWvYjTY(6
zTe8=qa592oI19QnPG^OE-VdaO%Dr_6&pPL-^q9NSMrr+&B`MlpLef!reky_aNg$h%
z*=pqkEV?q=>H4ayQsD)O`07gXh*WqL-LQXd)G=YH9qf6l-g0m3V-z-0TjevdP%E6S
zxRjk#i&afBN8HAJm>Yz`ER`5CS!)g`MAP#Ahc~fz1IyuZf{X0&F=tYX9B}f$5s<BY
z%NksMH8xNXYqC%#Kqo|B(b8RwpUTbH!!SBNGQt!`m-<~~asZG(oj)fl@8BS`hgOPn
zaQ73XWqJE^ppwh!fXKA6{S~5PG?MsgB}E?Zx#75M`#+FW)kDhSiH5$<IYJwqb8jRq
zJRnysauZ!m3S0$rJ34`2k^AQ^;|sM(QCEk%Q>A)=_(4pCdrHGRwly0CvxFE>%|Ogm
z*9b!b@S48Ves%Sl&*paPNSATo>>}FT>e1J^+Mju^&Wr>3)hS~^1V)`nUx(OxY3B9$
z4-32n;)lcaw(sLyvP2s$i6m=g&5|ax<O-yEq>5Y1ouYmTn(MOQD(YV@&#<KX$wp*?
z#?4`~sUOuK3`2@d{_B<NQQ-%5{5aHd=WNI+Btluz;X`9CRACJaPyOSV+h+y3qvaGu
zHm}R}VS^eT!pvxJKKlP7X~sS!1Ej_(!OrQDSySX>0G7c?hh^}t)7#-7%*IJ;+-BFg
zS`f?5jIyCWN#;5SsA<<}fs^(>tm^~XkBdq@sk{q4GZxF;Zd_Uqui7!<`Y=%;`oncI
z2$_Jz`<3wbLit^4uK0rCtp@8VqjA>DeQ-?*od}J(4f2cQ|CTlOn?6kbO5e#%zS`2!
z?8ue)HEPe!&Q^<1CZ_m8qYVX6orQpmC=ICEfR~$`3<W(rbE^!yg#>6hWcBx!`h#)L
z*qXiWc$TJ{tRRGBNnf;JYX7@Bv6#ueskmVCj$Zlxj){)TTskeHM|AccTS2&V9|zC1
z>4L3>&z7biqh<&Ptb1kSOSAdjSr>^!L4JRim%Y<qySa8>DTHs9o5Ol)K$D($fstuH
z?2k?i@#Onz<-|<gx|CJ1f8rG$G-ea)0d|jqGJb^^nR$z>GbMRP-YNG9RMA&Hb_({k
zKuFSe_M$);U!<Ul|Ddya8$7(8s-e-5p`i&=c;Csf(XpW+`eH1w<B%xG5jgU=I4Z<U
zBP4J;F&}M_2LUO268P1RROm>m@IJeShyWQ+a-xUY$qXVQbJP@H{Bm_aZ4}nvdelo>
z*UMt7Al^r5c$Raw5&OgaZmyoVEAuW@x7KSdwTOybSQQ!4aP~XiY2z>1+=TfTS>RZ}
zL*VY-Myj==NZMHlGDFCkeMuSU_?^K4pixAV;ovOD*%!=&swdZQ@pN@Pxy#FdEpF64
zp1U0JdORJVOH?v0w1g4;K8Kx%TDYpc67_W;)A{|nGLs%4JoDLZ1>Cvt!3;7ebz8w_
zmij*4$)3UZ<BP<gE=8ga^HJU4$J;*qvk@TM`G*~7Z)mQ7XpY12k4O1v>d|trDvLnu
zMR6C3ENSGsReouH@sha&KdP@4$N9{DORtU&=e!d#-z5B5gI)T-Vmwv9&FTfXM673Q
zOle_e%c;oE%wR7NY77SqG5q!VoS@?_8Xuy}3k3T^2TYs1mXlzbDtPV80L$UsJLs%)
z#r$n=$683+>8R!Flnp50lwB@gp@ze<qtGnnF5ctps*U5DtA!DbN*dh*qq@9h@DRdJ
zgSq=~FVRUkeZBPMiU9G!i#&CmaW-eJXMRH8dYz;wB^1Gz@@kumEn}gt)rN-?kRSPw
z@lfeY9S(>0qt{@AahTs~toXP3opxvI4fnrYwWIaG*>hm(tm0pHADfqn437z@!~oLm
z=l2Z0rjIucJ%H~~;;#Cbb51)?ofqhyJqN+-upG}+(<NC!_3_LxdnOqhvc9uXK-vDr
z^ZG<_vp!(AO+$0(KBav)*nGZ#2pa&FW#soeVd(N|1JsR%kq(7=p3N;X>;efUY)!`}
zbmGDIW?byJD~D^%IGaQ2DiMRsmy>rLSB)D(j5Nn9kwknhL~g2pXot(Gi44B`_p}Mf
z&q$+Hw8oG}E>k6|^Vm2Y{GDEh6CFu;Jc`)P2A2~Vs|vx1;Q+KeP!&Uwv%%9xhZBgo
z%Jn=aJP~D~O8XT$<zaFFZ(L)oB1R}NHbCxJk%&zXl`K#dcD;mLwD2?rO_WmI_Beo$
zzT=*s=k(sYvY@oIGEc&9^-G095@mvq$o-#|IC&NIR|m5YE_g}aZ>XDE;(P*b8{>o}
z$f5+wRXgWT66x=wgZLi+f^S1i`V}Q`zciz<Al?gx|Js;GMW_V<xqTSEv%QXiAXUfJ
zIuodHQ&5BHNt4q0*~E`N7UPBR^U9|_zUP#W*zY>?(DI!<JyJomZo=vIZZOlMwC${B
zTVOo3p3pJgr{w0b-ziD$u9YEa+LWHS)3w=oJ|?OBhkYe>@`@eoZB%lpI|yVgYjD!>
zERFEK`j8EE@+*#8iA&DPaCfrr@u<s*iYbYa>@#Vp%u<ejT9CK`SINyKT1^J*+42QP
z#z6JEu3QUv)e(yWJwH5rK{J;b&998iUA3+J%Py1O^=_hnzZqQwEAuf6)@|@UOWCik
zLh?UJ)!#kW$&~MNaLvPjqtv+ocxMWU)|}a%Ld(klJ7`|FYv}!%3C+#i8-nq0e09BE
zE02@>Kd8)P&8$&D8l|xk<--)tUKhG_T&S+bgB_D|6E?(*TI|8&H*QmdN)bE71{Lwy
zv!2!P(}!e#p1}%*hI+WJ-1CW_MoYI0zo2z`k%ARE?htQe9DgLS&UD*0{g<&O2z3Rd
zgYZX#f0HmFm}V8f|1AKE$tpWYBB|eun(_{O&wQ0_+!f`4wjA$|O4q`i?gd%@!{Y*;
zYKon}hR`waE)0v9dy3nnV+944L6C767v`5J$K|R!ZRdo*Q(jOZ5Pj69bwTGh=?JPT
z_w0TI{Yuo7h;^FJgLm=Wh+{{Gxn=V;^MW;-FW$cZ-p8kFYUbA)!#rE-5wnk^%PH@X
z0(G^=@mEbVv`en)mN+OaVNGFSmc=1Q($7wu#|6|wPa2QR3Q%lk6~F)aNn;;WSO9>$
z)oqUA%@kiiVhbJlR2`4rYgJ#{dejR_a_(PbM6*o+Ywt7LG^-(i*n5E`Ot>oXVHC00
zNQ$NN+YeR%Kx|#H1qzVOZmacd4oO9~12x9bB~ci#Q_t6>gI~n>E^l^#RtheW_S=n+
zIH9tt>}owL*8iU`k0_4@R}K#!8v)#jpl}XO&Wy>mmWJd)jucpr<y*Nnnj!aOJv2d@
zO{6PJm6L^V{+@Z`04QbpupkI45ixJhe1AcIN}jEXQDU<(P9)kj@f>k|lnA8}G5BZ9
zL6D+gUf{-s>s$D7d_;mEr-waK_qBp}nTpmJ2M%J%ZSkUx>7|jKa_O>4kf?@Pg3I(@
zlymHZY}2&{M<fIQC^o!&yT6#fO&)aC0<>(vU!NV26eRO@(k!4|o*`dfasLBK-=n}R
zLux$)rhD9Q;lhh$>j3E6%Gz<=V-N_}X+ol0n;OOo0OSQD|AFeRX61kcsBt1jng182
z<)8!z<D+~pRJ<VR$8IyQ(K2zRDggnUcmbjEc>&S==z8eb1#?1Mgk%Vxp?+vm^hutq
zFjE7%-3cbKAyldNz}DHwph{5(g-^b|Nof<Zle>mZk>HU{{-BWr0B+?ol3Z|~ncdv?
zq(oG&29X_lXKt+)Tj*i{W&=SwK!yw5Q5IYX8Y;WP<>$kIxa0GRVr)Nn2=gCY65ZC$
z_Gy&@E}_JqHr82j+wMTMB!ntRTYEOMehX^>0RQx*?E}*>iS25(fB5mM9$99Y+LVU7
zPj8}4f7*Jb<MHkTYR7CpU@=vE-h%o?p07BgEvM(}#&Hwlp&RdAR?+?XHm^2|d3irN
zRex6m?!Fo~))b)jZp1FCso}C*hv=G~MFwcOS9p!8X7T=!ULXFi>55C<_3g{kK5WLs
z#l`%Z^y&92!OmkV0#0(P3Gbo-hy8!i?AI=`F1TM%lx$cTErk)0^2l4Gw{S&Md2imS
za{8Y{dIv-PLESKrfSa@b;^hJ6(7!IR|Id&(lj)L_u8cQZ4n-iA+zV4%CgZvObd_J0
zx8YrLXQR7nVDv~}5hG71gh)>v<VC>wEfCzkZMb=H?3-Wz&9Y!*mbdjbfDh6b+>V02
z(947fo(`MyV@aKCsFh6`n`~~iOi>V#f*!K4IJZ^9=CwN^obsPJ?dS42h6akkY`y!~
z)NxT4^<|u6cgG*>5RR2Kd_Sp}dCnC(v-jpp($pRZ^r*ZBYY3qpx%<v68{TCHc^86j
z@$NpWJHR)Lsli2tmC@QiFSsHhlJ3l)d&WA>c@-0y=QG{La-UY^*bhR?mIO_ko$Jp8
zZ0Am78oC&Nmu&9aIFt#%n^5ABR(Cs|!Hxh2G`tov`fK6>r~~2{EAV=)|Jz0%QvBd!
zeApgMEN0y@Lj2&1`jCQ{jw^hdH6VS`2yu@o6tiLD(^1}QvVEK)_V)6;>uo`_p$>$*
z4pX!Obxo$6Nj5PqD9~Pt2t2Q{w;+D;^vZc$cWN~p>dS!tNmCUtclxU0?UFBc;9}MD
z##V}4tg4BppLd|TC=WJwxmC;sg0+37sT=f2{hut};@NRv735iCUxYEyTZdx((KI_c
zPG`bNG+YtM!A1$fCEzH!x2DNwGrTf3FH`(kS<@F*;2+Lx#=7!l$e~V5SGpu`q15@O
z2ceg;Q5mr(0d)j&rH1pOjoPJ`=l37%Enk(Dru&R%ZTU!qcq=o0bnyUapKVT2+}H1s
z-7tUk<yj6)Yjza58-LL5Lj?2;A@Zv;`Jjo5PyU_Lh|2MOw*+dTi)22;_Q)7Y=)&t<
zX47)hl~$TkP>eEw@-8m5L4%L|2e!<zU(C+g7=~I{T^86EM`I`)rAQAk)sDI9xRydb
z&ZhhNLo@Xo>>vKz4qKLMd6klYhfa7)w}DV;>dUlmEn}hmW`{_qU)wV+Yu$)QpT_RX
zhv1Isrp^}Ibq;8`J6z?@{;{zn5=b5;QUKg<*X?vCWTxzNlJZJR2ZpBS#m#P_-+<RB
z5Ut<U`>XJfqd-{ShS;)via9I7c{));Hf@RIggy9T@_^zzZy#u~(G{-TpH@_|Gi+{i
zQrCnn9r-qH{!yc=2hZ}hQof<`_VNRvldW$jtpkw^Bh*)C!sgAU%6>9n+pdOFOlZ{#
za?0(Y4E5n4dAOyFf!31*_^EY)w^;@pp7U?sT&`BWNalUC@=!Cw9=JL4@yv4U&iF%`
z7lNwp7o$hNe(mC5<@(bvHCzJYZT{1!IVdbwM1sJpUkztqviU|P>T}eJZEH=l*LCpK
zPXOt#INHPRwRl@ydQkIHs+rQrPcM`TuWl|q&i=wX*wvU=5f6fZ)DJiyay+2;`vTX2
zRz;>l?$6EnvaA%;r{xV*O#1+q_ZBXH)}0e0hkqP15svStXtyL8CxHy%KaffQ!t5t)
ze;I1D<n5uBP16aCDuz?xoXbY(9-OT?Feq?EUe8`EC3w<G!qtfw@Oc&1o@v8ZPk!Q)
z5AjlU^=swcs1rk$bM$9^F40ESwc`n*8Z7VtyLw<Dvi{qYGx;CW&;PBhCkP5aO7G!e
z@gyl>2xJotS(&ig;p$4CT*au1YfpSN5|x0XOTE{27DxddBM1$ezD3_71xAauUDU~o
zd-G04Vfy@hzsfvskc1=4!#1#5b|j<U$Vy(8Q-C1LUokie3eIvw!{OiHck&I00rU2j
zHQGcwDp!WGMK((9DyQwDO$~v{stRIkvV68}IvM$&!iraCzAyTGUfAI7K5Q49AVvKe
z&&cMjB0cS|-4nu}!R-~p%(FBlM5V>;V{Si-EF>tE!sTq}{=QkZ$!60Jqc08LA3znF
zNGZlc`YsP%d3fYexD+cx)pNOd2X&jO<D7IoI+%UPp<99BC3d~d)-C&4$ztzLZ+oF?
zRw~yNMKcBf&|KpY{AVSBZR;_unKo<x#095$!bgMAMn-&oKX5s_zpW8PHBl2&sV1uJ
zG}mWd{ZXv{H{oekyTe|{o869@>|bNGG9J0*YM+{dGuwrclLk1t1xxGyL}zEYg*ch#
zhF@_Vmqlsv_xy)1Hw~NDbbG61&wswgQbvKO;n1ZfjW>v^23Z0i-y-GmHgpzzUVqEF
z5#tTZ@e3M$E9|Hw6bAr&&rP~q41SV(Ce{~?XcL2_=7o8?U&@zDds{%+I4hw)T7qko
z@+XHV$?Jibvj<|6Z2o~FRk43@plnVGU#Wi_ru;fA`~UF*sC+m>&At3+%$Ao<@N=l|
z`Srx7$u)~*lyUyM`&g1b3moJ11=Dii-4R7gPc~w`20mv`-jQoI{<Jc_(+b2o9Y&NN
zGht99zSJWVLU-DxI%|aZC8#o4Y47(xh5egVjd)UxNosb*sBkyYmVB^!@m5StF2k`K
zDf63~`0)+GH|>7MtHENjC(#iAUW!9L=_w9#jTwLz(KVAK8}>Fbg#q*Y+ZUuS)IVP_
zwRls<<Xthqg$R%GSOkRwr`?(b=;2VtZ4FpT8|E$1V=Er=NXwZG18PHa*fcYh;k>2B
zy1@OuX53Ml)MDe{4$AISCNv27dHN+UXqM1&!Wrq{V&+%dm^&W*eskaV>wg)a9s(kQ
zIu>pJaA-DL*9*e?>LqHz;186_Zl(-y%r1M&0u7OAM;S3gs=grAL)ogk<ex^grWXAy
zhrs5cVsiWjUW7@4#;2xlN&0R!YrPl*-*ET&rxepaOCJbSsr4IC5G?yMmlAcnAMd6<
zPHv&JU5C;ll%<VtbJ{o_dYf66)VLD#^zO}8&(?>#5`ztKr`)gr@lES>k*d{BGTTo!
zu8!khdCMMDtIkLY_`yQQO=%MtF0E&c{~TU5tJLN7Hh)S85kgDvPF*<Qj`aKc;iuRH
zN7*r1<hc^IEW9D_wzX!i;sK-mw&%AWV!%aiR`zM7*p^{RgsMBLMM{bH<L^pu@*_!Q
zi_elZ8!i!~lODrc1vL~^kL50AZvk|cN=^a<pFgATxb*a~?nGUOUmlF~RKVNYjAh)7
z-HmOdx7zEWi8Q4&80^>Qfa%ILNGysW3e~B^v-#zFD}UiLE8ZBYScZI9G38d2U!TJ1
znY){d(s@ZY0zNhV6=itInv1O>IY1SLkPa5v5IO7-fuRY?>BjYD8qycDrVvThy54L&
zEZ;@<gWpCl3Y?wHa^a$)P_#BeKyDb-)F)+z;voxTZH^d*QgK4g;M;L>HA+JPgq2wr
z#Imq$W85o3j845Suj($D&$#CopRBg}O9pQEtyBJfx!eP6Z7t=sIk#UA-I?-#w{EoD
z|H>%u{{Y${T=<d^p5>EPDY4u}BWPs}>(-er%4aIU<eIGd7nZ@(2<)khk+tR))!1sw
zy{vW!f(^J}x-5S!d5~bg+!Qa_8J|_X?q=n_TV6$=8hk(C$Ub^FDqwiNx(fK3tqJy=
z@*_IoTdjM-B2M3xTUlBE>&EDG%vp<70lS<t=DU?Td_0mI%o?bBnR%Y-Vrc}NjojI@
z;!FKv;l9hHUWE;|JzRo;ZUb10JU_Hxc^U`xb9>;5Qer@~rLR9T^u>D+BSnQ*kUcM(
z5cp2C>3KDC56Vuwt0+DSmO?pJI2pxK=<gR66&?b)3;@GPV)IYOCC5Db&6|-uo}1tp
z0tfCgr}3#}7F?W|(^9gxH*Z!`6wE=f{bb~P7uI(-LmoqX1X^di9W~Ly!69VpuhnHl
zcAtM)&h>QELvxA$0M;eBol#jx1}-i-4vwocC1gFd9tr}Y$45;FgFv^OhO194OmXYE
z8zB*iyORj4Fbba`59eYsUCg$DEs1qCO!emV?K;g}{?xxit&=Mi{AFLSsLcc?;AC=8
z_xEq{zu@9--gxXRZ#PgniYIl$FLKtJF;S%QuQki;0+G58@Nfuj`wq?(Wz@b;rQ8V>
z%*BHK<tjJf09+gaEmp(3ZA(G0nuln*pR6W>F#HQ#?mc`umS_{6oxWFQPS`v}Z5ZVN
zs~{Id@OY?#H;yh({VtP-FTSRmhgZjG!Bd9tHJNh>Ro^*mkZWhOjq1S}0SGUg^X|Gr
z)it{9{<Uhfh}J#qvPd+L`aXmtbYB*S0uP91T7P$q9xv-qzS#X9lb>m%rP+~4w(MRJ
z?n<RCAiE$|t*s;9(qx$juhRktmUMc2Bg?Wn{3{h^NBnlDd5mtJ3iA?`m0GIrBZj^S
zh0U0M<|<&TnhE=2mC(TE-?0zY5Ynrk=>H^f`YX(?sK5T}+5fdy7<{!AGqzP=A~`lI
zmj?UgR(a&t4w67_G@{P2i?La<M{s1~v)-eXG!B9~+lP<kBr}<QXv$`bUJE5d3Wra2
zI|^eY8+9Ex@MK2y<gx>CG@)S+G$zioD#HI*(OS2+X@~-$qqr4_w)FGCsS`7InDGyI
zW)Xq^A<NQh&@NED14|4lNiIgAw}BHoFYCKvII;wI1x-CF7+?L)Wj=>r>JGp_w3B+F
zCl$L#=Y`$>L1XAqNWoyj*H%U-i^JXB)4!&k!%%9W{&#A2wVNIq)}y}%1rPAe0^Q2j
zKVLb~TneFjIveM_hYJPYZ({YpfE}G8r!ewDeVOh|jLc(}(sw21kOKbwFBT4l4=4l;
z494Bp+;&QWqw|-HzcN0mHP#ZtN=M=AM8aLHiHaHPsB?dkxGai)lvZ7Zh9UAS2)P{&
zp}*|@tw;_TEmw0$tu^@gDYLvOo9n)2bop{z7$-3K)aiNd;)(EdU+PT}N$J&3Jsdk9
z_p<{hEY?f|y)Aun!gwK3C+@D3{7nJvRT^j9<Te$Opmnb6>bzXyzj8uX0q@U*M=n<Q
zcNewqyDUcD{li-0sUc~uo&!PPx?YLl#Ui<P|D=T;>TPsold<;|p3iV#1p@JJ1#-F4
z0Vhtikr&^+_W#xPmQithTl#+!0)*fW!9oOrCj^Ja3BlbhxVzI>f;&NiyL)hVcXxMd
z92$pz<vaJz+&gpsznOV4=UuH;YxSzrbxwWuv!Ao~Te(J?cXv(xL?6OWsqwIc6eAiK
zjE7!)!+y?>c|X}g3U|q)Y-QHb-^wxnt@b{dF45#=`7lgi)jrG6Q+m6CC?T!pbymR<
zJ%G?~w;GI*2DD#@CV_$mum8lA3CmHZ;wD8YxCic}k!S;fbLI&B8xOS2N<wH`JeIh>
zf!YUVx8>Z$%H&d$t|)2YXL=sRuLCIyf=-~O+_!SQWz!2Pm1UQI$B-fOZ{dL0;9#O#
zqSi@WiYUirhlT*MoDaU5DgYy?2Za}8{Wln*PXe`k&b20rs>75P-t1gq^<`%bmiL;S
zxy85XL;MtuQfwLjT&IlcHhj5(Ncp7)?xso82<ClcoM-roMD`_#W$`;ItU=|2+@vyg
zXWO8ki{T&M3lONvVZJG>anf`>g-5Z10(wY7=FdX>ZAj_LE0c2T1!H$?PzzlJDszZp
zeDmi}lbni&xPtCiGQU(QF|~CFjggm2j=s(SDxh?i3OtRinA)!23n?206lMtpTgK4Q
zoP`oJ9Mgl(osnujA^WFt3=ba6h3ChfFlDRwr0p2vaaUf%vnnzWD0;;%`!%-Wg2z66
za8v2=2uoD(TRc3l2J1uh`Dy0HeBWgvyjR9?^-<c4#YzMl92<ANAxZKSq(B)KE=LBa
zevNs@1;W{-tY{BiGkbX}&5!%L=f?pV8AiIMMLjZnXemhLkzs-H`QJIK#_&XcuQ0Hc
zpcQ;ly(#hFC6JxElpK_>kJh(j3T!uX?_=rv=~*wU&=U1V68!IB^r`Cc>k+%6Y?WiK
z?FAL-sY`QxeW8FA1dN^l-fqU`L|UX8%D;uupZ!I4``!7UFBwkz#Z34;PG<Iu;DAfG
zc_y>Z){cnxu9;0x5#PpeCgaMAwvxm9r%umZo*lhOOz2kT?+}7d(f<^4cZ4SP+^gT~
z?N*vj5kHo;&epFqDKcpuSCI9a>FDnTq4>qBKQD$4QhSDWus~kM^V{ofIzlt7-&zyt
ze!<2+V`ahxtgE}wm1P<7sl6@f?p6u}fxgmoC+t?Nk56s@QTnV^LFvCm>3I6pGX%iy
zzrwZB?h4pWbmN?CLDtsLF-@*z=gr&CWSOiBRkkGff5q(RW^uz^BQ26Mnb0L1^6F}D
zZf&Xb<cdsuZV8%o?-=eaKqx#;p11V*-RdN~qO*gFfw-i;ta>AV9R436{CB<o2;uq0
zj>p86FV@zOZ1^f(^KQD}?=#QV-=O1X9H`FC&i^%3_Q%cisnsyb1>@n`SfVCkK4Iv+
zXj%p@upCeK7UYn2_02gl>r7sBXBYN}x3B`7`ot6aqjd1M@#98D_SfoVry;g-E%+Bd
zzdncB!jy|q&9JvpkUBPW%>q2C=MdA*kCe%ehCW4AJmKOthtt4mnvuqDzEG(HXv8H(
zl92E0y{v<WtEsCL$5D;m#}yVp-PURAc<=rtNmj%5GW-a79bgUOQ#eF-%%OP~`gpJ%
zS4$GNGk3TtF%cq;f}RyW+%m5X5BI@Av%2U!KJ<JBy|KK}uI}pi;4L#HBz&9-9)y{6
zAAZU)HARk6*V-5ENgfuhAYoBlm2L0ei<tQoSLt|hi-5FnOq@;T?);c7=btQ2+9fLl
zI2JJa3>tp`CqCI&Xt*`JDV3ycT_dM9j5KbtdqPAG*_Komo390(KY=1}(KzRKX{+ts
z)G}Nni)RF~2!ClO5GHo7XKgCL1NsJ&hTvAAmY6~eUaU;7!TT8GG#XmUH%X%M6~I{&
z9Cz9S>UU(?m0SZR0l~$A_}O&RJEQYYRZc5#lA0^<ts`g<Vaz#7b1YniN>e;s{&bo!
ztHK}Cy0T_A>cv572c`!_)k+q{^Yzy12(q$pcyoRfOhQ;P`gyN)5PO|lc(Eg5FrzMJ
zDpN+Ze<e0TY|n0`mfeq+AijD{iz~8WZH_k7<E%AK%mht-(rhz`GRJ$X#ugv$uHI2X
zTw`XGivr3YjiW0JoIV8d-X0bxfLEeCrpKdAwN8O9$-(1Dq^>{NX9R@ja}v}iim6u0
z79!&7%0^o53El`Cvjk=2&Bv)OEj%S3k!!wf6m8_W>U_qA;s6@m-E01^dAdO5lMvMY
zqshV^#MkBgt@Zn4!8Ve{D<-zts)dvR>5QJ=og2#8(5Jzv07MXHHIG?Iqp?f3FX>Sx
z4FmUSr%w<1`M%70ymqeb@>cgv^*diG9!NQ6s>)i2RM4GFRhgY@<-&3Riq#`|MUOjH
zz3KXETKBaPF8W}8c{XiY)95B*YWYrD&O9&ws!o0B)-YsP<pD#{pwLPiWbSnE6*bp7
z{?P$OGA|)jdZ7Cpd_roY(2EB%te|#(VW9so#g?y~*INK<#L&c9fXl4O-wOYO%TNF>
z@+5d_?b|_!n!cDBmYm=Ae+8`9e8#d(@u7RwHu=uSST#(;ma{ZH+gF{W8TJ+e76?e#
zTW$5;qd&M|*}T8qx=x4rF$;VhF`%O+=*}vb@JPP=9{7sFXW0x|Ur7JyM0<Jm<5GpT
zw1vP68!mZ<t*BMq_KlVx6_#q=io}-`KE??c7k7__fh6Y)at?D;-nr;itTI$Sd4!yy
z+73M7=d1#!a}cM-SXtiT^CP_+prOuu2!_#NAiY(Jc%-_sVOP(Q6y?4T<`VT!7F&CG
z(4tW+>k!G<z}H|*f!*p%d=eKK`dubOqOZMVH7Ap9BRt!jz&zR0`y)L@o_u)?k&bk-
z#nKuJ473;M{T-ofE5Y`f2O>j!C{0y7=W%}0Qb9>0uxlj%9Ol3m(Ha~jZ@H}*T_}^K
z+D=@$aV+Y&RRE3!DB{$(UJME*?d7V>6=6QzdVl_c)Pu4!WjQ$i$#Q)<Hw6j1g4~C3
zs)ca#a%;+V4NFvJB&VpGZn55_GHmkai~f!s7y8<)7P@<W$99kKMsmvQqkep{uIHhO
zmrEKCGly!%v=3A`<SAa`PRV7b;e}4?8yR7Y`kihY=VM_|%DtLJh9kDXog>*JaStAH
zJjhP_yoV}RE}AxBR}Sc%p)`J|i%z=lFAw5yjTQ*wx>rlT@77y)PnS1EY|qdW&GzwY
zO$t*32NygGdG4T9{T_DJ$&D_@M=^()v>vHkZryX(9t59y`2=7e;D$O6gAXa#j=Fok
zKvUBnXRyPiAKe(v`_-@=&kRGuF`gGej?C%I2!=Y1q<c*SJKcZDm|nkuAe8d_z`VuS
zXa7#ra&i58yY2-7o(@h`8z;La`@<V5`q`KEl>RMPG76fD+<G5T14=SJ1ZC9TK#)L0
zj#)#Ket%YwSJ(L6xI|7LE$2N2+>Ex+M7WYLf<01Hnos>Sql=9(X6wmBX?A>&Y|x1h
zvAbg{-nZRTre<8?m}hslPxfg&NwaEVx-i@{YNtd!|G9U>z~cTsOjT2WH}3n@ef`a6
znR8?#aRP4=HKWpEKO{2?K095Z7+p@&rl{b_Y)g{fID0ysmS>ds7R8b<(~SFz-iXZX
zm-7pl0>}PRC5kAoW-s|Z11~SUF<otxk~I0g1+7Mb+=S&IW>ftn7eZ(&t)!T<uwBY(
z1`^<DGVA~oDQp*OP$M;Pt!^$4X2qp+4Edb%AJm07Q8I2s_3Lv7M>240IcRm3ijZON
z*uY=l*-fRG7L-^#d)q*^|C$;S)LL4)>4iQaAhMs`WYAS;#KwmK$qdW&d>NK52~&HB
zSO4j<*E;7Gn!Z6=i8n5rm`nnk4h&K~@a#3bvU&vLH3^ycLuEx#%oUMk$7-(B+%9y`
zq@cl=`(pmjx)@Q^8#t0VJO|!=eg&#Ib9qnraaVE1=o2%Yk%+<=5u(gZV<eUN*k`uQ
z_ochVCd{Y$`3xPPf?!&GIza_N7g03Aj}GEtH?UEAwXXH6j}thscTpwng-yiYz6PkV
zK~|b*Xf1_{4+|p<{GUS`RuERk6YIC^xL6{h!8a^maJ8-W&w+j`@CDv)7UaC!i&W(#
z6OzkAW%zkU)9h8kc>@d(Xg0P<0a>!i|NP>dmFviNxJvFTg+)UY{0l8@O{VkqH26Cn
zR>hO!6xf_R%eiV3*Jk^rPv`FEHu%&-6cSeOrtcdVlFz88>Vh1-GfssEG<QbxN*H=E
zYE||8wd@p&jvAB1#Uy7DN?wLVXJt9_jB>1N7oXIb+?R7nmci1a8t};b{aZr`+MJ)&
zll~I>Q`Am)W7`T}l3bQx?}Rm+=e<1w+#`PBx|jw_&y|>@k`G7Ss9i4bnNE1#I<Kdb
z5tou$LONq3z(l8F9r!Mc!wJ@J+$?xG@O`5NHYW5^Z_M*iZV#XYtQN7R3f8E)<sw&{
zNhv7_n5RZ3UXv`TboYfqkLA-kR6BU7@x+8%4!cI$dI-FjW1k=iVc!p$6Fxb1Mo?tt
zAg0!q<$4}YSs1;vVKMQE(6{PozuA&4yfxbopF2;h-r^+nuS$Zu*rP|0nijel`(F3P
zSJ39%kqdrk!>w+&Dk&NdHSJEgN-LrK+-&NZ)Lay_=&u27j3pVnGkcS}2WMw+p5XIi
zX6FmG_1t;oRDZl~iQ;*|OFN&$fqoYy`g&s;N#~5$8{3IL#ujJm(dmx`WQOK><fIS0
zt&W;pAVhL*u+1?Adz-M(`kP8UX)e`Sne>?gjynG*qoQTA$Cz>0L9AHF+LA*;lOv;x
zok1k}tkqz&8R?*u(^<j?-lni8y-|(o9ahnK1?5hoQsKiUKEaPE1dJ=q{+PETW(-q}
z<z~U8ET}!?y#;2Pe{DXMZLWv#Yglz_ZE9wtDfU~376z#+`1lBxZ9K{xR<vBq(XFlS
z2<;ncmxro;FKde>be)IzJxrd}%WqO!-uGWilJD=LE=2YMr(fRbODlyUP^2<V#-}DT
zKpXX`ixg1y$sU=i8w^touoxG1iV6vrf7U{)f^*;4|G>Y{pqv_h=U1EDSaMyqTcf9>
z^kouJ1QcrlL@Qh6p4`ZDX1<9nGk9so;nG>RqOHXY49;pYaua=sU2LZZVkjy2jd{@r
zB1i(esff73vW?{@uhnJt8g}iAc8Rc+#J=dDrDlBKcYx|r8l$2&M<+zNQak@fRAC6j
zNqNtz@3AA0raao0l@vm};J*89l^mw#{2R|&tU_M3Xto3AqILAxnIt#{w(CHE#Pe7v
z!wa8wXWsJjXOult9zlc$uYTb0+_j?gguF`M%rpmx-ILs<<vllYr*99$#_=&%`@#9m
zg_5~|d1s(x6cNZTRf|6MGDQQ9>xfvH<=Zf~eZvhhiPAg{Yj|W5Sd|%%EL9hEzGKG!
zJ?m9;f}$KF9hW3toe7;%`&`|28jq=`#6gaea%x?VJOOIYasAK5vv{ACv`)h1<ZCF)
zCNvdH>%6jevRmsDchXVVSP!qlC=GSCs*QdJ-L%kBvX?pHYV9%%f4ZFq>Ou0Rz6=iw
z4(Dm1ZT*Sp+Dw(*;GUvhTgq$iQPbo@2{XVjcFN@v*j+&aK0c;;h7MM|k0MuAWHrSj
z;Ih^s0a6gNYdzyjmwQ-cPW}hF*@Z7iAcYVlM3S$?raX--`j)@VYQV9nXI)|NK_`WB
zFwbpMA$Sm}dMb;uR%O!5-yQA>UA|OWJ8P%3y44bQqb2_MKt&HWN0_DqWsMXJ-cGQa
zGZ8&A_bo#s7EAERa)X|~i$iT(|Gk>?5Fh*IsL4db2KZ^Js>2A|!#h$p;`=q!M%$+(
zfxTBu+j*n%S65noVkusq%_~M1D$l#IEyk(!3aW2C&mr>;1X|UUx9H0QVMfzm=dga6
z`Yh}DWSr<=0W9>@WsPJNXgwGq*C7`Qz$7&b-PHf!5{H3KA>Pe;&j${*{w0Obl6~tW
zJyw^MGUh5bvMTeBe9;$U<s@~R_F97CC^hVEhaxanA54~sw(m$2>eJ_Dy*HNwr-FxQ
zz<!i6pd!Z*BC44Cz<B_V1Mq9p%&dd5y6$RAW0_99QA^6a59YdKjz&LKTbJKV(I=y;
zj}8KrPfitI>ggQ|DDGmV{V$oO-}zuBG(YTiiI7h>ABwucmPwx!I}6Gl;+GU&PzX)9
zrLA1Ci6_`~(sNg=>p4;3I0ytBMSpeS!30^ONCQ=(^-2VR`(|vNR~eD5o&(47Aw-uO
z+{ZkI^*}B7p=;~ulv&$m5^&&1$~B?Bd{m{u84~LfFi}E7dB;911m|3CM2#6ZID0-3
zIuxawah7}nn^j|v_TveMY#4ZdQ6z5&BB+%<tT8T~*W=PEy+$unYLKnr{7@zQG9U0z
z7EoGV?#BDGPe_-Qt5Q5(A{m9Chm|6Lyt<1>Hz+OL_g!9py5ql=dkE&&($=CUAp80J
z(!Aevu)R1@<lrl5U>dhu%FGY(+ktj+eJbcx@14$%;}Y{VS&2~<#g(Bc&!rOI>Typd
z<TW^eSRqdh(w?Tadz259U1^ha?!O-09;cgpAj;Jc<wvqz9xjd9C?9B_5Z_+I@a%QZ
z6xXSZY!3mGZu9Alu}HPG<VQIFAr=Re#mcD>p(Bjve8|R>mfGeRbvA4~th!IAmo2}X
z-OhIG$Uw~7zP|Wsw-(&C4@XS_@Q*YEzrrsbwgO4S1p|lvOyz-pMkPcV{gIxThIMWD
zrV5_SB9Y0~KtS^#mYIhK^Y>9*MH!U*%cLT~PcDl9;}l^Q7Pp`7JqE2<0(r$@IB}=q
z;TUEq!7?&ftg^&K-V?q!BDUi{iusIeuNSsBpJfyRYx#ra<1(Br!;H<f;IopJfE@DT
zpqINPUR#`<em$NzRlj407JqXcnDd*Rq50AY3CrRNPc5VEqUWGsAAAU$lLswVz?Xmo
z!(*#by4BKY&8o~V+SG_glL%#}(zE~2<j!Zc{u~EbRwzHK6+@`f_hnvgS1v^p&He80
zA)-ClumLcVv%1Bb(!jHcw}N56`Z+ha1$LVz`>IU&;Ty<|bEXkZL7@mv<NJGpO%^P0
zAijS=jc+t~Wv0w)sl59eV`#U&IUyx2CdT7V*ww~cms^2jPlq=R+~ndzjASD_Hd;_M
zFI+lzJGexMY0h-PQzvI0y^jHGw@1sY2>>|SZYb^u-@9&7*pRXDJy|uac&#hxYjIk$
zYU}MfBORg_-`|R%?|!7W&(hM;5Rg7Br?NmjmXcAnzZ!jf=ONALWH&}luZUMM{S+~D
zv~mwA5c4?a+GDn*G5KChLqT&3(*pKbsI@90h0pwfb=*#@Z}C#na8ipwBoUgI`b{G?
zD&a-JK?UKfUlnf)c2VK;+_d^|s(0gw&mxsCrkN9*%N1gEKvP|KOur}!(i^i7QRC|0
z_qaifIg52qA#r=ikjTKSliHCmB*dks&0Qr7UqueBwa4#1qm>d!p79^gWbVfTzc2$N
z$uYT%_VJxiabnZ4Rt#QE#x!h7X4Gic%Y9BfW^@w5F3oFIv7xoAQ3w+*+S@COxeL-z
z@;FFmR2E4#lCCFQmK3~wr7oagA5Uf$l&c-Ea7cOop32$Xp>Ghy8y$K#s{q%+;lmlO
zF*Rs(c@%*%gM*zp@*Kmhn$ddpB7(s75aUJq72kr|`+veqDyt_c1qaEvU#K`>mhq#9
zw7=u!@#q_LDi`X^o19nM%2x|1emD;9pL6ggzN+sFQeN&yHv}2m(YzgQw1h;Ce`?I>
zxih3=yuQEwwPv3$cobRCbzz4wp<1SlPRHC({jHzPNo@u6o&v%&N_HU#^{&k7l~;G`
zca*%lx7Lb!#yU@3KeKjmG3gV)>y4CEa-+Yd{oX?CWht}y&#Uz!WUBTV*hFOMTjaSY
zk`Atk-6p8(7qzqGVBTS$Ot?p`iTw{Ct<(6r@3LC{9xxWARS@@gp}xO+0fcvcnsFkQ
z+?jUIVhQ?%B)oE4?@oEFQm#p+j^2>t1>XG=N4g|!vZ{iXoX0pYhN*hVgpJAo5nt+Z
zxxzQeXmZjxS~+%HHmjP?quj%>!CC{Ns%@ZpZG{721g;h(`qgM~-*Eq5V;Ith)zm_1
zn?UwanYA?MgR{HkJGfY|w0dz8^|l&IX~9R4+Pb17qp6JGob`@E_Ty#ISCb-1bn?AZ
zqL0CE1>q3MY1T#iQv@cvhu9D@>&l85p^x-41qfCp660`pq4D$tj)_4G!)3B;sgBTm
zT>_v)KvRisgtQ(EA8C}39QMWep>~6e-)=5tVe-<ko|58h9`fDq8#iO~Mz)I&rfK#K
z^N**qTc#@;5jw{nO|AWm30qjM&f%DL1Lr3uZT6C-IPw^cVsLAR8sOUYb2FxMcD_tM
z@iWv?Z9jZ7KC_U1fJ2vIqPw%Z`PVQuE27>PAJCBilDnK*_BQpb=cbefOy+qeGw>-i
z_5;i9LmZce`+>vVUH-XGV}0BGDKRmQd*UcE#10?#+D?(dxVDj!vbYE`+EcHACDN7l
z9M^i5#3dyrvij}!RSRiJ-`r>Zk}WLvD))gP;x6=-n&FgALfp|9uOB)4oMZ@`f=;>m
zY{ytcvcx2C8r5CgjodwAlKkMnz@#ghLw*E8E<({MjMAK}k1f9|tD~L=SYc1b;%yV)
zSDZGIrhBph+p(6aa|C_fg{D2H(gi9q?fcB%e$ukhX`GIqaF`L1w8e%*n{c^R;OSyJ
zkw>tJnOf{9Mrn8T<)pep4|(iAo?t-e8!HrBsfVNt%5*WLN8trqHf-pW<}+tBlh9AK
zeQ$|COGbC0AxT+L{7qgLcNF6G!`-E>2`TMj&DFzjtv7eQcl2wbuPGXp7+q_%mbqFF
zj;wC&kGfYzv|Dh<J@3Yw5xlFsYAr`hvVi?R3huaT?k3gaawBk5y$rbwi;7j!5Jc$V
zTBUKFo<L(ep;F{iVK>C@KKV$9Ps>u6rPclYhhNe|g%QFr7bzKOEGCYJbBwYR=wK_b
z3RjrrABgvu*4F+V1q53+0-5WUw&h0s>H6S{gn-889BC@YIN!kCuAOB=>}e2sKLn}v
zy7#8ElpaOp^gJKn-Rs@+hG!%uX*&?P`h}f3-@9AE9j66xV_j{S*LDvFrofXLpDeB-
z@#jLw9k$fJqF6`vhW{7EE|B9b{1?rW$W!0{E-wg0n!9YRDcehKDbC6Mdw8&K%11uU
z!nF!mXQKzC7dN%Zsk<~_j_FXaflLiBNi5CIIZeeca*p|9Ympjz-#8S62p%pHq!&`6
zmyZ)HlNB3$GTz@d6K+pcgMKVUC$Kj-{we@_*ZDf?774;byr*9v2$cIGx;Rs_W{+7q
z-AQ>SR(0Kr0FC=5-Eh<%Wt?%m+5~kr42>q$$^Wto{_^1^IX*wYu+ap=aAE&*r2RYp
zz5;orG2N_=Bf}Hg;|T=R?|J2`zX@6y7V34uE;oKIABCA=z+v0B*XZ{P-_quKJ{)=p
zv=7ShhR4XMDcYHdI6sKp@Si6he?b9`Ez8m%j4F`2bC^b=H1)xBEiF4JsqSp`bkXau
zAMpTJAyaf7O4LP5{|H7YWt~rzQmc5_PJcF?{ha^il4IKkGxsn&yDx?Nm7ODoJeAO$
zC!3j&=Nf*B>S<X+R3ImXkdv5xXlIRhc!8+e#@830w3F!W0VyHVBWY);M<NzeppuAu
zcpgW+B%+RoOFvxQ*|gb++>R8`i0glKz<Y{1PuMie5}gD|No3&&`1v-Pwor*0M+*Bx
zA1v<31a^4=iTHnutOUb_OL0|ti=D;NV2pQ$yf3s1JU{gw3>0p)>*c4VNUDaa);gRU
zljgt0iuNBlSF;xNRK50w`aF=i@JgI4#n5vHA-^izZ>YO1U8ovWx|OD+;0A$m(Xg%(
zsk%|M^-CEZ{JK{0Qqk1njC+h9*nlq-{J-<;^lkV*D4LB6R#js`>a_5~`&`utyA7Wh
z=_*IZtu}rhI2{X<oG91*cFQ_ul-^9yt&f7rK1&E(AXpHzTnr5lo#hpLD1A?sdViyF
zgz%P_ocx8#)#BXsQiA@ND9i`9`Iy4z@qkn6TQ?(^r^tmtfM0l4$l^D;6oC{;pD0T8
zv*f-ttLM0i1Z*ROsPO;6pnQI$CZDTxc4*BU!j$d*kw(!e`H_ofNPsesN;~g-lySCl
zMf^zU4|TCmoyM>ATVj0|QnFC=6k2T(jYTPeM<#ueoNU)(wd*)4IxrVg5H2a|qUGQX
z-D}*2U5=o&naj!<t?0@hvGxobRk~3n8~%f&sX;31kWY-nL`f<>yJ7>AL6$7v<%W3n
z{3VqfY^qhIeb>ZbmN$cE@#_A;Wpa6uzFeIEc<4;n3<I<@_mh8oS&gB5-<ZK6ZH-kz
zo@dIs7{za}+#h56y8&M6Xh<Sxk7H4Sowzb(z}e`Gi6>v8yCScoJu?!2wg5XL!|J%|
zdbi^hhX@x35torURuQ;<G<}FD`Wo67^2B66wu6<4aZF-y&9-9LN`Jj^-W6^Hv>S^k
zxqjbseHlYCs-w31wW-mWs#E`%KIk76&aK^me-Jkp7-uQdMJXf8b7$Q#C@#o$tsDQ3
zI8<TCP3aiD&KgYd=~m*T)#wiRdSbXx+_lmulC~@#8$Hl_y6G%feiA&Li^95^J8ez7
zOC?#_Pk&+~*!L>}Ps}LL@s!oKR9_1$U0lrey9+bWwp@<J*1bKQg9m|N28@aV^2cl3
z4~;`%kaW9Zea5UGfD$>__;I(jIb3q#>378FJDk%w`4iy(bLFiBpCK=I7LniWIn219
za)B?@N%aE?N{}Zabux0N*J_LZ4x3bXa*lnXTJvVT%LG8QtMV(UVaHp^Oyl2}bL4N#
zIr*YOS`PszsdzPE;PeoxhA^k<{6}0Q@qHp;>Ks!1JabeC=!y@`)lmj6x^0Q-wD;lj
zP_a7==zceL`IS@x*>Pf7<Lddrj^70Geeu<ssihTe3)&)4l`&<Uw373glYf^!O)OeU
z2&f4%2cTn3=()KSW&>nCNB6EnR4BzbPf5BA@>Sb^(>b}9X5tXtOcM3qP(xlWT>%1o
zXpP?5{aK#k1IuL()J0~&HaV<AZ5VWW@e6^<EaQH+RpV!SdaX-C^7n0<W{nFqss5LU
zqYoKsjFNLVRi<#cP*F#vzlP(oc-Za(%g>1muex#<7U8x7ySK=-P?verEs0Mv1ulxd
z9PL8}Tik{Cn#?hj+_Di@&(PYOwcIrQ@$;?als<Bb7H&mmxdIDRw9Dm6%2kfsrW|S^
zfNNWvaAzNGM+J7c+cZ2k{0E|R3#Jw8*HZt%rcAl#_0TOrG}BfD#EA#9SVIO7%P1d8
zRo8t^2>s^bpXUtT{*3!LaG)J}yF#4^w%PfSv>Y~Xq5`>?SxzR5Ut#YThEMy%OH-!?
z0TPLbc?oDYqbk;?`yKPtWUipba-Rj^tkN3687dW_iO%7&4vT&@biLaMyRlP)MmVJc
zP*uG0XX>bYLCFRlU%7O3n4{^FNPfpglNdw>t{eReQ_8gQg{nIj#4&UChu+X3haf==
zJqm^<dtPkLAF<#mGm1mCDkE_=k?i>LVTHU2y_@W0Z%MGZ;u2kfsG{Ar@jw`CBRB1W
zxJc}DyG`kY1k^FiX_v1MdA@wkj_*0UBG<eS``)0GRO~e-$babPX{EB!?ol+<s;)id
z+F<9tku~2Um;*f2CnlMjJNsv5-av{Q7n*wtsa;O%MLXhjauz&#Mcty(nxQVL-fB)L
zDDK==BD>llKsreopG+Tx#+@KJ3=b^WF4p&<XiXmXeO{R6;PcS7wpckkIYtDGY0$uX
zoA!!MzrkaT7Z)!%<D;W&^cpZoQSUpnP>#+2wMv>Rc(0u9fyj3?=kfL})t<f#<Ld{H
zUhL$G)54UT+~1L<#daX;N1iheacArRl>Z+sa;wp|j_6J-5fb-aUs?+dW2UAFzA^s|
zTWFUUJJ$@!q{v~oPMKVV*#1^iXnclHt_S_qN49@L$)No_3)m}L*hmUq<FUQ7y@r6q
z^_rsA5?oO%)ih1UTdgsEn;I8!<4Dm&XkW##4a(J}|L}2j>}Y2*6mBTo?zPWjl~=}x
z0#-w%E7<#_qZMvT^;C%N_e5V#knx4RHtyN=;i$g6tjh12P;^ipAqFaYgxZvwvsv%r
zw;4+a1MimIg3~g33yr~(QOOr(&}iAEs@<0G!1Y_MMG-{}=XD3N6faU7sL70`a~S^x
zX=5zuNRjNQO`Usw&N~BXo<s4flYKto!BTkx5>u;8i+saB@@J+bKWWtv*_H5aL7;ch
zg>UYm8oqaqWwX+|ja?_mlS2M4qZI($Mj;_GxIA<}{?Hy{5<Cge!BNgsr2weKN0IH9
z4J4%h+e>DkFOk7nTQ&~j$6Xp9Oos_L`5GZyJ9Vx0|4Zsa!|+lkIbBjv{){H@qByZ?
z=k`u_Ix7N^@rjCHJfVM=R*}9KP;tHIjXhlxOUzqbKB(1r|EIk78Ibq3VhAywz#_U<
z$07%LT`}$VxGcL5+5>g%5>MBPz-3!!bT$+`ki~ZSbMRf<0WeErRU~BB;_bxWNx&>w
z9z*66QENL_^PY$QAY#T_@|nZlxqH8$co#+k0@bje>H0lhPqkR=ndLt)+0JBG^|(%E
z>zmt6J^Pz@8KRtQ=x%ufH6Fbn$~5^E&x<yJVEk`c@LR?(D!)rT?MGMB2<1%SBheKy
zW)MF(vHVqqb>#8X)`4ACh>#2!&xl!D)puSW-nhlXwv>@)l-K))lqELfAWUYZDJQ#2
zZMLq59^bp{2mSSq%-Nb)G;)ZLCu}-GQ*bbC-9#!TtT7Yimi!5;d0H3;<dwI-5ctb8
zA_6?eVG+R2%FlktCb`hA#f)6z)v=vWk6@XQRDOD3?ZUe9BM<e7`gUinJ+M&mqR8h!
zko9lEWzy%_u^*fMma4UG`V21iR`E^T@)Ax7U@^YWHg~#r*i_;;q{AC07UI90aZP#a
zSp2C+evF5to$qX`6~ciq(Ka0A+u8mmWPa)#81w$RGl#Q(Pb~C;qU`?)AUpkg=($h6
z7qnGw-}G;FyVv)`SE48aA(g)T-@p=&yiP!A8d&V>ja*|VO<Gf30|~Y@9F9Dh*_A;4
z?BDa>%2<ItfcEklePt^kF{zTlVS}$bOAq;OD^*3o4Oah%2&k~$Qp1!8Xi(R*cs1fY
zIA;7s(ZXDe%W6CZ`>cP3j499Z6VR^oW#VgWvq_*wUQv+GQM#_^Y&a>O_x_&zb}qM&
za&uO2*w042Y&+^A1{dw_zq*~awDXY6k2KQ91Lei~H(nr9sBOdNx_ed#G21foK+f!A
zDqEFeF!9_WrGL@@_wEzza-nPT5-%wBzqq@5GxBWNPvf*SN5XSTppfRr5*%0NN>$7h
zB>xjd?!Cxcq=&B(-q?fS&@6{7$}4^{d%&23J`T0ya#I}w9eYxno@%TxDK50f(iP4J
z+NUk0jD}a3`a%#}i`}%45m8;IE>%&{2IjC7?fu{scuF^s)h`CoT>5BT&0a}zs}>A=
z^x9v4Ni={tC8H$=k0`Mesn-l<PF5<r1`l5Nfcu2pobUU8jCbGWt&*1VJ|42tZjY$$
z@8CNlYI(f3E2FF*uJB-Y=7Cz;LZ`HI4i>Mwd-ODIHN`QL4W+*n81fW4`D@gsL=d`D
zI<Ho^fA7fgZ;Ws;i_BA(p1T;BYk3oeZTa{qwQrus;Q9wKX$dadKV;htj=s9VfYU+$
zSs<mIL&*<X`|Zp1$nD9(O1*uCvFt!0zSQ#+y#VA&{t-yGZimJs++dGS&HO-aT{O|o
z+@ouW1pu?AD}&(fqCzXlF@ym{YJ*R-{&N@@VeWmm3COM!Z_M&;?*?22YKVY3qSawG
zgx6a!1mT{xaMrxa%cge87+y0}^m}uQTzabIzhzHuLx}lWnxummMo3pzE8d<vMDvmo
z4yYFYGT(OtX`C>17T+Kt4Lw}Y>SSJ@B&0y0@M&yYYS||-lG2Ws2r;ro+SK~g@A<ce
zM(VwnC)KC0D{@~*x<GE>FXnEt@~6o0SU}5P-1}*0(?VZRn}N*-=#d}VzYGmNO`cPh
zS-B}&l#2jKg44ot@|;{sp?e~zL0)^DOLJ}E)?8L6BN|aA95{BVH21?%a6}-Oj;95d
zAWiLIK>ukj^MlwRTL7j2X(gv9mV!_z5%|$5v)JiLZS_O_%9kN86A)W)f&HRWCm7Ld
zeph?;TkA&|yz0qlg^1=hHgW`b<}43QWP1_8PzFyD<NBhe<Oc&B1dvdsf0ea$oH6X<
zjCW^70$DIdw$!t<{*l<}7m)pDpDw`hF^W_`1h>ajA64_+=~W8N(jv%fW<^c?LTqCh
zzu<m7g9bPsW@i@t;T2ef&5ZrDC{GFGx(>_=AZs8Jwog%&)_tS$T#YoIt6wODI>Ro|
zFeH4g_-wTASv)r{4!qHO$dZR;G<JZA0hF3O)vH6KQLEO7Hn1%r&NSJ}l-l(0XGa|w
zM75}g$WG)f+s{tyIxJ%eW<ox5-d4Nk1n!3&aug{xZ9Z9(R?I-3j)Cp*p@Ahe{7hR*
zdz<GdpzEl1KwQ)Qt6ha(m5ArzerK=STCJm=hk|Vt41{5ZCc{E}mR`2HHsxOh1T(ba
zwVFb=t~Cw0)t~>6?pWVnV{BSQelqq~M;y<li+$tny1m8rltjP&tjt8oK*GzV@)~P9
zsit_>3^<9?wV#&mA}WHahCg=;I7_)pqeTwJDiQ@=eo(w(Z^pbRBCKZ?os)mQTv&;O
z_YIonMNX(`{2^duV`9*}0Y!dN!I=ig0H}9_ccs4gEjwt0WfIi{vv~F$#BLtOE$!Fz
z{+rPfBcdLX9t$Wry+OXbLWn7YmHk<*d9aJKOIVBm(*naEux0Blq^2HZq$@sr2e+R1
z{L;Yp#<vTKKJ$bn@I>=ZiGMorcmFRH70LR)s;E}Yg=+swLtQ^=#9M25dHESsKLR5r
z;t-|sc7@x!5>)ceE8aJ8eMx&W&xr)uIevRw<3sfwSYBkuk9-J4Mh|3B5AQa*!)y@K
z*!J9d)<mgom^_jmwtl_!TnZ4abvg{60$9|wSgHhXo8Jwl-|FdZq1qahD(x%M(<PF+
zg17n=9`JMyv1zj@ZswG!ARFx@c;Dtde4<k_RT6Cq$*h&U>DeB6+^(^kIqvLPLY?ET
zqw+FY4SmTYEGy~TlS}9gJGs;e9J&i4Ar<Y_5*&V<tN3x1j2<2)9)Qf-*k8!yb$QmQ
zM#Pn2x-sKk?Ywh3+B@shkbXyiKK*Pey}^zP8vT+GM34&ZTS?PjY<GW1KW{jE&s@d`
z;XB_Td6Di(pY|cBAT)le$sIZOP9)e=%>5`3!4iKTlr}cuF5A0NqnwiXpIxLKKvN{d
z2FC@v8|s$Afsp%x=!ew0S7RW)o@t|@7y|m(li4+%g7tPBX>(`Xnv3onQFqiApu7as
zq#HZkY$(PE^ET<t<dlFiJA0bRY1@Ux&+Ot7aL~vy7tU|JAK=4!6zR5rX78)=jd+%!
zR8eP&7PRe|e3C$7++bx}m$r`smhD(C72n2+9x!YLvvvVKRqJkAhzNH1fA~=2%Kl~@
za5%M-#vb-Q#7UCyiB;#DaqV1u2(;q7nZ}bT=rWRCXPZR;ya7!;FND`R-u&?hoV9ZR
zdD#CkV*jsr{J-41f;^>glaaPMCoa_!Bk02N9#{?8Rrg`Xk)!XLbN$YC5D<j%LP;Um
zEAJ?{Pye=B%#RwFMPEpB$Cp!4a3h2JBHz3p0fbF3Oqwz7;kaECqxzZ5C9+YC)!H9}
zEyx?aX|+i(%9+K<a3B664oCeCU2?r63iuwvgP^SXtc`+EJ|~?~)DUdo56i)&c7Xv=
zIU{%Bmp^LrtMm^fK7fk=(4A8h{|Elt|CL$y|NdsR7}J9FBrYIS%3wM(=eQi{^6AVA
zOv<3W_X`-R59#)#3!7i~jOwFPdmlY=*VE1iBsYZ`Doit2VWxOpEeA8+0gvtfENmxY
z57VP--~DVN1AG$p)~jt72~W1}JO8X-OCGQeM@0y~jZ5&sq#yVxF15pQ52n}+ZI%(2
z1>)d^$P(>)wsBI2g2)2#7fd%s9e@3BEd1(^?t)v(lE(u_`bvwL@qev3|7f8e_DuO3
z?a%KUjaPp!2vi5VZc_|j$QPL_1$aKR5oLOBm_5b62Hxa{D|^*~skjNp$7-{oM$ref
zdDh8X=u+Ysc=akd70t%}RMq9=4$f-W9F2C%Y0hAy!^+&`m-xt2U1x_}B4&mur|U>2
zC1^EfX_325+UXUAQ1Bl9g@_?Nf+WYvrBapV)9*uLE4^+`V#OYEG8VWOG&qjZPAsxi
zKA090&CQ9}1@BWAP-v_etCjQ+g`0um{V)1UM_851G+y6IpE8qp!^mdqnNBj7T`eA^
z6qo00HtR0WIud!vcG*uhB>jJ>gSi^dEe&SgqACn^=!rLxq5|%hd3^H0*<_9PZt{9<
zzNJ00d%%M(4c{FEBWQ*@%m_)1Wux6xC|pw{kh!lU8kTMHASKvVv*#tagjXw4CAe?j
z-*@PX<7FJ32+xZ1fY_{*wbjD&xu&I$^s<Bla)z?V<<$_s<jwp0@1W}$V+jO&!9XhA
zQXZ&(H2pK9X!^~?A<7BSCqdiXZNe(GK#~)}lsBkeN0PrR34YSsBcC5AA+UKxV<)i9
zae!^y|Ip{O=vSlzS+`3y)JV$3V(QWJ=p<Im>9O|C*sbiJ_Ek8cJcI=wS-y?mmq~4e
zdD6bIU|aIgxVX20_Qf3CDiFMnHT-D0pnZV$l*IE?D#ufLJxGw6!mQ?LlB?`QBtNEN
zO;w!2Gr6FI11Ot^-Kb-Q;!P6<E?e7AtR}rX6f~)iKd)<FGp_A&7b-KFB7kH(J(Fi9
zn_`~05+bjB9Q5UGmZ`N4A`kRY0QdK`;*W6Yo(I<Qlkido46Z1T<y3d`gR0neW?8&g
zDQ3C=x{|_?IX#>@TiCIS1_)%_Klk}C_;UhEsXi}bf5X#^p*G5!Yewy5z84hlb7&5T
z>taS|`A6m=VjDBAdN-QTsg89C`5bJ7-+GlWAJ^R6j?hOPPJ&vO%@V+T8{T?Ia=WQt
z9@))4kftf094C$}6yJU_4G-U`g)4})<SD@TSj1lOhTW!fSX2JO&T=ykU1d%kC9VA3
z70XAFP*T$sc?4G`sHTYcSk184Dhlt)Aur^%{@rr3`U5Ph)M4u9O*!p<*nc^snm<!A
zd%$&oO2DPib;rWnXw5{c1H>=Ms>gGoAg>sUmOqu96ecA>AVfM*A$|oJ$WtuuOS)Li
z#j`$;BxvCn{k<lky}s31cT{FpzZun}dCyHPEVt1@fednkx@-1nI0gTHR}qI0=(P|!
z|JyYrp7Z;%$2k(?S<6kHhp#)ESB`R>!MC$M6*dt+%8#z|^&t^uc7TuVEb>l=9?#-!
zPE2-P^KHWvr+m%YwrTOxs7$onbJn9Kd!MI#Q_kNlaE!c7J_{DD?055<aXXicR*(00
z@hewfn%B95>$GRg+@36-rzI{Zf1l1rA%*%$zPvXbNKbTekW0SHU+}P5|E)X^(<IXJ
zmqMJ&Z;^*4zbUAvlo0m|Oi54(Tvg`&${>Hp+gGLD5PLpXHy1<Gv{>XzwU=gaU|HHe
z>~Zl0wq}&zSHhW|Z&p}nyjw64knoF>d5R_IEX&HGgdUY&QA9aZTYW(Y4zyc4oVs&%
z4^dA1zQLp3sN<<ZNep=81$N2b*ySsI{`QJbQWRm2*zFwafK9t2Aww)Jk=XR>rDaBX
z;aG`T(0*fY0T5_^WC#))2yf_2sWe$EY{5R0&(w+wd1YAe5=7IDgU;(3gH_!%BFu6(
z`z%$<a>YpO95*VBhKjQ3RT|}kmQ;+!ReL_sN3^u^Jh2{kk;RSK;*P4qpg(a*giE6U
z)(8Ftb8L`+7YGyd`uT^KK8HRL)h&2JR&OuX7UZ>fgXTX&K0MrXDMlq}wgf#$udIe+
z3iOL_%N3ilZVKwPbrfRwUU8oHV_OpZY+goJW3rU?=7@m1xgrZ@=s)Y1o1j%JzKaK%
zpEixWzJ#LWO5?*&l2{hrA7AeUbG#zIo~^mavfPA%?e=~NvZ*NN>}RJ2(;c13YJ2qE
zFg~E~dDwArs_ZzmFb+FBpd)`*2ZZtxsgOZ}M*-u(aIunUvQ-`W8@AveotCzo#*5#T
zFt)b*-7DM49o{f{Oz_E61o@rM%21h;Q_Qw9CJQ}_agn9*IlOm{=!{SIt1<Gr(sNq<
zC!ryQOH%H8e2)fR=9}U16ognt-kY72%`d?BQFSI;O(yy2HOqUJ%-@J<oKO5>V*4FN
zRnI_&-^G8`Hgeo<6+~=`U|1cYt0kJQ5^#@6WDlS@N=?`($#^<`9i8ckO2O6FT4A+v
z_iKwT<wisHN(r_)4jSNEFUm#R=a^l&U51VJFK;9}{OL{7dnxYuB2dg-<6>QOv2Nq4
zpyA5tXsip_Lhs1qsg<^=I{B_!Z_*EC!BsOE{J>{9V-Rq+ZR08?rlw@$e$HDV&Vh>w
zA3kLlhrsJmc4|AHSvf%5a$VMHdqjib&CuOeg;b()EPL+15<)H@f0ja^zXUG3Ss2CU
z@j5~Z=BaUmO%SYTNeqlgH~fAKPEA$!Xm&nXK$+U#CP&}XvejAXnrx38kBw>nX-=;$
zZB#Xgvr}>Kf#0J0Cq2Oy-PC1KaWLCG*3YE#qFOJ9n~{SqH7V~wJnLi-h0kb1rrL}C
zk$U7@J`-=!qluD>v4>1Ez}uIXlkxkT6)`DD<`WsA_3J7zKGAdvy=1g9jhJqel~Dz^
zL-m#AB@k$G$bXn8PKkbAtHZmBmCue#sXg~Po9fGGD=aYtQD;yQIgtvZauR4?H~NvB
z<TqP>Bx9KqzvMV4RYJ+t+7C+EQeP3CarwOphPp4d7mWn|h*blm=LZUF{(1lG4%T3l
zB>TXB>CH<Jev~Z@;v4EU=noUB{`h=2>hl11F;IQmz6czf;xW#k2$<4omweB|M;qH`
z+j*yr$S;nI;e}=@ui^}V6R4QyU454dda!M+SMV74r_Lju4pY|G47opb{asDt7`_%|
z{!umrLw34mklAD$mXy6wQC!{wA<DY`1NVlY`q~yM!2QzA!E_tdXc-I?y*}*6F7rnt
z0HETA%Fq+A<OkWk4KdvJjnyU=c}nykNP7yq?Yv>_SpRV@7dv;K8M_5+HoT=%Aa=M6
zfekJ4l~7~nlpc=OpDI;OJfGiil0U*C<=XOvfxE0`_KW_A>;nBr1Z{w{3BWL5G6u}W
h`G6zizrUP+f^*VuTSt(*o&f<vR9H%=MBv+x{|{2_rQ`qr

literal 0
HcmV?d00001

diff --git a/doc/source/v0.14.0.txt b/doc/source/v0.14.0.txt
index c033debbb6808..d0696a0be156d 100644
--- a/doc/source/v0.14.0.txt
+++ b/doc/source/v0.14.0.txt
@@ -23,6 +23,8 @@ users upgrade to this version.
 
 - :ref:`API Changes <whatsnew_0140.api>`
 
+- :ref:`Groupby API Changes <whatsnew_0140.groupby>`
+
 - :ref:`Performance Improvements <whatsnew_0140.performance>`
 
 - :ref:`Prior Deprecations <whatsnew_0140.prior_deprecations>`
@@ -216,6 +218,24 @@ API changes
 Display Changes
 ~~~~~~~~~~~~~~~
 
+- The default way of printing large DataFrames has changed. DataFrames
+  exceeding ``max_rows`` and/or ``max_columns`` are now displayed in a
+  centrally truncated view, consistent with the printing of a
+  :class:`pandas.Series` (:issue:`5603`). 
+
+  In previous versions, a DataFrame was truncated once the dimension
+  constraints were reached and an ellipse (...) signaled that part of
+  the data was cut off.
+
+  .. image:: _static/trunc_before.png
+      :alt: The previous look of truncate. 
+
+  In the current version, large DataFrames are centrally truncated,
+  showing a preview of head and tail in both dimensions.
+
+  .. image:: _static/trunc_after.png
+     :alt: The new look. 
+
 - allow option ``'truncate'`` for ``display.show_dimensions`` to only show the dimensions if the
   frame is truncated (:issue:`6547`).
 
diff --git a/pandas/core/format.py b/pandas/core/format.py
index 49e98fe9911c5..0905640c85ac1 100644
--- a/pandas/core/format.py
+++ b/pandas/core/format.py
@@ -1,8 +1,10 @@
+
 #coding: utf-8
 from __future__ import print_function
 # pylint: disable=W0141
 
 import sys
+import re
 
 from pandas.core.base import PandasObject
 from pandas.core.common import adjoin, isnull, notnull
@@ -309,38 +311,65 @@ def __init__(self, frame, buf=None, columns=None, col_space=None,
         else:
             self.columns = frame.columns
 
+        self._chk_truncate()
+
+    def _chk_truncate(self):
+        from pandas.tools.merge import concat
+
+        truncate_h = self.max_cols and (len(self.columns) > self.max_cols)
+        truncate_v = self.max_rows and (len(self.frame) > self.max_rows)
+
+        # Cut the data to the information actually printed
+        max_cols = self.max_cols
+        max_rows = self.max_rows
+        frame = self.frame
+        if truncate_h:
+            if max_cols > 1:
+                col_num = (max_cols // 2)
+                frame = concat( (frame.iloc[:,:col_num],frame.iloc[:,-col_num:]),axis=1 )
+            else:
+                col_num = max_cols
+                frame = frame.iloc[:,:max_cols]
+            self.tr_col_num = col_num
+        if truncate_v:
+            if max_rows > 1:
+                row_num = max_rows // 2
+                frame = concat( (frame.iloc[:row_num,:],frame.iloc[-row_num:,:]) )
+            else:
+                row_num = max_rows
+                frame = frame.iloc[:max_rows,:]
+            self.tr_row_num = row_num
+
+        self.tr_frame = frame
+        self.truncate_h = truncate_h
+        self.truncate_v = truncate_v
+        self.is_truncated = self.truncate_h or self.truncate_v
+
     def _to_str_columns(self):
         """
         Render a DataFrame to a list of columns (as lists of strings).
         """
+        _strlen = _strlen_func()
+        frame = self.tr_frame
 
         # may include levels names also
-        str_index = self._get_formatted_index()
-        str_columns = self._get_formatted_column_labels()
-
-        _strlen = _strlen_func()
+        str_index = self._get_formatted_index(frame)
 
-        cols_to_show = self.columns[:self.max_cols]
-        self.truncated_h = truncate_h = self.max_cols and (len(self.columns) > self.max_cols)
-        self.truncated_v = truncate_v = self.max_rows and (len(self.frame) > self.max_rows)
-        self.is_truncated = self.truncated_h or self.truncated_v
-        if truncate_h:
-            cols_to_show = self.columns[:self.max_cols]
-        else:
-            cols_to_show = self.columns
+        str_columns = self._get_formatted_column_labels(frame)
 
         if self.header:
             stringified = []
-            for i, c in enumerate(cols_to_show):
-                fmt_values = self._format_col(i)
+            col_headers = frame.columns
+            for i, c in enumerate(frame):
                 cheader = str_columns[i]
-
                 max_colwidth = max(self.col_space or 0,
                                    *(_strlen(x) for x in cheader))
 
+                fmt_values = self._format_col(i)
+                
                 fmt_values = _make_fixed_width(fmt_values, self.justify,
-                                               minimum=max_colwidth,
-                                               truncated=truncate_v)
+                                               minimum=max_colwidth)
+
 
                 max_len = max(np.max([_strlen(x) for x in fmt_values]),
                               max_colwidth)
@@ -351,16 +380,47 @@ def _to_str_columns(self):
 
                 stringified.append(cheader + fmt_values)
         else:
-            stringified = [_make_fixed_width(self._format_col(i), self.justify,
-                                             truncated=truncate_v)
-                           for i, c in enumerate(cols_to_show)]
+            stringified = []
+            for i, c in enumerate(frame):
+                formatter = self._get_formatter(i)
+                fmt_values = self._format_col(i)
+                fmt_values = _make_fixed_width(fmt_values, self.justify)
+
+                stringified.append(fmt_values)
 
         strcols = stringified
         if self.index:
             strcols.insert(0, str_index)
+
+        # Add ... to signal truncated
+        truncate_h = self.truncate_h
+        truncate_v = self.truncate_v
+
         if truncate_h:
-            strcols.append(([''] * len(str_columns[-1]))
-                           + (['...'] * min(len(self.frame), self.max_rows)))
+            col_num = self.tr_col_num
+            col_width = len(strcols[col_num][0])  # infer from column header
+            strcols.insert(col_num + 1, ['...'.center(col_width)] * (len(str_index)))
+        if truncate_v: 
+            n_header_rows = len(str_index) - len(frame)
+            row_num = self.tr_row_num
+            for ix,col in enumerate(strcols):
+                cwidth = len(strcols[ix][row_num])  # infer from above row
+                is_dot_col = False
+                if truncate_h:
+                    is_dot_col = ix == col_num + 1
+                if cwidth > 3 or is_dot_col:
+                    my_str = '...'
+                else:
+                    my_str = '..'
+
+                if ix == 0:
+                    dot_str = my_str.ljust(cwidth)
+                elif is_dot_col:
+                    dot_str = my_str.center(cwidth)
+                else:
+                    dot_str = my_str.rjust(cwidth)
+
+                strcols[ix].insert(row_num + n_header_rows, dot_str)
 
         return strcols
 
@@ -510,9 +570,10 @@ def write(buf, frame, column_format, strcols, longtable=False):
                             'method')
 
     def _format_col(self, i):
+        frame = self.tr_frame
         formatter = self._get_formatter(i)
         return format_array(
-            (self.frame.iloc[:self.max_rows_displayed, i]).get_values(),
+            (frame.iloc[:, i]).get_values(),
             formatter, float_format=self.float_format, na_rep=self.na_rep,
             space=self.col_space
         )
@@ -533,16 +594,13 @@ def to_html(self, classes=None):
             raise TypeError('buf is not a file name and it has no write '
                             ' method')
 
-    def _get_formatted_column_labels(self):
+    def _get_formatted_column_labels(self,frame):
         from pandas.core.index import _sparsify
 
         def is_numeric_dtype(dtype):
             return issubclass(dtype.type, np.number)
 
-        if self.max_cols:
-            columns = self.columns[:self.max_cols]
-        else:
-            columns = self.columns
+        columns = frame.columns
 
         if isinstance(columns, MultiIndex):
             fmt_columns = columns.format(sparsify=False, adjoin=False)
@@ -580,13 +638,10 @@ def has_index_names(self):
     def has_column_names(self):
         return _has_names(self.frame.columns)
 
-    def _get_formatted_index(self):
+    def _get_formatted_index(self,frame):
         # Note: this is only used by to_string(), not by to_html().
-        if self.max_rows:
-            index = self.frame.index[:self.max_rows]
-        else:
-            index = self.frame.index
-        columns = self.frame.columns
+        index = frame.index
+        columns = frame.columns
 
         show_index_names = self.show_index_names and self.has_index_names
         show_col_names = (self.show_index_names and self.has_column_names)
@@ -633,7 +688,7 @@ def __init__(self, formatter, classes=None, max_rows=None, max_cols=None):
         self.classes = classes
 
         self.frame = self.fmt.frame
-        self.columns = formatter.columns
+        self.columns = self.fmt.tr_frame.columns
         self.elements = []
         self.bold_rows = self.fmt.kwds.get('bold_rows', False)
         self.escape = self.fmt.kwds.get('escape', True)
@@ -724,6 +779,7 @@ def write_result(self, buf):
         _put_lines(buf, self.elements)
 
     def _write_header(self, indent):
+        truncate_h = self.fmt.truncate_h
         if not self.fmt.header:
             # write nothing
             return indent
@@ -745,9 +801,7 @@ def _column_header():
             else:
                 if self.fmt.index:
                     row.append(self.columns.name or '')
-                row.extend(self.columns[:self.max_cols])
-                if len(self.columns) > self.max_cols:
-                    row.append('')
+                row.extend(self.columns)
             return row
 
         self.write('<thead>', indent)
@@ -758,16 +812,13 @@ def _column_header():
         if isinstance(self.columns, MultiIndex):
             template = 'colspan="%d" halign="left"'
 
-            # GH3547
-            sentinel = com.sentinel_factory()
-            levels = self.columns.format(sparsify=sentinel, adjoin=False,
-                                         names=False)
-            # Truncate column names
-            if len(levels[0]) > self.max_cols:
-                levels = [lev[:self.max_cols] for lev in levels]
-                truncated = True
+            if self.fmt.sparsify:
+                # GH3547
+                sentinel = com.sentinel_factory()
             else:
-                truncated = False
+                sentinel = None
+            levels = self.columns.format(sparsify=sentinel,
+                                         adjoin=False, names=False)
 
             level_lengths = _get_level_lengths(levels, sentinel)
 
@@ -778,7 +829,6 @@ def _column_header():
                 name = self.columns.names[lnum]
                 row = [''] * (row_levels - 1) + ['' if name is None
                                                  else com.pprint_thing(name)]
-
                 tags = {}
                 j = len(row)
                 for i, v in enumerate(values):
@@ -789,9 +839,16 @@ def _column_header():
                         continue
                     j += 1
                     row.append(v)
-
-                if truncated:
-                    row.append('')
+                if truncate_h:
+                    if self.fmt.sparsify and lnum == 0:
+                        ins_col = row_levels + self.fmt.tr_col_num - 1
+                        row.insert(ins_col, '...')
+                        
+                        for tag in list(tags.keys()):
+                            if tag >= ins_col:
+                                tags[tag+1] = tags.pop(tag)                                
+                    else:
+                        row.insert(row_levels + self.fmt.tr_col_num, '...')
 
                 self.write_tr(row, indent, self.indent_delta, tags=tags,
                               header=True)
@@ -799,6 +856,9 @@ def _column_header():
             col_row = _column_header()
             align = self.fmt.justify
 
+            if truncate_h:
+                col_row.insert(self.fmt.tr_col_num + 1, '...')
+
             self.write_tr(col_row, indent, self.indent_delta, header=True,
                           align=align)
 
@@ -820,14 +880,13 @@ def _write_body(self, indent):
         fmt_values = {}
         for i in range(min(len(self.columns), self.max_cols)):
             fmt_values[i] = self.fmt._format_col(i)
-        truncated = (len(self.columns) > self.max_cols)
 
         # write values
         if self.fmt.index:
             if isinstance(self.frame.index, MultiIndex):
                 self._write_hierarchical_rows(fmt_values, indent)
             else:
-                self._write_regular_rows(fmt_values, indent, truncated)
+                self._write_regular_rows(fmt_values, indent)
         else:
             for i in range(len(self.frame)):
                 row = [fmt_values[j][i] for j in range(len(self.columns))]
@@ -839,55 +898,62 @@ def _write_body(self, indent):
 
         return indent
 
-    def _write_regular_rows(self, fmt_values, indent, truncated):
-        ncols = min(len(self.columns), self.max_cols)
-        nrows = min(len(self.frame), self.max_rows)
+    def _write_regular_rows(self, fmt_values, indent):
+        truncate_h = self.fmt.truncate_h
+        truncate_v = self.fmt.truncate_v
+
+        ncols = len(self.fmt.tr_frame.columns)
+        nrows = len(self.fmt.tr_frame)
         fmt = self.fmt._get_formatter('__index__')
         if fmt is not None:
-            index_values = self.frame.index[:nrows].map(fmt)
+            index_values = self.fmt.tr_frame.index.map(fmt)
         else:
-            index_values = self.frame.index[:nrows].format()
+            index_values = self.fmt.tr_frame.index.format()
 
         for i in range(nrows):
+            
+            if truncate_v and i == (self.fmt.tr_row_num):
+                str_sep_row = [ '...' for ele in row ]
+                self.write_tr(str_sep_row, indent, self.indent_delta, tags=None,
+                              nindex_levels=1)
+    
             row = []
             row.append(index_values[i])
             row.extend(fmt_values[j][i] for j in range(ncols))
-            if truncated:
-                row.append('...')
-            self.write_tr(row, indent, self.indent_delta, tags=None,
-                          nindex_levels=1)
 
-        if len(self.frame) > self.max_rows:
-            row = [''] + (['...'] * ncols)
+            if truncate_h:
+                dot_col_ix = self.fmt.tr_col_num + 1
+                row.insert(dot_col_ix, '...')
             self.write_tr(row, indent, self.indent_delta, tags=None,
                           nindex_levels=1)
 
     def _write_hierarchical_rows(self, fmt_values, indent):
         template = 'rowspan="%d" valign="top"'
 
-        frame = self.frame
-        ncols = min(len(self.columns), self.max_cols)
-        nrows = min(len(self.frame), self.max_rows)
-
-        truncate = (len(frame) > self.max_rows)
+        truncate_h = self.fmt.truncate_h
+        truncate_v = self.fmt.truncate_v
+        frame = self.fmt.tr_frame
+        ncols = len(frame.columns)
+        nrows = len(frame)
+        row_levels = self.frame.index.nlevels
 
-        idx_values = frame.index[:nrows].format(sparsify=False, adjoin=False,
+        idx_values = frame.index.format(sparsify=False, adjoin=False,
                                                 names=False)
         idx_values = lzip(*idx_values)
 
         if self.fmt.sparsify:
-
             # GH3547
             sentinel = com.sentinel_factory()
-            levels = frame.index[:nrows].format(sparsify=sentinel,
+            levels = frame.index.format(sparsify=sentinel,
                                                 adjoin=False, names=False)
-            # Truncate row names
-            if truncate:
-                levels = [lev[:self.max_rows] for lev in levels]
 
             level_lengths = _get_level_lengths(levels, sentinel)
 
-            for i in range(min(len(frame), self.max_rows)):
+            for i in range(nrows):
+                if truncate_v and i == (self.fmt.tr_row_num):
+                    str_sep_row = [ '...' ]  * (len(row) + sparse_offset)
+                    self.write_tr(str_sep_row, indent, self.indent_delta, tags=None)
+
                 row = []
                 tags = {}
 
@@ -905,6 +971,8 @@ def _write_hierarchical_rows(self, fmt_values, indent):
                     row.append(v)
 
                 row.extend(fmt_values[j][i] for j in range(ncols))
+                if truncate_h:
+                    row.insert(row_levels - sparse_offset + self.fmt.tr_col_num, '...')
                 self.write_tr(row, indent, self.indent_delta, tags=tags,
                               nindex_levels=len(levels) - sparse_offset)
         else:
@@ -915,15 +983,11 @@ def _write_hierarchical_rows(self, fmt_values, indent):
                 row = []
                 row.extend(idx_values[i])
                 row.extend(fmt_values[j][i] for j in range(ncols))
+                if truncate_h:
+                    row.insert(row_levels + self.fmt.tr_col_num, '...')
                 self.write_tr(row, indent, self.indent_delta, tags=None,
                               nindex_levels=frame.index.nlevels)
 
-        # Truncation markers (...)
-        if truncate:
-            row = ([''] * frame.index.nlevels) + (['...'] * ncols)
-            self.write_tr(row, indent, self.indent_delta, tags=None)
-
-
 def _get_level_lengths(levels, sentinel=''):
     from itertools import groupby
 
@@ -1877,8 +1941,7 @@ def impl(x):
     return impl
 
 
-def _make_fixed_width(strings, justify='right', minimum=None, truncated=False):
-
+def _make_fixed_width(strings, justify='right', minimum=None):
     if len(strings) == 0 or justify == 'all':
         return strings
 
@@ -1909,9 +1972,6 @@ def just(x):
 
     result = [just(x) for x in strings]
 
-    if truncated:
-        result.append(justfunc('...'[:max_len], max_len))
-
     return result
 
 
diff --git a/pandas/tests/test_format.py b/pandas/tests/test_format.py
index f61bda686c88b..61d2de458fdc9 100644
--- a/pandas/tests/test_format.py
+++ b/pandas/tests/test_format.py
@@ -1,5 +1,6 @@
 from __future__ import print_function
 # -*- coding: utf-8 -*-
+import re
 
 from pandas.compat import range, zip, lrange, StringIO, PY3, lzip, u
 import pandas.compat as compat
@@ -45,12 +46,25 @@ def has_non_verbose_info_repr(df):
     return has_info and nv
 
 def has_horizontally_truncated_repr(df):
+    try: # Check header row
+        fst_line = np.array(repr(df).splitlines()[0].split())
+        cand_col = np.where(fst_line=='...')[0][0]
+    except:
+        return False
+    # Make sure each row has this ... in the same place
     r = repr(df)
-    return any(l.strip().endswith('...') for l in r.splitlines())
+    for ix,l in enumerate(r.splitlines()):
+        if not r.split()[cand_col] == '...':
+            return False
+    return True
 
 def has_vertically_truncated_repr(df):
     r = repr(df)
-    return '..' in r.splitlines()[-3]
+    only_dot_row = False
+    for row in r.splitlines():
+        if re.match('^[\.\ ]+$',row):
+            only_dot_row = True
+    return only_dot_row
 
 def has_truncated_repr(df):
     return has_horizontally_truncated_repr(df) or has_vertically_truncated_repr(df)
@@ -382,6 +396,40 @@ def test_to_string_with_col_space(self):
         c30 = len(df.to_string(col_space=30).split("\n")[1])
         self.assertTrue(c10 < c20 < c30)
 
+    def test_to_string_truncate_indices(self):
+        for index in [ tm.makeStringIndex, tm.makeUnicodeIndex, tm.makeIntIndex,
+                       tm.makeDateIndex, tm.makePeriodIndex ]:
+            for column in [ tm.makeStringIndex ]:
+                for h in [10,20]:
+                    for w in [10,20]:
+                        with option_context("display.expand_frame_repr",False):
+                            df = DataFrame(index=index(h), columns=column(w))
+                            with option_context("display.max_rows", 15):
+                                if h == 20:
+                                    self.assertTrue(has_vertically_truncated_repr(df))
+                                else:
+                                    self.assertFalse(has_vertically_truncated_repr(df))
+                            with option_context("display.max_columns", 15):
+                                if w == 20:
+                                    print(df)
+                                    print(repr(df))
+                                    self.assertTrue(has_horizontally_truncated_repr(df))
+                                else:
+                                    self.assertFalse(has_horizontally_truncated_repr(df))
+                            with option_context("display.max_rows", 15,"display.max_columns", 15):
+                                if h == 20 and w == 20:
+                                    self.assertTrue(has_doubly_truncated_repr(df))
+                                else:
+                                    self.assertFalse(has_doubly_truncated_repr(df))
+                            
+    def test_to_string_truncate_multilevel(self):
+        arrays = [['bar', 'bar', 'baz', 'baz', 'foo', 'foo', 'qux', 'qux'],
+                  ['one', 'two', 'one', 'two', 'one', 'two', 'one', 'two']]
+        df = pd.DataFrame(index=arrays,columns=arrays)
+        with option_context("display.max_rows", 7,"display.max_columns", 7):
+            self.assertTrue(has_doubly_truncated_repr(df))
+
+
     def test_to_html_with_col_space(self):
         def check_with_width(df, col_space):
             import re
@@ -735,6 +783,338 @@ def test_to_html_regression_GH6098(self):
         # it works
         df.pivot_table(index=[u('clé1')], columns=[u('clé2')])._repr_html_()
 
+
+
+
+
+    def test_to_html_truncate(self):
+        index = pd.DatetimeIndex(start='20010101',freq='D',periods=20)
+        df = pd.DataFrame(index=index,columns=range(20))
+        fmt.set_option('display.max_rows',8)
+        fmt.set_option('display.max_columns',4)
+        result = df._repr_html_()
+        expected = '''\
+<div style="max-height:1000px;max-width:1500px;overflow:auto;">
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>0</th>
+      <th>1</th>
+      <th>...</th>
+      <th>18</th>
+      <th>19</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>2001-01-01</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>2001-01-02</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>2001-01-03</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>2001-01-04</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>2001-01-17</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>2001-01-18</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>2001-01-19</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>2001-01-20</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>20 rows × 20 columns</p>
+</div>'''
+        if sys.version_info[0] < 3:
+            expected = expected.decode('utf-8')
+        self.assertEqual(result, expected)
+
+    def test_to_html_truncate_multi_index(self):
+        arrays = [['bar', 'bar', 'baz', 'baz', 'foo', 'foo', 'qux', 'qux'],
+                  ['one', 'two', 'one', 'two', 'one', 'two', 'one', 'two']]
+        df = pd.DataFrame(index=arrays,columns=arrays)
+        fmt.set_option('display.max_rows',7)
+        fmt.set_option('display.max_columns',7)
+        result = df._repr_html_()
+        expected = '''\
+<div style="max-height:1000px;max-width:1500px;overflow:auto;">
+<table border="1" class="dataframe">
+  <thead>
+    <tr>
+      <th></th>
+      <th></th>
+      <th colspan="2" halign="left">bar</th>
+      <th>baz</th>
+      <th>...</th>
+      <th>foo</th>
+      <th colspan="2" halign="left">qux</th>
+    </tr>
+    <tr>
+      <th></th>
+      <th></th>
+      <th>one</th>
+      <th>two</th>
+      <th>one</th>
+      <th>...</th>
+      <th>two</th>
+      <th>one</th>
+      <th>two</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th rowspan="2" valign="top">bar</th>
+      <th>one</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>two</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>baz</th>
+      <th>one</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>foo</th>
+      <th>two</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">qux</th>
+      <th>one</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>two</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>8 rows × 8 columns</p>
+</div>'''
+        if sys.version_info[0] < 3:
+            expected = expected.decode('utf-8')
+        self.assertEqual(result, expected)
+
+    def test_to_html_truncate_multi_index_sparse_off(self):
+        arrays = [['bar', 'bar', 'baz', 'baz', 'foo', 'foo', 'qux', 'qux'],
+                  ['one', 'two', 'one', 'two', 'one', 'two', 'one', 'two']]
+        df = pd.DataFrame(index=arrays,columns=arrays)
+        fmt.set_option('display.max_rows',7)
+        fmt.set_option('display.max_columns',7)
+        fmt.set_option('display.multi_sparse',False)
+        result = df._repr_html_()
+        expected = '''\
+<div style="max-height:1000px;max-width:1500px;overflow:auto;">
+<table border="1" class="dataframe">
+  <thead>
+    <tr>
+      <th></th>
+      <th></th>
+      <th>bar</th>
+      <th>bar</th>
+      <th>baz</th>
+      <th>...</th>
+      <th>foo</th>
+      <th>qux</th>
+      <th>qux</th>
+    </tr>
+    <tr>
+      <th></th>
+      <th></th>
+      <th>one</th>
+      <th>two</th>
+      <th>one</th>
+      <th>...</th>
+      <th>two</th>
+      <th>one</th>
+      <th>two</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>bar</th>
+      <th>one</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>bar</th>
+      <th>two</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>baz</th>
+      <th>one</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>foo</th>
+      <th>two</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>qux</th>
+      <th>one</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+    <tr>
+      <th>qux</th>
+      <th>two</th>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td>...</td>
+      <td> NaN</td>
+      <td> NaN</td>
+      <td> NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>8 rows × 8 columns</p>
+</div>'''
+        if sys.version_info[0] < 3:
+            expected = expected.decode('utf-8')
+        self.assertEqual(result, expected)
+
+
+
     def test_nonunicode_nonascii_alignment(self):
         df = DataFrame([["aa\xc3\xa4\xc3\xa4", 1], ["bbbb", 2]])
         rep_str = df.to_string()
@@ -1505,14 +1885,14 @@ def test_repr_html_long(self):
         h = max_rows - 1
         df = pandas.DataFrame({'A':np.arange(1,1+h), 'B':np.arange(41, 41+h)})
         reg_repr = df._repr_html_()
-        assert '...' not in reg_repr
-        assert str(40 + h) in reg_repr
+        assert '..' not in reg_repr
+        assert str(41 + max_rows // 2) in reg_repr
 
         h = max_rows + 1
         df = pandas.DataFrame({'A':np.arange(1,1+h), 'B':np.arange(41, 41+h)})
         long_repr = df._repr_html_()
-        assert '...' in long_repr
-        assert str(40 + h) not in long_repr
+        assert '..' in long_repr
+        assert str(41 + max_rows // 2) not in long_repr
         assert u('%d rows ') % h in long_repr
         assert u('2 columns') in long_repr
 
@@ -1521,14 +1901,14 @@ def test_repr_html_float(self):
         h = max_rows - 1
         df = pandas.DataFrame({'idx':np.linspace(-10,10,h), 'A':np.arange(1,1+h), 'B': np.arange(41, 41+h) }).set_index('idx')
         reg_repr = df._repr_html_()
-        assert '...' not in reg_repr
+        assert '..' not in reg_repr
         assert str(40 + h) in reg_repr
 
         h = max_rows + 1
         df = pandas.DataFrame({'idx':np.linspace(-10,10,h), 'A':np.arange(1,1+h), 'B': np.arange(41, 41+h) }).set_index('idx')
         long_repr = df._repr_html_()
-        assert '...' in long_repr
-        assert str(40 + h) not in long_repr
+        assert '..' in long_repr
+        assert '31' not in long_repr
         assert u('%d rows ') % h in long_repr
         assert u('2 columns') in long_repr
 
@@ -1575,7 +1955,7 @@ def test_info_repr(self):
         # Wide
         h, w = max_rows-1, max_cols+1
         df = pandas.DataFrame(dict((k,np.arange(1,1+h)) for k in np.arange(w)))
-        assert has_vertically_truncated_repr(df)
+        assert has_horizontally_truncated_repr(df)
         with option_context('display.large_repr', 'info'):
             assert has_info_repr(df)